Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 5 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6 | from datetime import datetime |
| 7 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 8 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 9 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 10 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 11 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 12 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 13 | from generator.tosa_arg_gen import TosaArgGen |
| 14 | from generator.tosa_arg_gen import TosaQuantGen |
| 15 | from generator.tosa_arg_gen import TosaTensorGen |
| 16 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 17 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 18 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 19 | from generator.tosa_error_if import TosaErrorValidator |
| 20 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 21 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 22 | from tosa.DType import DType |
| 23 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 24 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 25 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 26 | // SPDX-License-Identifier: Apache-2.0 |
| 27 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 28 | """ |
| 29 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 30 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 31 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 32 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 33 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 34 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 35 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 36 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 37 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 38 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 39 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 40 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 41 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 42 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 43 | def __init__(self, args): |
| 44 | self.args = args |
| 45 | self.basePath = args.output_dir |
| 46 | self.random_seed = args.random_seed |
| 47 | self.ser = None |
| 48 | self.rng = np.random.default_rng(self.random_seed) |
| 49 | self.createDynamicOpLists() |
| 50 | self.initOpListDefaults() |
| 51 | self.quantGen = TosaQuantGen() |
| 52 | # Force makeShape to do a specific starting shape |
| 53 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 54 | # JSON schema validation |
| 55 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 56 | # Data generator library is sometimes needed for compliance set up |
| 57 | # even if we are generating the data later (lazy_data_generation) |
| 58 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 60 | # Work out floating point range |
| 61 | def convertFPRange(rangeFP, maxFP): |
| 62 | # Converts program arguments of max/-max to FP max |
| 63 | vals = [] |
| 64 | for v in rangeFP: |
| 65 | if v == "max": |
| 66 | v = maxFP |
| 67 | elif v == "-max": |
| 68 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 69 | elif v < 0: |
| 70 | # Trim to minimum data type value |
| 71 | v = max(v, -maxFP) |
| 72 | elif v > 0: |
| 73 | # Trim to maximum data type value |
| 74 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 75 | vals.append(v) |
| 76 | return tuple(sorted(vals)) |
| 77 | |
| 78 | self.random_float_range = {} |
| 79 | for dtype in (DType.FP32, DType.FP16, DType.BF16): |
| 80 | self.random_float_range[dtype] = convertFPRange( |
| 81 | args.tensor_fp_value_range, |
| 82 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 83 | ) |
| 84 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 85 | def createSerializer(self, opName, testPath): |
| 86 | self.testPath = os.path.join(opName, testPath) |
| 87 | |
| 88 | fullPath = os.path.join(self.basePath, self.testPath) |
| 89 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 90 | # Embed const data in the flatbuffer |
| 91 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 92 | if self.args.lazy_data_gen: |
| 93 | # Lazy data generation - so make constants files |
| 94 | constMode = ts.ConstMode.INPUTS |
| 95 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 96 | constMode = ts.ConstMode.EMBED_DUMP |
| 97 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | |
| 99 | def getSerializer(self): |
| 100 | return self.ser |
| 101 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 102 | def serialize(self, testName, metaData=None): |
| 103 | path = Path(self.basePath) / self.testPath |
| 104 | |
| 105 | # Write out TOSA flatbuffer binary |
| 106 | path_fb = path / f"{testName}.tosa" |
| 107 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 108 | fd.write(self.ser.serialize()) |
| 109 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 110 | # Get JSON descriptor from serializer |
| 111 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 112 | |
| 113 | if metaData: |
| 114 | # Add extra meta data to desc.json |
| 115 | desc["meta"] = metaData |
| 116 | |
| 117 | # Validate desc.json before we output it |
| 118 | self.descSchemaValidator.validate_config(desc) |
| 119 | |
| 120 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 121 | if "data_gen" in metaData: |
| 122 | if self.args.lazy_data_gen: |
| 123 | # Output datagen meta data as CPP data |
| 124 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 125 | with path_md.open("w") as fd: |
| 126 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 127 | fd.write("// Test meta data for data generation setup\n\n") |
| 128 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 129 | json.dump(metaData["data_gen"], fd) |
| 130 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 131 | if "compliance" in metaData: |
| 132 | # Output datagen meta data as CPP data |
| 133 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 134 | with path_md.open("w") as fd: |
| 135 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 136 | fd.write("// Test meta data for compliance validation\n\n") |
| 137 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 138 | json.dump(metaData["compliance"], fd) |
| 139 | fd.write(')";\n\n') |
| 140 | |
| 141 | # Write desc.json |
| 142 | path_desc = path / "desc.json" |
| 143 | with path_desc.open("w") as fd: |
| 144 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 145 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 146 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 147 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 148 | seed = self.random_seed + 1 |
| 149 | self.rng = np.random.default_rng(seed) |
| 150 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 151 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 152 | # Returns dtype value range boundaries (low, high) |
| 153 | # The high boundary is excluded in the range |
| 154 | # unless high_inclusive is True |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 155 | if dtype in (DType.FP32, DType.FP16, DType.BF16): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 156 | return self.random_float_range[dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 157 | elif dtype == DType.BOOL: |
| 158 | rng = (0, 2) |
| 159 | elif dtype == DType.UINT8: |
| 160 | rng = (0, 256) |
| 161 | elif dtype == DType.UINT16: |
| 162 | rng = (0, 65536) |
| 163 | elif dtype == DType.INT4: |
| 164 | # TOSA specific INT4 weight range from -7 to 7 |
| 165 | rng = (-7, 8) |
| 166 | elif dtype == DType.INT8: |
| 167 | rng = (-128, 128) |
| 168 | elif dtype == DType.INT16: |
| 169 | rng = (-32768, 32768) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 170 | elif dtype == DType.INT32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 171 | rng = (-(1 << 31), (1 << 31)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 172 | elif dtype == DType.SHAPE: |
| 173 | rng = tuple(self.args.tensor_shape_range[0:2]) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 174 | elif dtype == DType.INT48: |
| 175 | rng = (-(1 << 47), (1 << 47)) |
| 176 | else: |
| 177 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 178 | |
| 179 | if not high_inclusive: |
| 180 | # Exclusive high: low <= range < high |
| 181 | return rng |
| 182 | else: |
| 183 | # Inclusive range: low <= range <= high |
| 184 | return (rng[0], rng[1] - 1) |
| 185 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 186 | def getRandTensor(self, shape, dtype, data_range=None): |
| 187 | if data_range is None: |
| 188 | low, high = self.getDTypeRange(dtype) |
| 189 | else: |
| 190 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 191 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 193 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
Jerry Ge | c529169 | 2024-01-02 22:29:08 +0000 | [diff] [blame] | 194 | elif dtype == DType.INT8: |
| 195 | return np.int8(self.rng.integers(low=low, high=high, size=shape)) |
| 196 | elif dtype == DType.UINT8: |
| 197 | return np.uint8(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 198 | elif dtype in (DType.INT48, DType.SHAPE): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 199 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
| 200 | elif dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 201 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 202 | |
| 203 | if dtype == DType.FP16: |
| 204 | return np.float16(f_tensor) |
| 205 | else: |
| 206 | f32_tensor = np.float32(f_tensor) |
| 207 | if dtype == DType.BF16: |
| 208 | # Floor the last 16 bits of each f32 value |
| 209 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
| 210 | else: |
| 211 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 212 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 213 | # All other integer types |
| 214 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 215 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 216 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 217 | placeholders = [] |
| 218 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 219 | assert len(shape_list) == len(dtype_list) |
| 220 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 221 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 222 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 223 | if not self.args.lazy_data_gen: |
| 224 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 225 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 226 | |
| 227 | return placeholders |
| 228 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 229 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 230 | consts = [] |
| 231 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 232 | assert len(shape_list) == len(dtype_list) |
| 233 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 234 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 235 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 236 | if not self.args.lazy_data_gen: |
| 237 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 238 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 239 | |
| 240 | return consts |
| 241 | |
| 242 | def makeShape(self, rank): |
| 243 | if self.targetted_shape: |
| 244 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 245 | return np.int32( |
| 246 | self.rng.integers( |
| 247 | low=self.args.tensor_shape_range[0], |
| 248 | high=self.args.tensor_shape_range[1], |
| 249 | size=rank, |
| 250 | ) |
| 251 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 252 | |
| 253 | def setTargetShape(self, shape): |
| 254 | self.targetted_shape = shape |
| 255 | |
| 256 | def randInt(self, low=0, high=256): |
| 257 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 258 | |
| 259 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 260 | low, high = self.getDTypeRange(dtype) |
| 261 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 262 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 263 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 264 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 265 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 266 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 267 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 268 | return gtu.vect_f32_to_bf16(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 269 | elif dtype == DType.BOOL: |
| 270 | return self.rng.choice([False, True]) |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 271 | elif dtype == DType.INT48 or dtype == DType.SHAPE: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 272 | # Special size |
| 273 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 274 | |
| 275 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 276 | |
| 277 | def shapeStr(self, shape): |
| 278 | |
| 279 | sStr = [] |
| 280 | # Convert to strings |
| 281 | for i in shape: |
| 282 | sStr.append(str(i)) |
| 283 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 284 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 285 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 286 | def typeStr(self, dtype): |
| 287 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 288 | assert len(dtype) >= 2 |
| 289 | strs = [self.typeStr(t) for t in dtype] |
| 290 | # Limit types to the first 2 as the 3rd is the accumulator |
| 291 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 292 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 293 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 294 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 295 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 296 | raise Exception( |
| 297 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 298 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 299 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 300 | def typeWidth(self, dtype): |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 301 | """Get the datatype width for data types""" |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 302 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 303 | return gtu.DTYPE_ATTRIBUTES[dtype]["width"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 304 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 305 | raise Exception(f"Unknown dtype, cannot determine width: {dtype}") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 306 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 307 | def constrictBatchSize(self, shape): |
| 308 | # Limit the batch size unless an explicit target shape set |
| 309 | if self.args.max_batch_size and not self.args.target_shapes: |
| 310 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 311 | return shape |
| 312 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 313 | def makeDimension(self): |
| 314 | return self.randInt( |
| 315 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 316 | ) |
| 317 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 318 | def tensorComplianceMetaData( |
| 319 | self, op, inputType, argsDict, outputTensor, errorName |
| 320 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 321 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 322 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 323 | Op.MATMUL, |
| 324 | Op.CONV2D, |
| 325 | Op.FULLY_CONNECTED, |
| 326 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame^] | 327 | Op.TRANSPOSE_CONV2D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 328 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 329 | if ( |
| 330 | errorName |
| 331 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 332 | or ( |
| 333 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 334 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 335 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 336 | ): |
| 337 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 338 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 339 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 340 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 341 | compliance_tens = { |
| 342 | "mode": None, |
| 343 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 344 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 345 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 346 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 347 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 348 | compliance_tens["dot_product_info"] = { |
| 349 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 350 | "ks": int(argsDict["ksb"]) |
| 351 | if "ksb" in argsDict |
| 352 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 353 | } |
| 354 | elif argsDict["dg_type"] == gtu.DataGenType.OP_SPECIAL: |
| 355 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 356 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 357 | mode = gtu.ComplianceMode.ULP |
| 358 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
| 359 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 360 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 361 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 362 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 363 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 364 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 365 | compliance_tens["abs_error_info"] = { |
| 366 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 367 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 368 | else: |
| 369 | mode = gtu.ComplianceMode.EXACT |
| 370 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 371 | |
| 372 | return compliance_tens |
| 373 | |
| 374 | # Build Op functions |
| 375 | # Create the output tensor (calling OutputShaper as needed) |
| 376 | # Do final tweaks to attributes (if necessary for errorIf) |
| 377 | # Add Op into graph |
| 378 | # Return resulting tensor information or BuildInfo |
| 379 | |
| 380 | class BuildInfo: |
| 381 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 382 | |
| 383 | def __init__(self, resultTensor, complianceDict): |
| 384 | self.resultTensor = resultTensor |
| 385 | self.complianceDict = complianceDict |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 386 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 387 | def build_unary( |
| 388 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 389 | ): |
| 390 | assert len(inputs) == 1 |
| 391 | a = inputs[0] |
| 392 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 393 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 394 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 395 | |
| 396 | # Ensure new output type has correct qinfo |
| 397 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 398 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 399 | qinfo = [ |
| 400 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 401 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 402 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 403 | |
| 404 | # Invalidate Input/Output list for error if checks. |
| 405 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 406 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 407 | pCount, cCount = op["operands"] |
| 408 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 409 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 410 | self, error_name, input_list, output_list |
| 411 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 412 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 413 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 414 | self.ser, |
| 415 | validator_fcns, |
| 416 | error_name, |
| 417 | op=op, |
| 418 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 419 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 420 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 421 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 422 | input_list=input_list, |
| 423 | output_list=output_list, |
| 424 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 425 | ): |
| 426 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 427 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 428 | attr = None |
| 429 | if op["op"] == Op.NEGATE: |
| 430 | attr = ts.TosaSerializerAttribute() |
| 431 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 432 | |
| 433 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 434 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 435 | compliance = self.tensorComplianceMetaData( |
| 436 | op, a.dtype, args_dict, result_tensor, error_name |
| 437 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 438 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 439 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 440 | def build_binary_broadcast( |
| 441 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 442 | ): |
| 443 | assert len(inputs) == 2 |
| 444 | a, b = inputs |
| 445 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 446 | self.ser, self.rng, a, b, error_name |
| 447 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 448 | |
| 449 | # Invalidate Input/Output list for error if checks. |
| 450 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 451 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 452 | pCount, cCount = op["operands"] |
| 453 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 454 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 455 | self, error_name, input_list, output_list |
| 456 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 457 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 458 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 459 | self.ser, |
| 460 | validator_fcns, |
| 461 | error_name, |
| 462 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 463 | input1=a, |
| 464 | input2=b, |
| 465 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 466 | output_dtype=result_tensor.dtype, |
| 467 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 468 | input_list=input_list, |
| 469 | output_list=output_list, |
| 470 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 471 | ): |
| 472 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 473 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 474 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 475 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 476 | compliance = self.tensorComplianceMetaData( |
| 477 | op, a.dtype, args_dict, result_tensor, error_name |
| 478 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 479 | |
| 480 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 481 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 482 | 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] | 483 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 484 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 485 | return result_tens |
| 486 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 487 | def build_arithmetic_right_shift( |
| 488 | self, op, a, b, round, validator_fcns=None, error_name=None |
| 489 | ): |
| 490 | result_tens = OutputShaper.binaryBroadcastOp( |
| 491 | self.ser, self.rng, a, b, error_name |
| 492 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 493 | |
| 494 | # Invalidate Input/Output list for error if checks. |
| 495 | input_list = [a.name, b.name] |
| 496 | output_list = [result_tens.name] |
| 497 | pCount, cCount = op["operands"] |
| 498 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 499 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 500 | self, error_name, input_list, output_list |
| 501 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 502 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 503 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 504 | self.ser, |
| 505 | validator_fcns, |
| 506 | error_name, |
| 507 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 508 | input1=a, |
| 509 | input2=b, |
| 510 | input_dtype=a.dtype, |
| 511 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 512 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 513 | input_list=input_list, |
| 514 | output_list=output_list, |
| 515 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 516 | ): |
| 517 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 518 | |
| 519 | attr = ts.TosaSerializerAttribute() |
| 520 | attr.ArithmeticRightShiftAttribute(round) |
| 521 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 522 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 523 | return result_tens |
| 524 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 525 | def build_mul( |
| 526 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 527 | ): |
| 528 | assert len(inputs) == 2 |
| 529 | a, b = inputs |
| 530 | shift = args_dict["shift"] |
| 531 | |
| 532 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 533 | self.ser, self.rng, a, b, error_name |
| 534 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 535 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 536 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 537 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 538 | result_tensor.setDtype(DType.INT32) |
| 539 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 540 | if error_name == ErrorIf.WrongOutputType: |
| 541 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 542 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 543 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 544 | |
| 545 | # Invalidate Input/Output list for error if checks. |
| 546 | input_list = [a.name, b.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 547 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 548 | pCount, cCount = op["operands"] |
| 549 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 550 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 551 | self, error_name, input_list, output_list |
| 552 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 553 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 554 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 555 | self.ser, |
| 556 | validator_fcns, |
| 557 | error_name, |
| 558 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 559 | input1=a, |
| 560 | input2=b, |
| 561 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 562 | output_dtype=result_tensor.dtype, |
| 563 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 564 | input_list=input_list, |
| 565 | output_list=output_list, |
| 566 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 567 | ): |
| 568 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 569 | |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 570 | attr = ts.TosaSerializerAttribute() |
| 571 | attr.MulAttribute(shift) |
| 572 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 573 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 574 | |
| 575 | compliance = self.tensorComplianceMetaData( |
| 576 | op, a.dtype, args_dict, result_tensor, error_name |
| 577 | ) |
| 578 | |
| 579 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 580 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 581 | def build_table(self, op, a, table, validator_fcns=None, error_name=None): |
| 582 | result_tens = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 583 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 584 | attr = ts.TosaSerializerAttribute() |
| 585 | attr.TableAttribute(table) |
| 586 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 587 | # Invalidate Input/Output list for error if checks. |
| 588 | input_list = [a.name] |
| 589 | output_list = [result_tens.name] |
| 590 | pCount, cCount = op["operands"] |
| 591 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 592 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 593 | self, error_name, input_list, output_list |
| 594 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 595 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 596 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 597 | self.ser, |
| 598 | validator_fcns, |
| 599 | error_name, |
| 600 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 601 | input_shape=a.shape, |
| 602 | input_dtype=a.dtype, |
| 603 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 604 | result_tensors=[result_tens], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 605 | input_list=input_list, |
| 606 | output_list=output_list, |
| 607 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 608 | ): |
| 609 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 610 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 611 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 612 | |
| 613 | return result_tens |
| 614 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 615 | def build_select( |
| 616 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 617 | ): |
| 618 | assert len(inputs) == 3 |
| 619 | cond, a, b = inputs |
| 620 | |
| 621 | result_tensor = OutputShaper.selectOp( |
| 622 | self.ser, self.rng, cond, a, b, error_name |
| 623 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 624 | |
| 625 | # Invalidate Input/Output list for error if checks. |
| 626 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 627 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 628 | pCount, cCount = op["operands"] |
| 629 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 630 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 631 | self, error_name, input_list, output_list |
| 632 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 633 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 634 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 635 | self.ser, |
| 636 | validator_fcns, |
| 637 | error_name, |
| 638 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 639 | input1=cond, |
| 640 | input2=a, |
| 641 | input3=b, |
| 642 | input_shape=a.shape, |
| 643 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 644 | output_dtype=result_tensor.dtype, |
| 645 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 646 | input_list=input_list, |
| 647 | output_list=output_list, |
| 648 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 649 | ): |
| 650 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 651 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 652 | self.ser.addOperator( |
| 653 | op["op"], |
| 654 | input_list, |
| 655 | output_list, |
| 656 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 657 | compliance = self.tensorComplianceMetaData( |
| 658 | op, a.dtype, args_dict, result_tensor, error_name |
| 659 | ) |
| 660 | |
| 661 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 662 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 663 | def build_comparison( |
| 664 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 665 | ): |
| 666 | assert len(inputs) == 2 |
| 667 | a, b = inputs |
| 668 | |
| 669 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 670 | self.ser, self.rng, a, b, error_name |
| 671 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 672 | |
| 673 | # Invalidate Input/Output list for error if checks. |
| 674 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 675 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 676 | pCount, cCount = op["operands"] |
| 677 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 678 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 679 | self, error_name, input_list, output_list |
| 680 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 681 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 682 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 683 | self.ser, |
| 684 | validator_fcns, |
| 685 | error_name, |
| 686 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 687 | input1=a, |
| 688 | input2=b, |
| 689 | input_shape=a.shape, |
| 690 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 691 | output_shape=result_tensor.shape, |
| 692 | output_dtype=result_tensor.dtype, |
| 693 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 694 | input_list=input_list, |
| 695 | output_list=output_list, |
| 696 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 697 | ): |
| 698 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 699 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 700 | self.ser.addOperator( |
| 701 | op["op"], |
| 702 | input_list, |
| 703 | output_list, |
| 704 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 705 | |
| 706 | compliance = self.tensorComplianceMetaData( |
| 707 | op, a.dtype, args_dict, result_tensor, error_name |
| 708 | ) |
| 709 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 710 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 711 | def build_argmax( |
| 712 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 713 | ): |
| 714 | assert len(inputs) == 1 |
| 715 | a = inputs[0] |
| 716 | axis = args_dict["axis"] |
| 717 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 718 | |
| 719 | # Invalidate Input/Output list for error if checks. |
| 720 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 721 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 722 | pCount, cCount = op["operands"] |
| 723 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 724 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 725 | self, error_name, input_list, output_list |
| 726 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 727 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 728 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 729 | self.ser, |
| 730 | validator_fcns, |
| 731 | error_name, |
| 732 | op=op, |
| 733 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 734 | input_shape=a.shape, |
| 735 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 736 | output_shape=result_tensor.shape, |
| 737 | output_dtype=result_tensor.dtype, |
| 738 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 739 | input_list=input_list, |
| 740 | output_list=output_list, |
| 741 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 742 | ): |
| 743 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 744 | |
| 745 | attr = ts.TosaSerializerAttribute() |
| 746 | attr.AxisAttribute(axis) |
| 747 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 748 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 749 | |
| 750 | compliance = self.tensorComplianceMetaData( |
| 751 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 752 | ) |
| 753 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 754 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 755 | def build_pool2d( |
| 756 | self, |
| 757 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 758 | inputs, |
| 759 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 760 | validator_fcns=None, |
| 761 | error_name=None, |
| 762 | qinfo=None, |
| 763 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 764 | assert len(inputs) == 1 |
| 765 | input = inputs[0] |
| 766 | # max_pool has no accum_dtype |
| 767 | accum_dtype = ( |
| 768 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 769 | ) |
| 770 | stride = args_dict["stride"] |
| 771 | pad = args_dict["pad"] |
| 772 | kernel = args_dict["kernel"] |
| 773 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 774 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 775 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 776 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 777 | |
| 778 | # Ensure new output type has correct qinfo |
| 779 | if error_name == ErrorIf.WrongInputType: |
| 780 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 781 | qinfo = [ |
| 782 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 783 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 784 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 785 | |
| 786 | # Invalidate Input/Output list for error if checks. |
| 787 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 788 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 789 | pCount, cCount = op["operands"] |
| 790 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 791 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 792 | self, error_name, input_list, output_list |
| 793 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 794 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 795 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 796 | self.ser, |
| 797 | validator_fcns, |
| 798 | error_name, |
| 799 | op=op, |
| 800 | input_shape=input.shape, |
| 801 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 802 | output_shape=result_tensor.shape, |
| 803 | output_dtype=result_tensor.dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 804 | kernel=kernel, |
| 805 | stride=stride, |
| 806 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 807 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 808 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 809 | input_list=input_list, |
| 810 | output_list=output_list, |
| 811 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 812 | ): |
| 813 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 814 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 815 | if qinfo is None: |
| 816 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 817 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 818 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 819 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 820 | |
| 821 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 822 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 823 | compliance = self.tensorComplianceMetaData( |
| 824 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 825 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 826 | |
| 827 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 828 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 829 | def build_conv2d( |
| 830 | self, |
| 831 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 832 | inputs, |
| 833 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 834 | validator_fcns=None, |
| 835 | error_name=None, |
| 836 | qinfo=None, |
| 837 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 838 | assert len(inputs) == 3 |
| 839 | ifm, filter, bias = inputs |
| 840 | accum_dtype = args_dict["acc_type"] |
| 841 | strides = args_dict["stride"] |
| 842 | padding = args_dict["pad"] |
| 843 | dilations = args_dict["dilation"] |
| 844 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 845 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 846 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 847 | self.ser, |
| 848 | self.rng, |
| 849 | ifm, |
| 850 | filter, |
| 851 | accum_dtype, |
| 852 | strides, |
| 853 | padding, |
| 854 | dilations, |
| 855 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 856 | ) |
| 857 | |
| 858 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 859 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 860 | DType.INT8, |
| 861 | DType.UINT8, |
| 862 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 863 | qinfo = [ |
| 864 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 865 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 866 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 867 | |
| 868 | # Invalidate Input/Output list for error_if checks. |
| 869 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 870 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 871 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 872 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 873 | self, error_name, input_list, output_list |
| 874 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 875 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 876 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 877 | self.ser, |
| 878 | validator_fcns, |
| 879 | error_name, |
| 880 | op=op, |
| 881 | input_dtype=ifm.dtype, |
| 882 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 883 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 884 | qinfo=qinfo, |
| 885 | input_list=input_list, |
| 886 | num_operands=num_operands, |
| 887 | output_list=output_list, |
| 888 | pad=padding, |
| 889 | stride=strides, |
| 890 | dilation=dilations, |
| 891 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 892 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 893 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 894 | ): |
| 895 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 896 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 897 | # TODO - Test local_bound, for now set local bound attribute to False |
| 898 | local_bound = False |
| 899 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 900 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 901 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 902 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 903 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 904 | |
| 905 | compliance = self.tensorComplianceMetaData( |
| 906 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 907 | ) |
| 908 | |
| 909 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 910 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 911 | def build_conv3d( |
| 912 | self, |
| 913 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 914 | inputs, |
| 915 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 916 | validator_fcns=None, |
| 917 | error_name=None, |
| 918 | qinfo=None, |
| 919 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 920 | assert len(inputs) == 3 |
| 921 | ifm, filter, bias = inputs |
| 922 | accum_dtype = args_dict["acc_type"] |
| 923 | strides = args_dict["stride"] |
| 924 | padding = args_dict["pad"] |
| 925 | dilations = args_dict["dilation"] |
| 926 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 927 | assert len(padding) == 6 |
| 928 | result_tens = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 929 | self.ser, |
| 930 | self.rng, |
| 931 | ifm, |
| 932 | filter, |
| 933 | accum_dtype, |
| 934 | strides, |
| 935 | padding, |
| 936 | dilations, |
| 937 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 938 | ) |
| 939 | |
| 940 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 941 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 942 | DType.INT8, |
| 943 | DType.UINT8, |
| 944 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 945 | qinfo = [ |
| 946 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
| 947 | TosaQuantGen.getZeroPoint(self, result_tens.dtype), |
| 948 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 949 | |
| 950 | # Invalidate Input/Output list for error_if checks. |
| 951 | input_list = [ifm.name, filter.name, bias.name] |
| 952 | output_list = [result_tens.name] |
| 953 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 954 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 955 | self, error_name, input_list, output_list |
| 956 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 957 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 958 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 959 | self.ser, |
| 960 | validator_fcns, |
| 961 | error_name, |
| 962 | op=op, |
| 963 | input_dtype=ifm.dtype, |
| 964 | weight_dtype=filter.dtype, |
| 965 | output_dtype=result_tens.dtype, |
| 966 | qinfo=qinfo, |
| 967 | input_list=input_list, |
| 968 | num_operands=num_operands, |
| 969 | output_list=output_list, |
| 970 | pad=padding, |
| 971 | stride=strides, |
| 972 | dilation=dilations, |
| 973 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 974 | weight_shape=filter.shape, |
| 975 | output_shape=result_tens.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 976 | ): |
| 977 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 978 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 979 | # TODO - Test local_bound, for now set local bound attribute to False |
| 980 | local_bound = False |
| 981 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 982 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 983 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 984 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 985 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 986 | return result_tens |
| 987 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 988 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 989 | self, |
| 990 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame^] | 991 | inputs, |
| 992 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 993 | validator_fcns=None, |
| 994 | error_name=None, |
| 995 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 996 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame^] | 997 | assert len(inputs) == 3 |
| 998 | ifm, filter, bias = inputs |
| 999 | accum_dtype = args_dict["acc_type"] |
| 1000 | strides = args_dict["stride"] |
| 1001 | out_pad = args_dict["pad"] |
| 1002 | output_shape = args_dict["out_shape"] |
| 1003 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1004 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame^] | 1005 | result_tensor = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1006 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1007 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 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), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +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] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +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, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +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, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1039 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame^] | 1040 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1041 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1042 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame^] | 1043 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1044 | ): |
| 1045 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1046 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1047 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1048 | local_bound = False |
| 1049 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1050 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1051 | attr.TransposeConvAttribute( |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame^] | 1052 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1053 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1054 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1055 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame^] | 1056 | |
| 1057 | compliance = self.tensorComplianceMetaData( |
| 1058 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1059 | ) |
| 1060 | |
| 1061 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1062 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1063 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1064 | self, |
| 1065 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1066 | inputs, |
| 1067 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1068 | validator_fcns=None, |
| 1069 | error_name=None, |
| 1070 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1071 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1072 | assert len(inputs) == 3 |
| 1073 | ifm, filter, bias = inputs |
| 1074 | accum_dtype = args_dict["acc_type"] |
| 1075 | strides = args_dict["stride"] |
| 1076 | padding = args_dict["pad"] |
| 1077 | dilations = args_dict["dilation"] |
| 1078 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1079 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1080 | self.ser, |
| 1081 | self.rng, |
| 1082 | ifm, |
| 1083 | filter, |
| 1084 | accum_dtype, |
| 1085 | strides, |
| 1086 | padding, |
| 1087 | dilations, |
| 1088 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1089 | ) |
| 1090 | |
| 1091 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1092 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1093 | DType.INT8, |
| 1094 | DType.UINT8, |
| 1095 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1096 | qinfo = [ |
| 1097 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1098 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1099 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1100 | |
| 1101 | # Invalidate Input/Output list for error_if checks. |
| 1102 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1103 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1104 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1105 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1106 | self, error_name, input_list, output_list |
| 1107 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1108 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1109 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1110 | self.ser, |
| 1111 | validator_fcns, |
| 1112 | error_name, |
| 1113 | op=op, |
| 1114 | input_dtype=ifm.dtype, |
| 1115 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1116 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1117 | qinfo=qinfo, |
| 1118 | input_list=input_list, |
| 1119 | num_operands=num_operands, |
| 1120 | output_list=output_list, |
| 1121 | pad=padding, |
| 1122 | stride=strides, |
| 1123 | dilation=dilations, |
| 1124 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1125 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1126 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1127 | ): |
| 1128 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1129 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1130 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1131 | local_bound = False |
| 1132 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1133 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1134 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1135 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1136 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1137 | |
| 1138 | compliance = self.tensorComplianceMetaData( |
| 1139 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1140 | ) |
| 1141 | |
| 1142 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1143 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1144 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1145 | self, |
| 1146 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1147 | inputs, |
| 1148 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1149 | validator_fcns=None, |
| 1150 | error_name=None, |
| 1151 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1152 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1153 | assert len(inputs) == 3 |
| 1154 | ifm, filter, bias = inputs |
| 1155 | accum_dtype = args_dict["acc_type"] |
| 1156 | |
| 1157 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1158 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1159 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1160 | |
| 1161 | # Invalidate Input/Output list for error if checks. |
| 1162 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1163 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1164 | pCount, cCount = op["operands"] |
| 1165 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1166 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1167 | self, error_name, input_list, output_list |
| 1168 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1169 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1170 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1171 | self.ser, |
| 1172 | validator_fcns, |
| 1173 | error_name, |
| 1174 | op=op, |
| 1175 | input_shape=ifm.shape, |
| 1176 | input_dtype=ifm.dtype, |
| 1177 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1178 | output_shape=result_tensor.shape, |
| 1179 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1180 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1181 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1182 | input_list=input_list, |
| 1183 | output_list=output_list, |
| 1184 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1185 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1186 | ): |
| 1187 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1188 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1189 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1190 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1191 | |
| 1192 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1193 | |
| 1194 | compliance = self.tensorComplianceMetaData( |
| 1195 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1196 | ) |
| 1197 | |
| 1198 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1199 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1200 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1201 | 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] | 1202 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1203 | assert len(inputs) == 2 |
| 1204 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1205 | accum_dtype = args_dict["acc_type"] |
| 1206 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1207 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1208 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1209 | |
| 1210 | # Invalidate Input/Output list for error if checks. |
| 1211 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1212 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1213 | pCount, cCount = op["operands"] |
| 1214 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1215 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1216 | self, error_name, input_list, output_list |
| 1217 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1218 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1219 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1220 | self.ser, |
| 1221 | validator_fcns, |
| 1222 | error_name, |
| 1223 | op=op, |
| 1224 | input_shape=a.shape, |
| 1225 | input_dtype=a.dtype, |
| 1226 | input2_shape=b.shape, |
| 1227 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1228 | output_shape=result_tensor.shape, |
| 1229 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1230 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1231 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1232 | input_list=input_list, |
| 1233 | output_list=output_list, |
| 1234 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1235 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1236 | ): |
| 1237 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1238 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1239 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1240 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1241 | |
| 1242 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1243 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1244 | compliance = self.tensorComplianceMetaData( |
| 1245 | op, a.dtype, args_dict, result_tensor, error_name |
| 1246 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1247 | |
| 1248 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1249 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1250 | def build_reduce( |
| 1251 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1252 | ): |
| 1253 | assert len(inputs) == 1 |
| 1254 | a = inputs[0] |
| 1255 | axis = args_dict["axis"] |
| 1256 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1257 | |
| 1258 | # Invalidate Input/Output list for error if checks. |
| 1259 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1260 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1261 | pCount, cCount = op["operands"] |
| 1262 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1263 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1264 | self, error_name, input_list, output_list |
| 1265 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1266 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1267 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1268 | self.ser, |
| 1269 | validator_fcns, |
| 1270 | error_name, |
| 1271 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1272 | axis=axis, |
| 1273 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1274 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1275 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1276 | output_dtype=result_tensor.dtype, |
| 1277 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1278 | input_list=input_list, |
| 1279 | output_list=output_list, |
| 1280 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1281 | ): |
| 1282 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1283 | |
| 1284 | attr = ts.TosaSerializerAttribute() |
| 1285 | attr.AxisAttribute(axis) |
| 1286 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1287 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1288 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1289 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1290 | # Number of products - needed for compliance |
| 1291 | args_dict["n"] = a.shape[axis] |
| 1292 | |
| 1293 | compliance = self.tensorComplianceMetaData( |
| 1294 | op, a.dtype, args_dict, result_tensor, error_name |
| 1295 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1296 | |
| 1297 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1298 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1299 | def build_clamp( |
| 1300 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1301 | ): |
| 1302 | assert len(inputs) == 1 |
| 1303 | a = inputs[0] |
| 1304 | |
| 1305 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1306 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1307 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1308 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1309 | if error_name == ErrorIf.MaxSmallerMin: |
| 1310 | # Make sure the numbers are different to invoke this error |
| 1311 | while v[0] == v[1]: |
| 1312 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1313 | max_val = min(v) |
| 1314 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1315 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1316 | max_val = max(v) |
| 1317 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1318 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1319 | # Invalidate Input/Output list for error if checks. |
| 1320 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1321 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1322 | pCount, cCount = op["operands"] |
| 1323 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1324 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1325 | self, error_name, input_list, output_list |
| 1326 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1327 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1328 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1329 | self.ser, |
| 1330 | validator_fcns, |
| 1331 | error_name, |
| 1332 | op=op, |
| 1333 | max_val=max_val, |
| 1334 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1335 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1336 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1337 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1338 | output_dtype=result_tensor.dtype, |
| 1339 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1340 | input_list=input_list, |
| 1341 | output_list=output_list, |
| 1342 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1343 | ): |
| 1344 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1345 | |
| 1346 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1347 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1348 | if a.dtype == DType.FP16: |
| 1349 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1350 | min_val = min_val.astype(np.float32) |
| 1351 | max_val = max_val.astype(np.float32) |
| 1352 | |
| 1353 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1354 | else: |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1355 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1356 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1357 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1358 | |
| 1359 | compliance = self.tensorComplianceMetaData( |
| 1360 | op, a.dtype, args_dict, result_tensor, error_name |
| 1361 | ) |
| 1362 | |
| 1363 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1364 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1365 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1366 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1367 | attr = ts.TosaSerializerAttribute() |
| 1368 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1369 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1370 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1371 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1372 | return result_tens |
| 1373 | |
| 1374 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1375 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1376 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1377 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1378 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1379 | return result_tens |
| 1380 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1381 | def build_activation( |
| 1382 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1383 | ): |
| 1384 | assert len(inputs) == 1 |
| 1385 | a = inputs[0] |
| 1386 | |
| 1387 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1388 | |
| 1389 | # Invalidate Input/Output list for error if checks. |
| 1390 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1391 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1392 | pCount, cCount = op["operands"] |
| 1393 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1394 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1395 | self, error_name, input_list, output_list |
| 1396 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1397 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1398 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1399 | self.ser, |
| 1400 | validator_fcns, |
| 1401 | error_name, |
| 1402 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1403 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1404 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1405 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1406 | output_dtype=result_tensor.dtype, |
| 1407 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1408 | input_list=input_list, |
| 1409 | output_list=output_list, |
| 1410 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1411 | ): |
| 1412 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1413 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1414 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1415 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1416 | compliance = self.tensorComplianceMetaData( |
| 1417 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1418 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1419 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1420 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1421 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1422 | def build_concat( |
| 1423 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1424 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1425 | if op["op"] == Op.CONCAT_SHAPE: |
| 1426 | axis = 0 |
| 1427 | else: |
| 1428 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1429 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1430 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1431 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1432 | result_tensor = OutputShaper.concatOp( |
| 1433 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1434 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1435 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1436 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1437 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1438 | input_tensor_names.append(tensor.name) |
| 1439 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1440 | # Invalidate Input/Output list for error if checks. |
| 1441 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1442 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1443 | pCount, cCount = op["operands"] |
| 1444 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1445 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1446 | self, error_name, input_list, output_list |
| 1447 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1448 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1449 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1450 | self.ser, |
| 1451 | validator_fcns, |
| 1452 | error_name, |
| 1453 | op=op, |
| 1454 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1455 | input_shape=inputs[0].shape, |
| 1456 | output_shape=result_tensor.shape, |
| 1457 | input_dtype=inputs[0].dtype, |
| 1458 | output_dtype=result_tensor.dtype, |
| 1459 | inputs=inputs, |
| 1460 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1461 | input_list=input_list, |
| 1462 | output_list=output_list, |
| 1463 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1464 | ): |
| 1465 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1466 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1467 | if op["op"] == Op.CONCAT: |
| 1468 | attr = ts.TosaSerializerAttribute() |
| 1469 | attr.AxisAttribute(axis) |
| 1470 | else: |
| 1471 | assert op["op"] == Op.CONCAT_SHAPE |
| 1472 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1473 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1474 | |
| 1475 | compliance = self.tensorComplianceMetaData( |
| 1476 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1477 | ) |
| 1478 | |
| 1479 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1480 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1481 | def build_pad( |
| 1482 | self, |
| 1483 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1484 | inputs, |
| 1485 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1486 | validator_fcns=None, |
| 1487 | error_name=None, |
| 1488 | qinfo=None, |
| 1489 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1490 | assert len(inputs) == 1 |
| 1491 | a = inputs[0] |
| 1492 | padding = args_dict["pad"] |
| 1493 | pad_const_int = args_dict["pad_const_int"] |
| 1494 | pad_const_float = args_dict["pad_const_fp"] |
| 1495 | |
| 1496 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1497 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1498 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1499 | attr.PadAttribute( |
| 1500 | self.ser.builder, padding.flatten(), pad_const_int, pad_const_float |
| 1501 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1502 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1503 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1504 | input_list = [a.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1505 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1506 | pCount, cCount = op["operands"] |
| 1507 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1508 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1509 | self, error_name, input_list, output_list |
| 1510 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1511 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1512 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1513 | self.ser, |
| 1514 | validator_fcns, |
| 1515 | error_name, |
| 1516 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1517 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1518 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1519 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1520 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1521 | pad=padding, |
| 1522 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1523 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1524 | input_list=input_list, |
| 1525 | output_list=output_list, |
| 1526 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1527 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1528 | ): |
| 1529 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1530 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1531 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1532 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1533 | compliance = self.tensorComplianceMetaData( |
| 1534 | op, a.dtype, args_dict, result_tensor, error_name |
| 1535 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1536 | |
| 1537 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1538 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1539 | def build_dim( |
| 1540 | self, |
| 1541 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1542 | inputs, |
| 1543 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1544 | validator_fcns=None, |
| 1545 | error_name=None, |
| 1546 | qinfo=None, |
| 1547 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1548 | assert len(inputs) == 1 |
| 1549 | a = inputs[0] |
| 1550 | axis = args_dict["axis"] |
| 1551 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1552 | |
| 1553 | # Invalidate Input/Output list for error if checks. |
| 1554 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1555 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1556 | pCount, cCount = op["operands"] |
| 1557 | num_operands = pCount + cCount |
| 1558 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1559 | self, error_name, input_list, output_list |
| 1560 | ) |
| 1561 | |
| 1562 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1563 | self.ser, |
| 1564 | validator_fcns, |
| 1565 | error_name, |
| 1566 | op=op, |
| 1567 | axis=axis, |
| 1568 | input_shape=a.shape, |
| 1569 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1570 | output_shape=result_tensor.shape, |
| 1571 | output_dtype=result_tensor.dtype, |
| 1572 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1573 | input_list=input_list, |
| 1574 | output_list=output_list, |
| 1575 | num_operands=num_operands, |
| 1576 | ): |
| 1577 | return None |
| 1578 | |
| 1579 | attr = ts.TosaSerializerAttribute() |
| 1580 | attr.AxisAttribute(axis) |
| 1581 | |
| 1582 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1583 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1584 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1585 | def build_reshape( |
| 1586 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1587 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1588 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1589 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1590 | shape = inputs[1] |
| 1591 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1592 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1593 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1594 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1595 | |
| 1596 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1597 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1598 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1599 | pCount, cCount = op["operands"] |
| 1600 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1601 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1602 | self, error_name, input_list, output_list |
| 1603 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1604 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1605 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1606 | self.ser, |
| 1607 | validator_fcns, |
| 1608 | error_name, |
| 1609 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1610 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1611 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1612 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1613 | output_dtype=result_tensor.dtype, |
| 1614 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1615 | input_list=input_list, |
| 1616 | output_list=output_list, |
| 1617 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1618 | ): |
| 1619 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1620 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1621 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1622 | |
| 1623 | compliance = self.tensorComplianceMetaData( |
| 1624 | op, a.dtype, args_dict, result_tensor, error_name |
| 1625 | ) |
| 1626 | |
| 1627 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1628 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1629 | def build_reverse( |
| 1630 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1631 | ): |
| 1632 | assert len(inputs) == 1 |
| 1633 | a = inputs[0] |
| 1634 | axis = args_dict["axis"] |
| 1635 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1636 | |
| 1637 | # Invalidate Input/Output list for error if checks. |
| 1638 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1639 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1640 | pCount, cCount = op["operands"] |
| 1641 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1642 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1643 | self, error_name, input_list, output_list |
| 1644 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1645 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1646 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1647 | self.ser, |
| 1648 | validator_fcns, |
| 1649 | error_name, |
| 1650 | op=op, |
| 1651 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1652 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1653 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1654 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1655 | output_dtype=result_tensor.dtype, |
| 1656 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1657 | input_list=input_list, |
| 1658 | output_list=output_list, |
| 1659 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1660 | ): |
| 1661 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1662 | |
| 1663 | attr = ts.TosaSerializerAttribute() |
| 1664 | attr.AxisAttribute(axis) |
| 1665 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1666 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1667 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1668 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1669 | def build_transpose(self, op, a, perms, validator_fcns=None, error_name=None): |
| 1670 | result_tens = OutputShaper.transposeOp(self.ser, self.rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1671 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1672 | attr = ts.TosaSerializerAttribute() |
| 1673 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1674 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1675 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1676 | input_list = [a.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1677 | output_list = [result_tens.name] |
| 1678 | pCount, cCount = op["operands"] |
| 1679 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1680 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1681 | self, error_name, input_list, output_list |
| 1682 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1683 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1684 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1685 | self.ser, |
| 1686 | validator_fcns, |
| 1687 | error_name, |
| 1688 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1689 | input_shape=a.shape, |
| 1690 | output_shape=result_tens.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1691 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1692 | input_dtype=a.dtype, |
| 1693 | output_dtype=result_tens.dtype, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1694 | result_tensors=[result_tens], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1695 | input_list=input_list, |
| 1696 | output_list=output_list, |
| 1697 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1698 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1699 | ): |
| 1700 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1701 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1702 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1703 | return result_tens |
| 1704 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1705 | def build_slice( |
| 1706 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1707 | ): |
| 1708 | assert len(inputs) == 1 |
| 1709 | a = inputs[0] |
| 1710 | start = args_dict["start"] |
| 1711 | size = args_dict["size"] |
| 1712 | |
| 1713 | result_tensor = OutputShaper.sliceOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1714 | self.ser, self.rng, a, start, size, error_name |
| 1715 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1716 | |
| 1717 | # Invalidate Input/Output list for error if checks. |
| 1718 | input_list = [a.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1719 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1720 | pCount, cCount = op["operands"] |
| 1721 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1722 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1723 | self, error_name, input_list, output_list |
| 1724 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1725 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1726 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1727 | self.ser, |
| 1728 | validator_fcns, |
| 1729 | error_name, |
| 1730 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1731 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1732 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1733 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1734 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1735 | start=start, |
| 1736 | size=size, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1737 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1738 | input_list=input_list, |
| 1739 | output_list=output_list, |
| 1740 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1741 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1742 | ): |
| 1743 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1744 | |
| 1745 | attr = ts.TosaSerializerAttribute() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1746 | attr.SliceAttribute(start, size) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1747 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1748 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1749 | |
| 1750 | compliance = self.tensorComplianceMetaData( |
| 1751 | op, a.dtype, args_dict, result_tensor, error_name |
| 1752 | ) |
| 1753 | |
| 1754 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1755 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1756 | def build_tile( |
| 1757 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1758 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1759 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1760 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1761 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1762 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1763 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1764 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1765 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1766 | |
| 1767 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1768 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1769 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1770 | pCount, cCount = op["operands"] |
| 1771 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1772 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1773 | self, error_name, input_list, output_list |
| 1774 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1775 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1776 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1777 | self.ser, |
| 1778 | validator_fcns, |
| 1779 | error_name, |
| 1780 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1781 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1782 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1783 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1784 | output_dtype=result_tensor.dtype, |
| 1785 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1786 | input_list=input_list, |
| 1787 | output_list=output_list, |
| 1788 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1789 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1790 | ): |
| 1791 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1792 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1793 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1794 | |
| 1795 | compliance = self.tensorComplianceMetaData( |
| 1796 | op, a.dtype, args_dict, result_tensor, error_name |
| 1797 | ) |
| 1798 | |
| 1799 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1800 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1801 | def build_gather( |
| 1802 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1803 | ): |
| 1804 | assert len(inputs) == 2 |
| 1805 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1806 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1807 | result_tensor = OutputShaper.gatherOp( |
| 1808 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1809 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1810 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1811 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1812 | input_list = [values.name, indices.name] |
| 1813 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1814 | pCount, cCount = op["operands"] |
| 1815 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1816 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1817 | self, error_name, input_list, output_list |
| 1818 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1819 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1820 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1821 | self.ser, |
| 1822 | validator_fcns, |
| 1823 | error_name, |
| 1824 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1825 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1826 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1827 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1828 | output_dtype=result_tensor.dtype, |
| 1829 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1830 | input_list=input_list, |
| 1831 | output_list=output_list, |
| 1832 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1833 | ): |
| 1834 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1835 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1836 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1837 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1838 | compliance = self.tensorComplianceMetaData( |
| 1839 | op, values.dtype, args_dict, result_tensor, error_name |
| 1840 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1841 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1842 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1843 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1844 | def build_scatter( |
| 1845 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1846 | ): |
| 1847 | assert len(inputs) == 3 |
| 1848 | values_in, indices, input = inputs |
| 1849 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1850 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1851 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1852 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1853 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1854 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1855 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1856 | pCount, cCount = op["operands"] |
| 1857 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1858 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1859 | self, error_name, input_list, output_list |
| 1860 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1861 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1862 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1863 | self.ser, |
| 1864 | validator_fcns, |
| 1865 | error_name, |
| 1866 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1867 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1868 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1869 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1870 | output_dtype=result_tensor.dtype, |
| 1871 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1872 | input_list=input_list, |
| 1873 | output_list=output_list, |
| 1874 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1875 | ): |
| 1876 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1877 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1878 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1879 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1880 | compliance = self.tensorComplianceMetaData( |
| 1881 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1882 | ) |
| 1883 | |
| 1884 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1885 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1886 | def build_resize( |
| 1887 | self, |
| 1888 | op, |
| 1889 | input, |
| 1890 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1891 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1892 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1893 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1894 | input_dtype, |
| 1895 | output_dtype, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1896 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1897 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1898 | ): |
| 1899 | result_tens = OutputShaper.resizeOp( |
| 1900 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 1901 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1902 | input, |
| 1903 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1904 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1905 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1906 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1907 | input_dtype, |
| 1908 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1909 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1910 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1911 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1912 | # Invalidate Input/Output list for error if checks. |
| 1913 | input_list = [input.name] |
| 1914 | output_list = [result_tens.name] |
| 1915 | pCount, cCount = op["operands"] |
| 1916 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1917 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1918 | self, error_name, input_list, output_list |
| 1919 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1920 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1921 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1922 | self.ser, |
| 1923 | validator_fcns, |
| 1924 | error_name, |
| 1925 | op=op, |
| 1926 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1927 | scale=scale, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1928 | input_dtype=input_dtype, |
| 1929 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 1930 | input_shape=input.shape, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1931 | output_shape=result_tens.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1932 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1933 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1934 | input_list=input_list, |
| 1935 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 1936 | result_tensors=[result_tens], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 1937 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1938 | ): |
| 1939 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1940 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1941 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1942 | |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 1943 | attr.ResizeAttribute(scale, offset, border, mode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1944 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1945 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1946 | return result_tens |
| 1947 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1948 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 1949 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 1950 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1951 | self.ser.addOperator( |
| 1952 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 1953 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1954 | return result_tens |
| 1955 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1956 | def build_const(self, op, val, validator_fcns=None, error_name=None): |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 1957 | self.ser.addOutputTensor(val) |
| 1958 | return val |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1959 | |
| 1960 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1961 | def build_cast( |
| 1962 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1963 | ): |
| 1964 | assert len(inputs) == 1 |
| 1965 | val = inputs[0] |
| 1966 | out_dtype = args_dict["out_type"] |
| 1967 | |
| 1968 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1969 | self.ser, self.rng, val, out_dtype, error_name |
| 1970 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1971 | |
| 1972 | # Invalidate Input/Output list for error if checks. |
| 1973 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1974 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1975 | pCount, cCount = op["operands"] |
| 1976 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1977 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1978 | self, error_name, input_list, output_list |
| 1979 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1980 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1981 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1982 | self.ser, |
| 1983 | validator_fcns, |
| 1984 | error_name, |
| 1985 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1986 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1987 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1988 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1989 | output_dtype=result_tensor.dtype, |
| 1990 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1991 | input_list=input_list, |
| 1992 | output_list=output_list, |
| 1993 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1994 | ): |
| 1995 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1996 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1997 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 1998 | |
| 1999 | compliance = self.tensorComplianceMetaData( |
| 2000 | op, val.dtype, args_dict, result_tensor, error_name |
| 2001 | ) |
| 2002 | |
| 2003 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2004 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2005 | def build_rescale( |
| 2006 | self, |
| 2007 | op, |
| 2008 | val, |
| 2009 | out_dtype, |
| 2010 | scale32, |
| 2011 | double_round, |
| 2012 | per_channel, |
| 2013 | validator_fcns, |
| 2014 | error_name, |
| 2015 | ): |
| 2016 | result_tens = OutputShaper.typeConversionOp( |
| 2017 | self.ser, self.rng, val, out_dtype, error_name |
| 2018 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2019 | |
| 2020 | if per_channel: |
| 2021 | nc = val.shape[-1] |
| 2022 | else: |
| 2023 | nc = 1 |
| 2024 | |
| 2025 | in_type_width = self.typeWidth(val.dtype) |
| 2026 | out_type_width = self.typeWidth(out_dtype) |
| 2027 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2028 | input_unsigned = False |
| 2029 | output_unsigned = False |
| 2030 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2031 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2032 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2033 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2034 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2035 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2036 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2037 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2038 | elif error_name in [ |
| 2039 | ErrorIf.InputZeroPointNotZero, |
| 2040 | ErrorIf.U16InputZeroPointNotValid, |
| 2041 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2042 | input_zp = self.randInt(-128, 128) |
| 2043 | if input_zp == 0: |
| 2044 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2045 | in_type_width += 1 |
| 2046 | elif val.dtype == DType.UINT16: |
| 2047 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2048 | input_zp = self.rng.choice([0, 32768]) |
| 2049 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2050 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2051 | else: |
| 2052 | input_zp = 0 |
| 2053 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2054 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2055 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2056 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2057 | elif out_dtype == DType.UINT8: |
| 2058 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2059 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2060 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2061 | elif error_name in [ |
| 2062 | ErrorIf.OutputZeroPointNotZero, |
| 2063 | ErrorIf.U16OutputZeroPointNotValid, |
| 2064 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2065 | output_zp = self.randInt(-128, 128) |
| 2066 | if output_zp == 0: |
| 2067 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2068 | out_type_width += 1 |
| 2069 | elif out_dtype == DType.UINT16: |
| 2070 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2071 | output_zp = self.rng.choice([0, 32768]) |
| 2072 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2073 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2074 | else: |
| 2075 | output_zp = 0 |
| 2076 | |
| 2077 | # Calculate scale based on: |
| 2078 | # scale = a *(2^output_width)/(2^input_width)) |
| 2079 | |
| 2080 | a = np.float32(self.rng.random(size=[nc])) |
| 2081 | scale_arr = a * np.float32((1 << out_type_width) / (1 << in_type_width)) |
| 2082 | |
| 2083 | if scale32: |
| 2084 | pass |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 2085 | # Cap the scaling at 2^31 - 1 for scale32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2086 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), (1 << 31) - 1) |
| 2087 | else: |
| 2088 | # Cap the scaling at 2^15 - 1 for scale16 |
| 2089 | scale_arr = np.clip(scale_arr, 1.0 / (1 << 31), 32767.0) |
| 2090 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2091 | # print('{} {} -> {}'.format(out_type_width, in_type_width, scale_arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2092 | |
| 2093 | multiplier_arr = np.int32(np.zeros(shape=[nc])) |
| 2094 | shift_arr = np.int32(np.zeros(shape=[nc])) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2095 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2096 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2097 | |
| 2098 | for i in range(nc): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2099 | multiplier_arr[i], shift_arr[i] = TosaQuantGen.computeMultiplierAndShift( |
| 2100 | scale_arr[i], scale32 |
| 2101 | ) |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2102 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2103 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2104 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2105 | # 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] | 2106 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2107 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2108 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2109 | assert val.placeholderFilename |
| 2110 | values = np.load( |
| 2111 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2112 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2113 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2114 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2115 | 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] | 2116 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2117 | # Check we can safely convert to the expected dtype |
| 2118 | assert ( |
| 2119 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2120 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2121 | ) |
| 2122 | |
| 2123 | # Force casting to output datatype |
| 2124 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2125 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2126 | if not np.all(np.array_equal(values, val_adj)): |
| 2127 | # Values changed so overwrite file with new values |
| 2128 | np.save( |
| 2129 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2130 | val_adj, |
| 2131 | False, |
| 2132 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2133 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2134 | # Invalidate Input/Output list for error if checks. |
| 2135 | input_list = [val.name] |
| 2136 | output_list = [result_tens.name] |
| 2137 | pCount, cCount = op["operands"] |
| 2138 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2139 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2140 | self, error_name, input_list, output_list |
| 2141 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2142 | |
| 2143 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2144 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2145 | self.ser, |
| 2146 | validator_fcns, |
| 2147 | error_name, |
| 2148 | op=op, |
| 2149 | input_dtype=val.dtype, |
| 2150 | output_dtype=out_dtype, |
| 2151 | input_shape=val.shape, |
| 2152 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2153 | scale32=scale32, |
| 2154 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2155 | input_list=input_list, |
| 2156 | output_list=output_list, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2157 | result_tensors=[result_tens], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2158 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2159 | ): |
| 2160 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2161 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2162 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2163 | attr.RescaleAttribute( |
| 2164 | input_zp, |
| 2165 | output_zp, |
| 2166 | multiplier_arr, |
| 2167 | shift_arr, |
| 2168 | scale32, |
| 2169 | double_round, |
| 2170 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2171 | input_unsigned, |
| 2172 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2173 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2174 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2175 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2176 | return result_tens |
| 2177 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2178 | def _get_condition_tensor(self, op, cond, error_name): |
| 2179 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2180 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2181 | else: |
| 2182 | cond_type = DType.BOOL |
| 2183 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2184 | choice = self.rng.choice([1, 2]) |
| 2185 | if choice == 1: |
| 2186 | cond_shape = [2] |
| 2187 | else: |
| 2188 | cond_shape = [1, 2] |
| 2189 | else: |
| 2190 | # Must be of size 1 (rank 0) |
| 2191 | cond_shape = [] |
| 2192 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2193 | return cond_tens |
| 2194 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2195 | def build_cond_if_const( |
| 2196 | self, op, then_tens, else_tens, cond, validator_fcns=None, error_name=None |
| 2197 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2198 | # 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] | 2199 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2200 | # and fill them with const nodes for the body. |
| 2201 | |
| 2202 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2203 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2204 | |
| 2205 | # Make then/else tensors |
| 2206 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2207 | |
| 2208 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2209 | if error_name in [ |
| 2210 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2211 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2212 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2213 | incorrect_shape = deepcopy(then_tens.shape) |
| 2214 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2215 | incorrect_shape[i] += ( |
| 2216 | self.rng.choice([-3, -2, 2, 3]) |
| 2217 | if incorrect_shape[i] > 3 |
| 2218 | else self.rng.choice([1, 2, 4]) |
| 2219 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2220 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2221 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2222 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2223 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2224 | |
| 2225 | # And the result tensor based on any of the outputs |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2226 | result_tens = self.ser.addOutput(out_shape, DType.INT32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2227 | |
| 2228 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2229 | then_block = "THEN_BLOCK" |
| 2230 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2231 | attr = ts.TosaSerializerAttribute() |
| 2232 | attr.CondIfAttribute(then_block, else_block) |
| 2233 | |
| 2234 | # Finally, build the op and the two blocks |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2235 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2236 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2237 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2238 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2239 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
| 2240 | then_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2241 | else: |
| 2242 | then_tens = self.ser.addConst(out_shape, DType.INT32, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2243 | self.ser.addOutputTensor(then_tens) |
| 2244 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2245 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2246 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
| 2247 | else_tens = self.ser.addConst(incorrect_shape, DType.INT32, incorrect_arr) |
| 2248 | else: |
| 2249 | else_tens = self.ser.addConst(out_shape, DType.INT32, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2250 | self.ser.addOutputTensor(else_tens) |
| 2251 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2252 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2253 | self.ser, |
| 2254 | validator_fcns, |
| 2255 | error_name, |
| 2256 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2257 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2258 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2259 | ): |
| 2260 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2261 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2262 | return result_tens |
| 2263 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2264 | def build_cond_if_binary( |
| 2265 | self, op, a, b, cond, validator_fcns=None, error_name=None |
| 2266 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2267 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2268 | # alternately add or subtract them based on the condition |
| 2269 | |
| 2270 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2271 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2272 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2273 | result_tens = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2274 | |
| 2275 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2276 | then_block = "THEN_BLOCK" |
| 2277 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2278 | attr = ts.TosaSerializerAttribute() |
| 2279 | attr.CondIfAttribute(then_block, else_block) |
| 2280 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2281 | if error_name in [ |
| 2282 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2283 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2284 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2285 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2286 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2287 | incorrect_shape = a.shape.copy() |
| 2288 | for i in range(len(incorrect_shape)): |
| 2289 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2290 | incorrect_block_input = deepcopy(a) |
| 2291 | incorrect_block_input.shape = incorrect_shape |
| 2292 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2293 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2294 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2295 | op["op"], [cond_tens.name, a.name, b.name], [result_tens.name], attr |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2296 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2297 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2298 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2299 | then_op, else_op = Op.ADD, Op.SUB |
| 2300 | elif a.dtype in (DType.INT8, DType.INT16): |
| 2301 | then_op, else_op = Op.LOGICAL_RIGHT_SHIFT, Op.LOGICAL_LEFT_SHIFT |
| 2302 | else: |
| 2303 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2304 | |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2305 | for block, op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2306 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2307 | if ( |
| 2308 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2309 | and block == then_block |
| 2310 | ) or ( |
| 2311 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2312 | and block == else_block |
| 2313 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2314 | self.ser.addInputTensor(incorrect_block_input) |
| 2315 | self.ser.addInputTensor(b) |
| 2316 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2317 | elif ( |
| 2318 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2319 | and block == then_block |
| 2320 | ) or ( |
| 2321 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2322 | and block == else_block |
| 2323 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2324 | self.ser.addInputTensor(a) |
| 2325 | self.ser.addInputTensor(b) |
| 2326 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2327 | else: |
| 2328 | self.ser.addInputTensor(a) |
| 2329 | self.ser.addInputTensor(b) |
| 2330 | tens = self.ser.addOutput(a.shape, a.dtype) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2331 | self.ser.addOperator(op, [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2332 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2333 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2334 | self.ser, |
| 2335 | validator_fcns, |
| 2336 | error_name, |
| 2337 | op=op, |
| 2338 | a=a, |
| 2339 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2340 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2341 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2342 | ): |
| 2343 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2344 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2345 | return result_tens |
| 2346 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2347 | def build_while_loop(self, op, a, iter_val, validator_fcns=None, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2348 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2349 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2350 | cond_block = "COND_BLOCK" |
| 2351 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2352 | |
| 2353 | attr = ts.TosaSerializerAttribute() |
| 2354 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2355 | |
| 2356 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2357 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2358 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2359 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2360 | |
| 2361 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2362 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2363 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2364 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2365 | incorrect_acc = deepcopy(acc) |
| 2366 | for i in range(len(incorrect_acc.shape)): |
| 2367 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2368 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2369 | else: |
| 2370 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2371 | |
| 2372 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2373 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2374 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2375 | [iter.name, a.name, acc.name], |
| 2376 | [iter_out.name, a_out.name, acc_out.name], |
| 2377 | attr, |
| 2378 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2379 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2380 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2381 | if error_name in [ |
| 2382 | ErrorIf.InputListCondGraphMismatch, |
| 2383 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2384 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2385 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2386 | incorrect_iter = deepcopy(iter) |
| 2387 | for i in range(len(incorrect_iter.shape)): |
| 2388 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2389 | if len(incorrect_iter.shape) == 0: |
| 2390 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2391 | |
| 2392 | incorrect_acc = deepcopy(acc) |
| 2393 | for i in range(len(incorrect_acc.shape)): |
| 2394 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2395 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2396 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2397 | self.ser.addBasicBlock(cond_block) |
| 2398 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2399 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2400 | self.ser.addInputTensor(incorrect_iter) |
| 2401 | self.ser.addInputTensor(a) |
| 2402 | self.ser.addInputTensor(incorrect_acc) |
| 2403 | else: |
| 2404 | self.ser.addInputTensor(iter) |
| 2405 | self.ser.addInputTensor(a) |
| 2406 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2407 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2408 | |
| 2409 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2410 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2411 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2412 | cond_type = DType.BOOL |
| 2413 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2414 | choice = self.rng.choice([1, 2]) |
| 2415 | if choice == 1: |
| 2416 | cond_shape = [3] |
| 2417 | else: |
| 2418 | cond_shape = [1, 2] |
| 2419 | else: |
| 2420 | cond_shape = [] |
| 2421 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2422 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2423 | 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] | 2424 | |
| 2425 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2426 | # 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] | 2427 | self.ser.addBasicBlock(body_block) |
| 2428 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2429 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2430 | self.ser.addInputTensor(incorrect_iter) |
| 2431 | self.ser.addInputTensor(a) |
| 2432 | self.ser.addInputTensor(incorrect_acc) |
| 2433 | else: |
| 2434 | self.ser.addInputTensor(iter) |
| 2435 | self.ser.addInputTensor(a) |
| 2436 | self.ser.addInputTensor(acc) |
| 2437 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2438 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2439 | |
| 2440 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2441 | iter_body_out = self.ser.addIntermediate( |
| 2442 | incorrect_iter.shape, incorrect_iter.dtype |
| 2443 | ) |
| 2444 | acc_body_out = self.ser.addIntermediate( |
| 2445 | incorrect_acc.shape, incorrect_acc.dtype |
| 2446 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2447 | else: |
| 2448 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2449 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2450 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2451 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2452 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2453 | self.ser.addOutputTensor(iter_body_out) |
| 2454 | self.ser.addOutputTensor(a) |
| 2455 | self.ser.addOutputTensor(acc_body_out) |
| 2456 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2457 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2458 | self.ser, |
| 2459 | validator_fcns, |
| 2460 | error_name, |
| 2461 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2462 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2463 | ): |
| 2464 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2465 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2466 | return acc_out |
| 2467 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2468 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2469 | self, |
| 2470 | op, |
| 2471 | val1, |
| 2472 | val2, |
| 2473 | inverse, |
| 2474 | validator_fcns=None, |
| 2475 | error_name=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2476 | ): |
| 2477 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2478 | |
| 2479 | input_names = [val1.name, val2.name] |
| 2480 | pCount, cCount = op["operands"] |
| 2481 | num_operands = pCount + cCount |
| 2482 | |
| 2483 | output_names = [res.name for res in results] |
| 2484 | output_shapes = [res.shape for res in results] |
| 2485 | output_dtypes = [res.dtype for res in results] |
| 2486 | |
| 2487 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2488 | self, error_name, input_names, output_names |
| 2489 | ) |
| 2490 | |
| 2491 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2492 | self.ser, |
| 2493 | validator_fcns, |
| 2494 | error_name, |
| 2495 | op=op, |
| 2496 | inverse=inverse, |
| 2497 | input1=val1, |
| 2498 | input2=val2, |
| 2499 | input_shape=val1.shape, |
| 2500 | input_dtype=val1.dtype, |
| 2501 | output_shape=output_shapes, |
| 2502 | output_dtype=output_dtypes, |
| 2503 | result_tensors=results, |
| 2504 | input_list=input_names, |
| 2505 | output_list=output_names, |
| 2506 | num_operands=num_operands, |
| 2507 | ): |
| 2508 | return None |
| 2509 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2510 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2511 | local_bound = False |
| 2512 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2513 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2514 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2515 | |
| 2516 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
| 2517 | return results |
| 2518 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2519 | def build_rfft2d( |
| 2520 | self, |
| 2521 | op, |
| 2522 | val, |
| 2523 | validator_fcns=None, |
| 2524 | error_name=None, |
| 2525 | ): |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2526 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2527 | |
| 2528 | input_names = [val.name] |
| 2529 | pCount, cCount = op["operands"] |
| 2530 | num_operands = pCount + cCount |
| 2531 | |
| 2532 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2533 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2534 | output_dtypes = [res.dtype for res in results] |
| 2535 | |
| 2536 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2537 | self, error_name, input_names, output_names |
| 2538 | ) |
| 2539 | |
| 2540 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2541 | self.ser, |
| 2542 | validator_fcns, |
| 2543 | error_name, |
| 2544 | op=op, |
| 2545 | input_shape=val.shape, |
| 2546 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2547 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2548 | output_dtype=output_dtypes, |
| 2549 | result_tensors=results, |
| 2550 | input_list=input_names, |
| 2551 | output_list=output_names, |
| 2552 | num_operands=num_operands, |
| 2553 | ): |
| 2554 | return None |
| 2555 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2556 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2557 | local_bound = False |
| 2558 | |
| 2559 | attr = ts.TosaSerializerAttribute() |
| 2560 | attr.RFFTAttribute(local_bound) |
| 2561 | |
| 2562 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2563 | return results |
| 2564 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2565 | def build_shape_op( |
| 2566 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2567 | ): |
| 2568 | assert len(inputs) == 2 |
| 2569 | a, b = inputs |
| 2570 | |
| 2571 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2572 | |
| 2573 | # Invalidate Input/Output list for error if checks. |
| 2574 | input_list = [a.name, b.name] |
| 2575 | output_list = [result_tensor.name] |
| 2576 | pCount, cCount = op["operands"] |
| 2577 | num_operands = pCount + cCount |
| 2578 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2579 | self, error_name, input_list, output_list |
| 2580 | ) |
| 2581 | |
| 2582 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2583 | self.ser, |
| 2584 | validator_fcns, |
| 2585 | error_name, |
| 2586 | op=op, |
| 2587 | input1=a, |
| 2588 | input2=b, |
| 2589 | input_shape=a.shape, |
| 2590 | input_dtype=a.dtype, |
| 2591 | output_shape=result_tensor.shape, |
| 2592 | output_dtype=result_tensor.dtype, |
| 2593 | result_tensors=[result_tensor], |
| 2594 | input_list=input_list, |
| 2595 | output_list=output_list, |
| 2596 | num_operands=num_operands, |
| 2597 | ): |
| 2598 | return None |
| 2599 | |
| 2600 | self.ser.addOperator( |
| 2601 | op["op"], |
| 2602 | input_list, |
| 2603 | output_list, |
| 2604 | ) |
| 2605 | compliance = self.tensorComplianceMetaData( |
| 2606 | op, a.dtype, args_dict, result_tensor, error_name |
| 2607 | ) |
| 2608 | |
| 2609 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2610 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2611 | def create_filter_lists( |
| 2612 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2613 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2614 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2615 | default_test_rank_range = range(1, 5) |
| 2616 | if not shapeFilter: |
| 2617 | shapeFilter = [None] |
| 2618 | |
| 2619 | # Calculate the filters based on what is requested and what the operator allows |
| 2620 | rmin, rmax = op["rank"] |
| 2621 | if rankFilter is not None: |
| 2622 | cleanRankFilter = [] |
| 2623 | # Ensure rankFilter values are allowed by operator |
| 2624 | for rank in rankFilter: |
| 2625 | if rank >= rmin and rank <= rmax: |
| 2626 | cleanRankFilter.append(rank) |
| 2627 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2628 | # Ensure default behaviour is bounded by default range or by operator, |
| 2629 | # whichever is the smaller range of ranks. |
| 2630 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2631 | cleanRankFilter = ( |
| 2632 | opRankRange |
| 2633 | if len(opRankRange) <= len(default_test_rank_range) |
| 2634 | else default_test_rank_range |
| 2635 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2636 | else: |
| 2637 | cleanRankFilter = range(rmin, rmax + 1) |
| 2638 | |
| 2639 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2640 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2641 | if dtypeFilter is not None: |
| 2642 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2643 | # Create list of operator dtypes filtered by requested dtypes |
| 2644 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2645 | if dtype in dtypeFilter or ( |
| 2646 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2647 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2648 | cleanDtypeFilter.append(dtype) |
| 2649 | else: |
| 2650 | cleanDtypeFilter = dtypes |
| 2651 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2652 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2653 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2654 | "shapeFilter": shapeFilter, |
| 2655 | "rankFilter": cleanRankFilter, |
| 2656 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2657 | } |
| 2658 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2659 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2660 | if validator is not None: |
| 2661 | validator_info = validator(check=False, op=op) |
| 2662 | else: |
| 2663 | return None |
| 2664 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2665 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2666 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2667 | # Set parameters as required |
| 2668 | if error_arguments["rank"] is not None: |
| 2669 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2670 | else: |
| 2671 | rankFilter = cleanRankFilter |
| 2672 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2673 | if error_arguments["dtype"] is not None: |
| 2674 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2675 | else: |
| 2676 | dtypeFilter = cleanDtypeFilter |
| 2677 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2678 | if error_arguments["shape"] is not None: |
| 2679 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2680 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2681 | shapeFilter = shapeFilter[ |
| 2682 | :2 |
| 2683 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2684 | |
| 2685 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2686 | "shapeFilter": shapeFilter, |
| 2687 | "rankFilter": rankFilter, |
| 2688 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2689 | } |
| 2690 | return filterDict |
| 2691 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2692 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2693 | self, |
| 2694 | opName, |
| 2695 | shapeFilter=[None], |
| 2696 | rankFilter=None, |
| 2697 | dtypeFilter=None, |
| 2698 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2699 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2700 | |
| 2701 | try: |
| 2702 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2703 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2704 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2705 | |
| 2706 | # Initialize a new random number generator |
| 2707 | self.rng = np.random.default_rng(self.random_seed) |
| 2708 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2709 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2710 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2711 | # Test list consists of a tuple of: |
| 2712 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2713 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2714 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2715 | error_if_validators = op["error_if_validators"] |
| 2716 | else: |
| 2717 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2718 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2719 | for validator in error_if_validators: |
| 2720 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2721 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2722 | else: |
| 2723 | error_name = None |
| 2724 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2725 | filterDict = self.create_filter_lists( |
| 2726 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2727 | ) |
| 2728 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2729 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2730 | cleanRankFilter = filterDict["rankFilter"] |
| 2731 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2732 | cleanShapeFilter = filterDict["shapeFilter"] |
| 2733 | # print(f"Error: {error_name}, Filters: S {cleanShapeFilter}, R {cleanRankFilter}, T {cleanDtypeFilter}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2734 | |
| 2735 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2736 | for t in cleanDtypeFilter: |
| 2737 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2738 | # Filter out by rank |
| 2739 | if shape is not None and len(shape) != r: |
| 2740 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2741 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2742 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2743 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2744 | shapeStr = self.shapeStr(shapeList[0]) |
| 2745 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2746 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2747 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2748 | argList = [] |
| 2749 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2750 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2751 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2752 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2753 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2754 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2755 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2756 | if argStr: |
| 2757 | testStr = "{}_{}_{}_{}".format( |
| 2758 | opName, shapeStr, typeStr, argStr |
| 2759 | ) |
| 2760 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2761 | testStr = "{}_{}_{}".format( |
| 2762 | opName, shapeStr, typeStr |
| 2763 | ) |
| 2764 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2765 | if argStr: |
| 2766 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2767 | opName, error_name, shapeStr, typeStr, argStr |
| 2768 | ) |
| 2769 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2770 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2771 | opName, error_name, shapeStr, typeStr |
| 2772 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2773 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2774 | testList.append( |
| 2775 | (opName, testStr, t, error_name, shapeList, args) |
| 2776 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2777 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2778 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2779 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2780 | if "invalid_test_validators" in op: |
| 2781 | invalid_test_validators = op["invalid_test_validators"] |
| 2782 | clean_testList = [] |
| 2783 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2784 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2785 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2786 | if validator_fcn( |
| 2787 | opName=test[0], |
| 2788 | input_dtype=test[2], |
| 2789 | shapeList=test[4], |
| 2790 | args=test[5], |
| 2791 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2792 | remove_test = True |
| 2793 | if not remove_test: |
| 2794 | clean_testList.append(test) |
| 2795 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2796 | |
| 2797 | return testList |
| 2798 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2799 | def serializeTest( |
| 2800 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, testArgs |
| 2801 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2802 | try: |
| 2803 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2804 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2805 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2806 | |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2807 | if self.args.verbose: |
| 2808 | print(f"Creating {testStr}") |
| 2809 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2810 | # Create a serializer |
| 2811 | self.createSerializer(opName, testStr) |
| 2812 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2813 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2814 | if "error_if_validators" in op: |
| 2815 | error_if_validators = op["error_if_validators"] |
| 2816 | else: |
| 2817 | error_if_validators = None |
| 2818 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2819 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2820 | num_operands = pCount + cCount |
| 2821 | |
| 2822 | if isinstance(dtype_or_dtypeList, list): |
| 2823 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2824 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2825 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 2826 | else: |
| 2827 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 2828 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2829 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 2830 | assert ( |
| 2831 | len(shapeList) == num_operands |
| 2832 | ), "shapeList length {} must match number of operands {}".format( |
| 2833 | len(shapeList), num_operands |
| 2834 | ) |
| 2835 | assert ( |
| 2836 | len(dtypeList) == num_operands |
| 2837 | ), "dtypeList length {} must match number of operands {}".format( |
| 2838 | len(dtypeList), num_operands |
| 2839 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2840 | |
| 2841 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2842 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2843 | except KeyError: |
| 2844 | qgen = None |
| 2845 | |
| 2846 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 2847 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2848 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 2849 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2850 | else: |
| 2851 | qinfo = None |
| 2852 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2853 | # Extra meta data for the desc.json |
| 2854 | tensMeta = {} |
| 2855 | |
| 2856 | # Check we are using the new testArgs interface with an argsDict dictionary |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2857 | if isinstance(testArgs, dict): |
| 2858 | # New interface with args info in dictionary |
| 2859 | argsDict = testArgs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2860 | assert "dg_type" in argsDict |
| 2861 | tvgInfo = tvgen_fcn( |
| 2862 | self, opName, dtypeList, shapeList, argsDict, error_name |
| 2863 | ) |
| 2864 | if tvgInfo.dataGenDict: |
| 2865 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 2866 | tens = tvgInfo.tensorList |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2867 | |
| 2868 | result = build_fcn( |
| 2869 | self, |
| 2870 | op, |
| 2871 | tens, |
| 2872 | argsDict, |
| 2873 | validator_fcns=error_if_validators, |
| 2874 | error_name=error_name, |
| 2875 | qinfo=qinfo, |
| 2876 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2877 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2878 | # Old interface with args info in a list |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2879 | tens = tvgen_fcn(self, op, dtypeList, shapeList, testArgs, error_name) |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 2880 | |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2881 | try: |
| 2882 | if error_if_validators is None: |
| 2883 | if qinfo is not None: |
| 2884 | result = build_fcn(self, op, *tens, *testArgs, qinfo) |
| 2885 | else: |
| 2886 | result = build_fcn(self, op, *tens, *testArgs) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2887 | else: |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 2888 | if qinfo is not None: |
| 2889 | result = build_fcn( |
| 2890 | self, |
| 2891 | op, |
| 2892 | *tens, |
| 2893 | *testArgs, |
| 2894 | validator_fcns=error_if_validators, |
| 2895 | error_name=error_name, |
| 2896 | qinfo=qinfo, |
| 2897 | ) |
| 2898 | else: |
| 2899 | result = build_fcn( |
| 2900 | self, |
| 2901 | op, |
| 2902 | *tens, |
| 2903 | *testArgs, |
| 2904 | validator_fcns=error_if_validators, |
| 2905 | error_name=error_name, |
| 2906 | ) |
| 2907 | except TypeError as e: |
| 2908 | print(f"build_fcn: {build_fcn}\nTensors: {tens}\nArgs: {testArgs}\n") |
| 2909 | raise e |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2910 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2911 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2912 | # The test is valid, serialize it |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2913 | if isinstance(result, TosaTestGen.BuildInfo) and result.complianceDict: |
| 2914 | # Add the compliance meta data |
| 2915 | # NOTE: This currently expects only one result output |
| 2916 | tensMeta["compliance"] = { |
| 2917 | "version": "0.1", |
| 2918 | "tensors": {result.resultTensor.name: result.complianceDict}, |
| 2919 | } |
| 2920 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2921 | else: |
| 2922 | # The test is not valid |
| 2923 | print(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2924 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2925 | def createDynamicOpLists(self): |
| 2926 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 2927 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 2928 | # Already created these lists (can occur when class is initialized more than once) |
| 2929 | return |
| 2930 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2931 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2932 | if not self.args.level8k: |
| 2933 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 2934 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 2935 | else: |
| 2936 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 2937 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 2938 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2939 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2940 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2941 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 2942 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 2943 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2944 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2945 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2946 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 2947 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2948 | "depthwise_conv2d_TEMPLATE" |
| 2949 | ].copy() |
| 2950 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2951 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2952 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2953 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 2954 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 2955 | "transpose_conv2d_TEMPLATE" |
| 2956 | ].copy() |
| 2957 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2958 | self.TOSA_OP_LIST[testName]["template"] = False |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2959 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 2960 | for k in KERNELS_3D: |
| 2961 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 2962 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 2963 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 2964 | self.TOSA_OP_LIST[testName]["template"] = False |
| 2965 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2966 | # Delete any templates after having created any dynamic ops |
| 2967 | # This is a two-pass operation because it's bad practice to delete |
| 2968 | # keys from dictionaries while iterating |
| 2969 | keyList = [] |
| 2970 | for k in self.TOSA_OP_LIST: |
| 2971 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2972 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2973 | keyList.append(k) |
| 2974 | continue |
| 2975 | except KeyError: |
| 2976 | pass |
| 2977 | |
| 2978 | for k in keyList: |
| 2979 | del self.TOSA_OP_LIST[k] |
| 2980 | |
| 2981 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2982 | """Fill in default fields for ops if they aren't already specified. |
| 2983 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2984 | for op in self.TOSA_OP_LIST: |
| 2985 | |
| 2986 | # Required fields |
| 2987 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2988 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2989 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2990 | raise Exception( |
| 2991 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 2992 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2993 | |
| 2994 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 2995 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2996 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2997 | raise Exception( |
| 2998 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 2999 | op |
| 3000 | ) |
| 3001 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3002 | |
| 3003 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3004 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3005 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3006 | raise Exception( |
| 3007 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3008 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3009 | |
| 3010 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3011 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3012 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3013 | raise Exception( |
| 3014 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3015 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3016 | |
| 3017 | # Put in default rank range, if missing |
| 3018 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3019 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3020 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3021 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3022 | |
| 3023 | # Tensor operator list |
| 3024 | # 'op': op name |
| 3025 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3026 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3027 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3028 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3029 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3030 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3031 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3032 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3033 | TYPE_INT_FP = [ |
| 3034 | DType.INT8, |
| 3035 | DType.INT16, |
| 3036 | DType.INT32, |
| 3037 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3038 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3039 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3040 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3041 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3042 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3043 | TYPE_FI32 = [ |
| 3044 | DType.FP32, |
| 3045 | DType.FP16, |
| 3046 | DType.BF16, |
| 3047 | DType.INT32, |
| 3048 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3049 | TYPE_FIB = [ |
| 3050 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3051 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3052 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3053 | DType.INT8, |
| 3054 | DType.INT16, |
| 3055 | DType.INT32, |
| 3056 | DType.BOOL, |
| 3057 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3058 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3059 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3060 | TYPE_NARROW_INT_FP = [DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3061 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3062 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3063 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3064 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3065 | [DType.INT8, DType.INT8, DType.INT32], |
| 3066 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3067 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3068 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3069 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3070 | [DType.FP32, DType.FP32, DType.FP32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3071 | ] |
| 3072 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3073 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3074 | |
| 3075 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3076 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3077 | "argmax": { |
| 3078 | "op": Op.ARGMAX, |
| 3079 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3080 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3081 | "build_fcn": ( |
| 3082 | build_argmax, |
| 3083 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3084 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3085 | TosaArgGen.agAxis, |
| 3086 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3087 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3088 | "error_if_validators": ( |
| 3089 | TosaErrorValidator.evAxisSmallerZero, |
| 3090 | TosaErrorValidator.evAxisLargerRank, |
| 3091 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3092 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3093 | TosaErrorValidator.evWrongRank, |
| 3094 | TosaErrorValidator.evWrongInputType, |
| 3095 | TosaErrorValidator.evWrongOutputType, |
| 3096 | TosaErrorValidator.evWrongInputList, |
| 3097 | TosaErrorValidator.evWrongOutputList, |
| 3098 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3099 | "data_gen": { |
| 3100 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3101 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3102 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3103 | "avg_pool2d": { |
| 3104 | "op": Op.AVG_POOL2D, |
| 3105 | "operands": (1, 0), |
| 3106 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3107 | "build_fcn": ( |
| 3108 | build_pool2d, |
| 3109 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3110 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3111 | TosaArgGen.agPooling, |
| 3112 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3113 | "qgen": TosaQuantGen.qgUnary, |
| 3114 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3115 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3116 | "error_if_validators": ( |
| 3117 | TosaErrorValidator.evKernelSmallerOne, |
| 3118 | TosaErrorValidator.evStrideSmallerOne, |
| 3119 | TosaErrorValidator.evPadSmallerZero, |
| 3120 | TosaErrorValidator.evWrongRank, |
| 3121 | TosaErrorValidator.evWrongInputType, |
| 3122 | TosaErrorValidator.evWrongOutputType, |
| 3123 | TosaErrorValidator.evWrongInputList, |
| 3124 | TosaErrorValidator.evWrongOutputList, |
| 3125 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3126 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3127 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3128 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3129 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3130 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3131 | "data_gen": { |
| 3132 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3133 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3134 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3135 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3136 | "conv2d_TEMPLATE": { |
| 3137 | "op": Op.CONV2D, |
| 3138 | "operands": (1, 2), |
| 3139 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3140 | "build_fcn": ( |
| 3141 | build_conv2d, |
| 3142 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3143 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3144 | TosaArgGen.agConv, |
| 3145 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3146 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3147 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3148 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3149 | "error_if_validators": ( |
| 3150 | TosaErrorValidator.evWrongInputType, |
| 3151 | TosaErrorValidator.evWrongOutputType, |
| 3152 | TosaErrorValidator.evWrongInputList, |
| 3153 | TosaErrorValidator.evWrongOutputList, |
| 3154 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3155 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3156 | TosaErrorValidator.evPadSmallerZero, |
| 3157 | TosaErrorValidator.evStrideSmallerOne, |
| 3158 | TosaErrorValidator.evDilationSmallerOne, |
| 3159 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3160 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3161 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3162 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3163 | "data_gen": { |
| 3164 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3165 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3166 | "template": True, |
| 3167 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3168 | # Templated operator. Filled in by createDynamicOpLists |
| 3169 | "conv3d_TEMPLATE": { |
| 3170 | "op": Op.CONV3D, |
| 3171 | "operands": (1, 2), |
| 3172 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3173 | "build_fcn": ( |
| 3174 | build_conv3d, |
| 3175 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3176 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3177 | TosaArgGen.agConv, |
| 3178 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3179 | "qgen": TosaQuantGen.qgConv, |
| 3180 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3181 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3182 | "error_if_validators": ( |
| 3183 | TosaErrorValidator.evWrongInputType, |
| 3184 | TosaErrorValidator.evWrongOutputType, |
| 3185 | TosaErrorValidator.evWrongInputList, |
| 3186 | TosaErrorValidator.evWrongOutputList, |
| 3187 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3188 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3189 | TosaErrorValidator.evPadSmallerZero, |
| 3190 | TosaErrorValidator.evStrideSmallerOne, |
| 3191 | TosaErrorValidator.evDilationSmallerOne, |
| 3192 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3193 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3194 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3195 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3196 | "template": True, |
| 3197 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3198 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3199 | "depthwise_conv2d_TEMPLATE": { |
| 3200 | "op": Op.DEPTHWISE_CONV2D, |
| 3201 | "operands": (1, 2), |
| 3202 | "filter": [1, 1], |
| 3203 | "rank": (4, 4), |
| 3204 | "build_fcn": ( |
| 3205 | build_depthwise_conv2d, |
| 3206 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3207 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3208 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3209 | ), |
| 3210 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3211 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3212 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3213 | "error_if_validators": ( |
| 3214 | TosaErrorValidator.evWrongInputType, |
| 3215 | TosaErrorValidator.evWrongOutputType, |
| 3216 | TosaErrorValidator.evWrongInputList, |
| 3217 | TosaErrorValidator.evWrongOutputList, |
| 3218 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3219 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3220 | TosaErrorValidator.evPadSmallerZero, |
| 3221 | TosaErrorValidator.evStrideSmallerOne, |
| 3222 | TosaErrorValidator.evDilationSmallerOne, |
| 3223 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3224 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3225 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3226 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3227 | "data_gen": { |
| 3228 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3229 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3230 | "template": True, |
| 3231 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3232 | "fully_connected": { |
| 3233 | "op": Op.FULLY_CONNECTED, |
| 3234 | "operands": (1, 2), |
| 3235 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3236 | "build_fcn": ( |
| 3237 | build_fully_connected, |
| 3238 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3239 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3240 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3241 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3242 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3243 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3244 | "error_if_validators": ( |
| 3245 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3246 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3247 | TosaErrorValidator.evWrongRank, |
| 3248 | TosaErrorValidator.evWrongInputType, |
| 3249 | TosaErrorValidator.evWrongOutputType, |
| 3250 | TosaErrorValidator.evWrongInputList, |
| 3251 | TosaErrorValidator.evWrongOutputList, |
| 3252 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3253 | "data_gen": { |
| 3254 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3255 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3256 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3257 | "matmul": { |
| 3258 | "op": Op.MATMUL, |
| 3259 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3260 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3261 | "build_fcn": ( |
| 3262 | build_matmul, |
| 3263 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3264 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3265 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3266 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3267 | "qgen": TosaQuantGen.qgMatmul, |
| 3268 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3269 | "error_if_validators": ( |
| 3270 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3271 | TosaErrorValidator.evWrongRank, |
| 3272 | TosaErrorValidator.evWrongInputType, |
| 3273 | TosaErrorValidator.evWrongOutputType, |
| 3274 | TosaErrorValidator.evWrongInputList, |
| 3275 | TosaErrorValidator.evWrongOutputList, |
| 3276 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3277 | "data_gen": { |
| 3278 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3279 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3280 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3281 | "max_pool2d": { |
| 3282 | "op": Op.MAX_POOL2D, |
| 3283 | "operands": (1, 0), |
| 3284 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3285 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3286 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3287 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3288 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3289 | TosaArgGen.agPooling, |
| 3290 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3291 | "types": TYPE_NARROW_INT_FP, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3292 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3293 | "error_if_validators": ( |
| 3294 | TosaErrorValidator.evKernelSmallerOne, |
| 3295 | TosaErrorValidator.evStrideSmallerOne, |
| 3296 | TosaErrorValidator.evPadSmallerZero, |
| 3297 | TosaErrorValidator.evWrongRank, |
| 3298 | TosaErrorValidator.evWrongInputType, |
| 3299 | TosaErrorValidator.evWrongOutputType, |
| 3300 | TosaErrorValidator.evWrongInputList, |
| 3301 | TosaErrorValidator.evWrongOutputList, |
| 3302 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3303 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3304 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3305 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3306 | "data_gen": { |
| 3307 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3308 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3309 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3310 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3311 | "transpose_conv2d_TEMPLATE": { |
| 3312 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3313 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3314 | "rank": (4, 4), |
| 3315 | "build_fcn": ( |
| 3316 | build_transpose_conv2d, |
| 3317 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame^] | 3318 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3319 | TosaArgGen.agTransposeConv2D, |
| 3320 | ), |
| 3321 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3322 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3323 | "invalid_test_validators": ( |
| 3324 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3325 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3326 | ), |
| 3327 | "error_if_validators": ( |
| 3328 | TosaErrorValidator.evWrongInputType, |
| 3329 | TosaErrorValidator.evWrongOutputType, |
| 3330 | TosaErrorValidator.evWrongInputList, |
| 3331 | TosaErrorValidator.evWrongOutputList, |
| 3332 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3333 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3334 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3335 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3336 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3337 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3338 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame^] | 3339 | "data_gen": { |
| 3340 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3341 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3342 | "template": True, |
| 3343 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3344 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3345 | "clamp": { |
| 3346 | "op": Op.CLAMP, |
| 3347 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3348 | "build_fcn": ( |
| 3349 | build_clamp, |
| 3350 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3351 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3352 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3353 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3354 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3355 | "error_if_validators": ( |
| 3356 | TosaErrorValidator.evMaxSmallerMin, |
| 3357 | TosaErrorValidator.evWrongInputType, |
| 3358 | TosaErrorValidator.evWrongOutputType, |
| 3359 | TosaErrorValidator.evWrongInputList, |
| 3360 | TosaErrorValidator.evWrongOutputList, |
| 3361 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3362 | "data_gen": { |
| 3363 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3364 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3365 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3366 | "sigmoid": { |
| 3367 | "op": Op.SIGMOID, |
| 3368 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3369 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3370 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3371 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3372 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3373 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3374 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3375 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3376 | "error_if_validators": ( |
| 3377 | TosaErrorValidator.evWrongInputType, |
| 3378 | TosaErrorValidator.evWrongOutputType, |
| 3379 | TosaErrorValidator.evWrongInputList, |
| 3380 | TosaErrorValidator.evWrongOutputList, |
| 3381 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3382 | "data_gen": { |
| 3383 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3384 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3385 | }, |
| 3386 | "tanh": { |
| 3387 | "op": Op.TANH, |
| 3388 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3389 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3390 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3391 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3392 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3393 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3394 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3395 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3396 | "error_if_validators": ( |
| 3397 | TosaErrorValidator.evWrongInputType, |
| 3398 | TosaErrorValidator.evWrongOutputType, |
| 3399 | TosaErrorValidator.evWrongInputList, |
| 3400 | TosaErrorValidator.evWrongOutputList, |
| 3401 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3402 | "data_gen": { |
| 3403 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3404 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3405 | "compliance": { |
| 3406 | "abs_error_lower_bound": 0.5, |
| 3407 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3408 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3409 | "erf": { |
| 3410 | "op": Op.ERF, |
| 3411 | "operands": (1, 0), |
| 3412 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3413 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3414 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3415 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3416 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3417 | ), |
| 3418 | "types": TYPE_FP, |
| 3419 | "error_if_validators": ( |
| 3420 | TosaErrorValidator.evWrongInputType, |
| 3421 | TosaErrorValidator.evWrongOutputType, |
| 3422 | TosaErrorValidator.evWrongInputList, |
| 3423 | TosaErrorValidator.evWrongOutputList, |
| 3424 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3425 | "data_gen": { |
| 3426 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3427 | }, |
| 3428 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3429 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3430 | # Elementwise Binary Operators |
| 3431 | "add": { |
| 3432 | "op": Op.ADD, |
| 3433 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3434 | "build_fcn": ( |
| 3435 | build_binary_broadcast, |
| 3436 | TosaTensorGen.tgBroadcastFuzz, |
| 3437 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3438 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3439 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3440 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3441 | "error_if_validators": ( |
| 3442 | TosaErrorValidator.evRankMismatch, |
| 3443 | TosaErrorValidator.evWrongInputType, |
| 3444 | TosaErrorValidator.evWrongOutputType, |
| 3445 | TosaErrorValidator.evWrongInputList, |
| 3446 | TosaErrorValidator.evWrongOutputList, |
| 3447 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3448 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3449 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3450 | "data_gen": { |
| 3451 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3452 | }, |
| 3453 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3454 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3455 | "arithmetic_right_shift": { |
| 3456 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3457 | "operands": (2, 0), |
| 3458 | "build_fcn": ( |
| 3459 | build_arithmetic_right_shift, |
| 3460 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3461 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3462 | TosaArgGen.agArithmeticRightShift, |
| 3463 | ), |
| 3464 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3465 | "error_if_validators": ( |
| 3466 | TosaErrorValidator.evRankMismatch, |
| 3467 | TosaErrorValidator.evWrongInputType, |
| 3468 | TosaErrorValidator.evWrongOutputType, |
| 3469 | TosaErrorValidator.evWrongInputList, |
| 3470 | TosaErrorValidator.evWrongOutputList, |
| 3471 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3472 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3473 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3474 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3475 | "bitwise_and": { |
| 3476 | "op": Op.BITWISE_AND, |
| 3477 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3478 | "build_fcn": ( |
| 3479 | build_binary_broadcast, |
| 3480 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3481 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3482 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3483 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3484 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3485 | "error_if_validators": ( |
| 3486 | TosaErrorValidator.evRankMismatch, |
| 3487 | TosaErrorValidator.evWrongInputType, |
| 3488 | TosaErrorValidator.evWrongOutputType, |
| 3489 | TosaErrorValidator.evWrongInputList, |
| 3490 | TosaErrorValidator.evWrongOutputList, |
| 3491 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3492 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3493 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3494 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3495 | "bitwise_or": { |
| 3496 | "op": Op.BITWISE_OR, |
| 3497 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3498 | "build_fcn": ( |
| 3499 | build_binary_broadcast, |
| 3500 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3501 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3502 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3503 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3504 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3505 | "error_if_validators": ( |
| 3506 | TosaErrorValidator.evRankMismatch, |
| 3507 | TosaErrorValidator.evWrongInputType, |
| 3508 | TosaErrorValidator.evWrongOutputType, |
| 3509 | TosaErrorValidator.evWrongInputList, |
| 3510 | TosaErrorValidator.evWrongOutputList, |
| 3511 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3512 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3513 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3514 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3515 | "bitwise_xor": { |
| 3516 | "op": Op.BITWISE_XOR, |
| 3517 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3518 | "build_fcn": ( |
| 3519 | build_binary_broadcast, |
| 3520 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3521 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3522 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3523 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3524 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3525 | "error_if_validators": ( |
| 3526 | TosaErrorValidator.evRankMismatch, |
| 3527 | TosaErrorValidator.evWrongInputType, |
| 3528 | TosaErrorValidator.evWrongOutputType, |
| 3529 | TosaErrorValidator.evWrongInputList, |
| 3530 | TosaErrorValidator.evWrongOutputList, |
| 3531 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3532 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3533 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3534 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3535 | "intdiv": { |
| 3536 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3537 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3538 | "build_fcn": ( |
| 3539 | build_binary_broadcast, |
| 3540 | TosaTensorGen.tgBroadcastFuzz, |
| 3541 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3542 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3543 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3544 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3545 | "error_if_validators": ( |
| 3546 | TosaErrorValidator.evRankMismatch, |
| 3547 | TosaErrorValidator.evWrongInputType, |
| 3548 | TosaErrorValidator.evWrongOutputType, |
| 3549 | TosaErrorValidator.evWrongInputList, |
| 3550 | TosaErrorValidator.evWrongOutputList, |
| 3551 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3552 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3553 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3554 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3555 | "logical_and": { |
| 3556 | "op": Op.LOGICAL_AND, |
| 3557 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3558 | "build_fcn": ( |
| 3559 | build_binary_broadcast, |
| 3560 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3561 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3562 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3563 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3564 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3565 | "error_if_validators": ( |
| 3566 | TosaErrorValidator.evRankMismatch, |
| 3567 | TosaErrorValidator.evWrongInputType, |
| 3568 | TosaErrorValidator.evWrongOutputType, |
| 3569 | TosaErrorValidator.evWrongInputList, |
| 3570 | TosaErrorValidator.evWrongOutputList, |
| 3571 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3572 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3573 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3574 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3575 | "logical_left_shift": { |
| 3576 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3577 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3578 | "build_fcn": ( |
| 3579 | build_binary_broadcast, |
| 3580 | TosaTensorGen.tgBroadcastFuzz, |
| 3581 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3582 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3583 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3584 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3585 | "error_if_validators": ( |
| 3586 | TosaErrorValidator.evRankMismatch, |
| 3587 | TosaErrorValidator.evWrongInputType, |
| 3588 | TosaErrorValidator.evWrongOutputType, |
| 3589 | TosaErrorValidator.evWrongInputList, |
| 3590 | TosaErrorValidator.evWrongOutputList, |
| 3591 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3592 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3593 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3594 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3595 | "logical_right_shift": { |
| 3596 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3597 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3598 | "build_fcn": ( |
| 3599 | build_binary_broadcast, |
| 3600 | TosaTensorGen.tgBroadcastFuzz, |
| 3601 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3602 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3603 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3604 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3605 | "error_if_validators": ( |
| 3606 | TosaErrorValidator.evRankMismatch, |
| 3607 | TosaErrorValidator.evWrongInputType, |
| 3608 | TosaErrorValidator.evWrongOutputType, |
| 3609 | TosaErrorValidator.evWrongInputList, |
| 3610 | TosaErrorValidator.evWrongOutputList, |
| 3611 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3612 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3613 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3614 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3615 | "logical_or": { |
| 3616 | "op": Op.LOGICAL_OR, |
| 3617 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3618 | "build_fcn": ( |
| 3619 | build_binary_broadcast, |
| 3620 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3621 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3622 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3623 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3624 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3625 | "error_if_validators": ( |
| 3626 | TosaErrorValidator.evRankMismatch, |
| 3627 | TosaErrorValidator.evWrongInputType, |
| 3628 | TosaErrorValidator.evWrongOutputType, |
| 3629 | TosaErrorValidator.evWrongInputList, |
| 3630 | TosaErrorValidator.evWrongOutputList, |
| 3631 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3632 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3633 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3634 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3635 | "logical_xor": { |
| 3636 | "op": Op.LOGICAL_XOR, |
| 3637 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3638 | "build_fcn": ( |
| 3639 | build_binary_broadcast, |
| 3640 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3641 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3642 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3643 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3644 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3645 | "error_if_validators": ( |
| 3646 | TosaErrorValidator.evRankMismatch, |
| 3647 | TosaErrorValidator.evWrongInputType, |
| 3648 | TosaErrorValidator.evWrongOutputType, |
| 3649 | TosaErrorValidator.evWrongInputList, |
| 3650 | TosaErrorValidator.evWrongOutputList, |
| 3651 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3652 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3653 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3654 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3655 | "maximum": { |
| 3656 | "op": Op.MAXIMUM, |
| 3657 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3658 | "build_fcn": ( |
| 3659 | build_binary_broadcast, |
| 3660 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3661 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3662 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3663 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3664 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3665 | "error_if_validators": ( |
| 3666 | TosaErrorValidator.evRankMismatch, |
| 3667 | TosaErrorValidator.evWrongInputType, |
| 3668 | TosaErrorValidator.evWrongOutputType, |
| 3669 | TosaErrorValidator.evWrongInputList, |
| 3670 | TosaErrorValidator.evWrongOutputList, |
| 3671 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3672 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3673 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3674 | "data_gen": { |
| 3675 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3676 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3677 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3678 | "minimum": { |
| 3679 | "op": Op.MINIMUM, |
| 3680 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3681 | "build_fcn": ( |
| 3682 | build_binary_broadcast, |
| 3683 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3684 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3685 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3686 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3687 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3688 | "error_if_validators": ( |
| 3689 | TosaErrorValidator.evRankMismatch, |
| 3690 | TosaErrorValidator.evWrongInputType, |
| 3691 | TosaErrorValidator.evWrongOutputType, |
| 3692 | TosaErrorValidator.evWrongInputList, |
| 3693 | TosaErrorValidator.evWrongOutputList, |
| 3694 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3695 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3696 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3697 | "data_gen": { |
| 3698 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3699 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3700 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3701 | "mul": { |
| 3702 | "op": Op.MUL, |
| 3703 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3704 | "build_fcn": ( |
| 3705 | build_mul, |
| 3706 | TosaTensorGen.tgBroadcastFuzz, |
| 3707 | TosaTensorValuesGen.tvgMul, |
| 3708 | TosaArgGen.agMul, |
| 3709 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3710 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3711 | "error_if_validators": ( |
| 3712 | TosaErrorValidator.evWrongInputType, |
| 3713 | TosaErrorValidator.evWrongOutputType, |
| 3714 | TosaErrorValidator.evWrongInputList, |
| 3715 | TosaErrorValidator.evWrongOutputList, |
| 3716 | TosaErrorValidator.evRankMismatch, |
| 3717 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3718 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3719 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3720 | "data_gen": { |
| 3721 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3722 | }, |
| 3723 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3724 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3725 | "pow": { |
| 3726 | "op": Op.POW, |
| 3727 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3728 | "build_fcn": ( |
| 3729 | build_binary_broadcast, |
| 3730 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3731 | TosaTensorValuesGen.tvgPow, |
| 3732 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3733 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3734 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3735 | "error_if_validators": ( |
| 3736 | TosaErrorValidator.evRankMismatch, |
| 3737 | TosaErrorValidator.evWrongInputType, |
| 3738 | TosaErrorValidator.evWrongOutputType, |
| 3739 | TosaErrorValidator.evWrongInputList, |
| 3740 | TosaErrorValidator.evWrongOutputList, |
| 3741 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3742 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3743 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3744 | "data_gen": { |
| 3745 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3746 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3747 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3748 | "sub": { |
| 3749 | "op": Op.SUB, |
| 3750 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3751 | "build_fcn": ( |
| 3752 | build_binary_broadcast, |
| 3753 | TosaTensorGen.tgBroadcastFuzz, |
| 3754 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3755 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3756 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3757 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3758 | "error_if_validators": ( |
| 3759 | TosaErrorValidator.evRankMismatch, |
| 3760 | TosaErrorValidator.evWrongInputType, |
| 3761 | TosaErrorValidator.evWrongOutputType, |
| 3762 | TosaErrorValidator.evWrongInputList, |
| 3763 | TosaErrorValidator.evWrongOutputList, |
| 3764 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3765 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3766 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3767 | "data_gen": { |
| 3768 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3769 | }, |
| 3770 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3771 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3772 | "table": { |
| 3773 | "op": Op.TABLE, |
| 3774 | # Use the automatic generation functions to create the input array |
| 3775 | # but create the table tensor in the build function, as it may be |
| 3776 | # a different type from the input |
| 3777 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3778 | "build_fcn": ( |
| 3779 | build_table, |
| 3780 | TosaTensorGen.tgBasic, |
| 3781 | TosaTensorValuesGen.tvgDefault, |
| 3782 | TosaArgGen.agTable, |
| 3783 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3784 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3785 | "error_if_validators": ( |
| 3786 | TosaErrorValidator.evWrongInputType, |
| 3787 | TosaErrorValidator.evWrongOutputType, |
| 3788 | TosaErrorValidator.evWrongInputList, |
| 3789 | TosaErrorValidator.evWrongOutputList, |
| 3790 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3791 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3792 | # Elementwise Unary operators |
| 3793 | "abs": { |
| 3794 | "op": Op.ABS, |
| 3795 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3796 | "build_fcn": ( |
| 3797 | build_unary, |
| 3798 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3799 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3800 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3801 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3802 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3803 | "error_if_validators": ( |
| 3804 | TosaErrorValidator.evWrongInputType, |
| 3805 | TosaErrorValidator.evWrongOutputType, |
| 3806 | TosaErrorValidator.evWrongInputList, |
| 3807 | TosaErrorValidator.evWrongOutputList, |
| 3808 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3809 | "data_gen": { |
| 3810 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3811 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3812 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3813 | "bitwise_not": { |
| 3814 | "op": Op.BITWISE_NOT, |
| 3815 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3816 | "build_fcn": ( |
| 3817 | build_unary, |
| 3818 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3819 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3820 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3821 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3822 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3823 | "error_if_validators": ( |
| 3824 | TosaErrorValidator.evWrongInputType, |
| 3825 | TosaErrorValidator.evWrongOutputType, |
| 3826 | TosaErrorValidator.evWrongInputList, |
| 3827 | TosaErrorValidator.evWrongOutputList, |
| 3828 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3829 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3830 | "ceil": { |
| 3831 | "op": Op.CEIL, |
| 3832 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3833 | "build_fcn": ( |
| 3834 | build_unary, |
| 3835 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3836 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3837 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3838 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3839 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3840 | "error_if_validators": ( |
| 3841 | TosaErrorValidator.evWrongInputType, |
| 3842 | TosaErrorValidator.evWrongOutputType, |
| 3843 | TosaErrorValidator.evWrongInputList, |
| 3844 | TosaErrorValidator.evWrongOutputList, |
| 3845 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3846 | "data_gen": { |
| 3847 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3848 | }, |
| 3849 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3850 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3851 | "clz": { |
| 3852 | "op": Op.CLZ, |
| 3853 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3854 | "build_fcn": ( |
| 3855 | build_unary, |
| 3856 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3857 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3858 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3859 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3860 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3861 | "error_if_validators": ( |
| 3862 | TosaErrorValidator.evWrongInputType, |
| 3863 | TosaErrorValidator.evWrongOutputType, |
| 3864 | TosaErrorValidator.evWrongInputList, |
| 3865 | TosaErrorValidator.evWrongOutputList, |
| 3866 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3867 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3868 | "exp": { |
| 3869 | "op": Op.EXP, |
| 3870 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3871 | "build_fcn": ( |
| 3872 | build_unary, |
| 3873 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3874 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3875 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3876 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3877 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3878 | "error_if_validators": ( |
| 3879 | TosaErrorValidator.evWrongInputType, |
| 3880 | TosaErrorValidator.evWrongOutputType, |
| 3881 | TosaErrorValidator.evWrongInputList, |
| 3882 | TosaErrorValidator.evWrongOutputList, |
| 3883 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3884 | "data_gen": { |
| 3885 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3886 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3887 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3888 | "floor": { |
| 3889 | "op": Op.FLOOR, |
| 3890 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3891 | "build_fcn": ( |
| 3892 | build_unary, |
| 3893 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3894 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3895 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3896 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3897 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3898 | "error_if_validators": ( |
| 3899 | TosaErrorValidator.evWrongInputType, |
| 3900 | TosaErrorValidator.evWrongOutputType, |
| 3901 | TosaErrorValidator.evWrongInputList, |
| 3902 | TosaErrorValidator.evWrongOutputList, |
| 3903 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3904 | "data_gen": { |
| 3905 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3906 | }, |
| 3907 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3908 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3909 | "log": { |
| 3910 | "op": Op.LOG, |
| 3911 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3912 | "build_fcn": ( |
| 3913 | build_unary, |
| 3914 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3915 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3916 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3917 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3918 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3919 | "error_if_validators": ( |
| 3920 | TosaErrorValidator.evWrongInputType, |
| 3921 | TosaErrorValidator.evWrongOutputType, |
| 3922 | TosaErrorValidator.evWrongInputList, |
| 3923 | TosaErrorValidator.evWrongOutputList, |
| 3924 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3925 | "data_gen": { |
| 3926 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3927 | }, |
| 3928 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3929 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3930 | "logical_not": { |
| 3931 | "op": Op.LOGICAL_NOT, |
| 3932 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3933 | "build_fcn": ( |
| 3934 | build_unary, |
| 3935 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3936 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3937 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3938 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3939 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3940 | "error_if_validators": ( |
| 3941 | TosaErrorValidator.evWrongInputType, |
| 3942 | TosaErrorValidator.evWrongOutputType, |
| 3943 | TosaErrorValidator.evWrongInputList, |
| 3944 | TosaErrorValidator.evWrongOutputList, |
| 3945 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3946 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3947 | "negate": { |
| 3948 | "op": Op.NEGATE, |
| 3949 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3950 | "build_fcn": ( |
| 3951 | build_unary, |
| 3952 | TosaTensorGen.tgBasic, |
| 3953 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3954 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3955 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3956 | "qgen": TosaQuantGen.qgUnary, |
| 3957 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3958 | "error_if_validators": ( |
| 3959 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3960 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3961 | TosaErrorValidator.evWrongInputType, |
| 3962 | TosaErrorValidator.evWrongOutputType, |
| 3963 | TosaErrorValidator.evWrongInputList, |
| 3964 | TosaErrorValidator.evWrongOutputList, |
| 3965 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3966 | "data_gen": { |
| 3967 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3968 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3969 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3970 | "reciprocal": { |
| 3971 | "op": Op.RECIPROCAL, |
| 3972 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3973 | "build_fcn": ( |
| 3974 | build_unary, |
| 3975 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3976 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3977 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3978 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3979 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3980 | "error_if_validators": ( |
| 3981 | TosaErrorValidator.evWrongInputType, |
| 3982 | TosaErrorValidator.evWrongOutputType, |
| 3983 | TosaErrorValidator.evWrongInputList, |
| 3984 | TosaErrorValidator.evWrongOutputList, |
| 3985 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3986 | "data_gen": { |
| 3987 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3988 | }, |
| 3989 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3990 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3991 | "rsqrt": { |
| 3992 | "op": Op.RSQRT, |
| 3993 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3994 | "build_fcn": ( |
| 3995 | build_unary, |
| 3996 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3997 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3998 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3999 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4000 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4001 | "error_if_validators": ( |
| 4002 | TosaErrorValidator.evWrongInputType, |
| 4003 | TosaErrorValidator.evWrongOutputType, |
| 4004 | TosaErrorValidator.evWrongInputList, |
| 4005 | TosaErrorValidator.evWrongOutputList, |
| 4006 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4007 | "data_gen": { |
| 4008 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4009 | }, |
| 4010 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4011 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4012 | # Elementwise Ternary operators |
| 4013 | "select": { |
| 4014 | "op": Op.SELECT, |
| 4015 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4016 | "build_fcn": ( |
| 4017 | build_select, |
| 4018 | TosaTensorGen.tgBroadcastFuzz, |
| 4019 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4020 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4021 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4022 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4023 | "error_if_validators": ( |
| 4024 | TosaErrorValidator.evRankMismatch, |
| 4025 | TosaErrorValidator.evWrongInputType, |
| 4026 | TosaErrorValidator.evWrongOutputType, |
| 4027 | TosaErrorValidator.evWrongInputList, |
| 4028 | TosaErrorValidator.evWrongOutputList, |
| 4029 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4030 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4031 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4032 | "data_gen": { |
| 4033 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4034 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4035 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4036 | # Comparison operators |
| 4037 | "equal": { |
| 4038 | "op": Op.EQUAL, |
| 4039 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4040 | "build_fcn": ( |
| 4041 | build_comparison, |
| 4042 | TosaTensorGen.tgBroadcastFuzz, |
| 4043 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4044 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4045 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4046 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4047 | "error_if_validators": ( |
| 4048 | TosaErrorValidator.evRankMismatch, |
| 4049 | TosaErrorValidator.evWrongInputType, |
| 4050 | TosaErrorValidator.evWrongOutputType, |
| 4051 | TosaErrorValidator.evWrongInputList, |
| 4052 | TosaErrorValidator.evWrongOutputList, |
| 4053 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4054 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4055 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4056 | "data_gen": { |
| 4057 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4058 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4059 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4060 | "greater_equal": { |
| 4061 | "op": Op.GREATER_EQUAL, |
| 4062 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4063 | "build_fcn": ( |
| 4064 | build_comparison, |
| 4065 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4066 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4067 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4068 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4069 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4070 | "error_if_validators": ( |
| 4071 | TosaErrorValidator.evRankMismatch, |
| 4072 | TosaErrorValidator.evWrongInputType, |
| 4073 | TosaErrorValidator.evWrongOutputType, |
| 4074 | TosaErrorValidator.evWrongInputList, |
| 4075 | TosaErrorValidator.evWrongOutputList, |
| 4076 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4077 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4078 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4079 | "data_gen": { |
| 4080 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4081 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4082 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4083 | "greater": { |
| 4084 | "op": Op.GREATER, |
| 4085 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4086 | "build_fcn": ( |
| 4087 | build_comparison, |
| 4088 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4089 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4090 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4091 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4092 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4093 | "error_if_validators": ( |
| 4094 | TosaErrorValidator.evRankMismatch, |
| 4095 | TosaErrorValidator.evWrongInputType, |
| 4096 | TosaErrorValidator.evWrongOutputType, |
| 4097 | TosaErrorValidator.evWrongInputList, |
| 4098 | TosaErrorValidator.evWrongOutputList, |
| 4099 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4100 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4101 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4102 | "data_gen": { |
| 4103 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4104 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4105 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4106 | # Reduction operators |
| 4107 | "reduce_all": { |
| 4108 | "op": Op.REDUCE_ALL, |
| 4109 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4110 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4111 | "build_fcn": ( |
| 4112 | build_reduce, |
| 4113 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4114 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4115 | TosaArgGen.agAxis, |
| 4116 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4117 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4118 | "error_if_validators": ( |
| 4119 | TosaErrorValidator.evAxisLargerRank, |
| 4120 | TosaErrorValidator.evAxisSmallerZero, |
| 4121 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4122 | TosaErrorValidator.evWrongInputType, |
| 4123 | TosaErrorValidator.evWrongOutputType, |
| 4124 | TosaErrorValidator.evWrongRank, |
| 4125 | TosaErrorValidator.evWrongInputList, |
| 4126 | TosaErrorValidator.evWrongOutputList, |
| 4127 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4128 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4129 | "reduce_any": { |
| 4130 | "op": Op.REDUCE_ANY, |
| 4131 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4132 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4133 | "build_fcn": ( |
| 4134 | build_reduce, |
| 4135 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4136 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4137 | TosaArgGen.agAxis, |
| 4138 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4139 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4140 | "error_if_validators": ( |
| 4141 | TosaErrorValidator.evAxisLargerRank, |
| 4142 | TosaErrorValidator.evAxisSmallerZero, |
| 4143 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4144 | TosaErrorValidator.evWrongInputType, |
| 4145 | TosaErrorValidator.evWrongOutputType, |
| 4146 | TosaErrorValidator.evWrongRank, |
| 4147 | TosaErrorValidator.evWrongInputList, |
| 4148 | TosaErrorValidator.evWrongOutputList, |
| 4149 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4150 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4151 | "reduce_max": { |
| 4152 | "op": Op.REDUCE_MAX, |
| 4153 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4154 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4155 | "build_fcn": ( |
| 4156 | build_reduce, |
| 4157 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4158 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4159 | TosaArgGen.agAxis, |
| 4160 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4161 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4162 | "error_if_validators": ( |
| 4163 | TosaErrorValidator.evAxisLargerRank, |
| 4164 | TosaErrorValidator.evAxisSmallerZero, |
| 4165 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4166 | TosaErrorValidator.evWrongInputType, |
| 4167 | TosaErrorValidator.evWrongOutputType, |
| 4168 | TosaErrorValidator.evWrongRank, |
| 4169 | TosaErrorValidator.evWrongInputList, |
| 4170 | TosaErrorValidator.evWrongOutputList, |
| 4171 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4172 | "data_gen": { |
| 4173 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4174 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4175 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4176 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4177 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4178 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4179 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4180 | "build_fcn": ( |
| 4181 | build_reduce, |
| 4182 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4183 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4184 | TosaArgGen.agAxis, |
| 4185 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4186 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4187 | "error_if_validators": ( |
| 4188 | TosaErrorValidator.evAxisLargerRank, |
| 4189 | TosaErrorValidator.evAxisSmallerZero, |
| 4190 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4191 | TosaErrorValidator.evWrongInputType, |
| 4192 | TosaErrorValidator.evWrongOutputType, |
| 4193 | TosaErrorValidator.evWrongRank, |
| 4194 | TosaErrorValidator.evWrongInputList, |
| 4195 | TosaErrorValidator.evWrongOutputList, |
| 4196 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4197 | "data_gen": { |
| 4198 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4199 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4200 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4201 | "reduce_product": { |
| 4202 | "op": Op.REDUCE_PRODUCT, |
| 4203 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4204 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4205 | "build_fcn": ( |
| 4206 | build_reduce, |
| 4207 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4208 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4209 | TosaArgGen.agAxis, |
| 4210 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4211 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4212 | "error_if_validators": ( |
| 4213 | TosaErrorValidator.evAxisLargerRank, |
| 4214 | TosaErrorValidator.evAxisSmallerZero, |
| 4215 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4216 | TosaErrorValidator.evWrongInputType, |
| 4217 | TosaErrorValidator.evWrongOutputType, |
| 4218 | TosaErrorValidator.evWrongRank, |
| 4219 | TosaErrorValidator.evWrongInputList, |
| 4220 | TosaErrorValidator.evWrongOutputList, |
| 4221 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4222 | "data_gen": { |
| 4223 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4224 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4225 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4226 | "reduce_sum": { |
| 4227 | "op": Op.REDUCE_SUM, |
| 4228 | "operands": (1, 0), |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 4229 | "rank": (1, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4230 | "build_fcn": ( |
| 4231 | build_reduce, |
| 4232 | TosaTensorGen.tgBasic, |
| 4233 | TosaTensorValuesGen.tvgReduceSum, |
| 4234 | TosaArgGen.agAxis, |
| 4235 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4236 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4237 | "error_if_validators": ( |
| 4238 | TosaErrorValidator.evAxisLargerRank, |
| 4239 | TosaErrorValidator.evAxisSmallerZero, |
| 4240 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4241 | TosaErrorValidator.evWrongInputType, |
| 4242 | TosaErrorValidator.evWrongOutputType, |
| 4243 | TosaErrorValidator.evWrongRank, |
| 4244 | TosaErrorValidator.evWrongInputList, |
| 4245 | TosaErrorValidator.evWrongOutputList, |
| 4246 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4247 | "data_gen": { |
| 4248 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4249 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4250 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4251 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4252 | "concat": { |
| 4253 | "op": Op.CONCAT, |
| 4254 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4255 | "build_fcn": ( |
| 4256 | build_concat, |
| 4257 | TosaTensorGen.tgConcat, |
| 4258 | TosaTensorValuesGen.tvgConcat, |
| 4259 | TosaArgGen.agAxis, |
| 4260 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4261 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4262 | "error_if_validators": ( |
| 4263 | TosaErrorValidator.evAxisLargerRank, |
| 4264 | TosaErrorValidator.evAxisSmallerZero, |
| 4265 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4266 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4267 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4268 | TosaErrorValidator.evWrongInputType, |
| 4269 | TosaErrorValidator.evWrongOutputType, |
| 4270 | TosaErrorValidator.evWrongOutputList, |
| 4271 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4272 | "data_gen": { |
| 4273 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4274 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4275 | }, |
| 4276 | "pad": { |
| 4277 | "op": Op.PAD, |
| 4278 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4279 | "build_fcn": ( |
| 4280 | build_pad, |
| 4281 | TosaTensorGen.tgBasic, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4282 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4283 | TosaArgGen.agPad, |
| 4284 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4285 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4286 | "error_if_validators": ( |
| 4287 | TosaErrorValidator.evWrongInputType, |
| 4288 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4289 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4290 | TosaErrorValidator.evWrongOutputType, |
| 4291 | TosaErrorValidator.evWrongInputList, |
| 4292 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4293 | TosaErrorValidator.evRankMismatch, |
| 4294 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4295 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4296 | "data_gen": { |
| 4297 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4298 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4299 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4300 | "dim": { |
| 4301 | "op": Op.DIM, |
| 4302 | "operands": (1, 0), |
| 4303 | "build_fcn": ( |
| 4304 | build_dim, |
| 4305 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4306 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4307 | TosaArgGen.agAxis, |
| 4308 | ), |
| 4309 | "types": TYPE_FIB, |
| 4310 | "error_if_validators": ( |
| 4311 | TosaErrorValidator.evAxisLargerRank, |
| 4312 | TosaErrorValidator.evAxisSmallerZero, |
| 4313 | TosaErrorValidator.evWrongInputType, |
| 4314 | TosaErrorValidator.evWrongInputList, |
| 4315 | TosaErrorValidator.evWrongOutputList, |
| 4316 | TosaErrorValidator.evWrongRank, |
| 4317 | ), |
| 4318 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4319 | "reshape": { |
| 4320 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4321 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4322 | "build_fcn": ( |
| 4323 | build_reshape, |
| 4324 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4325 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4326 | TosaArgGen.agReshape, |
| 4327 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4328 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4329 | "error_if_validators": ( |
| 4330 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4331 | TosaErrorValidator.evWrongInputType, |
| 4332 | TosaErrorValidator.evWrongOutputType, |
| 4333 | TosaErrorValidator.evWrongInputList, |
| 4334 | TosaErrorValidator.evWrongOutputList, |
| 4335 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4336 | "data_gen": { |
| 4337 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4338 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4339 | }, |
| 4340 | "reverse": { |
| 4341 | "op": Op.REVERSE, |
| 4342 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4343 | "build_fcn": ( |
| 4344 | build_reverse, |
| 4345 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4346 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4347 | TosaArgGen.agAxis, |
| 4348 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4349 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4350 | "error_if_validators": ( |
| 4351 | TosaErrorValidator.evAxisSmallerZero, |
| 4352 | TosaErrorValidator.evAxisLargerRank, |
| 4353 | TosaErrorValidator.evWrongInputType, |
| 4354 | TosaErrorValidator.evWrongOutputType, |
| 4355 | TosaErrorValidator.evWrongInputList, |
| 4356 | TosaErrorValidator.evWrongOutputList, |
| 4357 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4358 | }, |
| 4359 | "slice": { |
| 4360 | "op": Op.SLICE, |
| 4361 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4362 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4363 | "build_fcn": ( |
| 4364 | build_slice, |
| 4365 | TosaTensorGen.tgBasic, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4366 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4367 | TosaArgGen.agSlice, |
| 4368 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4369 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4370 | "error_if_validators": ( |
| 4371 | TosaErrorValidator.evStartSmallerZero, |
| 4372 | TosaErrorValidator.evSizeSmallerEqualZero, |
| 4373 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4374 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4375 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4376 | TosaErrorValidator.evWrongRank, |
| 4377 | TosaErrorValidator.evWrongInputType, |
| 4378 | TosaErrorValidator.evWrongOutputType, |
| 4379 | TosaErrorValidator.evWrongInputList, |
| 4380 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4381 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4382 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4383 | "data_gen": { |
| 4384 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4385 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4386 | }, |
| 4387 | "tile": { |
| 4388 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4389 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4390 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4391 | "build_fcn": ( |
| 4392 | build_tile, |
| 4393 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4394 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4395 | TosaArgGen.agTile, |
| 4396 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4397 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4398 | "error_if_validators": ( |
| 4399 | TosaErrorValidator.evWrongInputType, |
| 4400 | TosaErrorValidator.evWrongOutputType, |
| 4401 | TosaErrorValidator.evWrongInputList, |
| 4402 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4403 | TosaErrorValidator.evRankMismatch, |
| 4404 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4405 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4406 | "data_gen": { |
| 4407 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4408 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4409 | }, |
| 4410 | "transpose": { |
| 4411 | "op": Op.TRANSPOSE, |
| 4412 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4413 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4414 | "build_fcn": ( |
| 4415 | build_transpose, |
| 4416 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4417 | TosaTensorValuesGen.tvgDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4418 | TosaArgGen.agTranspose, |
| 4419 | ), |
| 4420 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4421 | "error_if_validators": ( |
| 4422 | TosaErrorValidator.evIndexOutsideBounds, |
| 4423 | TosaErrorValidator.evIndexUsedTwice, |
| 4424 | TosaErrorValidator.evWrongInputType, |
| 4425 | TosaErrorValidator.evWrongOutputType, |
| 4426 | TosaErrorValidator.evWrongInputList, |
| 4427 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4428 | TosaErrorValidator.evWrongRank, |
| 4429 | TosaErrorValidator.evRankMismatch, |
| 4430 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4431 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4432 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4433 | # Data nodes |
| 4434 | "const": { |
| 4435 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4436 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4437 | "build_fcn": ( |
| 4438 | build_const, |
| 4439 | TosaTensorGen.tgBasic, |
| 4440 | TosaTensorValuesGen.tvgDefault, |
| 4441 | None, |
| 4442 | ), |
Luke Hutton | 6587242 | 2023-02-20 10:33:04 +0000 | [diff] [blame] | 4443 | "types": TYPE_FIB + [DType.INT48], |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4444 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4445 | "identity": { |
| 4446 | "op": Op.IDENTITY, |
| 4447 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4448 | "build_fcn": ( |
| 4449 | build_unary, |
| 4450 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4451 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4452 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4453 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4454 | "types": TYPE_FIB, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4455 | "data_gen": { |
| 4456 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4457 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4458 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4459 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4460 | "gather": { |
| 4461 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4462 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4463 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4464 | "build_fcn": ( |
| 4465 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4466 | TosaTensorGen.tgGather, |
| 4467 | TosaTensorValuesGen.tvgGather, |
| 4468 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4469 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4470 | "types": ( |
| 4471 | DType.INT8, |
| 4472 | DType.INT16, |
| 4473 | DType.INT32, |
| 4474 | DType.FP16, |
| 4475 | DType.BF16, |
| 4476 | DType.FP32, |
| 4477 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4478 | "error_if_validators": ( |
| 4479 | TosaErrorValidator.evWrongInputType, |
| 4480 | TosaErrorValidator.evWrongOutputType, |
| 4481 | TosaErrorValidator.evWrongInputList, |
| 4482 | TosaErrorValidator.evWrongOutputList, |
| 4483 | TosaErrorValidator.evWrongRank, |
| 4484 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4485 | "data_gen": { |
| 4486 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4487 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4488 | }, |
| 4489 | "scatter": { |
| 4490 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4491 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4492 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4493 | "build_fcn": ( |
| 4494 | build_scatter, |
| 4495 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4496 | TosaTensorValuesGen.tvgScatter, |
| 4497 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4498 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4499 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4500 | "error_if_validators": ( |
| 4501 | TosaErrorValidator.evWrongInputType, |
| 4502 | TosaErrorValidator.evWrongOutputType, |
| 4503 | TosaErrorValidator.evWrongInputList, |
| 4504 | TosaErrorValidator.evWrongOutputList, |
| 4505 | TosaErrorValidator.evWrongRank, |
| 4506 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4507 | "data_gen": { |
| 4508 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4509 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4510 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4511 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4512 | "resize": { |
| 4513 | "op": Op.RESIZE, |
| 4514 | "operands": (1, 0), |
| 4515 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4516 | "build_fcn": ( |
| 4517 | build_resize, |
| 4518 | TosaTensorGen.tgNHWC, |
| 4519 | TosaTensorValuesGen.tvgDefault, |
| 4520 | TosaArgGen.agResize, |
| 4521 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4522 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4523 | "invalid_test_validators": ( |
| 4524 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4525 | ), |
| 4526 | "error_if_validators": ( |
| 4527 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4528 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4529 | TosaErrorValidator.evScaleNLargerMax, |
| 4530 | TosaErrorValidator.evScaleDLargerMax, |
| 4531 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4532 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4533 | TosaErrorValidator.evBorderSmallerMin, |
| 4534 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4535 | TosaErrorValidator.evWrongInputType, |
| 4536 | TosaErrorValidator.evWrongOutputType, |
| 4537 | TosaErrorValidator.evWrongRank, |
| 4538 | TosaErrorValidator.evWrongInputList, |
| 4539 | TosaErrorValidator.evWrongOutputList, |
| 4540 | TosaErrorValidator.evBatchMismatch, |
| 4541 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4542 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4543 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4544 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4545 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4546 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4547 | "cast": { |
| 4548 | "op": Op.CAST, |
| 4549 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4550 | "build_fcn": ( |
| 4551 | build_cast, |
| 4552 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4553 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4554 | TosaArgGen.agCast, |
| 4555 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4556 | "types": ( |
| 4557 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4558 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4559 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4560 | DType.INT8, |
| 4561 | DType.INT16, |
| 4562 | DType.INT32, |
| 4563 | DType.BOOL, |
| 4564 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4565 | "error_if_validators": ( |
| 4566 | TosaErrorValidator.evWrongInputType, |
| 4567 | TosaErrorValidator.evWrongOutputType, |
| 4568 | TosaErrorValidator.evWrongInputList, |
| 4569 | TosaErrorValidator.evWrongOutputList, |
| 4570 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4571 | "data_gen": { |
| 4572 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4573 | }, |
| 4574 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4575 | }, |
| 4576 | "rescale": { |
| 4577 | "op": Op.RESCALE, |
| 4578 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4579 | "build_fcn": ( |
| 4580 | build_rescale, |
| 4581 | TosaTensorGen.tgBasic, |
| 4582 | TosaTensorValuesGen.tvgDefault, |
| 4583 | TosaArgGen.agRescale, |
| 4584 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4585 | "types": [ |
| 4586 | DType.UINT8, |
| 4587 | DType.INT8, |
| 4588 | DType.INT16, |
| 4589 | DType.INT32, |
| 4590 | DType.INT48, |
| 4591 | DType.UINT16, |
| 4592 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4593 | "error_if_validators": ( |
| 4594 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4595 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4596 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4597 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4598 | TosaErrorValidator.evScaleTrue, |
| 4599 | TosaErrorValidator.evScaleNotTrue, |
| 4600 | TosaErrorValidator.evWrongInputType, |
| 4601 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4602 | TosaErrorValidator.evWrongInputList, |
| 4603 | TosaErrorValidator.evWrongOutputList, |
| 4604 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4605 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4606 | # Custom |
| 4607 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4608 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4609 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4610 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4611 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4612 | "cond_if_const": { |
| 4613 | "op": Op.COND_IF, |
| 4614 | "operands": (0, 2), |
| 4615 | "build_fcn": ( |
| 4616 | build_cond_if_const, |
| 4617 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4618 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4619 | TosaArgGen.agCondIf, |
| 4620 | ), |
| 4621 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4622 | "error_if_validators": ( |
| 4623 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4624 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4625 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4626 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4627 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4628 | }, |
| 4629 | "cond_if_binary": { |
| 4630 | "op": Op.COND_IF, |
| 4631 | "operands": (2, 0), |
| 4632 | "build_fcn": ( |
| 4633 | build_cond_if_binary, |
| 4634 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4635 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4636 | TosaArgGen.agCondIf, |
| 4637 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4638 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4639 | "error_if_validators": ( |
| 4640 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4641 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4642 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4643 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4644 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4645 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4646 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4647 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4648 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4649 | "while_loop": { |
| 4650 | "op": Op.WHILE_LOOP, |
| 4651 | "operands": (0, 1), |
| 4652 | "build_fcn": ( |
| 4653 | build_while_loop, |
| 4654 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4655 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4656 | TosaArgGen.agWhileLoop, |
| 4657 | ), |
| 4658 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4659 | "error_if_validators": ( |
| 4660 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4661 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4662 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4663 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4664 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4665 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4666 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4667 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4668 | "fft2d": { |
| 4669 | "op": Op.FFT2D, |
| 4670 | "operands": (2, 0), |
| 4671 | "rank": (3, 3), |
| 4672 | "build_fcn": ( |
| 4673 | build_fft2d, |
| 4674 | TosaTensorGen.tgFFT2d, |
| 4675 | TosaTensorValuesGen.tvgDefault, |
| 4676 | TosaArgGen.agFFT2d, |
| 4677 | ), |
| 4678 | "types": [DType.FP32], |
| 4679 | "error_if_validators": ( |
| 4680 | TosaErrorValidator.evWrongInputType, |
| 4681 | TosaErrorValidator.evWrongOutputType, |
| 4682 | TosaErrorValidator.evWrongInputList, |
| 4683 | TosaErrorValidator.evWrongOutputList, |
| 4684 | TosaErrorValidator.evWrongRank, |
| 4685 | TosaErrorValidator.evBatchMismatch, |
| 4686 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4687 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4688 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4689 | ), |
| 4690 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4691 | "rfft2d": { |
| 4692 | "op": Op.RFFT2D, |
| 4693 | "operands": (1, 0), |
| 4694 | "rank": (3, 3), |
| 4695 | "build_fcn": ( |
| 4696 | build_rfft2d, |
| 4697 | TosaTensorGen.tgRFFT2d, |
| 4698 | TosaTensorValuesGen.tvgDefault, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4699 | None, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4700 | ), |
| 4701 | "types": [DType.FP32], |
| 4702 | "error_if_validators": ( |
| 4703 | TosaErrorValidator.evWrongInputType, |
| 4704 | TosaErrorValidator.evWrongOutputType, |
| 4705 | TosaErrorValidator.evWrongInputList, |
| 4706 | TosaErrorValidator.evWrongOutputList, |
| 4707 | TosaErrorValidator.evWrongRank, |
| 4708 | TosaErrorValidator.evBatchMismatch, |
| 4709 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4710 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4711 | ), |
| 4712 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4713 | # Shape |
| 4714 | "add_shape": { |
| 4715 | "op": Op.ADD_SHAPE, |
| 4716 | "operands": (2, 0), |
| 4717 | "build_fcn": ( |
| 4718 | build_shape_op, |
| 4719 | TosaTensorGen.tgShape, |
| 4720 | TosaTensorValuesGen.tvgAddSub, |
| 4721 | TosaArgGen.agNone, |
| 4722 | ), |
| 4723 | "types": [DType.SHAPE], |
| 4724 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4725 | }, |
| 4726 | "sub_shape": { |
| 4727 | "op": Op.SUB_SHAPE, |
| 4728 | "operands": (2, 0), |
| 4729 | "build_fcn": ( |
| 4730 | build_shape_op, |
| 4731 | TosaTensorGen.tgShape, |
| 4732 | TosaTensorValuesGen.tvgAddSub, |
| 4733 | TosaArgGen.agNone, |
| 4734 | ), |
| 4735 | "types": [DType.SHAPE], |
| 4736 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4737 | }, |
| 4738 | "mul_shape": { |
| 4739 | "op": Op.MUL_SHAPE, |
| 4740 | "operands": (2, 0), |
| 4741 | "build_fcn": ( |
| 4742 | build_shape_op, |
| 4743 | TosaTensorGen.tgShape, |
| 4744 | TosaTensorValuesGen.tvgMul, |
| 4745 | TosaArgGen.agNone, |
| 4746 | ), |
| 4747 | "types": [DType.SHAPE], |
| 4748 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4749 | }, |
| 4750 | "div_shape": { |
| 4751 | "op": Op.DIV_SHAPE, |
| 4752 | "operands": (2, 0), |
| 4753 | "build_fcn": ( |
| 4754 | build_shape_op, |
| 4755 | TosaTensorGen.tgShape, |
| 4756 | TosaTensorValuesGen.tvgIntDiv, |
| 4757 | TosaArgGen.agNone, |
| 4758 | ), |
| 4759 | "types": [DType.SHAPE], |
| 4760 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4761 | }, |
| 4762 | "concat_shape": { |
| 4763 | "op": Op.CONCAT_SHAPE, |
| 4764 | "operands": (2, 0), |
| 4765 | "build_fcn": ( |
| 4766 | build_concat, |
| 4767 | TosaTensorGen.tgConcat, |
| 4768 | TosaTensorValuesGen.tvgConcat, |
| 4769 | TosaArgGen.agNone, |
| 4770 | ), |
| 4771 | "types": [DType.SHAPE], |
| 4772 | "error_if_validators": (), |
| 4773 | }, |
| 4774 | "const_shape": { |
| 4775 | "op": Op.CONST_SHAPE, |
| 4776 | "operands": (0, 1), |
| 4777 | "build_fcn": ( |
| 4778 | build_const, |
| 4779 | TosaTensorGen.tgBasic, |
| 4780 | TosaTensorValuesGen.tvgDefault, |
| 4781 | None, |
| 4782 | ), |
| 4783 | "types": [DType.SHAPE], |
| 4784 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4785 | } |
| 4786 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4787 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4788 | class OutputShaper: |
| 4789 | # Methods in this class compute the expected output shape and datatype |
| 4790 | # for common classes of operations |
| 4791 | def __init__(self): |
| 4792 | pass |
| 4793 | |
| 4794 | # These methods return arguments that can be used for |
| 4795 | # creating a new output tensor |
| 4796 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4797 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 4798 | if error_name != ErrorIf.RankMismatch: |
| 4799 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4800 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4801 | |
| 4802 | shape = [] |
| 4803 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4804 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4805 | shape.append(b.shape[i]) |
| 4806 | else: |
| 4807 | shape.append(a.shape[i]) |
| 4808 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4809 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4810 | if error_name == ErrorIf.DimensionMismatch: |
| 4811 | shape[fuzz_idx] += 1 |
| 4812 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4813 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4814 | all_dtypes = [ |
| 4815 | DType.INT8, |
| 4816 | DType.INT16, |
| 4817 | DType.INT32, |
| 4818 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4819 | DType.FP16, |
| 4820 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4821 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4822 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 4823 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4824 | outputDType = rng.choice(wrong_dtypes) |
| 4825 | else: |
| 4826 | outputDType = a.dtype |
| 4827 | |
| 4828 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4829 | |
| 4830 | @staticmethod |
| 4831 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4832 | assert len(a.shape) == len(b.shape) |
| 4833 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4834 | |
| 4835 | shape = [] |
| 4836 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4837 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4838 | shape.append(a.shape[i]) |
| 4839 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4840 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4841 | |
| 4842 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4843 | def unaryOp(ser, rng, a, error_name=None): |
| 4844 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4845 | all_dtypes = [ |
| 4846 | DType.INT8, |
| 4847 | DType.INT16, |
| 4848 | DType.INT32, |
| 4849 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4850 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4851 | DType.FP16, |
| 4852 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4853 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 4854 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4855 | outputDType = rng.choice(wrong_dtypes) |
| 4856 | else: |
| 4857 | outputDType = a.dtype |
| 4858 | |
| 4859 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4860 | |
| 4861 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4862 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4863 | if error_name != ErrorIf.RankMismatch: |
| 4864 | 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] | 4865 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4866 | |
| 4867 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4868 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4869 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4870 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 4871 | else: |
| 4872 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4873 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4874 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4875 | if error_name == ErrorIf.DimensionMismatch: |
| 4876 | shape[fuzz_idx] += 1 |
| 4877 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4878 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4879 | all_dtypes = [ |
| 4880 | DType.INT8, |
| 4881 | DType.INT16, |
| 4882 | DType.INT32, |
| 4883 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4884 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4885 | DType.FP16, |
| 4886 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4887 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4888 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4889 | outputDType = rng.choice(wrong_dtypes) |
| 4890 | else: |
| 4891 | outputDType = a.dtype |
| 4892 | |
| 4893 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4894 | |
| 4895 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4896 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 4897 | if error_name != ErrorIf.RankMismatch: |
| 4898 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4899 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4900 | |
| 4901 | # Do broadcast |
| 4902 | shape = [] |
| 4903 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 4904 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4905 | shape.append(b.shape[i]) |
| 4906 | else: |
| 4907 | shape.append(a.shape[i]) |
| 4908 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4909 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 4910 | if error_name == ErrorIf.DimensionMismatch: |
| 4911 | shape[fuzz_idx] += 1 |
| 4912 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4913 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4914 | wrong_dtypes = [ |
| 4915 | DType.INT8, |
| 4916 | DType.INT16, |
| 4917 | DType.INT32, |
| 4918 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4919 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4920 | DType.FP16, |
| 4921 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4922 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 4923 | outputDType = rng.choice(wrong_dtypes) |
| 4924 | else: |
| 4925 | outputDType = DType.BOOL |
| 4926 | |
| 4927 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4928 | |
| 4929 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4930 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4931 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4932 | if error_name not in [ |
| 4933 | ErrorIf.AxisSmallerZero, |
| 4934 | ErrorIf.AxisLargerRank, |
| 4935 | ErrorIf.ShapeOfAxisNotOne, |
| 4936 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4937 | shape[axis] = 1 |
| 4938 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 4939 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4940 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4941 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4942 | all_dtypes = [ |
| 4943 | DType.INT8, |
| 4944 | DType.INT16, |
| 4945 | DType.INT32, |
| 4946 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4947 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4948 | DType.FP16, |
| 4949 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4950 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4951 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 4952 | outputDType = rng.choice(wrong_dtypes) |
| 4953 | else: |
| 4954 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4955 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 4956 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4957 | |
| 4958 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4959 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4960 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4961 | |
| 4962 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 4963 | del shape[axis] |
| 4964 | |
| 4965 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 4966 | remove = rng.choice([True, False]) |
| 4967 | if remove and len(shape) > 1: |
| 4968 | del shape[0] |
| 4969 | else: |
| 4970 | shape.append(1) |
| 4971 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 4972 | for i in range(len(shape)): |
| 4973 | shape[i] = shape[i] + rng.integers(1, 10) |
| 4974 | |
| 4975 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4976 | all_dtypes = [ |
| 4977 | DType.INT8, |
| 4978 | DType.INT16, |
| 4979 | DType.INT32, |
| 4980 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4981 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4982 | DType.FP16, |
| 4983 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4984 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 4985 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 4986 | outputDType = rng.choice(wrong_dtypes) |
| 4987 | else: |
| 4988 | outputDType = DType.INT32 |
| 4989 | |
| 4990 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4991 | |
| 4992 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4993 | def conv2dOp( |
| 4994 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 4995 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4996 | |
| 4997 | # IFM: NHWC |
| 4998 | # Filter: OHWI |
| 4999 | # OFM: NHWC |
| 5000 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5001 | h = ( |
| 5002 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5003 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5004 | + padding[0] |
| 5005 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5006 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5007 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5008 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5009 | w = ( |
| 5010 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5011 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5012 | + padding[2] |
| 5013 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5014 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5015 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5016 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5017 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5018 | choices = [1, 2, 3] |
| 5019 | change = rng.choice(choices) |
| 5020 | # increment in multiples of stride to not hit non-integer error case |
| 5021 | if change in [1, 3]: |
| 5022 | h = h + (rng.choice(choices) * strides[0]) |
| 5023 | if change in [2, 3]: |
| 5024 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5025 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5026 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5027 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5028 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5029 | # Pick some potentially correct output dtype if input type is incorrect |
| 5030 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5031 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5032 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5033 | |
| 5034 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5035 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5036 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5037 | else: |
| 5038 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5039 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5040 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5041 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5042 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5043 | |
| 5044 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5045 | def conv3dOp( |
| 5046 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5047 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5048 | |
| 5049 | # IFM: NDHWC |
| 5050 | # Filter: ODHWI |
| 5051 | # OFM: NDHWC |
| 5052 | |
| 5053 | d = ( |
| 5054 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5055 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5056 | + padding[0] |
| 5057 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5058 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5059 | ) // strides[0] + 1 |
| 5060 | |
| 5061 | h = ( |
| 5062 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5063 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5064 | + padding[2] |
| 5065 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5066 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5067 | ) // strides[1] + 1 |
| 5068 | |
| 5069 | w = ( |
| 5070 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5071 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5072 | + padding[4] |
| 5073 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5074 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5075 | ) // strides[2] + 1 |
| 5076 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5077 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5078 | choices = [1, 2, 3, 4] |
| 5079 | change = rng.choice(choices) |
| 5080 | # increment in multiples of stride to not hit non-integer error case |
| 5081 | if change in [1, 4]: |
| 5082 | d = d + (rng.choice(choices) * strides[0]) |
| 5083 | if change in [2, 4]: |
| 5084 | h = h + (rng.choice(choices) * strides[1]) |
| 5085 | if change in [3, 4]: |
| 5086 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5087 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5088 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5089 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5090 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5091 | # Pick some potentially correct output dtype if input type is incorrect |
| 5092 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5093 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5094 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5095 | |
| 5096 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5097 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5098 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5099 | else: |
| 5100 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5101 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5102 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5103 | |
| 5104 | return ser.addOutput(ofm_shape, out_dtype) |
| 5105 | |
| 5106 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5107 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5108 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5109 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5110 | # IFM: NHWC |
| 5111 | # Filter: HWCM |
| 5112 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5113 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5114 | h = ( |
| 5115 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5116 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5117 | + padding[0] |
| 5118 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5119 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5120 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5121 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5122 | w = ( |
| 5123 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5124 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5125 | + padding[2] |
| 5126 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5127 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5128 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5129 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5130 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5131 | choices = [1, 2, 3] |
| 5132 | change = rng.choice(choices) |
| 5133 | # increment in multiples of stride to not hit non-integer error case |
| 5134 | if change in [1, 3]: |
| 5135 | h = h + (rng.choice(choices) * strides[0]) |
| 5136 | if change in [2, 3]: |
| 5137 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5138 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5139 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5140 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5141 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5142 | # Pick some potentially correct output dtype if input type is incorrect |
| 5143 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5144 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5145 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5146 | |
| 5147 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5148 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5149 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5150 | else: |
| 5151 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5152 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5153 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5154 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5155 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5156 | |
| 5157 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5158 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5159 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5160 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5161 | # 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] | 5162 | h = 1 |
| 5163 | w = 1 |
| 5164 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5165 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5166 | 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] | 5167 | |
| 5168 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5169 | choices = [1, 2, 3] |
| 5170 | change = rng.choice(choices) |
| 5171 | # increment in multiples of stride to not hit non-integer error case |
| 5172 | if change in [1, 3]: |
| 5173 | h = h + (rng.choice(choices) * stride[0]) |
| 5174 | if change in [2, 3]: |
| 5175 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5176 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5177 | |
| 5178 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5179 | all_dtypes = [ |
| 5180 | DType.INT8, |
| 5181 | DType.INT16, |
| 5182 | DType.INT32, |
| 5183 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5184 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5185 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5186 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5187 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5188 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5189 | outputDType = rng.choice(wrong_dtypes) |
| 5190 | else: |
| 5191 | outputDType = ifm.dtype |
| 5192 | |
| 5193 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5194 | |
| 5195 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5196 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5197 | # input: N, IC |
| 5198 | # filter: OC, IC |
| 5199 | # output: N, OC |
| 5200 | |
| 5201 | output_shape = [input.shape[0], filter.shape[0]] |
| 5202 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5203 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5204 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5205 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5206 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5207 | |
| 5208 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5209 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5210 | # a: N, H, C |
| 5211 | # b: N, C, W |
| 5212 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5213 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5214 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5215 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5216 | if error_name == ErrorIf.WrongOutputType: |
| 5217 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5218 | incorrect_types = ( |
| 5219 | DType.INT4, |
| 5220 | DType.INT8, |
| 5221 | DType.INT16, |
| 5222 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5223 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5224 | DType.FP16, |
| 5225 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5226 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5227 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5228 | incorrect_types = ( |
| 5229 | DType.INT4, |
| 5230 | DType.INT8, |
| 5231 | DType.INT16, |
| 5232 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5233 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5234 | DType.FP16, |
| 5235 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5236 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5237 | elif ( |
| 5238 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5239 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5240 | incorrect_types = ( |
| 5241 | DType.INT4, |
| 5242 | DType.INT8, |
| 5243 | DType.INT16, |
| 5244 | DType.INT32, |
| 5245 | DType.INT48, |
| 5246 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5247 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5248 | elif error_name == ErrorIf.WrongInputType: |
| 5249 | # Pick some potentially correct output dtype if input type is incorrect |
| 5250 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5251 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5252 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5253 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5254 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5255 | |
| 5256 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5257 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5258 | input1 = inputs[0] |
| 5259 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5260 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5261 | # 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] | 5262 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5263 | if not ( |
| 5264 | # unable to concat tensors of different ranks |
| 5265 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5266 | # unable to concat tensors along an invalid axis |
| 5267 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5268 | ): |
| 5269 | for tensor in remaining_inputs: |
| 5270 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5271 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5272 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5273 | output_shape[axis] += rng.integers(5, 10) |
| 5274 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5275 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5276 | all_dtypes = { |
| 5277 | DType.INT8, |
| 5278 | DType.INT16, |
| 5279 | DType.INT32, |
| 5280 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5281 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5282 | DType.FP16, |
| 5283 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5284 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5285 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5286 | outputDType = rng.choice(wrong_dtypes) |
| 5287 | else: |
| 5288 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5289 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5290 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5291 | |
| 5292 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5293 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5294 | |
| 5295 | output_shape = a.shape.copy() |
| 5296 | |
| 5297 | for i in range(len(output_shape)): |
| 5298 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5299 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5300 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5301 | bad_dim = rng.choice(range(len(output_shape))) |
| 5302 | output_shape[bad_dim] -= rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5303 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5304 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5305 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5306 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5307 | all_dtypes = [ |
| 5308 | DType.INT8, |
| 5309 | DType.INT16, |
| 5310 | DType.INT32, |
| 5311 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5312 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5313 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5314 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5315 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5316 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5317 | outputDType = rng.choice(wrong_dtypes) |
| 5318 | else: |
| 5319 | outputDType = a.dtype |
| 5320 | |
| 5321 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5322 | |
| 5323 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5324 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5325 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5326 | |
| 5327 | if error_name == ErrorIf.WrongOutputType: |
| 5328 | all_dtypes = [ |
| 5329 | DType.INT8, |
| 5330 | DType.INT16, |
| 5331 | DType.INT32, |
| 5332 | DType.INT48, |
| 5333 | DType.FP32, |
| 5334 | DType.FP16, |
| 5335 | DType.BF16, |
| 5336 | ] |
| 5337 | wrong_dtypes = list(set(all_dtypes)) |
| 5338 | outputDType = rng.choice(wrong_dtypes) |
| 5339 | else: |
| 5340 | outputDType = DType.SHAPE |
| 5341 | |
| 5342 | return ser.addOutput(output_shape, outputDType) |
| 5343 | |
| 5344 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5345 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5346 | output_shape = shape.copy() |
| 5347 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5348 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5349 | for i in range(len(output_shape)): |
| 5350 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5351 | |
| 5352 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5353 | all_dtypes = [ |
| 5354 | DType.INT8, |
| 5355 | DType.INT16, |
| 5356 | DType.INT32, |
| 5357 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5358 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5359 | DType.FP16, |
| 5360 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5361 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5362 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5363 | outputDType = rng.choice(wrong_dtypes) |
| 5364 | else: |
| 5365 | outputDType = a.dtype |
| 5366 | |
| 5367 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5368 | |
| 5369 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5370 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5371 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5372 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5373 | all_dtypes = [ |
| 5374 | DType.INT8, |
| 5375 | DType.INT16, |
| 5376 | DType.INT32, |
| 5377 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5378 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5379 | DType.FP16, |
| 5380 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5381 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5382 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5383 | outputDType = rng.choice(wrong_dtypes) |
| 5384 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5385 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5386 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5387 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5388 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5389 | for index in range(len(output_shape)): |
| 5390 | if output_shape[index] <= 2: |
| 5391 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5392 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5393 | output_shape[index] = output_shape[index] + rng.choice( |
| 5394 | [-2, -1, 1, 2] |
| 5395 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5396 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5397 | output_shape = input.shape.copy() |
| 5398 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5399 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5400 | |
| 5401 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5402 | |
| 5403 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5404 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5405 | |
| 5406 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5407 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5408 | |
| 5409 | for i in range(len(output_shape)): |
| 5410 | output_shape[i] = a.shape[i] * multiples[i] |
| 5411 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5412 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5413 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5414 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5415 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5416 | all_dtypes = [ |
| 5417 | DType.INT8, |
| 5418 | DType.INT16, |
| 5419 | DType.INT32, |
| 5420 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5421 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5422 | DType.FP16, |
| 5423 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5424 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5425 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5426 | outputDType = rng.choice(wrong_dtypes) |
| 5427 | else: |
| 5428 | outputDType = a.dtype |
| 5429 | |
| 5430 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5431 | |
| 5432 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5433 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5434 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5435 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5436 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5437 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5438 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5439 | for i in range(len(output_shape)): |
| 5440 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5441 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5442 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5443 | for i in range(len(output_shape)): |
| 5444 | output_shape[i] += rng.integers(1, 10) |
| 5445 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5446 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5447 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5448 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5449 | all_dtypes = [ |
| 5450 | DType.INT8, |
| 5451 | DType.INT16, |
| 5452 | DType.INT32, |
| 5453 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5454 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5455 | DType.FP16, |
| 5456 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5457 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5458 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5459 | outputDType = rng.choice(wrong_dtypes) |
| 5460 | else: |
| 5461 | outputDType = a.dtype |
| 5462 | |
| 5463 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5464 | |
| 5465 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5466 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5467 | if error_name != ErrorIf.WrongRank: |
| 5468 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5469 | assert len(indices.shape) == 2 |
| 5470 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5471 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5472 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5473 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5474 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5475 | all_dtypes = [ |
| 5476 | DType.INT8, |
| 5477 | DType.INT16, |
| 5478 | DType.INT32, |
| 5479 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5480 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5481 | DType.FP16, |
| 5482 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5483 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5484 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5485 | outputDType = rng.choice(wrong_dtypes) |
| 5486 | else: |
| 5487 | outputDType = values.dtype |
| 5488 | |
| 5489 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5490 | |
| 5491 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5492 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5493 | if error_name != ErrorIf.WrongRank: |
| 5494 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5495 | assert len(indices.shape) == 2 |
| 5496 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5497 | assert values_in.shape[0] == indices.shape[0] # N |
| 5498 | assert input.shape[1] == indices.shape[1] # W |
| 5499 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5500 | |
| 5501 | output_shape = values_in.shape |
| 5502 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5503 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5504 | all_dtypes = [ |
| 5505 | DType.INT8, |
| 5506 | DType.INT16, |
| 5507 | DType.INT32, |
| 5508 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5509 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5510 | DType.FP16, |
| 5511 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5512 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5513 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5514 | outputDType = rng.choice(wrong_dtypes) |
| 5515 | else: |
| 5516 | outputDType = values_in.dtype |
| 5517 | |
| 5518 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5519 | |
| 5520 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5521 | def tableOp(ser, rng, input, error_name=None): |
| 5522 | # Same shape as the input, dtype dependent on input dtype |
| 5523 | if error_name != ErrorIf.WrongInputType: |
| 5524 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5525 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5526 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5527 | wrong_dtypes = [ |
| 5528 | DType.INT8, |
| 5529 | DType.INT16, |
| 5530 | DType.INT32, |
| 5531 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5532 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5533 | DType.FP16, |
| 5534 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5535 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5536 | wrong_dtypes.remove(output_dtype) |
| 5537 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5538 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5539 | |
| 5540 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5541 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5542 | serializer, |
| 5543 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5544 | input, |
| 5545 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5546 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5547 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5548 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5549 | input_dtype, |
| 5550 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5551 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5552 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5553 | # Calculate OH, OW |
| 5554 | scale_y_n = scale[0] |
| 5555 | scale_y_d = scale[1] |
| 5556 | scale_x_n = scale[2] |
| 5557 | scale_x_d = scale[3] |
| 5558 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5559 | scale_y_n = max(scale_y_n, 1) |
| 5560 | scale_y_d = max(scale_y_d, 1) |
| 5561 | scale_x_n = max(scale_x_n, 1) |
| 5562 | scale_x_d = max(scale_x_d, 1) |
| 5563 | |
| 5564 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5565 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5566 | |
| 5567 | if error_name is not None: |
| 5568 | # Make sure the output tensor is valid, which can occur when |
| 5569 | # scale, offset or border have been changed for ERROR_IFs |
| 5570 | oh = max(oh, 1) |
| 5571 | ow = max(ow, 1) |
| 5572 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5573 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5574 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5575 | |
| 5576 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5577 | choices = [1, 2, 3] |
| 5578 | change = rng.choice(choices) |
| 5579 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5580 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5581 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5582 | oh -= scale_y_d |
| 5583 | assert oh > 0 # Should have been caught in agResize |
| 5584 | else: |
| 5585 | oh += scale_y_d |
| 5586 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5587 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5588 | ow -= scale_x_d |
| 5589 | assert ow > 0 # Should have been caught in agResize |
| 5590 | else: |
| 5591 | ow += scale_x_d |
| 5592 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5593 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5594 | output_dims = [ |
| 5595 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5596 | oh, |
| 5597 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5598 | input.shape[0], |
| 5599 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5600 | elif error_name == ErrorIf.BatchMismatch: |
| 5601 | output_dims = [ |
| 5602 | input.shape[0] + rng.integers(1, 10), |
| 5603 | oh, |
| 5604 | ow, |
| 5605 | input.shape[3], |
| 5606 | ] |
| 5607 | elif error_name == ErrorIf.ChannelMismatch: |
| 5608 | output_dims = [ |
| 5609 | input.shape[0], |
| 5610 | oh, |
| 5611 | ow, |
| 5612 | input.shape[3] + rng.integers(1, 10), |
| 5613 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5614 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5615 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5616 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5617 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5618 | |
| 5619 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5620 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5621 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5622 | |
| 5623 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5624 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5625 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5626 | choices = [1, 2, 3] |
| 5627 | change = rng.choice(choices) |
| 5628 | if change in [1, 3]: |
| 5629 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5630 | if change in [2, 3]: |
| 5631 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5632 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5633 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5634 | # Pick some potentially correct output dtype if input type is incorrect |
| 5635 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5636 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5637 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5638 | |
| 5639 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5640 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5641 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5642 | else: |
| 5643 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5644 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5645 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5646 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5647 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5648 | |
| 5649 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5650 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5651 | outputs = [] |
| 5652 | |
| 5653 | assert ifm1.dtype == ifm2.dtype |
| 5654 | input_dtype = ifm1.dtype |
| 5655 | |
| 5656 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5657 | assert ifm1.shape == ifm2.shape |
| 5658 | |
| 5659 | input_shape = ifm1.shape |
| 5660 | if error_name != ErrorIf.WrongRank: |
| 5661 | assert len(input_shape) == 3 |
| 5662 | |
| 5663 | output_shape = input_shape.copy() |
| 5664 | output_dtype = input_dtype |
| 5665 | |
| 5666 | if error_name == ErrorIf.WrongOutputType: |
| 5667 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5668 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5669 | output_dtype = rng.choice(wrong_dtypes) |
| 5670 | elif error_name == ErrorIf.BatchMismatch: |
| 5671 | output_shape[0] += rng.integers(1, 10) |
| 5672 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5673 | modify_dim = rng.choice([1, 2]) |
| 5674 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5675 | |
| 5676 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5677 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5678 | return outputs |
| 5679 | |
| 5680 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5681 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5682 | outputs = [] |
| 5683 | |
| 5684 | input_shape = value.shape |
| 5685 | if error_name != ErrorIf.WrongRank: |
| 5686 | assert len(input_shape) == 3 |
| 5687 | |
| 5688 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5689 | |
| 5690 | output_dtype = value.dtype |
| 5691 | if error_name == ErrorIf.WrongOutputType: |
| 5692 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5693 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5694 | output_dtype = rng.choice(wrong_dtypes) |
| 5695 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5696 | output_shape[0] += rng.integers(1, 10) |
| 5697 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5698 | modify_dim = rng.choice([1, 2]) |
| 5699 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5700 | |
| 5701 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5702 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5703 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5704 | |
| 5705 | @staticmethod |
| 5706 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5707 | if error_name != ErrorIf.RankMismatch: |
| 5708 | assert len(a.shape) == len(b.shape) |
| 5709 | assert a.dtype == b.dtype |
| 5710 | |
| 5711 | shape = [] |
| 5712 | for i in range(len(a.shape)): |
| 5713 | shape.append(a.shape[i]) |
| 5714 | |
| 5715 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5716 | if error_name == ErrorIf.DimensionMismatch: |
| 5717 | shape[fuzz_idx] += 1 |
| 5718 | |
| 5719 | if error_name == ErrorIf.WrongOutputType: |
| 5720 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5721 | outputDType = rng.choice(wrong_dtypes) |
| 5722 | else: |
| 5723 | outputDType = DType.SHAPE |
| 5724 | return ser.addOutput(shape, outputDType) |