Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 5 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6 | from datetime import datetime |
| 7 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 8 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 9 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 10 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 11 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 12 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 13 | from generator.tosa_arg_gen import TosaArgGen |
| 14 | from generator.tosa_arg_gen import TosaQuantGen |
| 15 | from generator.tosa_arg_gen import TosaTensorGen |
| 16 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 17 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 18 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 19 | from generator.tosa_error_if import TosaErrorValidator |
| 20 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 21 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 22 | from tosa.DType import DType |
| 23 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 24 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 25 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 26 | // SPDX-License-Identifier: Apache-2.0 |
| 27 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 28 | """ |
| 29 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 30 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 31 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 32 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 33 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 34 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 35 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 36 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 37 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 38 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 39 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 40 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 41 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 42 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 43 | def __init__(self, args): |
| 44 | self.args = args |
| 45 | self.basePath = args.output_dir |
| 46 | self.random_seed = args.random_seed |
| 47 | self.ser = None |
| 48 | self.rng = np.random.default_rng(self.random_seed) |
| 49 | self.createDynamicOpLists() |
| 50 | self.initOpListDefaults() |
| 51 | self.quantGen = TosaQuantGen() |
| 52 | # Force makeShape to do a specific starting shape |
| 53 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 54 | # JSON schema validation |
| 55 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 56 | # Data generator library is sometimes needed for compliance set up |
| 57 | # even if we are generating the data later (lazy_data_generation) |
| 58 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 60 | # Work out floating point range |
| 61 | def convertFPRange(rangeFP, maxFP): |
| 62 | # Converts program arguments of max/-max to FP max |
| 63 | vals = [] |
| 64 | for v in rangeFP: |
| 65 | if v == "max": |
| 66 | v = maxFP |
| 67 | elif v == "-max": |
| 68 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 69 | elif v < 0: |
| 70 | # Trim to minimum data type value |
| 71 | v = max(v, -maxFP) |
| 72 | elif v > 0: |
| 73 | # Trim to maximum data type value |
| 74 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 75 | vals.append(v) |
| 76 | return tuple(sorted(vals)) |
| 77 | |
| 78 | self.random_float_range = {} |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 79 | for dtype in (DType.FP32, DType.FP16, DType.BF16, DType.FP8E4M3, DType.FP8E5M2): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 80 | self.random_float_range[dtype] = convertFPRange( |
| 81 | args.tensor_fp_value_range, |
| 82 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 83 | ) |
| 84 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 85 | def createSerializer(self, opName, testPath): |
| 86 | self.testPath = os.path.join(opName, testPath) |
| 87 | |
| 88 | fullPath = os.path.join(self.basePath, self.testPath) |
| 89 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 90 | # Embed const data in the flatbuffer |
| 91 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 92 | if self.args.lazy_data_gen: |
| 93 | # Lazy data generation - so make constants files |
| 94 | constMode = ts.ConstMode.INPUTS |
| 95 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 96 | constMode = ts.ConstMode.EMBED_DUMP |
| 97 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | |
| 99 | def getSerializer(self): |
| 100 | return self.ser |
| 101 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 102 | def serialize(self, testName, metaData=None): |
| 103 | path = Path(self.basePath) / self.testPath |
| 104 | |
| 105 | # Write out TOSA flatbuffer binary |
| 106 | path_fb = path / f"{testName}.tosa" |
| 107 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 108 | fd.write(self.ser.serialize()) |
| 109 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 110 | # Get JSON descriptor from serializer |
| 111 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 112 | |
| 113 | if metaData: |
| 114 | # Add extra meta data to desc.json |
| 115 | desc["meta"] = metaData |
| 116 | |
| 117 | # Validate desc.json before we output it |
| 118 | self.descSchemaValidator.validate_config(desc) |
| 119 | |
| 120 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 121 | if "data_gen" in metaData: |
| 122 | if self.args.lazy_data_gen: |
| 123 | # Output datagen meta data as CPP data |
| 124 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 125 | with path_md.open("w") as fd: |
| 126 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 127 | fd.write("// Test meta data for data generation setup\n\n") |
| 128 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 129 | json.dump(metaData["data_gen"], fd) |
| 130 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 131 | if "compliance" in metaData: |
| 132 | # Output datagen meta data as CPP data |
| 133 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 134 | with path_md.open("w") as fd: |
| 135 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 136 | fd.write("// Test meta data for compliance validation\n\n") |
| 137 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 138 | json.dump(metaData["compliance"], fd) |
| 139 | fd.write(')";\n\n') |
| 140 | |
| 141 | # Write desc.json |
| 142 | path_desc = path / "desc.json" |
| 143 | with path_desc.open("w") as fd: |
| 144 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 145 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 146 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 147 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 148 | seed = self.random_seed + 1 |
| 149 | self.rng = np.random.default_rng(seed) |
| 150 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 151 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 152 | # Returns dtype value range boundaries (low, high) |
| 153 | # The high boundary is excluded in the range |
| 154 | # unless high_inclusive is True |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 155 | if dtype in (DType.FP32, DType.FP16, DType.BF16, DType.FP8E4M3, DType.FP8E5M2): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 156 | return self.random_float_range[dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 157 | elif dtype == DType.BOOL: |
| 158 | rng = (0, 2) |
| 159 | elif dtype == DType.UINT8: |
| 160 | rng = (0, 256) |
| 161 | elif dtype == DType.UINT16: |
| 162 | rng = (0, 65536) |
| 163 | elif dtype == DType.INT4: |
| 164 | # TOSA specific INT4 weight range from -7 to 7 |
| 165 | rng = (-7, 8) |
| 166 | elif dtype == DType.INT8: |
| 167 | rng = (-128, 128) |
| 168 | elif dtype == DType.INT16: |
| 169 | rng = (-32768, 32768) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 170 | elif dtype == DType.INT32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 171 | rng = (-(1 << 31), (1 << 31)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 172 | elif dtype == DType.SHAPE: |
| 173 | rng = tuple(self.args.tensor_shape_range[0:2]) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 174 | elif dtype == DType.INT48: |
| 175 | rng = (-(1 << 47), (1 << 47)) |
| 176 | else: |
| 177 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 178 | |
| 179 | if not high_inclusive: |
| 180 | # Exclusive high: low <= range < high |
| 181 | return rng |
| 182 | else: |
| 183 | # Inclusive range: low <= range <= high |
| 184 | return (rng[0], rng[1] - 1) |
| 185 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 186 | def getRandTensor(self, shape, dtype, data_range=None): |
| 187 | if data_range is None: |
| 188 | low, high = self.getDTypeRange(dtype) |
| 189 | else: |
| 190 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 191 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 193 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Jerry Ge | c529169 | 2024-01-02 22:29:08 +0000 | [diff] [blame] | 194 | elif dtype == DType.INT8: |
| 195 | return np.int8(self.rng.integers(low=low, high=high, size=shape)) |
| 196 | elif dtype == DType.UINT8: |
| 197 | return np.uint8(self.rng.integers(low=low, high=high, size=shape)) |
Jerry Ge | 20ab3df | 2024-01-26 16:56:55 +0000 | [diff] [blame] | 198 | elif dtype == DType.INT16: |
| 199 | return np.int16(self.rng.integers(low=low, high=high, size=shape)) |
| 200 | elif dtype == DType.UINT16: |
| 201 | return np.uint16(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 202 | elif dtype in (DType.INT48, DType.SHAPE): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 203 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 204 | elif dtype in ( |
| 205 | DType.FP16, |
| 206 | DType.BF16, |
| 207 | DType.FP32, |
| 208 | DType.FP8E4M3, |
| 209 | DType.FP8E5M2, |
| 210 | ): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 211 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 212 | |
| 213 | if dtype == DType.FP16: |
| 214 | return np.float16(f_tensor) |
| 215 | else: |
| 216 | f32_tensor = np.float32(f_tensor) |
| 217 | if dtype == DType.BF16: |
| 218 | # Floor the last 16 bits of each f32 value |
| 219 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 220 | elif dtype == DType.FP8E4M3: |
| 221 | return np.float32(gtu.vect_f32_to_fp8e4m3(f32_tensor)) |
| 222 | elif dtype == DType.FP8E5M2: |
| 223 | return np.float32(gtu.vect_f32_to_fp8e5m2(f32_tensor)) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 224 | else: |
| 225 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 226 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 227 | # All other integer types |
| 228 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 229 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 230 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 231 | placeholders = [] |
| 232 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 233 | assert len(shape_list) == len(dtype_list) |
| 234 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 235 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 236 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 237 | if not self.args.lazy_data_gen: |
| 238 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 239 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 240 | |
| 241 | return placeholders |
| 242 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 243 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 244 | consts = [] |
| 245 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 246 | assert len(shape_list) == len(dtype_list) |
| 247 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 248 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 249 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 250 | if not self.args.lazy_data_gen: |
| 251 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 252 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 253 | |
| 254 | return consts |
| 255 | |
| 256 | def makeShape(self, rank): |
| 257 | if self.targetted_shape: |
| 258 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 259 | return np.int32( |
| 260 | self.rng.integers( |
| 261 | low=self.args.tensor_shape_range[0], |
| 262 | high=self.args.tensor_shape_range[1], |
| 263 | size=rank, |
| 264 | ) |
| 265 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 266 | |
| 267 | def setTargetShape(self, shape): |
| 268 | self.targetted_shape = shape |
| 269 | |
| 270 | def randInt(self, low=0, high=256): |
| 271 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 272 | |
| 273 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 274 | low, high = self.getDTypeRange(dtype) |
| 275 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 276 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 277 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 278 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 279 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 280 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 281 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 282 | return gtu.vect_f32_to_bf16(rand_f32) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 283 | elif dtype == DType.FP8E4M3: |
| 284 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 285 | return gtu.vect_f32_to_fp8e4m3(rand_f32) |
| 286 | elif dtype == DType.FP8E5M2: |
| 287 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 288 | return gtu.vect_f32_to_fp8e5m2(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 289 | elif dtype == DType.BOOL: |
| 290 | return self.rng.choice([False, True]) |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 291 | elif dtype == DType.INT48 or dtype == DType.SHAPE: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 292 | # Special size |
| 293 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 294 | |
| 295 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 296 | |
| 297 | def shapeStr(self, shape): |
| 298 | |
| 299 | sStr = [] |
| 300 | # Convert to strings |
| 301 | for i in shape: |
| 302 | sStr.append(str(i)) |
| 303 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 304 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 305 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 306 | def typeStr(self, dtype): |
| 307 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 308 | assert len(dtype) >= 2 |
| 309 | strs = [self.typeStr(t) for t in dtype] |
| 310 | # Limit types to the first 2 as the 3rd is the accumulator |
| 311 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 312 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 313 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 314 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 315 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 316 | raise Exception( |
| 317 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 318 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 319 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 320 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 321 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 322 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 323 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 324 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 325 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 326 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 327 | def constrictBatchSize(self, shape): |
| 328 | # Limit the batch size unless an explicit target shape set |
| 329 | if self.args.max_batch_size and not self.args.target_shapes: |
| 330 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 331 | return shape |
| 332 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 333 | def makeDimension(self): |
| 334 | return self.randInt( |
| 335 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 336 | ) |
| 337 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 338 | def tensorComplianceMetaData( |
| 339 | self, op, inputType, argsDict, outputTensor, errorName |
| 340 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 341 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 342 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 343 | Op.MATMUL, |
| 344 | Op.CONV2D, |
| 345 | Op.FULLY_CONNECTED, |
| 346 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 347 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 348 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 349 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 350 | if ( |
| 351 | errorName |
| 352 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 353 | or ( |
| 354 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 355 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 356 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 357 | ): |
| 358 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 359 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 360 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 361 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 362 | compliance_tens = { |
| 363 | "mode": None, |
| 364 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 365 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 366 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 367 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 368 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 369 | compliance_tens["dot_product_info"] = { |
| 370 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 371 | "ks": int(argsDict["ksb"]) |
| 372 | if "ksb" in argsDict |
| 373 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 374 | } |
| 375 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 376 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 377 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 378 | mode = gtu.ComplianceMode.ULP |
| 379 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 380 | elif "compliance" in op and "relative" in op["compliance"]: |
| 381 | mode = gtu.ComplianceMode.RELATIVE |
| 382 | compliance_tens["relative_info"] = { |
| 383 | "max": argsDict["max_abs_value"], |
| 384 | "scale": op["compliance"]["relative"], |
| 385 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 386 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 387 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 388 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 389 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 390 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 391 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 392 | compliance_tens["abs_error_info"] = { |
| 393 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 394 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 395 | else: |
| 396 | mode = gtu.ComplianceMode.EXACT |
| 397 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 398 | |
| 399 | return compliance_tens |
| 400 | |
| 401 | # Build Op functions |
| 402 | # Create the output tensor (calling OutputShaper as needed) |
| 403 | # Do final tweaks to attributes (if necessary for errorIf) |
| 404 | # Add Op into graph |
| 405 | # Return resulting tensor information or BuildInfo |
| 406 | |
| 407 | class BuildInfo: |
| 408 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 409 | |
| 410 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 411 | if isinstance(resultTensor, list): |
| 412 | assert complianceDict is None or isinstance(complianceDict, list) |
| 413 | self.resultTensorList = resultTensor |
| 414 | self.complianceDictList = complianceDict |
| 415 | else: |
| 416 | self.resultTensorList = [resultTensor] |
| 417 | if complianceDict is None: |
| 418 | self.complianceDictList = None |
| 419 | else: |
| 420 | self.complianceDictList = [complianceDict] |
| 421 | |
| 422 | def getComplianceInfo(self): |
| 423 | if self.complianceDictList is None: |
| 424 | return None |
| 425 | else: |
| 426 | tens_dict = {} |
| 427 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 428 | if comp is not None: |
| 429 | tens_dict[tens.name] = comp |
| 430 | |
| 431 | if tens_dict: |
| 432 | # Have some compliance data, so return the info |
| 433 | compliance = { |
| 434 | "version": "0.1", |
| 435 | "tensors": tens_dict, |
| 436 | } |
| 437 | else: |
| 438 | compliance = None |
| 439 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 440 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 441 | def build_unary( |
| 442 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 443 | ): |
| 444 | assert len(inputs) == 1 |
| 445 | a = inputs[0] |
| 446 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 447 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 448 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 449 | |
| 450 | # Ensure new output type has correct qinfo |
| 451 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 452 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 453 | qinfo = [ |
| 454 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 455 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 456 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 457 | |
| 458 | # Invalidate Input/Output list for error if checks. |
| 459 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 460 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 461 | pCount, cCount = op["operands"] |
| 462 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 463 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 464 | self, error_name, input_list, output_list |
| 465 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 466 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 467 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 468 | self.ser, |
| 469 | validator_fcns, |
| 470 | error_name, |
| 471 | op=op, |
| 472 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 473 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 474 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 475 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 476 | input_list=input_list, |
| 477 | output_list=output_list, |
| 478 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 479 | ): |
| 480 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 481 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 482 | attr = None |
| 483 | if op["op"] == Op.NEGATE: |
| 484 | attr = ts.TosaSerializerAttribute() |
| 485 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 486 | |
| 487 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 488 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 489 | compliance = self.tensorComplianceMetaData( |
| 490 | op, a.dtype, args_dict, result_tensor, error_name |
| 491 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 492 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 493 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 494 | def build_binary_broadcast( |
| 495 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 496 | ): |
| 497 | assert len(inputs) == 2 |
| 498 | a, b = inputs |
| 499 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 500 | self.ser, self.rng, a, b, error_name |
| 501 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 502 | |
| 503 | # Invalidate Input/Output list for error if checks. |
| 504 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 505 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 506 | pCount, cCount = op["operands"] |
| 507 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 508 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 509 | self, error_name, input_list, output_list |
| 510 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 511 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 512 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 513 | self.ser, |
| 514 | validator_fcns, |
| 515 | error_name, |
| 516 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 517 | input1=a, |
| 518 | input2=b, |
| 519 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 520 | output_dtype=result_tensor.dtype, |
| 521 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 522 | input_list=input_list, |
| 523 | output_list=output_list, |
| 524 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 525 | ): |
| 526 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 527 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 528 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 529 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 530 | compliance = self.tensorComplianceMetaData( |
| 531 | op, a.dtype, args_dict, result_tensor, error_name |
| 532 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 533 | |
| 534 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 535 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 536 | def build_binary_nonbroadcast(self, op, a, b, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 537 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 538 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 539 | return result_tens |
| 540 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 541 | def build_arithmetic_right_shift( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 542 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 543 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 544 | assert len(inputs) == 2 |
| 545 | a, b = inputs |
| 546 | round = args_dict["round"] |
| 547 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 548 | self.ser, self.rng, a, b, error_name |
| 549 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 550 | |
| 551 | # Invalidate Input/Output list for error if checks. |
| 552 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 553 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 554 | pCount, cCount = op["operands"] |
| 555 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 556 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 557 | self, error_name, input_list, output_list |
| 558 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 559 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 560 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 561 | self.ser, |
| 562 | validator_fcns, |
| 563 | error_name, |
| 564 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 565 | input1=a, |
| 566 | input2=b, |
| 567 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 568 | output_dtype=result_tensor.dtype, |
| 569 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 570 | input_list=input_list, |
| 571 | output_list=output_list, |
| 572 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 573 | ): |
| 574 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 575 | |
| 576 | attr = ts.TosaSerializerAttribute() |
| 577 | attr.ArithmeticRightShiftAttribute(round) |
| 578 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 579 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 580 | |
| 581 | compliance = self.tensorComplianceMetaData( |
| 582 | op, a.dtype, args_dict, result_tensor, error_name |
| 583 | ) |
| 584 | |
| 585 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 586 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 587 | def build_mul( |
| 588 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 589 | ): |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame^] | 590 | # Note that mul is binary operator but it has a shift value tensor |
| 591 | assert len(inputs) == 3 |
| 592 | a, b, s = inputs |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 593 | |
| 594 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 595 | self.ser, self.rng, a, b, error_name |
| 596 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 597 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 598 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 599 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 600 | result_tensor.setDtype(DType.INT32) |
| 601 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 602 | if error_name == ErrorIf.WrongOutputType: |
| 603 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 604 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 605 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 606 | |
| 607 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame^] | 608 | input_list = [a.name, b.name, s.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 609 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 610 | pCount, cCount = op["operands"] |
| 611 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 612 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 613 | self, error_name, input_list, output_list |
| 614 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 615 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 616 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 617 | self.ser, |
| 618 | validator_fcns, |
| 619 | error_name, |
| 620 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 621 | input1=a, |
| 622 | input2=b, |
| 623 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 624 | output_dtype=result_tensor.dtype, |
| 625 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 626 | input_list=input_list, |
| 627 | output_list=output_list, |
| 628 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 629 | ): |
| 630 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 631 | |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame^] | 632 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 633 | |
| 634 | compliance = self.tensorComplianceMetaData( |
| 635 | op, a.dtype, args_dict, result_tensor, error_name |
| 636 | ) |
| 637 | |
| 638 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 639 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 640 | def build_table( |
| 641 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 642 | ): |
| 643 | assert len(inputs) == 1 |
| 644 | a = inputs[0] |
| 645 | table = args_dict["table"] |
| 646 | result_tensor = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 647 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 648 | attr = ts.TosaSerializerAttribute() |
| 649 | attr.TableAttribute(table) |
| 650 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 651 | # Invalidate Input/Output list for error if checks. |
| 652 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 653 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 654 | pCount, cCount = op["operands"] |
| 655 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 656 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 657 | self, error_name, input_list, output_list |
| 658 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 659 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 660 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 661 | self.ser, |
| 662 | validator_fcns, |
| 663 | error_name, |
| 664 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 665 | input_shape=a.shape, |
| 666 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 667 | output_dtype=result_tensor.dtype, |
| 668 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 669 | input_list=input_list, |
| 670 | output_list=output_list, |
| 671 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 672 | ): |
| 673 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 674 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 675 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 676 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 677 | compliance = self.tensorComplianceMetaData( |
| 678 | op, a.dtype, args_dict, result_tensor, error_name |
| 679 | ) |
| 680 | |
| 681 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 682 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 683 | def build_select( |
| 684 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 685 | ): |
| 686 | assert len(inputs) == 3 |
| 687 | cond, a, b = inputs |
| 688 | |
| 689 | result_tensor = OutputShaper.selectOp( |
| 690 | self.ser, self.rng, cond, a, b, error_name |
| 691 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 692 | |
| 693 | # Invalidate Input/Output list for error if checks. |
| 694 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 695 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 696 | pCount, cCount = op["operands"] |
| 697 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 698 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 699 | self, error_name, input_list, output_list |
| 700 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 701 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 702 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 703 | self.ser, |
| 704 | validator_fcns, |
| 705 | error_name, |
| 706 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 707 | input1=cond, |
| 708 | input2=a, |
| 709 | input3=b, |
| 710 | input_shape=a.shape, |
| 711 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 712 | output_dtype=result_tensor.dtype, |
| 713 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 714 | input_list=input_list, |
| 715 | output_list=output_list, |
| 716 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 717 | ): |
| 718 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 719 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 720 | self.ser.addOperator( |
| 721 | op["op"], |
| 722 | input_list, |
| 723 | output_list, |
| 724 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 725 | compliance = self.tensorComplianceMetaData( |
| 726 | op, a.dtype, args_dict, result_tensor, error_name |
| 727 | ) |
| 728 | |
| 729 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 730 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 731 | def build_comparison( |
| 732 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 733 | ): |
| 734 | assert len(inputs) == 2 |
| 735 | a, b = inputs |
| 736 | |
| 737 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 738 | self.ser, self.rng, a, b, error_name |
| 739 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 740 | |
| 741 | # Invalidate Input/Output list for error if checks. |
| 742 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 743 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 744 | pCount, cCount = op["operands"] |
| 745 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 746 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 747 | self, error_name, input_list, output_list |
| 748 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 749 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 750 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 751 | self.ser, |
| 752 | validator_fcns, |
| 753 | error_name, |
| 754 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 755 | input1=a, |
| 756 | input2=b, |
| 757 | input_shape=a.shape, |
| 758 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 759 | output_shape=result_tensor.shape, |
| 760 | output_dtype=result_tensor.dtype, |
| 761 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 762 | input_list=input_list, |
| 763 | output_list=output_list, |
| 764 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 765 | ): |
| 766 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 767 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 768 | self.ser.addOperator( |
| 769 | op["op"], |
| 770 | input_list, |
| 771 | output_list, |
| 772 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 773 | |
| 774 | compliance = self.tensorComplianceMetaData( |
| 775 | op, a.dtype, args_dict, result_tensor, error_name |
| 776 | ) |
| 777 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 778 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 779 | def build_argmax( |
| 780 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 781 | ): |
| 782 | assert len(inputs) == 1 |
| 783 | a = inputs[0] |
| 784 | axis = args_dict["axis"] |
| 785 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 786 | |
| 787 | # Invalidate Input/Output list for error if checks. |
| 788 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 789 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 790 | pCount, cCount = op["operands"] |
| 791 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 792 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 793 | self, error_name, input_list, output_list |
| 794 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 795 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 796 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 797 | self.ser, |
| 798 | validator_fcns, |
| 799 | error_name, |
| 800 | op=op, |
| 801 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 802 | input_shape=a.shape, |
| 803 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 804 | output_shape=result_tensor.shape, |
| 805 | output_dtype=result_tensor.dtype, |
| 806 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 807 | input_list=input_list, |
| 808 | output_list=output_list, |
| 809 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 810 | ): |
| 811 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 812 | |
| 813 | attr = ts.TosaSerializerAttribute() |
| 814 | attr.AxisAttribute(axis) |
| 815 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 816 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 817 | |
| 818 | compliance = self.tensorComplianceMetaData( |
| 819 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 820 | ) |
| 821 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 822 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 823 | def build_pool2d( |
| 824 | self, |
| 825 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 826 | inputs, |
| 827 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 828 | validator_fcns=None, |
| 829 | error_name=None, |
| 830 | qinfo=None, |
| 831 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 832 | assert len(inputs) == 1 |
| 833 | input = inputs[0] |
| 834 | # max_pool has no accum_dtype |
| 835 | accum_dtype = ( |
| 836 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 837 | ) |
| 838 | stride = args_dict["stride"] |
| 839 | pad = args_dict["pad"] |
| 840 | kernel = args_dict["kernel"] |
| 841 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 842 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 843 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 844 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 845 | |
| 846 | # Ensure new output type has correct qinfo |
| 847 | if error_name == ErrorIf.WrongInputType: |
| 848 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 849 | qinfo = [ |
| 850 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 851 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 852 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 853 | |
| 854 | # Invalidate Input/Output list for error if checks. |
| 855 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 856 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 857 | pCount, cCount = op["operands"] |
| 858 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 859 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 860 | self, error_name, input_list, output_list |
| 861 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 862 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 863 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 864 | self.ser, |
| 865 | validator_fcns, |
| 866 | error_name, |
| 867 | op=op, |
| 868 | input_shape=input.shape, |
| 869 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 870 | output_shape=result_tensor.shape, |
| 871 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 872 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 873 | kernel=kernel, |
| 874 | stride=stride, |
| 875 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 876 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 877 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 878 | input_list=input_list, |
| 879 | output_list=output_list, |
| 880 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 881 | ): |
| 882 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 883 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 884 | if qinfo is None: |
| 885 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 886 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 887 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 888 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 889 | |
| 890 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 891 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 892 | compliance = self.tensorComplianceMetaData( |
| 893 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 894 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 895 | |
| 896 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 897 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 898 | def build_conv2d( |
| 899 | self, |
| 900 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 901 | inputs, |
| 902 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 903 | validator_fcns=None, |
| 904 | error_name=None, |
| 905 | qinfo=None, |
| 906 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 907 | assert len(inputs) == 3 |
| 908 | ifm, filter, bias = inputs |
| 909 | accum_dtype = args_dict["acc_type"] |
| 910 | strides = args_dict["stride"] |
| 911 | padding = args_dict["pad"] |
| 912 | dilations = args_dict["dilation"] |
| 913 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 914 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 915 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 916 | self.ser, |
| 917 | self.rng, |
| 918 | ifm, |
| 919 | filter, |
| 920 | accum_dtype, |
| 921 | strides, |
| 922 | padding, |
| 923 | dilations, |
| 924 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 925 | ) |
| 926 | |
| 927 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 928 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 929 | DType.INT8, |
| 930 | DType.UINT8, |
| 931 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 932 | qinfo = [ |
| 933 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 934 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 935 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 936 | |
| 937 | # Invalidate Input/Output list for error_if checks. |
| 938 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 939 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 940 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 941 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 942 | self, error_name, input_list, output_list |
| 943 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 944 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 945 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 946 | self.ser, |
| 947 | validator_fcns, |
| 948 | error_name, |
| 949 | op=op, |
| 950 | input_dtype=ifm.dtype, |
| 951 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 952 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 953 | qinfo=qinfo, |
| 954 | input_list=input_list, |
| 955 | num_operands=num_operands, |
| 956 | output_list=output_list, |
| 957 | pad=padding, |
| 958 | stride=strides, |
| 959 | dilation=dilations, |
| 960 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 961 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 962 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 963 | ): |
| 964 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 965 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 966 | # TODO - Test local_bound, for now set local bound attribute to False |
| 967 | local_bound = False |
| 968 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 969 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 970 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 971 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 972 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 973 | |
| 974 | compliance = self.tensorComplianceMetaData( |
| 975 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 976 | ) |
| 977 | |
| 978 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 979 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 980 | def build_conv3d( |
| 981 | self, |
| 982 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 983 | inputs, |
| 984 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 985 | validator_fcns=None, |
| 986 | error_name=None, |
| 987 | qinfo=None, |
| 988 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 989 | assert len(inputs) == 3 |
| 990 | ifm, filter, bias = inputs |
| 991 | accum_dtype = args_dict["acc_type"] |
| 992 | strides = args_dict["stride"] |
| 993 | padding = args_dict["pad"] |
| 994 | dilations = args_dict["dilation"] |
| 995 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 996 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 997 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 998 | self.ser, |
| 999 | self.rng, |
| 1000 | ifm, |
| 1001 | filter, |
| 1002 | accum_dtype, |
| 1003 | strides, |
| 1004 | padding, |
| 1005 | dilations, |
| 1006 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1007 | ) |
| 1008 | |
| 1009 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1010 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1011 | DType.INT8, |
| 1012 | DType.UINT8, |
| 1013 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1014 | qinfo = [ |
| 1015 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1016 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1017 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1018 | |
| 1019 | # Invalidate Input/Output list for error_if checks. |
| 1020 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1021 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1022 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1023 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1024 | self, error_name, input_list, output_list |
| 1025 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1026 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1027 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1028 | self.ser, |
| 1029 | validator_fcns, |
| 1030 | error_name, |
| 1031 | op=op, |
| 1032 | input_dtype=ifm.dtype, |
| 1033 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1034 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1035 | qinfo=qinfo, |
| 1036 | input_list=input_list, |
| 1037 | num_operands=num_operands, |
| 1038 | output_list=output_list, |
| 1039 | pad=padding, |
| 1040 | stride=strides, |
| 1041 | dilation=dilations, |
| 1042 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1043 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1044 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1045 | ): |
| 1046 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1047 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1048 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1049 | local_bound = False |
| 1050 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1051 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1052 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1053 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1054 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1055 | |
| 1056 | compliance = self.tensorComplianceMetaData( |
| 1057 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1058 | ) |
| 1059 | |
| 1060 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1061 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1062 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1063 | self, |
| 1064 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1065 | inputs, |
| 1066 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1067 | validator_fcns=None, |
| 1068 | error_name=None, |
| 1069 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1070 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1071 | assert len(inputs) == 3 |
| 1072 | ifm, filter, bias = inputs |
| 1073 | accum_dtype = args_dict["acc_type"] |
| 1074 | strides = args_dict["stride"] |
| 1075 | out_pad = args_dict["pad"] |
| 1076 | output_shape = args_dict["out_shape"] |
| 1077 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1078 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1079 | result_tensor = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1080 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1081 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1082 | |
| 1083 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1084 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1085 | DType.INT8, |
| 1086 | DType.UINT8, |
| 1087 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1088 | qinfo = [ |
| 1089 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1090 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1091 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1092 | |
| 1093 | # Invalidate Input/Output list for error_if checks. |
| 1094 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1095 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1096 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1097 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1098 | self, error_name, input_list, output_list |
| 1099 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1100 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1101 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1102 | self.ser, |
| 1103 | validator_fcns, |
| 1104 | error_name, |
| 1105 | op=op, |
| 1106 | input_dtype=ifm.dtype, |
| 1107 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1108 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1109 | qinfo=qinfo, |
| 1110 | input_list=input_list, |
| 1111 | num_operands=num_operands, |
| 1112 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1113 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1114 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1115 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1116 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1117 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1118 | ): |
| 1119 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1120 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1121 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1122 | local_bound = False |
| 1123 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1124 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1125 | attr.TransposeConvAttribute( |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1126 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1127 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1128 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1129 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1130 | |
| 1131 | compliance = self.tensorComplianceMetaData( |
| 1132 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1133 | ) |
| 1134 | |
| 1135 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1136 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1137 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1138 | self, |
| 1139 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1140 | inputs, |
| 1141 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1142 | validator_fcns=None, |
| 1143 | error_name=None, |
| 1144 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1145 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1146 | assert len(inputs) == 3 |
| 1147 | ifm, filter, bias = inputs |
| 1148 | accum_dtype = args_dict["acc_type"] |
| 1149 | strides = args_dict["stride"] |
| 1150 | padding = args_dict["pad"] |
| 1151 | dilations = args_dict["dilation"] |
| 1152 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1153 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1154 | self.ser, |
| 1155 | self.rng, |
| 1156 | ifm, |
| 1157 | filter, |
| 1158 | accum_dtype, |
| 1159 | strides, |
| 1160 | padding, |
| 1161 | dilations, |
| 1162 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1163 | ) |
| 1164 | |
| 1165 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1166 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1167 | DType.INT8, |
| 1168 | DType.UINT8, |
| 1169 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1170 | qinfo = [ |
| 1171 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1172 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1173 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1174 | |
| 1175 | # Invalidate Input/Output list for error_if checks. |
| 1176 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1177 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1178 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1179 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1180 | self, error_name, input_list, output_list |
| 1181 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1182 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1183 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1184 | self.ser, |
| 1185 | validator_fcns, |
| 1186 | error_name, |
| 1187 | op=op, |
| 1188 | input_dtype=ifm.dtype, |
| 1189 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1190 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1191 | qinfo=qinfo, |
| 1192 | input_list=input_list, |
| 1193 | num_operands=num_operands, |
| 1194 | output_list=output_list, |
| 1195 | pad=padding, |
| 1196 | stride=strides, |
| 1197 | dilation=dilations, |
| 1198 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1199 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1200 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1201 | ): |
| 1202 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1203 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1204 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1205 | local_bound = False |
| 1206 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1207 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1208 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1209 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1210 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1211 | |
| 1212 | compliance = self.tensorComplianceMetaData( |
| 1213 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1214 | ) |
| 1215 | |
| 1216 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1217 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1218 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1219 | self, |
| 1220 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1221 | inputs, |
| 1222 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1223 | validator_fcns=None, |
| 1224 | error_name=None, |
| 1225 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1226 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1227 | assert len(inputs) == 3 |
| 1228 | ifm, filter, bias = inputs |
| 1229 | accum_dtype = args_dict["acc_type"] |
| 1230 | |
| 1231 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1232 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1233 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1234 | |
| 1235 | # Invalidate Input/Output list for error if checks. |
| 1236 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1237 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1238 | pCount, cCount = op["operands"] |
| 1239 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1240 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1241 | self, error_name, input_list, output_list |
| 1242 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1243 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1244 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1245 | self.ser, |
| 1246 | validator_fcns, |
| 1247 | error_name, |
| 1248 | op=op, |
| 1249 | input_shape=ifm.shape, |
| 1250 | input_dtype=ifm.dtype, |
| 1251 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1252 | output_shape=result_tensor.shape, |
| 1253 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1254 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1255 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1256 | input_list=input_list, |
| 1257 | output_list=output_list, |
| 1258 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1259 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1260 | ): |
| 1261 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1262 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1263 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1264 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1265 | |
| 1266 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1267 | |
| 1268 | compliance = self.tensorComplianceMetaData( |
| 1269 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1270 | ) |
| 1271 | |
| 1272 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1273 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1274 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1275 | 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] | 1276 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1277 | assert len(inputs) == 2 |
| 1278 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1279 | accum_dtype = args_dict["acc_type"] |
| 1280 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1281 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1282 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1283 | |
| 1284 | # Invalidate Input/Output list for error if checks. |
| 1285 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1286 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1287 | pCount, cCount = op["operands"] |
| 1288 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1289 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1290 | self, error_name, input_list, output_list |
| 1291 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1292 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1293 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1294 | self.ser, |
| 1295 | validator_fcns, |
| 1296 | error_name, |
| 1297 | op=op, |
| 1298 | input_shape=a.shape, |
| 1299 | input_dtype=a.dtype, |
| 1300 | input2_shape=b.shape, |
| 1301 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1302 | output_shape=result_tensor.shape, |
| 1303 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1304 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1305 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1306 | input_list=input_list, |
| 1307 | output_list=output_list, |
| 1308 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1309 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1310 | ): |
| 1311 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1312 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1313 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1314 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1315 | |
| 1316 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1317 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1318 | compliance = self.tensorComplianceMetaData( |
| 1319 | op, a.dtype, args_dict, result_tensor, error_name |
| 1320 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1321 | |
| 1322 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1323 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1324 | def build_reduce( |
| 1325 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1326 | ): |
| 1327 | assert len(inputs) == 1 |
| 1328 | a = inputs[0] |
| 1329 | axis = args_dict["axis"] |
| 1330 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1331 | |
| 1332 | # Invalidate Input/Output list for error if checks. |
| 1333 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1334 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1335 | pCount, cCount = op["operands"] |
| 1336 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1337 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1338 | self, error_name, input_list, output_list |
| 1339 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1340 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1341 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1342 | self.ser, |
| 1343 | validator_fcns, |
| 1344 | error_name, |
| 1345 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1346 | axis=axis, |
| 1347 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1348 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1349 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1350 | output_dtype=result_tensor.dtype, |
| 1351 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1352 | input_list=input_list, |
| 1353 | output_list=output_list, |
| 1354 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1355 | ): |
| 1356 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1357 | |
| 1358 | attr = ts.TosaSerializerAttribute() |
| 1359 | attr.AxisAttribute(axis) |
| 1360 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1361 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1362 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1363 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1364 | # Number of products - needed for compliance |
| 1365 | args_dict["n"] = a.shape[axis] |
| 1366 | |
| 1367 | compliance = self.tensorComplianceMetaData( |
| 1368 | op, a.dtype, args_dict, result_tensor, error_name |
| 1369 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1370 | |
| 1371 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1372 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1373 | def build_clamp( |
| 1374 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1375 | ): |
| 1376 | assert len(inputs) == 1 |
| 1377 | a = inputs[0] |
| 1378 | |
| 1379 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1380 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1381 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1382 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1383 | if error_name == ErrorIf.MaxSmallerMin: |
| 1384 | # Make sure the numbers are different to invoke this error |
| 1385 | while v[0] == v[1]: |
| 1386 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1387 | max_val = min(v) |
| 1388 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1389 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1390 | max_val = max(v) |
| 1391 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1392 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1393 | # Invalidate Input/Output list for error if checks. |
| 1394 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1395 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1396 | pCount, cCount = op["operands"] |
| 1397 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1398 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1399 | self, error_name, input_list, output_list |
| 1400 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1401 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1402 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1403 | self.ser, |
| 1404 | validator_fcns, |
| 1405 | error_name, |
| 1406 | op=op, |
| 1407 | max_val=max_val, |
| 1408 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1409 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1410 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1411 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1412 | output_dtype=result_tensor.dtype, |
| 1413 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1414 | input_list=input_list, |
| 1415 | output_list=output_list, |
| 1416 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1417 | ): |
| 1418 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1419 | |
| 1420 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1421 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1422 | if a.dtype == DType.FP16: |
| 1423 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1424 | min_val = min_val.astype(np.float32) |
| 1425 | max_val = max_val.astype(np.float32) |
| 1426 | |
| 1427 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1428 | elif a.dtype in (DType.INT8, DType.INT16): |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1429 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1430 | else: |
| 1431 | # to avoid internal error for incorrect input types |
| 1432 | attr.ClampAttribute(self.ser.builder, 0, 0, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1433 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1434 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1435 | |
| 1436 | compliance = self.tensorComplianceMetaData( |
| 1437 | op, a.dtype, args_dict, result_tensor, error_name |
| 1438 | ) |
| 1439 | |
| 1440 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1441 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1442 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1443 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1444 | attr = ts.TosaSerializerAttribute() |
| 1445 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1446 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1447 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1448 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1449 | return result_tens |
| 1450 | |
| 1451 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1452 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1453 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1454 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1455 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1456 | return result_tens |
| 1457 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1458 | def build_activation( |
| 1459 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1460 | ): |
| 1461 | assert len(inputs) == 1 |
| 1462 | a = inputs[0] |
| 1463 | |
| 1464 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1465 | |
| 1466 | # Invalidate Input/Output list for error if checks. |
| 1467 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1468 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1469 | pCount, cCount = op["operands"] |
| 1470 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1471 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1472 | self, error_name, input_list, output_list |
| 1473 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1474 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1475 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1476 | self.ser, |
| 1477 | validator_fcns, |
| 1478 | error_name, |
| 1479 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1480 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1481 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1482 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1483 | output_dtype=result_tensor.dtype, |
| 1484 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1485 | input_list=input_list, |
| 1486 | output_list=output_list, |
| 1487 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1488 | ): |
| 1489 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1490 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1491 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1492 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1493 | compliance = self.tensorComplianceMetaData( |
| 1494 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1495 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1496 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1497 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1498 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1499 | def build_concat( |
| 1500 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1501 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1502 | if op["op"] == Op.CONCAT_SHAPE: |
| 1503 | axis = 0 |
| 1504 | else: |
| 1505 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1506 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1507 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1508 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1509 | result_tensor = OutputShaper.concatOp( |
| 1510 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1511 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1512 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1513 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1514 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1515 | input_tensor_names.append(tensor.name) |
| 1516 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1517 | # Invalidate Input/Output list for error if checks. |
| 1518 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1519 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1520 | pCount, cCount = op["operands"] |
| 1521 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1522 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1523 | self, error_name, input_list, output_list |
| 1524 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1525 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1526 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1527 | self.ser, |
| 1528 | validator_fcns, |
| 1529 | error_name, |
| 1530 | op=op, |
| 1531 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1532 | input_shape=inputs[0].shape, |
| 1533 | output_shape=result_tensor.shape, |
| 1534 | input_dtype=inputs[0].dtype, |
| 1535 | output_dtype=result_tensor.dtype, |
| 1536 | inputs=inputs, |
| 1537 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1538 | input_list=input_list, |
| 1539 | output_list=output_list, |
| 1540 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1541 | ): |
| 1542 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1543 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1544 | if op["op"] == Op.CONCAT: |
| 1545 | attr = ts.TosaSerializerAttribute() |
| 1546 | attr.AxisAttribute(axis) |
| 1547 | else: |
| 1548 | assert op["op"] == Op.CONCAT_SHAPE |
| 1549 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1550 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1551 | |
| 1552 | compliance = self.tensorComplianceMetaData( |
| 1553 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1554 | ) |
| 1555 | |
| 1556 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1557 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1558 | def build_pad( |
| 1559 | self, |
| 1560 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1561 | inputs, |
| 1562 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1563 | validator_fcns=None, |
| 1564 | error_name=None, |
| 1565 | qinfo=None, |
| 1566 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1567 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1568 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1569 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1570 | padding = args_dict["pad"] |
| 1571 | pad_const_int = args_dict["pad_const_int"] |
| 1572 | pad_const_float = args_dict["pad_const_fp"] |
| 1573 | |
| 1574 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1575 | |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1576 | # write empty padding into PadAttribute to ensure inputs[1] is used |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1577 | attr = ts.TosaSerializerAttribute() |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1578 | attr.PadAttribute(self.ser.builder, [], pad_const_int, pad_const_float) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1579 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1580 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1581 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1582 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1583 | pCount, cCount = op["operands"] |
| 1584 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1585 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1586 | self, error_name, input_list, output_list |
| 1587 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1588 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1589 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1590 | self.ser, |
| 1591 | validator_fcns, |
| 1592 | error_name, |
| 1593 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1594 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1595 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1596 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1597 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1598 | pad=padding, |
| 1599 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1600 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1601 | input_list=input_list, |
| 1602 | output_list=output_list, |
| 1603 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1604 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1605 | ): |
| 1606 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1607 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1608 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1609 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1610 | compliance = self.tensorComplianceMetaData( |
| 1611 | op, a.dtype, args_dict, result_tensor, error_name |
| 1612 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1613 | |
| 1614 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1615 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1616 | def build_dim( |
| 1617 | self, |
| 1618 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1619 | inputs, |
| 1620 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1621 | validator_fcns=None, |
| 1622 | error_name=None, |
| 1623 | qinfo=None, |
| 1624 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1625 | assert len(inputs) == 1 |
| 1626 | a = inputs[0] |
| 1627 | axis = args_dict["axis"] |
| 1628 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1629 | |
| 1630 | # Invalidate Input/Output list for error if checks. |
| 1631 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1632 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1633 | pCount, cCount = op["operands"] |
| 1634 | num_operands = pCount + cCount |
| 1635 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1636 | self, error_name, input_list, output_list |
| 1637 | ) |
| 1638 | |
| 1639 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1640 | self.ser, |
| 1641 | validator_fcns, |
| 1642 | error_name, |
| 1643 | op=op, |
| 1644 | axis=axis, |
| 1645 | input_shape=a.shape, |
| 1646 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1647 | output_shape=result_tensor.shape, |
| 1648 | output_dtype=result_tensor.dtype, |
| 1649 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1650 | input_list=input_list, |
| 1651 | output_list=output_list, |
| 1652 | num_operands=num_operands, |
| 1653 | ): |
| 1654 | return None |
| 1655 | |
| 1656 | attr = ts.TosaSerializerAttribute() |
| 1657 | attr.AxisAttribute(axis) |
| 1658 | |
| 1659 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1660 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1661 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1662 | def build_reshape( |
| 1663 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1664 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1665 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1666 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1667 | shape = inputs[1] |
| 1668 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1669 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1670 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1671 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1672 | |
| 1673 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1674 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1675 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1676 | pCount, cCount = op["operands"] |
| 1677 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1678 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1679 | self, error_name, input_list, output_list |
| 1680 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1681 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1682 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1683 | self.ser, |
| 1684 | validator_fcns, |
| 1685 | error_name, |
| 1686 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1687 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1688 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1689 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1690 | output_dtype=result_tensor.dtype, |
| 1691 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1692 | input_list=input_list, |
| 1693 | output_list=output_list, |
| 1694 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1695 | ): |
| 1696 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1697 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1698 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1699 | |
| 1700 | compliance = self.tensorComplianceMetaData( |
| 1701 | op, a.dtype, args_dict, result_tensor, error_name |
| 1702 | ) |
| 1703 | |
| 1704 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1705 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1706 | def build_reverse( |
| 1707 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1708 | ): |
| 1709 | assert len(inputs) == 1 |
| 1710 | a = inputs[0] |
| 1711 | axis = args_dict["axis"] |
| 1712 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1713 | |
| 1714 | # Invalidate Input/Output list for error if checks. |
| 1715 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1716 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1717 | pCount, cCount = op["operands"] |
| 1718 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1719 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1720 | self, error_name, input_list, output_list |
| 1721 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1722 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1723 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1724 | self.ser, |
| 1725 | validator_fcns, |
| 1726 | error_name, |
| 1727 | op=op, |
| 1728 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1729 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1730 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1731 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1732 | output_dtype=result_tensor.dtype, |
| 1733 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1734 | input_list=input_list, |
| 1735 | output_list=output_list, |
| 1736 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1737 | ): |
| 1738 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1739 | |
| 1740 | attr = ts.TosaSerializerAttribute() |
| 1741 | attr.AxisAttribute(axis) |
| 1742 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1743 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1744 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1745 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1746 | def build_transpose( |
| 1747 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1748 | ): |
| 1749 | assert len(inputs) == 1 |
| 1750 | a = inputs[0] |
| 1751 | perms = args_dict["perms"] |
| 1752 | |
| 1753 | result_tensor = OutputShaper.transposeOp( |
| 1754 | self.ser, self.rng, a, perms, error_name |
| 1755 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1756 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1757 | attr = ts.TosaSerializerAttribute() |
| 1758 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1759 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1760 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1761 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1762 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1763 | pCount, cCount = op["operands"] |
| 1764 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1765 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1766 | self, error_name, input_list, output_list |
| 1767 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1768 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1769 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1770 | self.ser, |
| 1771 | validator_fcns, |
| 1772 | error_name, |
| 1773 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1774 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1775 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1776 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1777 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1778 | output_dtype=result_tensor.dtype, |
| 1779 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1780 | input_list=input_list, |
| 1781 | output_list=output_list, |
| 1782 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1783 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1784 | ): |
| 1785 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1786 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1787 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1788 | |
| 1789 | compliance = self.tensorComplianceMetaData( |
| 1790 | op, a.dtype, args_dict, result_tensor, error_name |
| 1791 | ) |
| 1792 | |
| 1793 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1794 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1795 | def build_slice( |
| 1796 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1797 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1798 | assert len(inputs) == 3 |
| 1799 | a, start_var, size_var = inputs |
| 1800 | start_const = args_dict["start"] |
| 1801 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1802 | |
| 1803 | result_tensor = OutputShaper.sliceOp( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1804 | self.ser, self.rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1805 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1806 | |
| 1807 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1808 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1809 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1810 | pCount, cCount = op["operands"] |
| 1811 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1812 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1813 | self, error_name, input_list, output_list |
| 1814 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1815 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1816 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1817 | self.ser, |
| 1818 | validator_fcns, |
| 1819 | error_name, |
| 1820 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1821 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1822 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1823 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1824 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1825 | start=start_const, |
| 1826 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1827 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1828 | input_list=input_list, |
| 1829 | output_list=output_list, |
| 1830 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1831 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1832 | ): |
| 1833 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1834 | |
Tai Ly | 8ead6c4 | 2024-02-14 22:35:44 +0000 | [diff] [blame] | 1835 | self.ser.addOperator(op["op"], input_list, output_list) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1836 | |
| 1837 | compliance = self.tensorComplianceMetaData( |
| 1838 | op, a.dtype, args_dict, result_tensor, error_name |
| 1839 | ) |
| 1840 | |
| 1841 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1842 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1843 | def build_tile( |
| 1844 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1845 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1846 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1847 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1848 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1849 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1850 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1851 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1852 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1853 | |
| 1854 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1855 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1856 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1857 | pCount, cCount = op["operands"] |
| 1858 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1859 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1860 | self, error_name, input_list, output_list |
| 1861 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1862 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1863 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1864 | self.ser, |
| 1865 | validator_fcns, |
| 1866 | error_name, |
| 1867 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1868 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1869 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1870 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1871 | output_dtype=result_tensor.dtype, |
| 1872 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1873 | input_list=input_list, |
| 1874 | output_list=output_list, |
| 1875 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1876 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1877 | ): |
| 1878 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1879 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1880 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1881 | |
| 1882 | compliance = self.tensorComplianceMetaData( |
| 1883 | op, a.dtype, args_dict, result_tensor, error_name |
| 1884 | ) |
| 1885 | |
| 1886 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1887 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1888 | def build_gather( |
| 1889 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1890 | ): |
| 1891 | assert len(inputs) == 2 |
| 1892 | values, indices = inputs |
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 | result_tensor = OutputShaper.gatherOp( |
| 1895 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1896 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1897 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1898 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1899 | input_list = [values.name, indices.name] |
| 1900 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1901 | pCount, cCount = op["operands"] |
| 1902 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1903 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1904 | self, error_name, input_list, output_list |
| 1905 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1906 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1907 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1908 | self.ser, |
| 1909 | validator_fcns, |
| 1910 | error_name, |
| 1911 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1912 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1913 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1914 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1915 | output_dtype=result_tensor.dtype, |
| 1916 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1917 | input_list=input_list, |
| 1918 | output_list=output_list, |
| 1919 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1920 | ): |
| 1921 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1922 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1923 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1924 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1925 | compliance = self.tensorComplianceMetaData( |
| 1926 | op, values.dtype, args_dict, result_tensor, error_name |
| 1927 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1928 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1929 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1930 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1931 | def build_scatter( |
| 1932 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1933 | ): |
| 1934 | assert len(inputs) == 3 |
| 1935 | values_in, indices, input = inputs |
| 1936 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1937 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1938 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1939 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1940 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1941 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1942 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1943 | pCount, cCount = op["operands"] |
| 1944 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1945 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1946 | self, error_name, input_list, output_list |
| 1947 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1948 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1949 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1950 | self.ser, |
| 1951 | validator_fcns, |
| 1952 | error_name, |
| 1953 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1954 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1955 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1956 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1957 | output_dtype=result_tensor.dtype, |
| 1958 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1959 | input_list=input_list, |
| 1960 | output_list=output_list, |
| 1961 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1962 | ): |
| 1963 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1964 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1965 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1966 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1967 | compliance = self.tensorComplianceMetaData( |
| 1968 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1969 | ) |
| 1970 | |
| 1971 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1972 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1973 | def build_resize( |
| 1974 | self, |
| 1975 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1976 | inputs, |
| 1977 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1978 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1979 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1980 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1981 | ): |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 1982 | assert len(inputs) == 4 |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1983 | input = inputs[0] |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 1984 | scale_input = inputs[1] |
| 1985 | offset_input = inputs[2] |
| 1986 | border_input = inputs[3] |
| 1987 | |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1988 | mode = args_dict["mode"] |
| 1989 | scale = args_dict["scale"] |
| 1990 | offset = args_dict["offset"] |
| 1991 | border = args_dict["border"] |
| 1992 | output_dtype = args_dict["output_dtype"] |
| 1993 | |
| 1994 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1995 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1996 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1997 | input, |
| 1998 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1999 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2000 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2001 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2002 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2003 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2004 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2005 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2006 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2007 | # Invalidate Input/Output list for error if checks. |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2008 | input_list = [ |
| 2009 | input.name, |
| 2010 | scale_input.name, |
| 2011 | offset_input.name, |
| 2012 | border_input.name, |
| 2013 | ] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2014 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2015 | pCount, cCount = op["operands"] |
| 2016 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2017 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2018 | self, error_name, input_list, output_list |
| 2019 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2020 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2021 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2022 | self.ser, |
| 2023 | validator_fcns, |
| 2024 | error_name, |
| 2025 | op=op, |
| 2026 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2027 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2028 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2029 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2030 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2031 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2032 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2033 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2034 | input_list=input_list, |
| 2035 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2036 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2037 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2038 | ): |
| 2039 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2040 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2041 | attr = ts.TosaSerializerAttribute() |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2042 | # write empty scale/offset/border into ResizeAttribute |
| 2043 | attr.ResizeAttribute([], [], [], mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2044 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2045 | |
| 2046 | compliance = self.tensorComplianceMetaData( |
| 2047 | op, input.dtype, args_dict, result_tensor, error_name |
| 2048 | ) |
| 2049 | |
| 2050 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2051 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2052 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 2053 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 2054 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2055 | self.ser.addOperator( |
| 2056 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 2057 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2058 | return result_tens |
| 2059 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2060 | def build_const( |
| 2061 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2062 | ): |
| 2063 | assert len(inputs) == 1 |
| 2064 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2065 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2066 | |
| 2067 | compliance = self.tensorComplianceMetaData( |
| 2068 | op, val.dtype, args_dict, val, error_name |
| 2069 | ) |
| 2070 | |
| 2071 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2072 | |
| 2073 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2074 | def build_cast( |
| 2075 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2076 | ): |
| 2077 | assert len(inputs) == 1 |
| 2078 | val = inputs[0] |
| 2079 | out_dtype = args_dict["out_type"] |
| 2080 | |
| 2081 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2082 | self.ser, self.rng, val, out_dtype, error_name |
| 2083 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2084 | |
| 2085 | # Invalidate Input/Output list for error if checks. |
| 2086 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2087 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2088 | pCount, cCount = op["operands"] |
| 2089 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2090 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2091 | self, error_name, input_list, output_list |
| 2092 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2093 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2094 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2095 | self.ser, |
| 2096 | validator_fcns, |
| 2097 | error_name, |
| 2098 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2099 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2100 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2101 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2102 | output_dtype=result_tensor.dtype, |
| 2103 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2104 | input_list=input_list, |
| 2105 | output_list=output_list, |
| 2106 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2107 | ): |
| 2108 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2109 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2110 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2111 | |
| 2112 | compliance = self.tensorComplianceMetaData( |
| 2113 | op, val.dtype, args_dict, result_tensor, error_name |
| 2114 | ) |
| 2115 | |
| 2116 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2117 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2118 | def build_rescale( |
| 2119 | self, |
| 2120 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2121 | inputs, |
| 2122 | args_dict, |
| 2123 | validator_fcns=None, |
| 2124 | error_name=None, |
| 2125 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2126 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2127 | assert len(inputs) == 1 |
| 2128 | val = inputs[0] |
| 2129 | out_dtype = args_dict["output_dtype"] |
| 2130 | scale32 = args_dict["scale"] |
| 2131 | double_round = args_dict["double_round"] |
| 2132 | per_channel = args_dict["per_channel"] |
| 2133 | |
| 2134 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2135 | self.ser, self.rng, val, out_dtype, error_name |
| 2136 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2137 | |
| 2138 | if per_channel: |
| 2139 | nc = val.shape[-1] |
| 2140 | else: |
| 2141 | nc = 1 |
| 2142 | |
| 2143 | in_type_width = self.typeWidth(val.dtype) |
| 2144 | out_type_width = self.typeWidth(out_dtype) |
| 2145 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2146 | input_unsigned = False |
| 2147 | output_unsigned = False |
| 2148 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2149 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2150 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2151 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2152 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2153 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2154 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2155 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2156 | elif error_name in [ |
| 2157 | ErrorIf.InputZeroPointNotZero, |
| 2158 | ErrorIf.U16InputZeroPointNotValid, |
| 2159 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2160 | input_zp = self.randInt(-128, 128) |
| 2161 | if input_zp == 0: |
| 2162 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2163 | in_type_width += 1 |
| 2164 | elif val.dtype == DType.UINT16: |
| 2165 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2166 | input_zp = self.rng.choice([0, 32768]) |
| 2167 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2168 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2169 | else: |
| 2170 | input_zp = 0 |
| 2171 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2172 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2173 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2174 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2175 | elif out_dtype == DType.UINT8: |
| 2176 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2177 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2178 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2179 | elif error_name in [ |
| 2180 | ErrorIf.OutputZeroPointNotZero, |
| 2181 | ErrorIf.U16OutputZeroPointNotValid, |
| 2182 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2183 | output_zp = self.randInt(-128, 128) |
| 2184 | if output_zp == 0: |
| 2185 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2186 | out_type_width += 1 |
| 2187 | elif out_dtype == DType.UINT16: |
| 2188 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2189 | output_zp = self.rng.choice([0, 32768]) |
| 2190 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2191 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2192 | else: |
| 2193 | output_zp = 0 |
| 2194 | |
| 2195 | # Calculate scale based on: |
| 2196 | # scale = a *(2^output_width)/(2^input_width)) |
| 2197 | |
| 2198 | a = np.float32(self.rng.random(size=[nc])) |
| 2199 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2200 | |
| 2201 | if scale32: |
| 2202 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2203 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2204 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2205 | else: |
| 2206 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2207 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2208 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2209 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2210 | |
| 2211 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2212 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2213 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2214 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2215 | |
| 2216 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2217 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2218 | scale_arr[i], scale32 |
| 2219 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2220 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2221 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2222 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2223 | # 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] | 2224 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2225 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2226 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2227 | assert val.placeholderFilename |
| 2228 | values = np.load( |
| 2229 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2230 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2231 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2232 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2233 | 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] | 2234 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2235 | # Check we can safely convert to the expected dtype |
| 2236 | assert ( |
| 2237 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2238 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2239 | ) |
| 2240 | |
| 2241 | # Force casting to output datatype |
| 2242 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2243 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2244 | if not np.all(np.array_equal(values, val_adj)): |
| 2245 | # Values changed so overwrite file with new values |
| 2246 | np.save( |
| 2247 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2248 | val_adj, |
| 2249 | False, |
| 2250 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2251 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2252 | # Invalidate Input/Output list for error if checks. |
| 2253 | input_list = [val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2254 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2255 | pCount, cCount = op["operands"] |
| 2256 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2257 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2258 | self, error_name, input_list, output_list |
| 2259 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2260 | |
| 2261 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2262 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2263 | self.ser, |
| 2264 | validator_fcns, |
| 2265 | error_name, |
| 2266 | op=op, |
| 2267 | input_dtype=val.dtype, |
| 2268 | output_dtype=out_dtype, |
| 2269 | input_shape=val.shape, |
| 2270 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2271 | scale32=scale32, |
| 2272 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2273 | input_list=input_list, |
| 2274 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2275 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2276 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2277 | ): |
| 2278 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2279 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2280 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2281 | attr.RescaleAttribute( |
| 2282 | input_zp, |
| 2283 | output_zp, |
| 2284 | multiplier_arr, |
| 2285 | shift_arr, |
| 2286 | scale32, |
| 2287 | double_round, |
| 2288 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2289 | input_unsigned, |
| 2290 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2291 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2292 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2293 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2294 | |
| 2295 | compliance = self.tensorComplianceMetaData( |
| 2296 | op, val.dtype, args_dict, result_tensor, error_name |
| 2297 | ) |
| 2298 | |
| 2299 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2300 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2301 | def _get_condition_tensor(self, op, cond, error_name): |
| 2302 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2303 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2304 | else: |
| 2305 | cond_type = DType.BOOL |
| 2306 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2307 | choice = self.rng.choice([1, 2]) |
| 2308 | if choice == 1: |
| 2309 | cond_shape = [2] |
| 2310 | else: |
| 2311 | cond_shape = [1, 2] |
| 2312 | else: |
| 2313 | # Must be of size 1 (rank 0) |
| 2314 | cond_shape = [] |
| 2315 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2316 | return cond_tens |
| 2317 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2318 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2319 | self, |
| 2320 | op, |
| 2321 | inputs, |
| 2322 | args_dict, |
| 2323 | validator_fcns=None, |
| 2324 | error_name=None, |
| 2325 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2326 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2327 | # 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] | 2328 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2329 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2330 | assert len(inputs) == 2 |
| 2331 | then_tens, else_tens = inputs |
| 2332 | |
| 2333 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2334 | |
| 2335 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2336 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2337 | |
| 2338 | # Make then/else tensors |
| 2339 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2340 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2341 | dtype = DType.INT32 |
| 2342 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2343 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2344 | if error_name in [ |
| 2345 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2346 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2347 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2348 | incorrect_shape = deepcopy(then_tens.shape) |
| 2349 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2350 | incorrect_shape[i] += ( |
| 2351 | self.rng.choice([-3, -2, 2, 3]) |
| 2352 | if incorrect_shape[i] > 3 |
| 2353 | else self.rng.choice([1, 2, 4]) |
| 2354 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2355 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2356 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2357 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2358 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2359 | |
| 2360 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2361 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2362 | |
| 2363 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2364 | then_block = "THEN_BLOCK" |
| 2365 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2366 | attr = ts.TosaSerializerAttribute() |
| 2367 | attr.CondIfAttribute(then_block, else_block) |
| 2368 | |
| 2369 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2370 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2371 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2372 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2373 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2374 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2375 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2376 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2377 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2378 | self.ser.addOutputTensor(then_tens) |
| 2379 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2380 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2381 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2382 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2383 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2384 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2385 | self.ser.addOutputTensor(else_tens) |
| 2386 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2387 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2388 | self.ser, |
| 2389 | validator_fcns, |
| 2390 | error_name, |
| 2391 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2392 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2393 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2394 | ): |
| 2395 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2396 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2397 | compliance = self.tensorComplianceMetaData( |
| 2398 | op, dtype, args_dict, result_tensor, error_name |
| 2399 | ) |
| 2400 | |
| 2401 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2402 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2403 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2404 | self, |
| 2405 | op, |
| 2406 | inputs, |
| 2407 | args_dict, |
| 2408 | validator_fcns=None, |
| 2409 | error_name=None, |
| 2410 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2411 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2412 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2413 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2414 | assert len(inputs) == 2 |
| 2415 | a, b = inputs |
| 2416 | |
| 2417 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2418 | |
| 2419 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2420 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2421 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2422 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2423 | |
| 2424 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2425 | then_block = "THEN_BLOCK" |
| 2426 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2427 | attr = ts.TosaSerializerAttribute() |
| 2428 | attr.CondIfAttribute(then_block, else_block) |
| 2429 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2430 | if error_name in [ |
| 2431 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2432 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2433 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2434 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2435 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2436 | incorrect_shape = a.shape.copy() |
| 2437 | for i in range(len(incorrect_shape)): |
| 2438 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2439 | incorrect_block_input = deepcopy(a) |
| 2440 | incorrect_block_input.shape = incorrect_shape |
| 2441 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2442 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2443 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2444 | 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] | 2445 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2446 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2447 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2448 | 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] | 2449 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2450 | then_op, else_op = ( |
| 2451 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2452 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2453 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2454 | else: |
| 2455 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2456 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2457 | # Determine the element-wise binary operation that compliance will need to |
| 2458 | # check the results of |
| 2459 | compliance_op = then_op if cond else else_op |
| 2460 | |
| 2461 | 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] | 2462 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2463 | if ( |
| 2464 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2465 | and block == then_block |
| 2466 | ) or ( |
| 2467 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2468 | and block == else_block |
| 2469 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2470 | self.ser.addInputTensor(incorrect_block_input) |
| 2471 | self.ser.addInputTensor(b) |
| 2472 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2473 | elif ( |
| 2474 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2475 | and block == then_block |
| 2476 | ) or ( |
| 2477 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2478 | and block == else_block |
| 2479 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2480 | self.ser.addInputTensor(a) |
| 2481 | self.ser.addInputTensor(b) |
| 2482 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2483 | else: |
| 2484 | self.ser.addInputTensor(a) |
| 2485 | self.ser.addInputTensor(b) |
| 2486 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2487 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2488 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2489 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2490 | self.ser, |
| 2491 | validator_fcns, |
| 2492 | error_name, |
| 2493 | op=op, |
| 2494 | a=a, |
| 2495 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2496 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2497 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2498 | ): |
| 2499 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2500 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2501 | compliance = self.tensorComplianceMetaData( |
| 2502 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2503 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2504 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2505 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2506 | |
| 2507 | def build_while_loop( |
| 2508 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2509 | ): |
| 2510 | assert len(inputs) == 1 |
| 2511 | a = inputs[0] |
| 2512 | iter_val = args_dict["iterations"] |
| 2513 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2514 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2515 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2516 | cond_block = "COND_BLOCK" |
| 2517 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2518 | |
| 2519 | attr = ts.TosaSerializerAttribute() |
| 2520 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2521 | |
| 2522 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2523 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2524 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2525 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2526 | |
| 2527 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2528 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2529 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2530 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2531 | incorrect_acc = deepcopy(acc) |
| 2532 | for i in range(len(incorrect_acc.shape)): |
| 2533 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2534 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2535 | else: |
| 2536 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2537 | |
| 2538 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2539 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2540 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2541 | [iter.name, a.name, acc.name], |
| 2542 | [iter_out.name, a_out.name, acc_out.name], |
| 2543 | attr, |
| 2544 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2545 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2546 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2547 | if error_name in [ |
| 2548 | ErrorIf.InputListCondGraphMismatch, |
| 2549 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2550 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2551 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2552 | incorrect_iter = deepcopy(iter) |
| 2553 | for i in range(len(incorrect_iter.shape)): |
| 2554 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2555 | if len(incorrect_iter.shape) == 0: |
| 2556 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2557 | |
| 2558 | incorrect_acc = deepcopy(acc) |
| 2559 | for i in range(len(incorrect_acc.shape)): |
| 2560 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2561 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2562 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2563 | self.ser.addBasicBlock(cond_block) |
| 2564 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2565 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2566 | self.ser.addInputTensor(incorrect_iter) |
| 2567 | self.ser.addInputTensor(a) |
| 2568 | self.ser.addInputTensor(incorrect_acc) |
| 2569 | else: |
| 2570 | self.ser.addInputTensor(iter) |
| 2571 | self.ser.addInputTensor(a) |
| 2572 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2573 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2574 | |
| 2575 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2576 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2577 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2578 | cond_type = DType.BOOL |
| 2579 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2580 | choice = self.rng.choice([1, 2]) |
| 2581 | if choice == 1: |
| 2582 | cond_shape = [3] |
| 2583 | else: |
| 2584 | cond_shape = [1, 2] |
| 2585 | else: |
| 2586 | cond_shape = [] |
| 2587 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2588 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2589 | 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] | 2590 | |
| 2591 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2592 | # 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] | 2593 | self.ser.addBasicBlock(body_block) |
| 2594 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2595 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2596 | self.ser.addInputTensor(incorrect_iter) |
| 2597 | self.ser.addInputTensor(a) |
| 2598 | self.ser.addInputTensor(incorrect_acc) |
| 2599 | else: |
| 2600 | self.ser.addInputTensor(iter) |
| 2601 | self.ser.addInputTensor(a) |
| 2602 | self.ser.addInputTensor(acc) |
| 2603 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2604 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2605 | |
| 2606 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2607 | iter_body_out = self.ser.addIntermediate( |
| 2608 | incorrect_iter.shape, incorrect_iter.dtype |
| 2609 | ) |
| 2610 | acc_body_out = self.ser.addIntermediate( |
| 2611 | incorrect_acc.shape, incorrect_acc.dtype |
| 2612 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2613 | else: |
| 2614 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2615 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2616 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2617 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2618 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2619 | self.ser.addOutputTensor(iter_body_out) |
| 2620 | self.ser.addOutputTensor(a) |
| 2621 | self.ser.addOutputTensor(acc_body_out) |
| 2622 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2623 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2624 | self.ser, |
| 2625 | validator_fcns, |
| 2626 | error_name, |
| 2627 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2628 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2629 | ): |
| 2630 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2631 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2632 | compliance = self.tensorComplianceMetaData( |
| 2633 | op, a.dtype, args_dict, acc_out, error_name |
| 2634 | ) |
| 2635 | |
| 2636 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2637 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2638 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2639 | self, |
| 2640 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2641 | inputs, |
| 2642 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2643 | validator_fcns=None, |
| 2644 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2645 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2646 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2647 | assert len(inputs) == 2 |
| 2648 | val1, val2 = inputs |
| 2649 | inverse = args_dict["inverse"] |
| 2650 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2651 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2652 | |
| 2653 | input_names = [val1.name, val2.name] |
| 2654 | pCount, cCount = op["operands"] |
| 2655 | num_operands = pCount + cCount |
| 2656 | |
| 2657 | output_names = [res.name for res in results] |
| 2658 | output_shapes = [res.shape for res in results] |
| 2659 | output_dtypes = [res.dtype for res in results] |
| 2660 | |
| 2661 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2662 | self, error_name, input_names, output_names |
| 2663 | ) |
| 2664 | |
| 2665 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2666 | self.ser, |
| 2667 | validator_fcns, |
| 2668 | error_name, |
| 2669 | op=op, |
| 2670 | inverse=inverse, |
| 2671 | input1=val1, |
| 2672 | input2=val2, |
| 2673 | input_shape=val1.shape, |
| 2674 | input_dtype=val1.dtype, |
| 2675 | output_shape=output_shapes, |
| 2676 | output_dtype=output_dtypes, |
| 2677 | result_tensors=results, |
| 2678 | input_list=input_names, |
| 2679 | output_list=output_names, |
| 2680 | num_operands=num_operands, |
| 2681 | ): |
| 2682 | return None |
| 2683 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2684 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2685 | local_bound = False |
| 2686 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2687 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2688 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2689 | |
| 2690 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2691 | |
| 2692 | compliance = [] |
| 2693 | for res in results: |
| 2694 | compliance.append( |
| 2695 | self.tensorComplianceMetaData( |
| 2696 | op, val1.dtype, args_dict, res, error_name |
| 2697 | ) |
| 2698 | ) |
| 2699 | |
| 2700 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2701 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2702 | def build_rfft2d( |
| 2703 | self, |
| 2704 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2705 | inputs, |
| 2706 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2707 | validator_fcns=None, |
| 2708 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2709 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2710 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2711 | assert len(inputs) == 1 |
| 2712 | val = inputs[0] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2713 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2714 | |
| 2715 | input_names = [val.name] |
| 2716 | pCount, cCount = op["operands"] |
| 2717 | num_operands = pCount + cCount |
| 2718 | |
| 2719 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2720 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2721 | output_dtypes = [res.dtype for res in results] |
| 2722 | |
| 2723 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2724 | self, error_name, input_names, output_names |
| 2725 | ) |
| 2726 | |
| 2727 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2728 | self.ser, |
| 2729 | validator_fcns, |
| 2730 | error_name, |
| 2731 | op=op, |
| 2732 | input_shape=val.shape, |
| 2733 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2734 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2735 | output_dtype=output_dtypes, |
| 2736 | result_tensors=results, |
| 2737 | input_list=input_names, |
| 2738 | output_list=output_names, |
| 2739 | num_operands=num_operands, |
| 2740 | ): |
| 2741 | return None |
| 2742 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2743 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2744 | local_bound = False |
| 2745 | |
| 2746 | attr = ts.TosaSerializerAttribute() |
| 2747 | attr.RFFTAttribute(local_bound) |
| 2748 | |
| 2749 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2750 | |
| 2751 | compliance = [] |
| 2752 | for res in results: |
| 2753 | compliance.append( |
| 2754 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2755 | ) |
| 2756 | |
| 2757 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2758 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2759 | def build_shape_op( |
| 2760 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2761 | ): |
| 2762 | assert len(inputs) == 2 |
| 2763 | a, b = inputs |
| 2764 | |
| 2765 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2766 | |
| 2767 | # Invalidate Input/Output list for error if checks. |
| 2768 | input_list = [a.name, b.name] |
| 2769 | output_list = [result_tensor.name] |
| 2770 | pCount, cCount = op["operands"] |
| 2771 | num_operands = pCount + cCount |
| 2772 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2773 | self, error_name, input_list, output_list |
| 2774 | ) |
| 2775 | |
| 2776 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2777 | self.ser, |
| 2778 | validator_fcns, |
| 2779 | error_name, |
| 2780 | op=op, |
| 2781 | input1=a, |
| 2782 | input2=b, |
| 2783 | input_shape=a.shape, |
| 2784 | input_dtype=a.dtype, |
| 2785 | output_shape=result_tensor.shape, |
| 2786 | output_dtype=result_tensor.dtype, |
| 2787 | result_tensors=[result_tensor], |
| 2788 | input_list=input_list, |
| 2789 | output_list=output_list, |
| 2790 | num_operands=num_operands, |
| 2791 | ): |
| 2792 | return None |
| 2793 | |
| 2794 | self.ser.addOperator( |
| 2795 | op["op"], |
| 2796 | input_list, |
| 2797 | output_list, |
| 2798 | ) |
| 2799 | compliance = self.tensorComplianceMetaData( |
| 2800 | op, a.dtype, args_dict, result_tensor, error_name |
| 2801 | ) |
| 2802 | |
| 2803 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2804 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2805 | def create_filter_lists( |
| 2806 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2807 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2808 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2809 | default_test_rank_range = range(1, 5) |
| 2810 | if not shapeFilter: |
| 2811 | shapeFilter = [None] |
| 2812 | |
| 2813 | # Calculate the filters based on what is requested and what the operator allows |
| 2814 | rmin, rmax = op["rank"] |
| 2815 | if rankFilter is not None: |
| 2816 | cleanRankFilter = [] |
| 2817 | # Ensure rankFilter values are allowed by operator |
| 2818 | for rank in rankFilter: |
| 2819 | if rank >= rmin and rank <= rmax: |
| 2820 | cleanRankFilter.append(rank) |
| 2821 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2822 | # Ensure default behaviour is bounded by default range or by operator, |
| 2823 | # whichever is the smaller range of ranks. |
| 2824 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2825 | cleanRankFilter = ( |
| 2826 | opRankRange |
| 2827 | if len(opRankRange) <= len(default_test_rank_range) |
| 2828 | else default_test_rank_range |
| 2829 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2830 | else: |
| 2831 | cleanRankFilter = range(rmin, rmax + 1) |
| 2832 | |
| 2833 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2834 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2835 | if dtypeFilter is not None: |
| 2836 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2837 | # Create list of operator dtypes filtered by requested dtypes |
| 2838 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2839 | if dtype in dtypeFilter or ( |
| 2840 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2841 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2842 | cleanDtypeFilter.append(dtype) |
| 2843 | else: |
| 2844 | cleanDtypeFilter = dtypes |
| 2845 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2846 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2847 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2848 | "shapeFilter": shapeFilter, |
| 2849 | "rankFilter": cleanRankFilter, |
| 2850 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2851 | } |
| 2852 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2853 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2854 | if validator is not None: |
| 2855 | validator_info = validator(check=False, op=op) |
| 2856 | else: |
| 2857 | return None |
| 2858 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2859 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2860 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2861 | # Set parameters as required |
| 2862 | if error_arguments["rank"] is not None: |
| 2863 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2864 | else: |
| 2865 | rankFilter = cleanRankFilter |
| 2866 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2867 | if error_arguments["dtype"] is not None: |
| 2868 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2869 | else: |
| 2870 | dtypeFilter = cleanDtypeFilter |
| 2871 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2872 | if error_arguments["shape"] is not None: |
| 2873 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2874 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2875 | shapeFilter = shapeFilter[ |
| 2876 | :2 |
| 2877 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2878 | |
| 2879 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2880 | "shapeFilter": shapeFilter, |
| 2881 | "rankFilter": rankFilter, |
| 2882 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2883 | } |
| 2884 | return filterDict |
| 2885 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2886 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2887 | self, |
| 2888 | opName, |
| 2889 | shapeFilter=[None], |
| 2890 | rankFilter=None, |
| 2891 | dtypeFilter=None, |
| 2892 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2893 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2894 | |
| 2895 | try: |
| 2896 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2897 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2898 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2899 | |
| 2900 | # Initialize a new random number generator |
| 2901 | self.rng = np.random.default_rng(self.random_seed) |
| 2902 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2903 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2904 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2905 | # Test list consists of a tuple of: |
| 2906 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2907 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2908 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2909 | error_if_validators = op["error_if_validators"] |
| 2910 | else: |
| 2911 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2912 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2913 | for validator in error_if_validators: |
| 2914 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2915 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2916 | else: |
| 2917 | error_name = None |
| 2918 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2919 | filterDict = self.create_filter_lists( |
| 2920 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2921 | ) |
| 2922 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2923 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2924 | cleanRankFilter = filterDict["rankFilter"] |
| 2925 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2926 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2927 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2928 | |
| 2929 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2930 | for t in cleanDtypeFilter: |
| 2931 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2932 | # Filter out by rank |
| 2933 | if shape is not None and len(shape) != r: |
| 2934 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2935 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2936 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2937 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2938 | shapeStr = self.shapeStr(shapeList[0]) |
| 2939 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2940 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2941 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2942 | argList = [] |
| 2943 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2944 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2945 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2946 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2947 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2948 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2949 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2950 | if argStr: |
| 2951 | testStr = "{}_{}_{}_{}".format( |
| 2952 | opName, shapeStr, typeStr, argStr |
| 2953 | ) |
| 2954 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2955 | testStr = "{}_{}_{}".format( |
| 2956 | opName, shapeStr, typeStr |
| 2957 | ) |
| 2958 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2959 | if argStr: |
| 2960 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2961 | opName, error_name, shapeStr, typeStr, argStr |
| 2962 | ) |
| 2963 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2964 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2965 | opName, error_name, shapeStr, typeStr |
| 2966 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2967 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2968 | testList.append( |
| 2969 | (opName, testStr, t, error_name, shapeList, args) |
| 2970 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2971 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2972 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2973 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2974 | if "invalid_test_validators" in op: |
| 2975 | invalid_test_validators = op["invalid_test_validators"] |
| 2976 | clean_testList = [] |
| 2977 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2978 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2979 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2980 | if validator_fcn( |
| 2981 | opName=test[0], |
| 2982 | input_dtype=test[2], |
| 2983 | shapeList=test[4], |
| 2984 | args=test[5], |
| 2985 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2986 | remove_test = True |
| 2987 | if not remove_test: |
| 2988 | clean_testList.append(test) |
| 2989 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2990 | |
| 2991 | return testList |
| 2992 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2993 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2994 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2995 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2996 | try: |
| 2997 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2998 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2999 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3000 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3001 | if self.args.verbose: |
| 3002 | print(f"Creating {testStr}") |
| 3003 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3004 | # Create a serializer |
| 3005 | self.createSerializer(opName, testStr) |
| 3006 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3007 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3008 | if "error_if_validators" in op: |
| 3009 | error_if_validators = op["error_if_validators"] |
| 3010 | else: |
| 3011 | error_if_validators = None |
| 3012 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3013 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3014 | num_operands = pCount + cCount |
| 3015 | |
| 3016 | if isinstance(dtype_or_dtypeList, list): |
| 3017 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3018 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3019 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3020 | else: |
| 3021 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3022 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3023 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3024 | assert ( |
| 3025 | len(shapeList) == num_operands |
| 3026 | ), "shapeList length {} must match number of operands {}".format( |
| 3027 | len(shapeList), num_operands |
| 3028 | ) |
| 3029 | assert ( |
| 3030 | len(dtypeList) == num_operands |
| 3031 | ), "dtypeList length {} must match number of operands {}".format( |
| 3032 | len(dtypeList), num_operands |
| 3033 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3034 | |
| 3035 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3036 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3037 | except KeyError: |
| 3038 | qgen = None |
| 3039 | |
| 3040 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3041 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3042 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 3043 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3044 | else: |
| 3045 | qinfo = None |
| 3046 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3047 | # Extra meta data for the desc.json |
| 3048 | tensMeta = {} |
| 3049 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3050 | # Check we are using the new interface with an argsDict dictionary |
| 3051 | assert isinstance( |
| 3052 | argsDict, dict |
| 3053 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3054 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3055 | # New interface with args info in dictionary |
| 3056 | assert "dg_type" in argsDict |
| 3057 | tvgInfo = tvgen_fcn(self, opName, dtypeList, shapeList, argsDict, error_name) |
| 3058 | if tvgInfo.dataGenDict: |
| 3059 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3060 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3061 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3062 | result = build_fcn( |
| 3063 | self, |
| 3064 | op, |
| 3065 | tens, |
| 3066 | argsDict, |
| 3067 | validator_fcns=error_if_validators, |
| 3068 | error_name=error_name, |
| 3069 | qinfo=qinfo, |
| 3070 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3071 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3072 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3073 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3074 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3075 | # Add the compliance meta data (if any) |
| 3076 | compliance = result.getComplianceInfo() |
| 3077 | if compliance: |
| 3078 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3079 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3080 | else: |
| 3081 | # The test is not valid |
| 3082 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3083 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3084 | def createDynamicOpLists(self): |
| 3085 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 3086 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 3087 | # Already created these lists (can occur when class is initialized more than once) |
| 3088 | return |
| 3089 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3090 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3091 | if not self.args.level8k: |
| 3092 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3093 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3094 | else: |
| 3095 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3096 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 3097 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3098 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3099 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3100 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 3101 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 3102 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3103 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3104 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3105 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 3106 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3107 | "depthwise_conv2d_TEMPLATE" |
| 3108 | ].copy() |
| 3109 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3110 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3111 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3112 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 3113 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3114 | "transpose_conv2d_TEMPLATE" |
| 3115 | ].copy() |
| 3116 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3117 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3118 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3119 | for k in KERNELS_3D: |
| 3120 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 3121 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 3122 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3123 | self.TOSA_OP_LIST[testName]["template"] = False |
| 3124 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3125 | # Delete any templates after having created any dynamic ops |
| 3126 | # This is a two-pass operation because it's bad practice to delete |
| 3127 | # keys from dictionaries while iterating |
| 3128 | keyList = [] |
| 3129 | for k in self.TOSA_OP_LIST: |
| 3130 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3131 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3132 | keyList.append(k) |
| 3133 | continue |
| 3134 | except KeyError: |
| 3135 | pass |
| 3136 | |
| 3137 | for k in keyList: |
| 3138 | del self.TOSA_OP_LIST[k] |
| 3139 | |
| 3140 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3141 | """Fill in default fields for ops if they aren't already specified. |
| 3142 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3143 | for op in self.TOSA_OP_LIST: |
| 3144 | |
| 3145 | # Required fields |
| 3146 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3147 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3148 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3149 | raise Exception( |
| 3150 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3151 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3152 | |
| 3153 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3154 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3155 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3156 | raise Exception( |
| 3157 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3158 | op |
| 3159 | ) |
| 3160 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3161 | |
| 3162 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3163 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3164 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3165 | raise Exception( |
| 3166 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3167 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3168 | |
| 3169 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3170 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3171 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3172 | raise Exception( |
| 3173 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3174 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3175 | |
| 3176 | # Put in default rank range, if missing |
| 3177 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3178 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3179 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3180 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3181 | |
| 3182 | # Tensor operator list |
| 3183 | # 'op': op name |
| 3184 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3185 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3186 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3187 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3188 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3189 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3190 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3191 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3192 | TYPE_INT_FP = [ |
| 3193 | DType.INT8, |
| 3194 | DType.INT16, |
| 3195 | DType.INT32, |
| 3196 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3197 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3198 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3199 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3200 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3201 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3202 | TYPE_FI32 = [ |
| 3203 | DType.FP32, |
| 3204 | DType.FP16, |
| 3205 | DType.BF16, |
| 3206 | DType.INT32, |
| 3207 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3208 | TYPE_FIB = [ |
| 3209 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3210 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3211 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3212 | DType.INT8, |
| 3213 | DType.INT16, |
| 3214 | DType.INT32, |
| 3215 | DType.BOOL, |
| 3216 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3217 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3218 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3219 | TYPE_NARROW_INT_FP = [ |
| 3220 | DType.INT8, |
| 3221 | DType.INT16, |
| 3222 | DType.FP16, |
| 3223 | DType.BF16, |
| 3224 | DType.FP32, |
| 3225 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3226 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3227 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3228 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3229 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3230 | [DType.INT8, DType.INT8, DType.INT32], |
| 3231 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3232 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3233 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3234 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3235 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3236 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3237 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3238 | ] |
| 3239 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3240 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3241 | |
| 3242 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3243 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3244 | "argmax": { |
| 3245 | "op": Op.ARGMAX, |
| 3246 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3247 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3248 | "build_fcn": ( |
| 3249 | build_argmax, |
| 3250 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3251 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3252 | TosaArgGen.agAxis, |
| 3253 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3254 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3255 | "error_if_validators": ( |
| 3256 | TosaErrorValidator.evAxisSmallerZero, |
| 3257 | TosaErrorValidator.evAxisLargerRank, |
| 3258 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3259 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3260 | TosaErrorValidator.evWrongRank, |
| 3261 | TosaErrorValidator.evWrongInputType, |
| 3262 | TosaErrorValidator.evWrongOutputType, |
| 3263 | TosaErrorValidator.evWrongInputList, |
| 3264 | TosaErrorValidator.evWrongOutputList, |
| 3265 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3266 | "data_gen": { |
| 3267 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3268 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3269 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3270 | "avg_pool2d": { |
| 3271 | "op": Op.AVG_POOL2D, |
| 3272 | "operands": (1, 0), |
| 3273 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3274 | "build_fcn": ( |
| 3275 | build_pool2d, |
| 3276 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3277 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3278 | TosaArgGen.agPooling, |
| 3279 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3280 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3281 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3282 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3283 | "error_if_validators": ( |
| 3284 | TosaErrorValidator.evKernelSmallerOne, |
| 3285 | TosaErrorValidator.evStrideSmallerOne, |
| 3286 | TosaErrorValidator.evPadSmallerZero, |
| 3287 | TosaErrorValidator.evWrongRank, |
| 3288 | TosaErrorValidator.evWrongInputType, |
| 3289 | TosaErrorValidator.evWrongOutputType, |
| 3290 | TosaErrorValidator.evWrongInputList, |
| 3291 | TosaErrorValidator.evWrongOutputList, |
| 3292 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3293 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3294 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3295 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3296 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3297 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3298 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3299 | "data_gen": { |
| 3300 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3301 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3302 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3303 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3304 | "conv2d_TEMPLATE": { |
| 3305 | "op": Op.CONV2D, |
| 3306 | "operands": (1, 2), |
| 3307 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3308 | "build_fcn": ( |
| 3309 | build_conv2d, |
| 3310 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3311 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3312 | TosaArgGen.agConv, |
| 3313 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3314 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3315 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3316 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3317 | "error_if_validators": ( |
| 3318 | TosaErrorValidator.evWrongInputType, |
| 3319 | TosaErrorValidator.evWrongOutputType, |
| 3320 | TosaErrorValidator.evWrongInputList, |
| 3321 | TosaErrorValidator.evWrongOutputList, |
| 3322 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3323 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3324 | TosaErrorValidator.evPadSmallerZero, |
| 3325 | TosaErrorValidator.evStrideSmallerOne, |
| 3326 | TosaErrorValidator.evDilationSmallerOne, |
| 3327 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3328 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3329 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3330 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3331 | "data_gen": { |
| 3332 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3333 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3334 | "template": True, |
| 3335 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3336 | # Templated operator. Filled in by createDynamicOpLists |
| 3337 | "conv3d_TEMPLATE": { |
| 3338 | "op": Op.CONV3D, |
| 3339 | "operands": (1, 2), |
| 3340 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3341 | "build_fcn": ( |
| 3342 | build_conv3d, |
| 3343 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3344 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3345 | TosaArgGen.agConv, |
| 3346 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3347 | "qgen": TosaQuantGen.qgConv, |
| 3348 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3349 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3350 | "error_if_validators": ( |
| 3351 | TosaErrorValidator.evWrongInputType, |
| 3352 | TosaErrorValidator.evWrongOutputType, |
| 3353 | TosaErrorValidator.evWrongInputList, |
| 3354 | TosaErrorValidator.evWrongOutputList, |
| 3355 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3356 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3357 | TosaErrorValidator.evPadSmallerZero, |
| 3358 | TosaErrorValidator.evStrideSmallerOne, |
| 3359 | TosaErrorValidator.evDilationSmallerOne, |
| 3360 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3361 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3362 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3363 | ), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 3364 | "data_gen": { |
| 3365 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3366 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3367 | "template": True, |
| 3368 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3369 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3370 | "depthwise_conv2d_TEMPLATE": { |
| 3371 | "op": Op.DEPTHWISE_CONV2D, |
| 3372 | "operands": (1, 2), |
| 3373 | "filter": [1, 1], |
| 3374 | "rank": (4, 4), |
| 3375 | "build_fcn": ( |
| 3376 | build_depthwise_conv2d, |
| 3377 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3378 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3379 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3380 | ), |
| 3381 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3382 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3383 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3384 | "error_if_validators": ( |
| 3385 | TosaErrorValidator.evWrongInputType, |
| 3386 | TosaErrorValidator.evWrongOutputType, |
| 3387 | TosaErrorValidator.evWrongInputList, |
| 3388 | TosaErrorValidator.evWrongOutputList, |
| 3389 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3390 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3391 | TosaErrorValidator.evPadSmallerZero, |
| 3392 | TosaErrorValidator.evStrideSmallerOne, |
| 3393 | TosaErrorValidator.evDilationSmallerOne, |
| 3394 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3395 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3396 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3397 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3398 | "data_gen": { |
| 3399 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3400 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3401 | "template": True, |
| 3402 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3403 | "fully_connected": { |
| 3404 | "op": Op.FULLY_CONNECTED, |
| 3405 | "operands": (1, 2), |
| 3406 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3407 | "build_fcn": ( |
| 3408 | build_fully_connected, |
| 3409 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3410 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3411 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3412 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3413 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3414 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3415 | "error_if_validators": ( |
| 3416 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3417 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3418 | TosaErrorValidator.evWrongRank, |
| 3419 | TosaErrorValidator.evWrongInputType, |
| 3420 | TosaErrorValidator.evWrongOutputType, |
| 3421 | TosaErrorValidator.evWrongInputList, |
| 3422 | TosaErrorValidator.evWrongOutputList, |
| 3423 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3424 | "data_gen": { |
| 3425 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3426 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3427 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3428 | "matmul": { |
| 3429 | "op": Op.MATMUL, |
| 3430 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3431 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3432 | "build_fcn": ( |
| 3433 | build_matmul, |
| 3434 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3435 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3436 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3437 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3438 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3439 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3440 | "error_if_validators": ( |
| 3441 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3442 | TosaErrorValidator.evWrongRank, |
| 3443 | TosaErrorValidator.evWrongInputType, |
| 3444 | TosaErrorValidator.evWrongOutputType, |
| 3445 | TosaErrorValidator.evWrongInputList, |
| 3446 | TosaErrorValidator.evWrongOutputList, |
| 3447 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3448 | "data_gen": { |
| 3449 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3450 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3451 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3452 | "max_pool2d": { |
| 3453 | "op": Op.MAX_POOL2D, |
| 3454 | "operands": (1, 0), |
| 3455 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3456 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3457 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3458 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3459 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3460 | TosaArgGen.agPooling, |
| 3461 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3462 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3463 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3464 | "error_if_validators": ( |
| 3465 | TosaErrorValidator.evKernelSmallerOne, |
| 3466 | TosaErrorValidator.evStrideSmallerOne, |
| 3467 | TosaErrorValidator.evPadSmallerZero, |
| 3468 | TosaErrorValidator.evWrongRank, |
| 3469 | TosaErrorValidator.evWrongInputType, |
| 3470 | TosaErrorValidator.evWrongOutputType, |
| 3471 | TosaErrorValidator.evWrongInputList, |
| 3472 | TosaErrorValidator.evWrongOutputList, |
| 3473 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3474 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3475 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3476 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3477 | "data_gen": { |
| 3478 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3479 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3480 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3481 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3482 | "transpose_conv2d_TEMPLATE": { |
| 3483 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3484 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3485 | "rank": (4, 4), |
| 3486 | "build_fcn": ( |
| 3487 | build_transpose_conv2d, |
| 3488 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3489 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3490 | TosaArgGen.agTransposeConv2D, |
| 3491 | ), |
| 3492 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3493 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3494 | "invalid_test_validators": ( |
| 3495 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3496 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3497 | ), |
| 3498 | "error_if_validators": ( |
| 3499 | TosaErrorValidator.evWrongInputType, |
| 3500 | TosaErrorValidator.evWrongOutputType, |
| 3501 | TosaErrorValidator.evWrongInputList, |
| 3502 | TosaErrorValidator.evWrongOutputList, |
| 3503 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3504 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3505 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3506 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3507 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3508 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3509 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3510 | "data_gen": { |
| 3511 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3512 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3513 | "template": True, |
| 3514 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3515 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3516 | "clamp": { |
| 3517 | "op": Op.CLAMP, |
| 3518 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3519 | "build_fcn": ( |
| 3520 | build_clamp, |
| 3521 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3522 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3523 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3524 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3525 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3526 | "error_if_validators": ( |
| 3527 | TosaErrorValidator.evMaxSmallerMin, |
| 3528 | TosaErrorValidator.evWrongInputType, |
| 3529 | TosaErrorValidator.evWrongOutputType, |
| 3530 | TosaErrorValidator.evWrongInputList, |
| 3531 | TosaErrorValidator.evWrongOutputList, |
| 3532 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3533 | "data_gen": { |
| 3534 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3535 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3536 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3537 | "sigmoid": { |
| 3538 | "op": Op.SIGMOID, |
| 3539 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3540 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3541 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3542 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3543 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3544 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3545 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3546 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3547 | "error_if_validators": ( |
| 3548 | TosaErrorValidator.evWrongInputType, |
| 3549 | TosaErrorValidator.evWrongOutputType, |
| 3550 | TosaErrorValidator.evWrongInputList, |
| 3551 | TosaErrorValidator.evWrongOutputList, |
| 3552 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3553 | "data_gen": { |
| 3554 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3555 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3556 | }, |
| 3557 | "tanh": { |
| 3558 | "op": Op.TANH, |
| 3559 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3560 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3561 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3562 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3563 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3564 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3565 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3566 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3567 | "error_if_validators": ( |
| 3568 | TosaErrorValidator.evWrongInputType, |
| 3569 | TosaErrorValidator.evWrongOutputType, |
| 3570 | TosaErrorValidator.evWrongInputList, |
| 3571 | TosaErrorValidator.evWrongOutputList, |
| 3572 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3573 | "data_gen": { |
| 3574 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3575 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3576 | "compliance": { |
| 3577 | "abs_error_lower_bound": 0.5, |
| 3578 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3579 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3580 | "erf": { |
| 3581 | "op": Op.ERF, |
| 3582 | "operands": (1, 0), |
| 3583 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3584 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3585 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3586 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3587 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3588 | ), |
| 3589 | "types": TYPE_FP, |
| 3590 | "error_if_validators": ( |
| 3591 | TosaErrorValidator.evWrongInputType, |
| 3592 | TosaErrorValidator.evWrongOutputType, |
| 3593 | TosaErrorValidator.evWrongInputList, |
| 3594 | TosaErrorValidator.evWrongOutputList, |
| 3595 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3596 | "data_gen": { |
| 3597 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3598 | }, |
| 3599 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3600 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3601 | # Elementwise Binary Operators |
| 3602 | "add": { |
| 3603 | "op": Op.ADD, |
| 3604 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3605 | "build_fcn": ( |
| 3606 | build_binary_broadcast, |
| 3607 | TosaTensorGen.tgBroadcastFuzz, |
| 3608 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3609 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3610 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3611 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3612 | "error_if_validators": ( |
| 3613 | TosaErrorValidator.evRankMismatch, |
| 3614 | TosaErrorValidator.evWrongInputType, |
| 3615 | TosaErrorValidator.evWrongOutputType, |
| 3616 | TosaErrorValidator.evWrongInputList, |
| 3617 | TosaErrorValidator.evWrongOutputList, |
| 3618 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3619 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3620 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3621 | "data_gen": { |
| 3622 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3623 | }, |
| 3624 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3625 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3626 | "arithmetic_right_shift": { |
| 3627 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3628 | "operands": (2, 0), |
| 3629 | "build_fcn": ( |
| 3630 | build_arithmetic_right_shift, |
| 3631 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3632 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3633 | TosaArgGen.agArithmeticRightShift, |
| 3634 | ), |
| 3635 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3636 | "error_if_validators": ( |
| 3637 | TosaErrorValidator.evRankMismatch, |
| 3638 | TosaErrorValidator.evWrongInputType, |
| 3639 | TosaErrorValidator.evWrongOutputType, |
| 3640 | TosaErrorValidator.evWrongInputList, |
| 3641 | TosaErrorValidator.evWrongOutputList, |
| 3642 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3643 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3644 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3645 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3646 | "bitwise_and": { |
| 3647 | "op": Op.BITWISE_AND, |
| 3648 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3649 | "build_fcn": ( |
| 3650 | build_binary_broadcast, |
| 3651 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3652 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3653 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3654 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3655 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3656 | "error_if_validators": ( |
| 3657 | TosaErrorValidator.evRankMismatch, |
| 3658 | TosaErrorValidator.evWrongInputType, |
| 3659 | TosaErrorValidator.evWrongOutputType, |
| 3660 | TosaErrorValidator.evWrongInputList, |
| 3661 | TosaErrorValidator.evWrongOutputList, |
| 3662 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3663 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3664 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3665 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3666 | "bitwise_or": { |
| 3667 | "op": Op.BITWISE_OR, |
| 3668 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3669 | "build_fcn": ( |
| 3670 | build_binary_broadcast, |
| 3671 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3672 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3673 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3674 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3675 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3676 | "error_if_validators": ( |
| 3677 | TosaErrorValidator.evRankMismatch, |
| 3678 | TosaErrorValidator.evWrongInputType, |
| 3679 | TosaErrorValidator.evWrongOutputType, |
| 3680 | TosaErrorValidator.evWrongInputList, |
| 3681 | TosaErrorValidator.evWrongOutputList, |
| 3682 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3683 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3684 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3685 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3686 | "bitwise_xor": { |
| 3687 | "op": Op.BITWISE_XOR, |
| 3688 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3689 | "build_fcn": ( |
| 3690 | build_binary_broadcast, |
| 3691 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3692 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3693 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3694 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3695 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3696 | "error_if_validators": ( |
| 3697 | TosaErrorValidator.evRankMismatch, |
| 3698 | TosaErrorValidator.evWrongInputType, |
| 3699 | TosaErrorValidator.evWrongOutputType, |
| 3700 | TosaErrorValidator.evWrongInputList, |
| 3701 | TosaErrorValidator.evWrongOutputList, |
| 3702 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3703 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3704 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3705 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3706 | "intdiv": { |
| 3707 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3708 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3709 | "build_fcn": ( |
| 3710 | build_binary_broadcast, |
| 3711 | TosaTensorGen.tgBroadcastFuzz, |
| 3712 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3713 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3714 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3715 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3716 | "error_if_validators": ( |
| 3717 | TosaErrorValidator.evRankMismatch, |
| 3718 | TosaErrorValidator.evWrongInputType, |
| 3719 | TosaErrorValidator.evWrongOutputType, |
| 3720 | TosaErrorValidator.evWrongInputList, |
| 3721 | TosaErrorValidator.evWrongOutputList, |
| 3722 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3723 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3724 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3725 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3726 | "logical_and": { |
| 3727 | "op": Op.LOGICAL_AND, |
| 3728 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3729 | "build_fcn": ( |
| 3730 | build_binary_broadcast, |
| 3731 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3732 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3733 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3734 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3735 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3736 | "error_if_validators": ( |
| 3737 | TosaErrorValidator.evRankMismatch, |
| 3738 | TosaErrorValidator.evWrongInputType, |
| 3739 | TosaErrorValidator.evWrongOutputType, |
| 3740 | TosaErrorValidator.evWrongInputList, |
| 3741 | TosaErrorValidator.evWrongOutputList, |
| 3742 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3743 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3744 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3745 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3746 | "logical_left_shift": { |
| 3747 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3748 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3749 | "build_fcn": ( |
| 3750 | build_binary_broadcast, |
| 3751 | TosaTensorGen.tgBroadcastFuzz, |
| 3752 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3753 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3754 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3755 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3756 | "error_if_validators": ( |
| 3757 | TosaErrorValidator.evRankMismatch, |
| 3758 | TosaErrorValidator.evWrongInputType, |
| 3759 | TosaErrorValidator.evWrongOutputType, |
| 3760 | TosaErrorValidator.evWrongInputList, |
| 3761 | TosaErrorValidator.evWrongOutputList, |
| 3762 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3763 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3764 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3765 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3766 | "logical_right_shift": { |
| 3767 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3768 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3769 | "build_fcn": ( |
| 3770 | build_binary_broadcast, |
| 3771 | TosaTensorGen.tgBroadcastFuzz, |
| 3772 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3773 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3774 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3775 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3776 | "error_if_validators": ( |
| 3777 | TosaErrorValidator.evRankMismatch, |
| 3778 | TosaErrorValidator.evWrongInputType, |
| 3779 | TosaErrorValidator.evWrongOutputType, |
| 3780 | TosaErrorValidator.evWrongInputList, |
| 3781 | TosaErrorValidator.evWrongOutputList, |
| 3782 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3783 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3784 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3785 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3786 | "logical_or": { |
| 3787 | "op": Op.LOGICAL_OR, |
| 3788 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3789 | "build_fcn": ( |
| 3790 | build_binary_broadcast, |
| 3791 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3792 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3793 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3794 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3795 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3796 | "error_if_validators": ( |
| 3797 | TosaErrorValidator.evRankMismatch, |
| 3798 | TosaErrorValidator.evWrongInputType, |
| 3799 | TosaErrorValidator.evWrongOutputType, |
| 3800 | TosaErrorValidator.evWrongInputList, |
| 3801 | TosaErrorValidator.evWrongOutputList, |
| 3802 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3803 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3804 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3805 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3806 | "logical_xor": { |
| 3807 | "op": Op.LOGICAL_XOR, |
| 3808 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3809 | "build_fcn": ( |
| 3810 | build_binary_broadcast, |
| 3811 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3812 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3813 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3814 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3815 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3816 | "error_if_validators": ( |
| 3817 | TosaErrorValidator.evRankMismatch, |
| 3818 | TosaErrorValidator.evWrongInputType, |
| 3819 | TosaErrorValidator.evWrongOutputType, |
| 3820 | TosaErrorValidator.evWrongInputList, |
| 3821 | TosaErrorValidator.evWrongOutputList, |
| 3822 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3823 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3824 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3825 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3826 | "maximum": { |
| 3827 | "op": Op.MAXIMUM, |
| 3828 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3829 | "build_fcn": ( |
| 3830 | build_binary_broadcast, |
| 3831 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3832 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3833 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3834 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3835 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3836 | "error_if_validators": ( |
| 3837 | TosaErrorValidator.evRankMismatch, |
| 3838 | TosaErrorValidator.evWrongInputType, |
| 3839 | TosaErrorValidator.evWrongOutputType, |
| 3840 | TosaErrorValidator.evWrongInputList, |
| 3841 | TosaErrorValidator.evWrongOutputList, |
| 3842 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3843 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3844 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3845 | "data_gen": { |
| 3846 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3847 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3848 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3849 | "minimum": { |
| 3850 | "op": Op.MINIMUM, |
| 3851 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3852 | "build_fcn": ( |
| 3853 | build_binary_broadcast, |
| 3854 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3855 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3856 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3857 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3858 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3859 | "error_if_validators": ( |
| 3860 | TosaErrorValidator.evRankMismatch, |
| 3861 | TosaErrorValidator.evWrongInputType, |
| 3862 | TosaErrorValidator.evWrongOutputType, |
| 3863 | TosaErrorValidator.evWrongInputList, |
| 3864 | TosaErrorValidator.evWrongOutputList, |
| 3865 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3866 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3867 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3868 | "data_gen": { |
| 3869 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3870 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3871 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3872 | "mul": { |
| 3873 | "op": Op.MUL, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame^] | 3874 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3875 | "build_fcn": ( |
| 3876 | build_mul, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame^] | 3877 | TosaTensorGen.tgMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3878 | TosaTensorValuesGen.tvgMul, |
| 3879 | TosaArgGen.agMul, |
| 3880 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3881 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3882 | "error_if_validators": ( |
| 3883 | TosaErrorValidator.evWrongInputType, |
| 3884 | TosaErrorValidator.evWrongOutputType, |
| 3885 | TosaErrorValidator.evWrongInputList, |
| 3886 | TosaErrorValidator.evWrongOutputList, |
| 3887 | TosaErrorValidator.evRankMismatch, |
| 3888 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3889 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3890 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3891 | "data_gen": { |
| 3892 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3893 | }, |
| 3894 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3895 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3896 | "pow": { |
| 3897 | "op": Op.POW, |
| 3898 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3899 | "build_fcn": ( |
| 3900 | build_binary_broadcast, |
| 3901 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3902 | TosaTensorValuesGen.tvgPow, |
| 3903 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3904 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3905 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3906 | "error_if_validators": ( |
| 3907 | TosaErrorValidator.evRankMismatch, |
| 3908 | TosaErrorValidator.evWrongInputType, |
| 3909 | TosaErrorValidator.evWrongOutputType, |
| 3910 | TosaErrorValidator.evWrongInputList, |
| 3911 | TosaErrorValidator.evWrongOutputList, |
| 3912 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3913 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3914 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3915 | "data_gen": { |
| 3916 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3917 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3918 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3919 | "sub": { |
| 3920 | "op": Op.SUB, |
| 3921 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3922 | "build_fcn": ( |
| 3923 | build_binary_broadcast, |
| 3924 | TosaTensorGen.tgBroadcastFuzz, |
| 3925 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3926 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3927 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3928 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3929 | "error_if_validators": ( |
| 3930 | TosaErrorValidator.evRankMismatch, |
| 3931 | TosaErrorValidator.evWrongInputType, |
| 3932 | TosaErrorValidator.evWrongOutputType, |
| 3933 | TosaErrorValidator.evWrongInputList, |
| 3934 | TosaErrorValidator.evWrongOutputList, |
| 3935 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3936 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3937 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3938 | "data_gen": { |
| 3939 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3940 | }, |
| 3941 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3942 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3943 | "table": { |
| 3944 | "op": Op.TABLE, |
| 3945 | # Use the automatic generation functions to create the input array |
| 3946 | # but create the table tensor in the build function, as it may be |
| 3947 | # a different type from the input |
| 3948 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3949 | "build_fcn": ( |
| 3950 | build_table, |
| 3951 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3952 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3953 | TosaArgGen.agTable, |
| 3954 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3955 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3956 | "error_if_validators": ( |
| 3957 | TosaErrorValidator.evWrongInputType, |
| 3958 | TosaErrorValidator.evWrongOutputType, |
| 3959 | TosaErrorValidator.evWrongInputList, |
| 3960 | TosaErrorValidator.evWrongOutputList, |
| 3961 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3962 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3963 | # Elementwise Unary operators |
| 3964 | "abs": { |
| 3965 | "op": Op.ABS, |
| 3966 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3967 | "build_fcn": ( |
| 3968 | build_unary, |
| 3969 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3970 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3971 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3972 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3973 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3974 | "error_if_validators": ( |
| 3975 | TosaErrorValidator.evWrongInputType, |
| 3976 | TosaErrorValidator.evWrongOutputType, |
| 3977 | TosaErrorValidator.evWrongInputList, |
| 3978 | TosaErrorValidator.evWrongOutputList, |
| 3979 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3980 | "data_gen": { |
| 3981 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3982 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3983 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3984 | "bitwise_not": { |
| 3985 | "op": Op.BITWISE_NOT, |
| 3986 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3987 | "build_fcn": ( |
| 3988 | build_unary, |
| 3989 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3990 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3991 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3992 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3993 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3994 | "error_if_validators": ( |
| 3995 | TosaErrorValidator.evWrongInputType, |
| 3996 | TosaErrorValidator.evWrongOutputType, |
| 3997 | TosaErrorValidator.evWrongInputList, |
| 3998 | TosaErrorValidator.evWrongOutputList, |
| 3999 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4000 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4001 | "ceil": { |
| 4002 | "op": Op.CEIL, |
| 4003 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4004 | "build_fcn": ( |
| 4005 | build_unary, |
| 4006 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4007 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4008 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4009 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4010 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4011 | "error_if_validators": ( |
| 4012 | TosaErrorValidator.evWrongInputType, |
| 4013 | TosaErrorValidator.evWrongOutputType, |
| 4014 | TosaErrorValidator.evWrongInputList, |
| 4015 | TosaErrorValidator.evWrongOutputList, |
| 4016 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4017 | "data_gen": { |
| 4018 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4019 | }, |
| 4020 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4021 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4022 | "clz": { |
| 4023 | "op": Op.CLZ, |
| 4024 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4025 | "build_fcn": ( |
| 4026 | build_unary, |
| 4027 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4028 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4029 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4030 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4031 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4032 | "error_if_validators": ( |
| 4033 | TosaErrorValidator.evWrongInputType, |
| 4034 | TosaErrorValidator.evWrongOutputType, |
| 4035 | TosaErrorValidator.evWrongInputList, |
| 4036 | TosaErrorValidator.evWrongOutputList, |
| 4037 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4038 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4039 | "exp": { |
| 4040 | "op": Op.EXP, |
| 4041 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4042 | "build_fcn": ( |
| 4043 | build_unary, |
| 4044 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4045 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4046 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4047 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4048 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4049 | "error_if_validators": ( |
| 4050 | TosaErrorValidator.evWrongInputType, |
| 4051 | TosaErrorValidator.evWrongOutputType, |
| 4052 | TosaErrorValidator.evWrongInputList, |
| 4053 | TosaErrorValidator.evWrongOutputList, |
| 4054 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4055 | "data_gen": { |
| 4056 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4057 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4058 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4059 | "floor": { |
| 4060 | "op": Op.FLOOR, |
| 4061 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4062 | "build_fcn": ( |
| 4063 | build_unary, |
| 4064 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4065 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4066 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4067 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4068 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4069 | "error_if_validators": ( |
| 4070 | TosaErrorValidator.evWrongInputType, |
| 4071 | TosaErrorValidator.evWrongOutputType, |
| 4072 | TosaErrorValidator.evWrongInputList, |
| 4073 | TosaErrorValidator.evWrongOutputList, |
| 4074 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4075 | "data_gen": { |
| 4076 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4077 | }, |
| 4078 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4079 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4080 | "log": { |
| 4081 | "op": Op.LOG, |
| 4082 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4083 | "build_fcn": ( |
| 4084 | build_unary, |
| 4085 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4086 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4087 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4088 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4089 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4090 | "error_if_validators": ( |
| 4091 | TosaErrorValidator.evWrongInputType, |
| 4092 | TosaErrorValidator.evWrongOutputType, |
| 4093 | TosaErrorValidator.evWrongInputList, |
| 4094 | TosaErrorValidator.evWrongOutputList, |
| 4095 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4096 | "data_gen": { |
| 4097 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4098 | }, |
| 4099 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4100 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4101 | "logical_not": { |
| 4102 | "op": Op.LOGICAL_NOT, |
| 4103 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4104 | "build_fcn": ( |
| 4105 | build_unary, |
| 4106 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4107 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4108 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4109 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4110 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4111 | "error_if_validators": ( |
| 4112 | TosaErrorValidator.evWrongInputType, |
| 4113 | TosaErrorValidator.evWrongOutputType, |
| 4114 | TosaErrorValidator.evWrongInputList, |
| 4115 | TosaErrorValidator.evWrongOutputList, |
| 4116 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4117 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4118 | "negate": { |
| 4119 | "op": Op.NEGATE, |
| 4120 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4121 | "build_fcn": ( |
| 4122 | build_unary, |
| 4123 | TosaTensorGen.tgBasic, |
| 4124 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4125 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4126 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4127 | "qgen": TosaQuantGen.qgUnary, |
| 4128 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4129 | "error_if_validators": ( |
| 4130 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4131 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4132 | TosaErrorValidator.evWrongInputType, |
| 4133 | TosaErrorValidator.evWrongOutputType, |
| 4134 | TosaErrorValidator.evWrongInputList, |
| 4135 | TosaErrorValidator.evWrongOutputList, |
| 4136 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4137 | "data_gen": { |
| 4138 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4139 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4140 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4141 | "reciprocal": { |
| 4142 | "op": Op.RECIPROCAL, |
| 4143 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4144 | "build_fcn": ( |
| 4145 | build_unary, |
| 4146 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4147 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4148 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4149 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4150 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4151 | "error_if_validators": ( |
| 4152 | TosaErrorValidator.evWrongInputType, |
| 4153 | TosaErrorValidator.evWrongOutputType, |
| 4154 | TosaErrorValidator.evWrongInputList, |
| 4155 | TosaErrorValidator.evWrongOutputList, |
| 4156 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4157 | "data_gen": { |
| 4158 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4159 | }, |
| 4160 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4161 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4162 | "rsqrt": { |
| 4163 | "op": Op.RSQRT, |
| 4164 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4165 | "build_fcn": ( |
| 4166 | build_unary, |
| 4167 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4168 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4169 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4170 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4171 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4172 | "error_if_validators": ( |
| 4173 | TosaErrorValidator.evWrongInputType, |
| 4174 | TosaErrorValidator.evWrongOutputType, |
| 4175 | TosaErrorValidator.evWrongInputList, |
| 4176 | TosaErrorValidator.evWrongOutputList, |
| 4177 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4178 | "data_gen": { |
| 4179 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4180 | }, |
| 4181 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4182 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4183 | # Elementwise Ternary operators |
| 4184 | "select": { |
| 4185 | "op": Op.SELECT, |
| 4186 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4187 | "build_fcn": ( |
| 4188 | build_select, |
| 4189 | TosaTensorGen.tgBroadcastFuzz, |
| 4190 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4191 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4192 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4193 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4194 | "error_if_validators": ( |
| 4195 | TosaErrorValidator.evRankMismatch, |
| 4196 | TosaErrorValidator.evWrongInputType, |
| 4197 | TosaErrorValidator.evWrongOutputType, |
| 4198 | TosaErrorValidator.evWrongInputList, |
| 4199 | TosaErrorValidator.evWrongOutputList, |
| 4200 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4201 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4202 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4203 | "data_gen": { |
| 4204 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4205 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4206 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4207 | # Comparison operators |
| 4208 | "equal": { |
| 4209 | "op": Op.EQUAL, |
| 4210 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4211 | "build_fcn": ( |
| 4212 | build_comparison, |
| 4213 | TosaTensorGen.tgBroadcastFuzz, |
| 4214 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4215 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4216 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4217 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4218 | "error_if_validators": ( |
| 4219 | TosaErrorValidator.evRankMismatch, |
| 4220 | TosaErrorValidator.evWrongInputType, |
| 4221 | TosaErrorValidator.evWrongOutputType, |
| 4222 | TosaErrorValidator.evWrongInputList, |
| 4223 | TosaErrorValidator.evWrongOutputList, |
| 4224 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4225 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4226 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4227 | "data_gen": { |
| 4228 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4229 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4230 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4231 | "greater_equal": { |
| 4232 | "op": Op.GREATER_EQUAL, |
| 4233 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4234 | "build_fcn": ( |
| 4235 | build_comparison, |
| 4236 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4237 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4238 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4239 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4240 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4241 | "error_if_validators": ( |
| 4242 | TosaErrorValidator.evRankMismatch, |
| 4243 | TosaErrorValidator.evWrongInputType, |
| 4244 | TosaErrorValidator.evWrongOutputType, |
| 4245 | TosaErrorValidator.evWrongInputList, |
| 4246 | TosaErrorValidator.evWrongOutputList, |
| 4247 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4248 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4249 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4250 | "data_gen": { |
| 4251 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4252 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4253 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4254 | "greater": { |
| 4255 | "op": Op.GREATER, |
| 4256 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4257 | "build_fcn": ( |
| 4258 | build_comparison, |
| 4259 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4260 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4261 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4262 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4263 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4264 | "error_if_validators": ( |
| 4265 | TosaErrorValidator.evRankMismatch, |
| 4266 | TosaErrorValidator.evWrongInputType, |
| 4267 | TosaErrorValidator.evWrongOutputType, |
| 4268 | TosaErrorValidator.evWrongInputList, |
| 4269 | TosaErrorValidator.evWrongOutputList, |
| 4270 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4271 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4272 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4273 | "data_gen": { |
| 4274 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4275 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4276 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4277 | # Reduction operators |
| 4278 | "reduce_all": { |
| 4279 | "op": Op.REDUCE_ALL, |
| 4280 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4281 | "build_fcn": ( |
| 4282 | build_reduce, |
| 4283 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4284 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4285 | TosaArgGen.agAxis, |
| 4286 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4287 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4288 | "error_if_validators": ( |
| 4289 | TosaErrorValidator.evAxisLargerRank, |
| 4290 | TosaErrorValidator.evAxisSmallerZero, |
| 4291 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4292 | TosaErrorValidator.evWrongInputType, |
| 4293 | TosaErrorValidator.evWrongOutputType, |
| 4294 | TosaErrorValidator.evWrongRank, |
| 4295 | TosaErrorValidator.evWrongInputList, |
| 4296 | TosaErrorValidator.evWrongOutputList, |
| 4297 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4298 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4299 | "reduce_any": { |
| 4300 | "op": Op.REDUCE_ANY, |
| 4301 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4302 | "build_fcn": ( |
| 4303 | build_reduce, |
| 4304 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4305 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4306 | TosaArgGen.agAxis, |
| 4307 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4308 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4309 | "error_if_validators": ( |
| 4310 | TosaErrorValidator.evAxisLargerRank, |
| 4311 | TosaErrorValidator.evAxisSmallerZero, |
| 4312 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4313 | TosaErrorValidator.evWrongInputType, |
| 4314 | TosaErrorValidator.evWrongOutputType, |
| 4315 | TosaErrorValidator.evWrongRank, |
| 4316 | TosaErrorValidator.evWrongInputList, |
| 4317 | TosaErrorValidator.evWrongOutputList, |
| 4318 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4319 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4320 | "reduce_max": { |
| 4321 | "op": Op.REDUCE_MAX, |
| 4322 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4323 | "build_fcn": ( |
| 4324 | build_reduce, |
| 4325 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4326 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4327 | TosaArgGen.agAxis, |
| 4328 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4329 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4330 | "error_if_validators": ( |
| 4331 | TosaErrorValidator.evAxisLargerRank, |
| 4332 | TosaErrorValidator.evAxisSmallerZero, |
| 4333 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4334 | TosaErrorValidator.evWrongInputType, |
| 4335 | TosaErrorValidator.evWrongOutputType, |
| 4336 | TosaErrorValidator.evWrongRank, |
| 4337 | TosaErrorValidator.evWrongInputList, |
| 4338 | TosaErrorValidator.evWrongOutputList, |
| 4339 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4340 | "data_gen": { |
| 4341 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4342 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4343 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4344 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4345 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4346 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4347 | "build_fcn": ( |
| 4348 | build_reduce, |
| 4349 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4350 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4351 | TosaArgGen.agAxis, |
| 4352 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4353 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4354 | "error_if_validators": ( |
| 4355 | TosaErrorValidator.evAxisLargerRank, |
| 4356 | TosaErrorValidator.evAxisSmallerZero, |
| 4357 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4358 | TosaErrorValidator.evWrongInputType, |
| 4359 | TosaErrorValidator.evWrongOutputType, |
| 4360 | TosaErrorValidator.evWrongRank, |
| 4361 | TosaErrorValidator.evWrongInputList, |
| 4362 | TosaErrorValidator.evWrongOutputList, |
| 4363 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4364 | "data_gen": { |
| 4365 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 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_product": { |
| 4369 | "op": Op.REDUCE_PRODUCT, |
| 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 | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4374 | TosaTensorValuesGen.tvgReduceProduct, |
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_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 | bd80196 | 2024-01-03 17:07:44 +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_sum": { |
| 4393 | "op": Op.REDUCE_SUM, |
| 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, |
| 4398 | TosaTensorValuesGen.tvgReduceSum, |
| 4399 | TosaArgGen.agAxis, |
| 4400 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4401 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
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.DOT_PRODUCT,), |
| 4414 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4415 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4416 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4417 | "concat": { |
| 4418 | "op": Op.CONCAT, |
| 4419 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4420 | "build_fcn": ( |
| 4421 | build_concat, |
| 4422 | TosaTensorGen.tgConcat, |
| 4423 | TosaTensorValuesGen.tvgConcat, |
| 4424 | TosaArgGen.agAxis, |
| 4425 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4426 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4427 | "error_if_validators": ( |
| 4428 | TosaErrorValidator.evAxisLargerRank, |
| 4429 | TosaErrorValidator.evAxisSmallerZero, |
| 4430 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4431 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4432 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4433 | TosaErrorValidator.evWrongInputType, |
| 4434 | TosaErrorValidator.evWrongOutputType, |
| 4435 | TosaErrorValidator.evWrongOutputList, |
| 4436 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4437 | "data_gen": { |
| 4438 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4439 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4440 | }, |
| 4441 | "pad": { |
| 4442 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4443 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4444 | "build_fcn": ( |
| 4445 | build_pad, |
| 4446 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4447 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4448 | TosaArgGen.agPad, |
| 4449 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4450 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4451 | "error_if_validators": ( |
| 4452 | TosaErrorValidator.evWrongInputType, |
| 4453 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4454 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4455 | TosaErrorValidator.evWrongOutputType, |
| 4456 | TosaErrorValidator.evWrongInputList, |
| 4457 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4458 | TosaErrorValidator.evRankMismatch, |
| 4459 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4460 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4461 | "data_gen": { |
| 4462 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4463 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4464 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4465 | "dim": { |
| 4466 | "op": Op.DIM, |
| 4467 | "operands": (1, 0), |
| 4468 | "build_fcn": ( |
| 4469 | build_dim, |
| 4470 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4471 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4472 | TosaArgGen.agAxis, |
| 4473 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4474 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4475 | "error_if_validators": ( |
| 4476 | TosaErrorValidator.evAxisLargerRank, |
| 4477 | TosaErrorValidator.evAxisSmallerZero, |
| 4478 | TosaErrorValidator.evWrongInputType, |
| 4479 | TosaErrorValidator.evWrongInputList, |
| 4480 | TosaErrorValidator.evWrongOutputList, |
| 4481 | TosaErrorValidator.evWrongRank, |
| 4482 | ), |
| 4483 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4484 | "reshape": { |
| 4485 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4486 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4487 | "build_fcn": ( |
| 4488 | build_reshape, |
| 4489 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4490 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4491 | TosaArgGen.agReshape, |
| 4492 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4493 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4494 | "error_if_validators": ( |
| 4495 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4496 | TosaErrorValidator.evWrongInputType, |
| 4497 | TosaErrorValidator.evWrongOutputType, |
| 4498 | TosaErrorValidator.evWrongInputList, |
| 4499 | TosaErrorValidator.evWrongOutputList, |
| 4500 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4501 | "data_gen": { |
| 4502 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4503 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4504 | }, |
| 4505 | "reverse": { |
| 4506 | "op": Op.REVERSE, |
| 4507 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4508 | "build_fcn": ( |
| 4509 | build_reverse, |
| 4510 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4511 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4512 | TosaArgGen.agAxis, |
| 4513 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4514 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4515 | "error_if_validators": ( |
| 4516 | TosaErrorValidator.evAxisSmallerZero, |
| 4517 | TosaErrorValidator.evAxisLargerRank, |
| 4518 | TosaErrorValidator.evWrongInputType, |
| 4519 | TosaErrorValidator.evWrongOutputType, |
| 4520 | TosaErrorValidator.evWrongInputList, |
| 4521 | TosaErrorValidator.evWrongOutputList, |
| 4522 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4523 | "data_gen": { |
| 4524 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4525 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4526 | }, |
| 4527 | "slice": { |
| 4528 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4529 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4530 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4531 | "build_fcn": ( |
| 4532 | build_slice, |
| 4533 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4534 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4535 | TosaArgGen.agSlice, |
| 4536 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4537 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4538 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4539 | # TODO Turn off these error categories for now as the reference |
| 4540 | # model cannot allocate memory space for empty tensor. We probably |
| 4541 | # can report an accurate error messege at the right place during |
| 4542 | # exeuction. |
| 4543 | # TosaErrorValidator.evStartSmallerZero, |
| 4544 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4545 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4546 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4547 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4548 | TosaErrorValidator.evWrongRank, |
| 4549 | TosaErrorValidator.evWrongInputType, |
| 4550 | TosaErrorValidator.evWrongOutputType, |
| 4551 | TosaErrorValidator.evWrongInputList, |
| 4552 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4553 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4554 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4555 | "data_gen": { |
| 4556 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4557 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4558 | }, |
| 4559 | "tile": { |
| 4560 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4561 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4562 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4563 | "build_fcn": ( |
| 4564 | build_tile, |
| 4565 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4566 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4567 | TosaArgGen.agTile, |
| 4568 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4569 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4570 | "error_if_validators": ( |
| 4571 | TosaErrorValidator.evWrongInputType, |
| 4572 | TosaErrorValidator.evWrongOutputType, |
| 4573 | TosaErrorValidator.evWrongInputList, |
| 4574 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4575 | TosaErrorValidator.evRankMismatch, |
| 4576 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4577 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4578 | "data_gen": { |
| 4579 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4580 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4581 | }, |
| 4582 | "transpose": { |
| 4583 | "op": Op.TRANSPOSE, |
| 4584 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4585 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4586 | "build_fcn": ( |
| 4587 | build_transpose, |
| 4588 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4589 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4590 | TosaArgGen.agTranspose, |
| 4591 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4592 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4593 | "error_if_validators": ( |
| 4594 | TosaErrorValidator.evIndexOutsideBounds, |
| 4595 | TosaErrorValidator.evIndexUsedTwice, |
| 4596 | TosaErrorValidator.evWrongInputType, |
| 4597 | TosaErrorValidator.evWrongOutputType, |
| 4598 | TosaErrorValidator.evWrongInputList, |
| 4599 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4600 | TosaErrorValidator.evWrongRank, |
| 4601 | TosaErrorValidator.evRankMismatch, |
| 4602 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4603 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4604 | "data_gen": { |
| 4605 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4606 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4607 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4608 | # Data nodes |
| 4609 | "const": { |
| 4610 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4611 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4612 | "build_fcn": ( |
| 4613 | build_const, |
| 4614 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4615 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4616 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4617 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4618 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4619 | "data_gen": { |
| 4620 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4621 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4622 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4623 | "identity": { |
| 4624 | "op": Op.IDENTITY, |
| 4625 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4626 | "build_fcn": ( |
| 4627 | build_unary, |
| 4628 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4629 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4630 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4631 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4632 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4633 | "data_gen": { |
| 4634 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4635 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4636 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4637 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4638 | "gather": { |
| 4639 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4640 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4641 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4642 | "build_fcn": ( |
| 4643 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4644 | TosaTensorGen.tgGather, |
| 4645 | TosaTensorValuesGen.tvgGather, |
| 4646 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4647 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4648 | "types": ( |
| 4649 | DType.INT8, |
| 4650 | DType.INT16, |
| 4651 | DType.INT32, |
| 4652 | DType.FP16, |
| 4653 | DType.BF16, |
| 4654 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4655 | DType.FP8E4M3, |
| 4656 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4657 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4658 | "error_if_validators": ( |
| 4659 | TosaErrorValidator.evWrongInputType, |
| 4660 | TosaErrorValidator.evWrongOutputType, |
| 4661 | TosaErrorValidator.evWrongInputList, |
| 4662 | TosaErrorValidator.evWrongOutputList, |
| 4663 | TosaErrorValidator.evWrongRank, |
| 4664 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4665 | "data_gen": { |
| 4666 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4667 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4668 | }, |
| 4669 | "scatter": { |
| 4670 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4671 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4672 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4673 | "build_fcn": ( |
| 4674 | build_scatter, |
| 4675 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4676 | TosaTensorValuesGen.tvgScatter, |
| 4677 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4678 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4679 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4680 | "error_if_validators": ( |
| 4681 | TosaErrorValidator.evWrongInputType, |
| 4682 | TosaErrorValidator.evWrongOutputType, |
| 4683 | TosaErrorValidator.evWrongInputList, |
| 4684 | TosaErrorValidator.evWrongOutputList, |
| 4685 | TosaErrorValidator.evWrongRank, |
| 4686 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4687 | "data_gen": { |
| 4688 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4689 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4690 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4691 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4692 | "resize": { |
| 4693 | "op": Op.RESIZE, |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 4694 | "operands": (4, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4695 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4696 | "build_fcn": ( |
| 4697 | build_resize, |
| 4698 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4699 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4700 | TosaArgGen.agResize, |
| 4701 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4702 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4703 | "invalid_test_validators": ( |
| 4704 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4705 | ), |
| 4706 | "error_if_validators": ( |
| 4707 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4708 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4709 | TosaErrorValidator.evScaleNLargerMax, |
| 4710 | TosaErrorValidator.evScaleDLargerMax, |
| 4711 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4712 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4713 | TosaErrorValidator.evBorderSmallerMin, |
| 4714 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4715 | TosaErrorValidator.evWrongInputType, |
| 4716 | TosaErrorValidator.evWrongOutputType, |
| 4717 | TosaErrorValidator.evWrongRank, |
| 4718 | TosaErrorValidator.evWrongInputList, |
| 4719 | TosaErrorValidator.evWrongOutputList, |
| 4720 | TosaErrorValidator.evBatchMismatch, |
| 4721 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4722 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4723 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4724 | ), |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4725 | "data_gen": { |
| 4726 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4727 | }, |
| 4728 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4729 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4730 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4731 | "cast": { |
| 4732 | "op": Op.CAST, |
| 4733 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4734 | "build_fcn": ( |
| 4735 | build_cast, |
| 4736 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4737 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4738 | TosaArgGen.agCast, |
| 4739 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4740 | "types": ( |
| 4741 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4742 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4743 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4744 | DType.INT8, |
| 4745 | DType.INT16, |
| 4746 | DType.INT32, |
| 4747 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4748 | DType.FP8E4M3, |
| 4749 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4750 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4751 | "error_if_validators": ( |
| 4752 | TosaErrorValidator.evWrongInputType, |
| 4753 | TosaErrorValidator.evWrongOutputType, |
| 4754 | TosaErrorValidator.evWrongInputList, |
| 4755 | TosaErrorValidator.evWrongOutputList, |
| 4756 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4757 | "data_gen": { |
| 4758 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4759 | }, |
| 4760 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4761 | }, |
| 4762 | "rescale": { |
| 4763 | "op": Op.RESCALE, |
| 4764 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4765 | "build_fcn": ( |
| 4766 | build_rescale, |
| 4767 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 4768 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4769 | TosaArgGen.agRescale, |
| 4770 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4771 | "types": [ |
| 4772 | DType.UINT8, |
| 4773 | DType.INT8, |
| 4774 | DType.INT16, |
| 4775 | DType.INT32, |
| 4776 | DType.INT48, |
| 4777 | DType.UINT16, |
| 4778 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4779 | "error_if_validators": ( |
| 4780 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4781 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4782 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4783 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4784 | TosaErrorValidator.evScaleTrue, |
| 4785 | TosaErrorValidator.evScaleNotTrue, |
| 4786 | TosaErrorValidator.evWrongInputType, |
| 4787 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4788 | TosaErrorValidator.evWrongInputList, |
| 4789 | TosaErrorValidator.evWrongOutputList, |
| 4790 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4791 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4792 | # Custom |
| 4793 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4794 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4795 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4796 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4797 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4798 | "cond_if_const": { |
| 4799 | "op": Op.COND_IF, |
| 4800 | "operands": (0, 2), |
| 4801 | "build_fcn": ( |
| 4802 | build_cond_if_const, |
| 4803 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4804 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4805 | TosaArgGen.agCondIf, |
| 4806 | ), |
| 4807 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4808 | "error_if_validators": ( |
| 4809 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4810 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4811 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4812 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4813 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4814 | }, |
| 4815 | "cond_if_binary": { |
| 4816 | "op": Op.COND_IF, |
| 4817 | "operands": (2, 0), |
| 4818 | "build_fcn": ( |
| 4819 | build_cond_if_binary, |
| 4820 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4821 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4822 | TosaArgGen.agCondIf, |
| 4823 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4824 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4825 | "error_if_validators": ( |
| 4826 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4827 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4828 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4829 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4830 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4831 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4832 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4833 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4834 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4835 | "while_loop": { |
| 4836 | "op": Op.WHILE_LOOP, |
| 4837 | "operands": (0, 1), |
| 4838 | "build_fcn": ( |
| 4839 | build_while_loop, |
| 4840 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4841 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4842 | TosaArgGen.agWhileLoop, |
| 4843 | ), |
| 4844 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4845 | "error_if_validators": ( |
| 4846 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4847 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4848 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4849 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4850 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4851 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4852 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4853 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4854 | "fft2d": { |
| 4855 | "op": Op.FFT2D, |
| 4856 | "operands": (2, 0), |
| 4857 | "rank": (3, 3), |
| 4858 | "build_fcn": ( |
| 4859 | build_fft2d, |
| 4860 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4861 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4862 | TosaArgGen.agFFT2d, |
| 4863 | ), |
| 4864 | "types": [DType.FP32], |
| 4865 | "error_if_validators": ( |
| 4866 | TosaErrorValidator.evWrongInputType, |
| 4867 | TosaErrorValidator.evWrongOutputType, |
| 4868 | TosaErrorValidator.evWrongInputList, |
| 4869 | TosaErrorValidator.evWrongOutputList, |
| 4870 | TosaErrorValidator.evWrongRank, |
| 4871 | TosaErrorValidator.evBatchMismatch, |
| 4872 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4873 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4874 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4875 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4876 | "data_gen": { |
| 4877 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4878 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4879 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4880 | "rfft2d": { |
| 4881 | "op": Op.RFFT2D, |
| 4882 | "operands": (1, 0), |
| 4883 | "rank": (3, 3), |
| 4884 | "build_fcn": ( |
| 4885 | build_rfft2d, |
| 4886 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4887 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4888 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4889 | ), |
| 4890 | "types": [DType.FP32], |
| 4891 | "error_if_validators": ( |
| 4892 | TosaErrorValidator.evWrongInputType, |
| 4893 | TosaErrorValidator.evWrongOutputType, |
| 4894 | TosaErrorValidator.evWrongInputList, |
| 4895 | TosaErrorValidator.evWrongOutputList, |
| 4896 | TosaErrorValidator.evWrongRank, |
| 4897 | TosaErrorValidator.evBatchMismatch, |
| 4898 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4899 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4900 | ), |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4901 | "data_gen": { |
| 4902 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4903 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4904 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4905 | # Shape |
| 4906 | "add_shape": { |
| 4907 | "op": Op.ADD_SHAPE, |
| 4908 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4909 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4910 | "build_fcn": ( |
| 4911 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4912 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4913 | TosaTensorValuesGen.tvgAddSub, |
| 4914 | TosaArgGen.agNone, |
| 4915 | ), |
| 4916 | "types": [DType.SHAPE], |
| 4917 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4918 | }, |
| 4919 | "sub_shape": { |
| 4920 | "op": Op.SUB_SHAPE, |
| 4921 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4922 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4923 | "build_fcn": ( |
| 4924 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4925 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4926 | TosaTensorValuesGen.tvgAddSub, |
| 4927 | TosaArgGen.agNone, |
| 4928 | ), |
| 4929 | "types": [DType.SHAPE], |
| 4930 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4931 | }, |
| 4932 | "mul_shape": { |
| 4933 | "op": Op.MUL_SHAPE, |
| 4934 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4935 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4936 | "build_fcn": ( |
| 4937 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4938 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4939 | TosaTensorValuesGen.tvgMul, |
| 4940 | TosaArgGen.agNone, |
| 4941 | ), |
| 4942 | "types": [DType.SHAPE], |
| 4943 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4944 | }, |
| 4945 | "div_shape": { |
| 4946 | "op": Op.DIV_SHAPE, |
| 4947 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4948 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4949 | "build_fcn": ( |
| 4950 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4951 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4952 | TosaTensorValuesGen.tvgIntDiv, |
| 4953 | TosaArgGen.agNone, |
| 4954 | ), |
| 4955 | "types": [DType.SHAPE], |
| 4956 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4957 | }, |
| 4958 | "concat_shape": { |
| 4959 | "op": Op.CONCAT_SHAPE, |
| 4960 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4961 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4962 | "build_fcn": ( |
| 4963 | build_concat, |
| 4964 | TosaTensorGen.tgConcat, |
| 4965 | TosaTensorValuesGen.tvgConcat, |
| 4966 | TosaArgGen.agNone, |
| 4967 | ), |
| 4968 | "types": [DType.SHAPE], |
| 4969 | "error_if_validators": (), |
| 4970 | }, |
| 4971 | "const_shape": { |
| 4972 | "op": Op.CONST_SHAPE, |
| 4973 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4974 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4975 | "build_fcn": ( |
| 4976 | build_const, |
| 4977 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4978 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4979 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4980 | ), |
| 4981 | "types": [DType.SHAPE], |
| 4982 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4983 | } |
| 4984 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4985 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4986 | class OutputShaper: |
| 4987 | # Methods in this class compute the expected output shape and datatype |
| 4988 | # for common classes of operations |
| 4989 | def __init__(self): |
| 4990 | pass |
| 4991 | |
| 4992 | # These methods return arguments that can be used for |
| 4993 | # creating a new output tensor |
| 4994 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4995 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4996 | if error_name != ErrorIf.RankMismatch: |
| 4997 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4998 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4999 | |
| 5000 | shape = [] |
| 5001 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5002 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5003 | shape.append(b.shape[i]) |
| 5004 | else: |
| 5005 | shape.append(a.shape[i]) |
| 5006 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5007 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5008 | if error_name == ErrorIf.DimensionMismatch: |
| 5009 | shape[fuzz_idx] += 1 |
| 5010 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5011 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5012 | all_dtypes = [ |
| 5013 | DType.INT8, |
| 5014 | DType.INT16, |
| 5015 | DType.INT32, |
| 5016 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5017 | DType.FP16, |
| 5018 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5019 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5020 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5021 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5022 | outputDType = rng.choice(wrong_dtypes) |
| 5023 | else: |
| 5024 | outputDType = a.dtype |
| 5025 | |
| 5026 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5027 | |
| 5028 | @staticmethod |
| 5029 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5030 | assert len(a.shape) == len(b.shape) |
| 5031 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5032 | |
| 5033 | shape = [] |
| 5034 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5035 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5036 | shape.append(a.shape[i]) |
| 5037 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5038 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5039 | |
| 5040 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5041 | def unaryOp(ser, rng, a, error_name=None): |
| 5042 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5043 | all_dtypes = [ |
| 5044 | DType.INT8, |
| 5045 | DType.INT16, |
| 5046 | DType.INT32, |
| 5047 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5048 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5049 | DType.FP16, |
| 5050 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5051 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5052 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5053 | outputDType = rng.choice(wrong_dtypes) |
| 5054 | else: |
| 5055 | outputDType = a.dtype |
| 5056 | |
| 5057 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5058 | |
| 5059 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5060 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5061 | if error_name != ErrorIf.RankMismatch: |
| 5062 | 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] | 5063 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5064 | |
| 5065 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5066 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5067 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5068 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5069 | else: |
| 5070 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5071 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5072 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5073 | if error_name == ErrorIf.DimensionMismatch: |
| 5074 | shape[fuzz_idx] += 1 |
| 5075 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5076 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5077 | all_dtypes = [ |
| 5078 | DType.INT8, |
| 5079 | DType.INT16, |
| 5080 | DType.INT32, |
| 5081 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5082 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5083 | DType.FP16, |
| 5084 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5085 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5086 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5087 | outputDType = rng.choice(wrong_dtypes) |
| 5088 | else: |
| 5089 | outputDType = a.dtype |
| 5090 | |
| 5091 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5092 | |
| 5093 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5094 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5095 | if error_name != ErrorIf.RankMismatch: |
| 5096 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5097 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5098 | |
| 5099 | # Do broadcast |
| 5100 | shape = [] |
| 5101 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5102 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5103 | shape.append(b.shape[i]) |
| 5104 | else: |
| 5105 | shape.append(a.shape[i]) |
| 5106 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5107 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5108 | if error_name == ErrorIf.DimensionMismatch: |
| 5109 | shape[fuzz_idx] += 1 |
| 5110 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5111 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5112 | wrong_dtypes = [ |
| 5113 | DType.INT8, |
| 5114 | DType.INT16, |
| 5115 | DType.INT32, |
| 5116 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5117 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5118 | DType.FP16, |
| 5119 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5120 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5121 | outputDType = rng.choice(wrong_dtypes) |
| 5122 | else: |
| 5123 | outputDType = DType.BOOL |
| 5124 | |
| 5125 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5126 | |
| 5127 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5128 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5129 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5130 | if error_name not in [ |
| 5131 | ErrorIf.AxisSmallerZero, |
| 5132 | ErrorIf.AxisLargerRank, |
| 5133 | ErrorIf.ShapeOfAxisNotOne, |
| 5134 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5135 | shape[axis] = 1 |
| 5136 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5137 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5138 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5139 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5140 | all_dtypes = [ |
| 5141 | DType.INT8, |
| 5142 | DType.INT16, |
| 5143 | DType.INT32, |
| 5144 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5145 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5146 | DType.FP16, |
| 5147 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5148 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5149 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5150 | outputDType = rng.choice(wrong_dtypes) |
| 5151 | else: |
| 5152 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5153 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5154 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5155 | |
| 5156 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5157 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5158 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5159 | |
| 5160 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5161 | del shape[axis] |
| 5162 | |
| 5163 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5164 | remove = rng.choice([True, False]) |
| 5165 | if remove and len(shape) > 1: |
| 5166 | del shape[0] |
| 5167 | else: |
| 5168 | shape.append(1) |
| 5169 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5170 | for i in range(len(shape)): |
| 5171 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5172 | |
| 5173 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5174 | all_dtypes = [ |
| 5175 | DType.INT8, |
| 5176 | DType.INT16, |
| 5177 | DType.INT32, |
| 5178 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5179 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5180 | DType.FP16, |
| 5181 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5182 | DType.FP8E4M3, |
| 5183 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5184 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5185 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5186 | outputDType = rng.choice(wrong_dtypes) |
| 5187 | else: |
| 5188 | outputDType = DType.INT32 |
| 5189 | |
| 5190 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5191 | |
| 5192 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5193 | def conv2dOp( |
| 5194 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5195 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5196 | |
| 5197 | # IFM: NHWC |
| 5198 | # Filter: OHWI |
| 5199 | # OFM: NHWC |
| 5200 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5201 | h = ( |
| 5202 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5203 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5204 | + padding[0] |
| 5205 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5206 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5207 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5208 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5209 | w = ( |
| 5210 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5211 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5212 | + padding[2] |
| 5213 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5214 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5215 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5216 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5217 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5218 | choices = [1, 2, 3] |
| 5219 | change = rng.choice(choices) |
| 5220 | # increment in multiples of stride to not hit non-integer error case |
| 5221 | if change in [1, 3]: |
| 5222 | h = h + (rng.choice(choices) * strides[0]) |
| 5223 | if change in [2, 3]: |
| 5224 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5225 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5226 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5227 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5228 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5229 | # Pick some potentially correct output dtype if input type is incorrect |
| 5230 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5231 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5232 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5233 | |
| 5234 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5235 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5236 | excludes = [DType.FP16, DType.FP32] |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5237 | if ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
| 5238 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5239 | else: |
| 5240 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5241 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5242 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5243 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5244 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5245 | |
| 5246 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5247 | def conv3dOp( |
| 5248 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5249 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5250 | |
| 5251 | # IFM: NDHWC |
| 5252 | # Filter: ODHWI |
| 5253 | # OFM: NDHWC |
| 5254 | |
| 5255 | d = ( |
| 5256 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5257 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5258 | + padding[0] |
| 5259 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5260 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5261 | ) // strides[0] + 1 |
| 5262 | |
| 5263 | h = ( |
| 5264 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5265 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5266 | + padding[2] |
| 5267 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5268 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5269 | ) // strides[1] + 1 |
| 5270 | |
| 5271 | w = ( |
| 5272 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5273 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5274 | + padding[4] |
| 5275 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5276 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5277 | ) // strides[2] + 1 |
| 5278 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5279 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5280 | choices = [1, 2, 3, 4] |
| 5281 | change = rng.choice(choices) |
| 5282 | # increment in multiples of stride to not hit non-integer error case |
| 5283 | if change in [1, 4]: |
| 5284 | d = d + (rng.choice(choices) * strides[0]) |
| 5285 | if change in [2, 4]: |
| 5286 | h = h + (rng.choice(choices) * strides[1]) |
| 5287 | if change in [3, 4]: |
| 5288 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5289 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5290 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5291 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5292 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5293 | # Pick some potentially correct output dtype if input type is incorrect |
| 5294 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5295 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5296 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5297 | |
| 5298 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5299 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5300 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5301 | else: |
| 5302 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5303 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5304 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5305 | |
| 5306 | return ser.addOutput(ofm_shape, out_dtype) |
| 5307 | |
| 5308 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5309 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5310 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5311 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5312 | # IFM: NHWC |
| 5313 | # Filter: HWCM |
| 5314 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5315 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5316 | h = ( |
| 5317 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5318 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5319 | + padding[0] |
| 5320 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5321 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5322 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5323 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5324 | w = ( |
| 5325 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5326 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5327 | + padding[2] |
| 5328 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5329 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5330 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5331 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5332 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5333 | choices = [1, 2, 3] |
| 5334 | change = rng.choice(choices) |
| 5335 | # increment in multiples of stride to not hit non-integer error case |
| 5336 | if change in [1, 3]: |
| 5337 | h = h + (rng.choice(choices) * strides[0]) |
| 5338 | if change in [2, 3]: |
| 5339 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5340 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5341 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5342 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5343 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5344 | # Pick some potentially correct output dtype if input type is incorrect |
| 5345 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5346 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5347 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5348 | |
| 5349 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5350 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5351 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5352 | else: |
| 5353 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5354 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5355 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5356 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5357 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5358 | |
| 5359 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5360 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5361 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5362 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5363 | # 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] | 5364 | h = 1 |
| 5365 | w = 1 |
| 5366 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5367 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5368 | 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] | 5369 | |
| 5370 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5371 | choices = [1, 2, 3] |
| 5372 | change = rng.choice(choices) |
| 5373 | # increment in multiples of stride to not hit non-integer error case |
| 5374 | if change in [1, 3]: |
| 5375 | h = h + (rng.choice(choices) * stride[0]) |
| 5376 | if change in [2, 3]: |
| 5377 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5378 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5379 | |
| 5380 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5381 | all_dtypes = [ |
| 5382 | DType.INT8, |
| 5383 | DType.INT16, |
| 5384 | DType.INT32, |
| 5385 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5386 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5387 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5388 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5389 | DType.FP8E4M3, |
| 5390 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5391 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5392 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5393 | outputDType = rng.choice(wrong_dtypes) |
| 5394 | else: |
| 5395 | outputDType = ifm.dtype |
| 5396 | |
| 5397 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5398 | |
| 5399 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5400 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5401 | # input: N, IC |
| 5402 | # filter: OC, IC |
| 5403 | # output: N, OC |
| 5404 | |
| 5405 | output_shape = [input.shape[0], filter.shape[0]] |
| 5406 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5407 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5408 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5409 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5410 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5411 | |
| 5412 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5413 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5414 | # a: N, H, C |
| 5415 | # b: N, C, W |
| 5416 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5417 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5418 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5419 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5420 | if error_name == ErrorIf.WrongOutputType: |
| 5421 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5422 | incorrect_types = ( |
| 5423 | DType.INT4, |
| 5424 | DType.INT8, |
| 5425 | DType.INT16, |
| 5426 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5427 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5428 | DType.FP16, |
| 5429 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5430 | DType.FP8E4M3, |
| 5431 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5432 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5433 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5434 | incorrect_types = ( |
| 5435 | DType.INT4, |
| 5436 | DType.INT8, |
| 5437 | DType.INT16, |
| 5438 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5439 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5440 | DType.FP16, |
| 5441 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5442 | DType.FP8E4M3, |
| 5443 | DType.FP8E5M2, |
| 5444 | ) |
| 5445 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5446 | incorrect_types = ( |
| 5447 | DType.INT4, |
| 5448 | DType.INT8, |
| 5449 | DType.INT16, |
| 5450 | DType.INT32, |
| 5451 | DType.INT48, |
| 5452 | DType.FP32, |
| 5453 | DType.BF16, |
| 5454 | DType.FP8E4M3, |
| 5455 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5456 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5457 | elif ( |
| 5458 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5459 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5460 | incorrect_types = ( |
| 5461 | DType.INT4, |
| 5462 | DType.INT8, |
| 5463 | DType.INT16, |
| 5464 | DType.INT32, |
| 5465 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5466 | DType.FP8E4M3, |
| 5467 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5468 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5469 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5470 | elif error_name == ErrorIf.WrongInputType: |
| 5471 | # Pick some potentially correct output dtype if input type is incorrect |
| 5472 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5473 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5474 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5475 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5476 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5477 | |
| 5478 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5479 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5480 | input1 = inputs[0] |
| 5481 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5482 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5483 | # 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] | 5484 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5485 | if not ( |
| 5486 | # unable to concat tensors of different ranks |
| 5487 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5488 | # unable to concat tensors along an invalid axis |
| 5489 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5490 | ): |
| 5491 | for tensor in remaining_inputs: |
| 5492 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5493 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5494 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5495 | output_shape[axis] += rng.integers(5, 10) |
| 5496 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5497 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5498 | all_dtypes = { |
| 5499 | DType.INT8, |
| 5500 | DType.INT16, |
| 5501 | DType.INT32, |
| 5502 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5503 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5504 | DType.FP16, |
| 5505 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5506 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5507 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5508 | outputDType = rng.choice(wrong_dtypes) |
| 5509 | else: |
| 5510 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5511 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5512 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5513 | |
| 5514 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5515 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5516 | |
| 5517 | output_shape = a.shape.copy() |
| 5518 | |
| 5519 | for i in range(len(output_shape)): |
| 5520 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5521 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5522 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5523 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5524 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5525 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5526 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5527 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5528 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5529 | all_dtypes = [ |
| 5530 | DType.INT8, |
| 5531 | DType.INT16, |
| 5532 | DType.INT32, |
| 5533 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5534 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5535 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5536 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5537 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5538 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5539 | outputDType = rng.choice(wrong_dtypes) |
| 5540 | else: |
| 5541 | outputDType = a.dtype |
| 5542 | |
| 5543 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5544 | |
| 5545 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5546 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5547 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5548 | |
| 5549 | if error_name == ErrorIf.WrongOutputType: |
| 5550 | all_dtypes = [ |
| 5551 | DType.INT8, |
| 5552 | DType.INT16, |
| 5553 | DType.INT32, |
| 5554 | DType.INT48, |
| 5555 | DType.FP32, |
| 5556 | DType.FP16, |
| 5557 | DType.BF16, |
| 5558 | ] |
| 5559 | wrong_dtypes = list(set(all_dtypes)) |
| 5560 | outputDType = rng.choice(wrong_dtypes) |
| 5561 | else: |
| 5562 | outputDType = DType.SHAPE |
| 5563 | |
| 5564 | return ser.addOutput(output_shape, outputDType) |
| 5565 | |
| 5566 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5567 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5568 | output_shape = shape.copy() |
| 5569 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5570 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5571 | for i in range(len(output_shape)): |
| 5572 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5573 | |
| 5574 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5575 | all_dtypes = [ |
| 5576 | DType.INT8, |
| 5577 | DType.INT16, |
| 5578 | DType.INT32, |
| 5579 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5580 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5581 | DType.FP16, |
| 5582 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5583 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5584 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5585 | outputDType = rng.choice(wrong_dtypes) |
| 5586 | else: |
| 5587 | outputDType = a.dtype |
| 5588 | |
| 5589 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5590 | |
| 5591 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5592 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5593 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5594 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5595 | all_dtypes = [ |
| 5596 | DType.INT8, |
| 5597 | DType.INT16, |
| 5598 | DType.INT32, |
| 5599 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5600 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5601 | DType.FP16, |
| 5602 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5603 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5604 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5605 | outputDType = rng.choice(wrong_dtypes) |
| 5606 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5607 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5608 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5609 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5610 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5611 | for index in range(len(output_shape)): |
| 5612 | if output_shape[index] <= 2: |
| 5613 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5614 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5615 | output_shape[index] = output_shape[index] + rng.choice( |
| 5616 | [-2, -1, 1, 2] |
| 5617 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5618 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5619 | output_shape = input.shape.copy() |
| 5620 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5621 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5622 | |
| 5623 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5624 | |
| 5625 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5626 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5627 | |
| 5628 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5629 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5630 | |
| 5631 | for i in range(len(output_shape)): |
| 5632 | output_shape[i] = a.shape[i] * multiples[i] |
| 5633 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5634 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5635 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5636 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5637 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5638 | all_dtypes = [ |
| 5639 | DType.INT8, |
| 5640 | DType.INT16, |
| 5641 | DType.INT32, |
| 5642 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5643 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5644 | DType.FP16, |
| 5645 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5646 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5647 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5648 | outputDType = rng.choice(wrong_dtypes) |
| 5649 | else: |
| 5650 | outputDType = a.dtype |
| 5651 | |
| 5652 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5653 | |
| 5654 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5655 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5656 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5657 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5658 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5659 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5660 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5661 | for i in range(len(output_shape)): |
| 5662 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5663 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5664 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5665 | for i in range(len(output_shape)): |
| 5666 | output_shape[i] += rng.integers(1, 10) |
| 5667 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5668 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5669 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5670 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5671 | all_dtypes = [ |
| 5672 | DType.INT8, |
| 5673 | DType.INT16, |
| 5674 | DType.INT32, |
| 5675 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5676 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5677 | DType.FP16, |
| 5678 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5679 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5680 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5681 | outputDType = rng.choice(wrong_dtypes) |
| 5682 | else: |
| 5683 | outputDType = a.dtype |
| 5684 | |
| 5685 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5686 | |
| 5687 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5688 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5689 | if error_name != ErrorIf.WrongRank: |
| 5690 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5691 | assert len(indices.shape) == 2 |
| 5692 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5693 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5694 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5695 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5696 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5697 | all_dtypes = [ |
| 5698 | DType.INT8, |
| 5699 | DType.INT16, |
| 5700 | DType.INT32, |
| 5701 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5702 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5703 | DType.FP16, |
| 5704 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5705 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5706 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5707 | outputDType = rng.choice(wrong_dtypes) |
| 5708 | else: |
| 5709 | outputDType = values.dtype |
| 5710 | |
| 5711 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5712 | |
| 5713 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5714 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5715 | if error_name != ErrorIf.WrongRank: |
| 5716 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5717 | assert len(indices.shape) == 2 |
| 5718 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5719 | assert values_in.shape[0] == indices.shape[0] # N |
| 5720 | assert input.shape[1] == indices.shape[1] # W |
| 5721 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5722 | |
| 5723 | output_shape = values_in.shape |
| 5724 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5725 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5726 | all_dtypes = [ |
| 5727 | DType.INT8, |
| 5728 | DType.INT16, |
| 5729 | DType.INT32, |
| 5730 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5731 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5732 | DType.FP16, |
| 5733 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5734 | DType.FP8E4M3, |
| 5735 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5736 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5737 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5738 | outputDType = rng.choice(wrong_dtypes) |
| 5739 | else: |
| 5740 | outputDType = values_in.dtype |
| 5741 | |
| 5742 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5743 | |
| 5744 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5745 | def tableOp(ser, rng, input, error_name=None): |
| 5746 | # Same shape as the input, dtype dependent on input dtype |
| 5747 | if error_name != ErrorIf.WrongInputType: |
| 5748 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5749 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5750 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5751 | wrong_dtypes = [ |
| 5752 | DType.INT8, |
| 5753 | DType.INT16, |
| 5754 | DType.INT32, |
| 5755 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5756 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5757 | DType.FP16, |
| 5758 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5759 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5760 | wrong_dtypes.remove(output_dtype) |
| 5761 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5762 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5763 | |
| 5764 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5765 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5766 | serializer, |
| 5767 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5768 | input, |
| 5769 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5770 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5771 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5772 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5773 | input_dtype, |
| 5774 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5775 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5776 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5777 | # Calculate OH, OW |
| 5778 | scale_y_n = scale[0] |
| 5779 | scale_y_d = scale[1] |
| 5780 | scale_x_n = scale[2] |
| 5781 | scale_x_d = scale[3] |
| 5782 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5783 | scale_y_n = max(scale_y_n, 1) |
| 5784 | scale_y_d = max(scale_y_d, 1) |
| 5785 | scale_x_n = max(scale_x_n, 1) |
| 5786 | scale_x_d = max(scale_x_d, 1) |
| 5787 | |
| 5788 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5789 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5790 | |
| 5791 | if error_name is not None: |
| 5792 | # Make sure the output tensor is valid, which can occur when |
| 5793 | # scale, offset or border have been changed for ERROR_IFs |
| 5794 | oh = max(oh, 1) |
| 5795 | ow = max(ow, 1) |
| 5796 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5797 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5798 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5799 | |
| 5800 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5801 | choices = [1, 2, 3] |
| 5802 | change = rng.choice(choices) |
| 5803 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5804 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5805 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5806 | oh -= scale_y_d |
| 5807 | assert oh > 0 # Should have been caught in agResize |
| 5808 | else: |
| 5809 | oh += scale_y_d |
| 5810 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5811 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5812 | ow -= scale_x_d |
| 5813 | assert ow > 0 # Should have been caught in agResize |
| 5814 | else: |
| 5815 | ow += scale_x_d |
| 5816 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5817 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5818 | output_dims = [ |
| 5819 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5820 | oh, |
| 5821 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5822 | input.shape[0], |
| 5823 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5824 | elif error_name == ErrorIf.BatchMismatch: |
| 5825 | output_dims = [ |
| 5826 | input.shape[0] + rng.integers(1, 10), |
| 5827 | oh, |
| 5828 | ow, |
| 5829 | input.shape[3], |
| 5830 | ] |
| 5831 | elif error_name == ErrorIf.ChannelMismatch: |
| 5832 | output_dims = [ |
| 5833 | input.shape[0], |
| 5834 | oh, |
| 5835 | ow, |
| 5836 | input.shape[3] + rng.integers(1, 10), |
| 5837 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5838 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5839 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5840 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5841 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5842 | |
| 5843 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5844 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5845 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5846 | |
| 5847 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5848 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5849 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5850 | choices = [1, 2, 3] |
| 5851 | change = rng.choice(choices) |
| 5852 | if change in [1, 3]: |
| 5853 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5854 | if change in [2, 3]: |
| 5855 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5856 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5857 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5858 | # Pick some potentially correct output dtype if input type is incorrect |
| 5859 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5860 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5861 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5862 | |
| 5863 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5864 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5865 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5866 | else: |
| 5867 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5868 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5869 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5870 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5871 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5872 | |
| 5873 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5874 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5875 | outputs = [] |
| 5876 | |
| 5877 | assert ifm1.dtype == ifm2.dtype |
| 5878 | input_dtype = ifm1.dtype |
| 5879 | |
| 5880 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5881 | assert ifm1.shape == ifm2.shape |
| 5882 | |
| 5883 | input_shape = ifm1.shape |
| 5884 | if error_name != ErrorIf.WrongRank: |
| 5885 | assert len(input_shape) == 3 |
| 5886 | |
| 5887 | output_shape = input_shape.copy() |
| 5888 | output_dtype = input_dtype |
| 5889 | |
| 5890 | if error_name == ErrorIf.WrongOutputType: |
| 5891 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5892 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5893 | output_dtype = rng.choice(wrong_dtypes) |
| 5894 | elif error_name == ErrorIf.BatchMismatch: |
| 5895 | output_shape[0] += rng.integers(1, 10) |
| 5896 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5897 | modify_dim = rng.choice([1, 2]) |
| 5898 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5899 | |
| 5900 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5901 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5902 | return outputs |
| 5903 | |
| 5904 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5905 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5906 | outputs = [] |
| 5907 | |
| 5908 | input_shape = value.shape |
| 5909 | if error_name != ErrorIf.WrongRank: |
| 5910 | assert len(input_shape) == 3 |
| 5911 | |
| 5912 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5913 | |
| 5914 | output_dtype = value.dtype |
| 5915 | if error_name == ErrorIf.WrongOutputType: |
| 5916 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5917 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5918 | output_dtype = rng.choice(wrong_dtypes) |
| 5919 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5920 | output_shape[0] += rng.integers(1, 10) |
| 5921 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5922 | modify_dim = rng.choice([1, 2]) |
| 5923 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5924 | |
| 5925 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5926 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5927 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5928 | |
| 5929 | @staticmethod |
| 5930 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5931 | if error_name != ErrorIf.RankMismatch: |
| 5932 | assert len(a.shape) == len(b.shape) |
| 5933 | assert a.dtype == b.dtype |
| 5934 | |
| 5935 | shape = [] |
| 5936 | for i in range(len(a.shape)): |
| 5937 | shape.append(a.shape[i]) |
| 5938 | |
| 5939 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5940 | if error_name == ErrorIf.DimensionMismatch: |
| 5941 | shape[fuzz_idx] += 1 |
| 5942 | |
| 5943 | if error_name == ErrorIf.WrongOutputType: |
| 5944 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5945 | outputDType = rng.choice(wrong_dtypes) |
| 5946 | else: |
| 5947 | outputDType = DType.SHAPE |
| 5948 | return ser.addOutput(shape, outputDType) |