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 | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 4 | import logging |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 6 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 7 | from datetime import datetime |
| 8 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 9 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 10 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 11 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 12 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 13 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 14 | from generator.tosa_arg_gen import TosaArgGen |
| 15 | from generator.tosa_arg_gen import TosaQuantGen |
| 16 | from generator.tosa_arg_gen import TosaTensorGen |
| 17 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 18 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 19 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 20 | from generator.tosa_error_if import TosaErrorValidator |
| 21 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 22 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 23 | from tosa.DType import DType |
| 24 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 25 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 26 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 27 | // SPDX-License-Identifier: Apache-2.0 |
| 28 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 29 | """ |
| 30 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 31 | logging.basicConfig() |
| 32 | logger = logging.getLogger("tosa_verif_build_tests") |
| 33 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 34 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 35 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 36 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 37 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 38 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 39 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 40 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 41 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 42 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 43 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 44 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 45 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 46 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 47 | def __init__(self, args): |
| 48 | self.args = args |
| 49 | self.basePath = args.output_dir |
| 50 | self.random_seed = args.random_seed |
| 51 | self.ser = None |
| 52 | self.rng = np.random.default_rng(self.random_seed) |
| 53 | self.createDynamicOpLists() |
| 54 | self.initOpListDefaults() |
| 55 | self.quantGen = TosaQuantGen() |
| 56 | # Force makeShape to do a specific starting shape |
| 57 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 58 | # JSON schema validation |
| 59 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 60 | # Data generator library is sometimes needed for compliance set up |
| 61 | # even if we are generating the data later (lazy_data_generation) |
| 62 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 63 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 64 | # Work out floating point range |
| 65 | def convertFPRange(rangeFP, maxFP): |
| 66 | # Converts program arguments of max/-max to FP max |
| 67 | vals = [] |
| 68 | for v in rangeFP: |
| 69 | if v == "max": |
| 70 | v = maxFP |
| 71 | elif v == "-max": |
| 72 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 73 | elif v < 0: |
| 74 | # Trim to minimum data type value |
| 75 | v = max(v, -maxFP) |
| 76 | elif v > 0: |
| 77 | # Trim to maximum data type value |
| 78 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 79 | vals.append(v) |
| 80 | return tuple(sorted(vals)) |
| 81 | |
| 82 | self.random_float_range = {} |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 83 | for dtype in (DType.FP32, DType.FP16, DType.BF16, DType.FP8E4M3, DType.FP8E5M2): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 84 | self.random_float_range[dtype] = convertFPRange( |
| 85 | args.tensor_fp_value_range, |
| 86 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 87 | ) |
| 88 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 89 | def createSerializer(self, opName, testPath): |
| 90 | self.testPath = os.path.join(opName, testPath) |
| 91 | |
| 92 | fullPath = os.path.join(self.basePath, self.testPath) |
| 93 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 94 | # Embed const data in the flatbuffer |
| 95 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 96 | if self.args.lazy_data_gen: |
| 97 | # Lazy data generation - so make constants files |
| 98 | constMode = ts.ConstMode.INPUTS |
| 99 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 100 | constMode = ts.ConstMode.EMBED_DUMP |
| 101 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 102 | |
| 103 | def getSerializer(self): |
| 104 | return self.ser |
| 105 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 106 | def serialize(self, testName, metaData=None): |
| 107 | path = Path(self.basePath) / self.testPath |
| 108 | |
| 109 | # Write out TOSA flatbuffer binary |
| 110 | path_fb = path / f"{testName}.tosa" |
| 111 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 112 | fd.write(self.ser.serialize()) |
| 113 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 114 | # Get JSON descriptor from serializer |
| 115 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 116 | |
| 117 | if metaData: |
| 118 | # Add extra meta data to desc.json |
| 119 | desc["meta"] = metaData |
| 120 | |
| 121 | # Validate desc.json before we output it |
| 122 | self.descSchemaValidator.validate_config(desc) |
| 123 | |
| 124 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 125 | if "data_gen" in metaData: |
| 126 | if self.args.lazy_data_gen: |
| 127 | # Output datagen meta data as CPP data |
| 128 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 129 | with path_md.open("w") as fd: |
| 130 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 131 | fd.write("// Test meta data for data generation setup\n\n") |
| 132 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 133 | json.dump(metaData["data_gen"], fd) |
| 134 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 135 | if "compliance" in metaData: |
| 136 | # Output datagen meta data as CPP data |
| 137 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 138 | with path_md.open("w") as fd: |
| 139 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 140 | fd.write("// Test meta data for compliance validation\n\n") |
| 141 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 142 | json.dump(metaData["compliance"], fd) |
| 143 | fd.write(')";\n\n') |
| 144 | |
| 145 | # Write desc.json |
| 146 | path_desc = path / "desc.json" |
| 147 | with path_desc.open("w") as fd: |
| 148 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 149 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 150 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 151 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 152 | seed = self.random_seed + 1 |
| 153 | self.rng = np.random.default_rng(seed) |
| 154 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 155 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 156 | # Returns dtype value range boundaries (low, high) |
| 157 | # The high boundary is excluded in the range |
| 158 | # unless high_inclusive is True |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 159 | if dtype in (DType.FP32, DType.FP16, DType.BF16, DType.FP8E4M3, DType.FP8E5M2): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 160 | return self.random_float_range[dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 161 | elif dtype == DType.BOOL: |
| 162 | rng = (0, 2) |
| 163 | elif dtype == DType.UINT8: |
| 164 | rng = (0, 256) |
| 165 | elif dtype == DType.UINT16: |
| 166 | rng = (0, 65536) |
| 167 | elif dtype == DType.INT4: |
| 168 | # TOSA specific INT4 weight range from -7 to 7 |
| 169 | rng = (-7, 8) |
| 170 | elif dtype == DType.INT8: |
| 171 | rng = (-128, 128) |
| 172 | elif dtype == DType.INT16: |
| 173 | rng = (-32768, 32768) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 174 | elif dtype == DType.INT32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 175 | rng = (-(1 << 31), (1 << 31)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 176 | elif dtype == DType.SHAPE: |
| 177 | rng = tuple(self.args.tensor_shape_range[0:2]) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 178 | elif dtype == DType.INT48: |
| 179 | rng = (-(1 << 47), (1 << 47)) |
| 180 | else: |
| 181 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 182 | |
| 183 | if not high_inclusive: |
| 184 | # Exclusive high: low <= range < high |
| 185 | return rng |
| 186 | else: |
| 187 | # Inclusive range: low <= range <= high |
| 188 | return (rng[0], rng[1] - 1) |
| 189 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 190 | def getRandTensor(self, shape, dtype, data_range=None): |
| 191 | if data_range is None: |
| 192 | low, high = self.getDTypeRange(dtype) |
| 193 | else: |
| 194 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 195 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 196 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 197 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
evacha01 | 1adff83 | 2024-03-06 17:33:44 +0000 | [diff] [blame] | 198 | elif dtype == DType.INT4: |
| 199 | return np.int8(self.rng.integers(low=low, high=high, size=shape)) |
Jerry Ge | c529169 | 2024-01-02 22:29:08 +0000 | [diff] [blame] | 200 | elif dtype == DType.INT8: |
| 201 | return np.int8(self.rng.integers(low=low, high=high, size=shape)) |
| 202 | elif dtype == DType.UINT8: |
| 203 | return np.uint8(self.rng.integers(low=low, high=high, size=shape)) |
Jerry Ge | 20ab3df | 2024-01-26 16:56:55 +0000 | [diff] [blame] | 204 | elif dtype == DType.INT16: |
| 205 | return np.int16(self.rng.integers(low=low, high=high, size=shape)) |
| 206 | elif dtype == DType.UINT16: |
| 207 | return np.uint16(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 208 | elif dtype in (DType.INT48, DType.SHAPE): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 209 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 210 | elif dtype in ( |
| 211 | DType.FP16, |
| 212 | DType.BF16, |
| 213 | DType.FP32, |
| 214 | DType.FP8E4M3, |
| 215 | DType.FP8E5M2, |
| 216 | ): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 217 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 218 | |
| 219 | if dtype == DType.FP16: |
| 220 | return np.float16(f_tensor) |
| 221 | else: |
| 222 | f32_tensor = np.float32(f_tensor) |
| 223 | if dtype == DType.BF16: |
| 224 | # Floor the last 16 bits of each f32 value |
| 225 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 226 | elif dtype == DType.FP8E4M3: |
| 227 | return np.float32(gtu.vect_f32_to_fp8e4m3(f32_tensor)) |
| 228 | elif dtype == DType.FP8E5M2: |
| 229 | return np.float32(gtu.vect_f32_to_fp8e5m2(f32_tensor)) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 230 | else: |
| 231 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 232 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 233 | # All other integer types |
| 234 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 235 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 236 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 237 | placeholders = [] |
| 238 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 239 | assert len(shape_list) == len(dtype_list) |
| 240 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 241 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 242 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 243 | if not self.args.lazy_data_gen: |
| 244 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 245 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 246 | |
| 247 | return placeholders |
| 248 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 249 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 250 | consts = [] |
| 251 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 252 | assert len(shape_list) == len(dtype_list) |
| 253 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 254 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 255 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 256 | if not self.args.lazy_data_gen: |
| 257 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 258 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 259 | |
| 260 | return consts |
| 261 | |
| 262 | def makeShape(self, rank): |
| 263 | if self.targetted_shape: |
| 264 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 265 | return np.int32( |
| 266 | self.rng.integers( |
| 267 | low=self.args.tensor_shape_range[0], |
| 268 | high=self.args.tensor_shape_range[1], |
| 269 | size=rank, |
| 270 | ) |
| 271 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 272 | |
| 273 | def setTargetShape(self, shape): |
| 274 | self.targetted_shape = shape |
| 275 | |
| 276 | def randInt(self, low=0, high=256): |
| 277 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 278 | |
| 279 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 280 | low, high = self.getDTypeRange(dtype) |
| 281 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 282 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 283 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 284 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 285 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 286 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 287 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 288 | return gtu.vect_f32_to_bf16(rand_f32) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 289 | elif dtype == DType.FP8E4M3: |
| 290 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 291 | return gtu.vect_f32_to_fp8e4m3(rand_f32) |
| 292 | elif dtype == DType.FP8E5M2: |
| 293 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 294 | return gtu.vect_f32_to_fp8e5m2(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 295 | elif dtype == DType.BOOL: |
| 296 | return self.rng.choice([False, True]) |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 297 | elif dtype == DType.INT48 or dtype == DType.SHAPE: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 298 | # Special size |
| 299 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 300 | |
| 301 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 302 | |
| 303 | def shapeStr(self, shape): |
| 304 | |
| 305 | sStr = [] |
| 306 | # Convert to strings |
| 307 | for i in shape: |
| 308 | sStr.append(str(i)) |
| 309 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 310 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 311 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 312 | def typeStr(self, dtype): |
| 313 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 314 | assert len(dtype) >= 2 |
| 315 | strs = [self.typeStr(t) for t in dtype] |
| 316 | # Limit types to the first 2 as the 3rd is the accumulator |
| 317 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 318 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 319 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 320 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 321 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 322 | raise Exception( |
| 323 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 324 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 325 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 326 | def constrictBatchSize(self, shape): |
| 327 | # Limit the batch size unless an explicit target shape set |
| 328 | if self.args.max_batch_size and not self.args.target_shapes: |
| 329 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 330 | return shape |
| 331 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 332 | def makeDimension(self): |
| 333 | return self.randInt( |
| 334 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 335 | ) |
| 336 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 337 | def tensorComplianceMetaData( |
| 338 | self, op, inputType, argsDict, outputTensor, errorName |
| 339 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 340 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 341 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 342 | Op.MATMUL, |
| 343 | Op.CONV2D, |
| 344 | Op.FULLY_CONNECTED, |
| 345 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 346 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 347 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 348 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 349 | if ( |
| 350 | errorName |
| 351 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 352 | or ( |
| 353 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 354 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 355 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 356 | ): |
| 357 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 358 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 359 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 360 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 361 | compliance_tens = { |
| 362 | "mode": None, |
| 363 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 364 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 365 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 366 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 367 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 368 | compliance_tens["dot_product_info"] = { |
| 369 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 370 | "ks": int(argsDict["ksb"]) |
| 371 | if "ksb" in argsDict |
| 372 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 373 | } |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 374 | elif argsDict["dg_type"] == gtu.DataGenType.SPECIAL: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 375 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 376 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 377 | mode = gtu.ComplianceMode.ULP |
| 378 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 379 | elif "compliance" in op and "relative" in op["compliance"]: |
| 380 | mode = gtu.ComplianceMode.RELATIVE |
| 381 | compliance_tens["relative_info"] = { |
| 382 | "max": argsDict["max_abs_value"], |
| 383 | "scale": op["compliance"]["relative"], |
| 384 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 385 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 386 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 387 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 388 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 389 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 390 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 391 | compliance_tens["abs_error_info"] = { |
| 392 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 393 | } |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 394 | elif op["op"] in (Op.SIN, Op.COS): |
| 395 | mode = gtu.ComplianceMode.ABS_ERROR |
| 396 | if "compliance" in op and "abs_error_normal_divisor" in op["compliance"]: |
| 397 | compliance_tens["abs_error_info"] = { |
| 398 | "normal_divisor": op["compliance"]["abs_error_normal_divisor"] |
| 399 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 400 | else: |
| 401 | mode = gtu.ComplianceMode.EXACT |
| 402 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 403 | |
| 404 | return compliance_tens |
| 405 | |
| 406 | # Build Op functions |
| 407 | # Create the output tensor (calling OutputShaper as needed) |
| 408 | # Do final tweaks to attributes (if necessary for errorIf) |
| 409 | # Add Op into graph |
| 410 | # Return resulting tensor information or BuildInfo |
| 411 | |
| 412 | class BuildInfo: |
| 413 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 414 | |
| 415 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 416 | if isinstance(resultTensor, list): |
| 417 | assert complianceDict is None or isinstance(complianceDict, list) |
| 418 | self.resultTensorList = resultTensor |
| 419 | self.complianceDictList = complianceDict |
| 420 | else: |
| 421 | self.resultTensorList = [resultTensor] |
| 422 | if complianceDict is None: |
| 423 | self.complianceDictList = None |
| 424 | else: |
| 425 | self.complianceDictList = [complianceDict] |
| 426 | |
| 427 | def getComplianceInfo(self): |
| 428 | if self.complianceDictList is None: |
| 429 | return None |
| 430 | else: |
| 431 | tens_dict = {} |
| 432 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 433 | if comp is not None: |
| 434 | tens_dict[tens.name] = comp |
| 435 | |
| 436 | if tens_dict: |
| 437 | # Have some compliance data, so return the info |
| 438 | compliance = { |
| 439 | "version": "0.1", |
| 440 | "tensors": tens_dict, |
| 441 | } |
| 442 | else: |
| 443 | compliance = None |
| 444 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 445 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 446 | def build_unary( |
| 447 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 448 | ): |
| 449 | assert len(inputs) == 1 |
| 450 | a = inputs[0] |
| 451 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 452 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 453 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 454 | |
| 455 | # Ensure new output type has correct qinfo |
| 456 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 457 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 458 | qinfo = [ |
| 459 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 460 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 461 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 462 | |
| 463 | # Invalidate Input/Output list for error if checks. |
| 464 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 465 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 466 | pCount, cCount = op["operands"] |
| 467 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 468 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 469 | self, error_name, input_list, output_list |
| 470 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 471 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 472 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 473 | self.ser, |
| 474 | validator_fcns, |
| 475 | error_name, |
| 476 | op=op, |
| 477 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 478 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 479 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 480 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 481 | input_list=input_list, |
| 482 | output_list=output_list, |
| 483 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 484 | ): |
| 485 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 486 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 487 | attr = None |
| 488 | if op["op"] == Op.NEGATE: |
| 489 | attr = ts.TosaSerializerAttribute() |
| 490 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 491 | |
| 492 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 493 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 494 | compliance = self.tensorComplianceMetaData( |
| 495 | op, a.dtype, args_dict, result_tensor, error_name |
| 496 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 497 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 498 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 499 | def build_binary_broadcast( |
| 500 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 501 | ): |
| 502 | assert len(inputs) == 2 |
| 503 | a, b = inputs |
| 504 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 505 | self.ser, self.rng, a, b, error_name |
| 506 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 507 | |
| 508 | # Invalidate Input/Output list for error if checks. |
| 509 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 510 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 511 | pCount, cCount = op["operands"] |
| 512 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 513 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 514 | self, error_name, input_list, output_list |
| 515 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 516 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 517 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 518 | self.ser, |
| 519 | validator_fcns, |
| 520 | error_name, |
| 521 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 522 | input1=a, |
| 523 | input2=b, |
| 524 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 525 | output_dtype=result_tensor.dtype, |
| 526 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 527 | input_list=input_list, |
| 528 | output_list=output_list, |
| 529 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 530 | ): |
| 531 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 532 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 533 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 534 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 535 | compliance = self.tensorComplianceMetaData( |
| 536 | op, a.dtype, args_dict, result_tensor, error_name |
| 537 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 538 | |
| 539 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 540 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 541 | 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] | 542 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 543 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 544 | return result_tens |
| 545 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 546 | def build_arithmetic_right_shift( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 547 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 548 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 549 | assert len(inputs) == 2 |
| 550 | a, b = inputs |
| 551 | round = args_dict["round"] |
| 552 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 553 | self.ser, self.rng, a, b, error_name |
| 554 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 555 | |
| 556 | # Invalidate Input/Output list for error if checks. |
| 557 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 558 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 559 | pCount, cCount = op["operands"] |
| 560 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 561 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 562 | self, error_name, input_list, output_list |
| 563 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 564 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 565 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 566 | self.ser, |
| 567 | validator_fcns, |
| 568 | error_name, |
| 569 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 570 | input1=a, |
| 571 | input2=b, |
| 572 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 573 | output_dtype=result_tensor.dtype, |
| 574 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 575 | input_list=input_list, |
| 576 | output_list=output_list, |
| 577 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 578 | ): |
| 579 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 580 | |
| 581 | attr = ts.TosaSerializerAttribute() |
| 582 | attr.ArithmeticRightShiftAttribute(round) |
| 583 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 584 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 585 | |
| 586 | compliance = self.tensorComplianceMetaData( |
| 587 | op, a.dtype, args_dict, result_tensor, error_name |
| 588 | ) |
| 589 | |
| 590 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 591 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 592 | def build_mul( |
| 593 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 594 | ): |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 595 | # Note that mul is binary operator but it has a shift value tensor |
| 596 | assert len(inputs) == 3 |
| 597 | a, b, s = inputs |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 598 | |
| 599 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 600 | self.ser, self.rng, a, b, error_name |
| 601 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 602 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 603 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 604 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 605 | result_tensor.setDtype(DType.INT32) |
| 606 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 607 | if error_name == ErrorIf.WrongOutputType: |
| 608 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 609 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 610 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 611 | |
| 612 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 613 | input_list = [a.name, b.name, s.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 614 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 615 | pCount, cCount = op["operands"] |
| 616 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 617 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 618 | self, error_name, input_list, output_list |
| 619 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 620 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 621 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 622 | self.ser, |
| 623 | validator_fcns, |
| 624 | error_name, |
| 625 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 626 | input1=a, |
| 627 | input2=b, |
| 628 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 629 | output_dtype=result_tensor.dtype, |
| 630 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 631 | input_list=input_list, |
| 632 | output_list=output_list, |
| 633 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 634 | ): |
| 635 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 636 | |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 637 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 638 | |
| 639 | compliance = self.tensorComplianceMetaData( |
| 640 | op, a.dtype, args_dict, result_tensor, error_name |
| 641 | ) |
| 642 | |
| 643 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 644 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 645 | def build_table( |
| 646 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 647 | ): |
| 648 | assert len(inputs) == 1 |
| 649 | a = inputs[0] |
| 650 | table = args_dict["table"] |
| 651 | result_tensor = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 652 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 653 | attr = ts.TosaSerializerAttribute() |
| 654 | attr.TableAttribute(table) |
| 655 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 656 | # Invalidate Input/Output list for error if checks. |
| 657 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 658 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 659 | pCount, cCount = op["operands"] |
| 660 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 661 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 662 | self, error_name, input_list, output_list |
| 663 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 664 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 665 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 666 | self.ser, |
| 667 | validator_fcns, |
| 668 | error_name, |
| 669 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 670 | input_shape=a.shape, |
| 671 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 672 | output_dtype=result_tensor.dtype, |
| 673 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 674 | input_list=input_list, |
| 675 | output_list=output_list, |
| 676 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 677 | ): |
| 678 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 679 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 680 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 681 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 682 | compliance = self.tensorComplianceMetaData( |
| 683 | op, a.dtype, args_dict, result_tensor, error_name |
| 684 | ) |
| 685 | |
| 686 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 687 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 688 | def build_select( |
| 689 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 690 | ): |
| 691 | assert len(inputs) == 3 |
| 692 | cond, a, b = inputs |
| 693 | |
| 694 | result_tensor = OutputShaper.selectOp( |
| 695 | self.ser, self.rng, cond, a, b, error_name |
| 696 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 697 | |
| 698 | # Invalidate Input/Output list for error if checks. |
| 699 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 700 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 701 | pCount, cCount = op["operands"] |
| 702 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 703 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 704 | self, error_name, input_list, output_list |
| 705 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 706 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 707 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 708 | self.ser, |
| 709 | validator_fcns, |
| 710 | error_name, |
| 711 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 712 | input1=cond, |
| 713 | input2=a, |
| 714 | input3=b, |
| 715 | input_shape=a.shape, |
| 716 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 717 | output_dtype=result_tensor.dtype, |
| 718 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 719 | input_list=input_list, |
| 720 | output_list=output_list, |
| 721 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 722 | ): |
| 723 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 724 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 725 | self.ser.addOperator( |
| 726 | op["op"], |
| 727 | input_list, |
| 728 | output_list, |
| 729 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 730 | compliance = self.tensorComplianceMetaData( |
| 731 | op, a.dtype, args_dict, result_tensor, error_name |
| 732 | ) |
| 733 | |
| 734 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 735 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 736 | def build_comparison( |
| 737 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 738 | ): |
| 739 | assert len(inputs) == 2 |
| 740 | a, b = inputs |
| 741 | |
| 742 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 743 | self.ser, self.rng, a, b, error_name |
| 744 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 745 | |
| 746 | # Invalidate Input/Output list for error if checks. |
| 747 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 748 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 749 | pCount, cCount = op["operands"] |
| 750 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 751 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 752 | self, error_name, input_list, output_list |
| 753 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 754 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 755 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 756 | self.ser, |
| 757 | validator_fcns, |
| 758 | error_name, |
| 759 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 760 | input1=a, |
| 761 | input2=b, |
| 762 | input_shape=a.shape, |
| 763 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 764 | output_shape=result_tensor.shape, |
| 765 | output_dtype=result_tensor.dtype, |
| 766 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 767 | input_list=input_list, |
| 768 | output_list=output_list, |
| 769 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 770 | ): |
| 771 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 772 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 773 | self.ser.addOperator( |
| 774 | op["op"], |
| 775 | input_list, |
| 776 | output_list, |
| 777 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 778 | |
| 779 | compliance = self.tensorComplianceMetaData( |
| 780 | op, a.dtype, args_dict, result_tensor, error_name |
| 781 | ) |
| 782 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 783 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 784 | def build_argmax( |
| 785 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 786 | ): |
| 787 | assert len(inputs) == 1 |
| 788 | a = inputs[0] |
| 789 | axis = args_dict["axis"] |
| 790 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 791 | |
| 792 | # Invalidate Input/Output list for error if checks. |
| 793 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 794 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 795 | pCount, cCount = op["operands"] |
| 796 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 797 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 798 | self, error_name, input_list, output_list |
| 799 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 800 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 801 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 802 | self.ser, |
| 803 | validator_fcns, |
| 804 | error_name, |
| 805 | op=op, |
| 806 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 807 | input_shape=a.shape, |
| 808 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 809 | output_shape=result_tensor.shape, |
| 810 | output_dtype=result_tensor.dtype, |
| 811 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 812 | input_list=input_list, |
| 813 | output_list=output_list, |
| 814 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 815 | ): |
| 816 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 817 | |
| 818 | attr = ts.TosaSerializerAttribute() |
| 819 | attr.AxisAttribute(axis) |
| 820 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 821 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 822 | |
| 823 | compliance = self.tensorComplianceMetaData( |
| 824 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 825 | ) |
| 826 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 827 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 828 | def build_pool2d( |
| 829 | self, |
| 830 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 831 | inputs, |
| 832 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 833 | validator_fcns=None, |
| 834 | error_name=None, |
| 835 | qinfo=None, |
| 836 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 837 | assert len(inputs) == 1 |
| 838 | input = inputs[0] |
| 839 | # max_pool has no accum_dtype |
| 840 | accum_dtype = ( |
| 841 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 842 | ) |
| 843 | stride = args_dict["stride"] |
| 844 | pad = args_dict["pad"] |
| 845 | kernel = args_dict["kernel"] |
| 846 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 847 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 848 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 849 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 850 | |
| 851 | # Ensure new output type has correct qinfo |
| 852 | if error_name == ErrorIf.WrongInputType: |
| 853 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 854 | qinfo = [ |
| 855 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 856 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 857 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 858 | |
| 859 | # Invalidate Input/Output list for error if checks. |
| 860 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 861 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 862 | pCount, cCount = op["operands"] |
| 863 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 864 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 865 | self, error_name, input_list, output_list |
| 866 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 867 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 868 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 869 | self.ser, |
| 870 | validator_fcns, |
| 871 | error_name, |
| 872 | op=op, |
| 873 | input_shape=input.shape, |
| 874 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 875 | output_shape=result_tensor.shape, |
| 876 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 877 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 878 | kernel=kernel, |
| 879 | stride=stride, |
| 880 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 881 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 882 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 883 | input_list=input_list, |
| 884 | output_list=output_list, |
| 885 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 886 | ): |
| 887 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 888 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 889 | if qinfo is None: |
| 890 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 891 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 892 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 893 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 894 | |
| 895 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 896 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 897 | compliance = self.tensorComplianceMetaData( |
| 898 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 899 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 900 | |
| 901 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 902 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 903 | def build_conv2d( |
| 904 | self, |
| 905 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 906 | inputs, |
| 907 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 908 | validator_fcns=None, |
| 909 | error_name=None, |
| 910 | qinfo=None, |
| 911 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 912 | assert len(inputs) == 3 |
| 913 | ifm, filter, bias = inputs |
| 914 | accum_dtype = args_dict["acc_type"] |
| 915 | strides = args_dict["stride"] |
| 916 | padding = args_dict["pad"] |
| 917 | dilations = args_dict["dilation"] |
| 918 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 919 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 920 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 921 | self.ser, |
| 922 | self.rng, |
| 923 | ifm, |
| 924 | filter, |
| 925 | accum_dtype, |
| 926 | strides, |
| 927 | padding, |
| 928 | dilations, |
| 929 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 930 | ) |
| 931 | |
| 932 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 933 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 934 | DType.INT8, |
| 935 | DType.UINT8, |
| 936 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 937 | qinfo = [ |
| 938 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 939 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 940 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 941 | |
| 942 | # Invalidate Input/Output list for error_if checks. |
| 943 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 944 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 945 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 946 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 947 | self, error_name, input_list, output_list |
| 948 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 949 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 950 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 951 | self.ser, |
| 952 | validator_fcns, |
| 953 | error_name, |
| 954 | op=op, |
| 955 | input_dtype=ifm.dtype, |
| 956 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 957 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 958 | qinfo=qinfo, |
| 959 | input_list=input_list, |
| 960 | num_operands=num_operands, |
| 961 | output_list=output_list, |
| 962 | pad=padding, |
| 963 | stride=strides, |
| 964 | dilation=dilations, |
| 965 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 966 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 967 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 968 | ): |
| 969 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 970 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 971 | # TODO - Test local_bound, for now set local bound attribute to False |
| 972 | local_bound = False |
| 973 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 974 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 975 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 976 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 977 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 978 | |
| 979 | compliance = self.tensorComplianceMetaData( |
| 980 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 981 | ) |
| 982 | |
| 983 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 984 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 985 | def build_conv3d( |
| 986 | self, |
| 987 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 988 | inputs, |
| 989 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 990 | validator_fcns=None, |
| 991 | error_name=None, |
| 992 | qinfo=None, |
| 993 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 994 | assert len(inputs) == 3 |
| 995 | ifm, filter, bias = inputs |
| 996 | accum_dtype = args_dict["acc_type"] |
| 997 | strides = args_dict["stride"] |
| 998 | padding = args_dict["pad"] |
| 999 | dilations = args_dict["dilation"] |
| 1000 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1001 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1002 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1003 | self.ser, |
| 1004 | self.rng, |
| 1005 | ifm, |
| 1006 | filter, |
| 1007 | accum_dtype, |
| 1008 | strides, |
| 1009 | padding, |
| 1010 | dilations, |
| 1011 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1012 | ) |
| 1013 | |
| 1014 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1015 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1016 | DType.INT8, |
| 1017 | DType.UINT8, |
| 1018 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1019 | qinfo = [ |
| 1020 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1021 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1022 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1023 | |
| 1024 | # Invalidate Input/Output list for error_if checks. |
| 1025 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1026 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1027 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1028 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1029 | self, error_name, input_list, output_list |
| 1030 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1031 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1032 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1033 | self.ser, |
| 1034 | validator_fcns, |
| 1035 | error_name, |
| 1036 | op=op, |
| 1037 | input_dtype=ifm.dtype, |
| 1038 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1039 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1040 | qinfo=qinfo, |
| 1041 | input_list=input_list, |
| 1042 | num_operands=num_operands, |
| 1043 | output_list=output_list, |
| 1044 | pad=padding, |
| 1045 | stride=strides, |
| 1046 | dilation=dilations, |
| 1047 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1048 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1049 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1050 | ): |
| 1051 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1052 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1053 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1054 | local_bound = False |
| 1055 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1056 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1057 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1058 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1059 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1060 | |
| 1061 | compliance = self.tensorComplianceMetaData( |
| 1062 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1063 | ) |
| 1064 | |
| 1065 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1066 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1067 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1068 | self, |
| 1069 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1070 | inputs, |
| 1071 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1072 | validator_fcns=None, |
| 1073 | error_name=None, |
| 1074 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1075 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1076 | assert len(inputs) == 3 |
| 1077 | ifm, filter, bias = inputs |
| 1078 | accum_dtype = args_dict["acc_type"] |
| 1079 | strides = args_dict["stride"] |
| 1080 | out_pad = args_dict["pad"] |
| 1081 | output_shape = args_dict["out_shape"] |
| 1082 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1083 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1084 | result_tensor = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1085 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1086 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1087 | |
| 1088 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1089 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1090 | DType.INT8, |
| 1091 | DType.UINT8, |
| 1092 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1093 | qinfo = [ |
| 1094 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1095 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1096 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1097 | |
| 1098 | # Invalidate Input/Output list for error_if checks. |
| 1099 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1100 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1101 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1102 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1103 | self, error_name, input_list, output_list |
| 1104 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1105 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1106 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1107 | self.ser, |
| 1108 | validator_fcns, |
| 1109 | error_name, |
| 1110 | op=op, |
| 1111 | input_dtype=ifm.dtype, |
| 1112 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1113 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1114 | qinfo=qinfo, |
| 1115 | input_list=input_list, |
| 1116 | num_operands=num_operands, |
| 1117 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1118 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1119 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1120 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1121 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1122 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1123 | ): |
| 1124 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1125 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1126 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1127 | local_bound = False |
| 1128 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1129 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1130 | attr.TransposeConvAttribute( |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1131 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1132 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1133 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1134 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1135 | |
| 1136 | compliance = self.tensorComplianceMetaData( |
| 1137 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1138 | ) |
| 1139 | |
| 1140 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1141 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1142 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1143 | self, |
| 1144 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1145 | inputs, |
| 1146 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1147 | validator_fcns=None, |
| 1148 | error_name=None, |
| 1149 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1150 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1151 | assert len(inputs) == 3 |
| 1152 | ifm, filter, bias = inputs |
| 1153 | accum_dtype = args_dict["acc_type"] |
| 1154 | strides = args_dict["stride"] |
| 1155 | padding = args_dict["pad"] |
| 1156 | dilations = args_dict["dilation"] |
| 1157 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1158 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1159 | self.ser, |
| 1160 | self.rng, |
| 1161 | ifm, |
| 1162 | filter, |
| 1163 | accum_dtype, |
| 1164 | strides, |
| 1165 | padding, |
| 1166 | dilations, |
| 1167 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1168 | ) |
| 1169 | |
| 1170 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1171 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1172 | DType.INT8, |
| 1173 | DType.UINT8, |
| 1174 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1175 | qinfo = [ |
| 1176 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1177 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1178 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1179 | |
| 1180 | # Invalidate Input/Output list for error_if checks. |
| 1181 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1182 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1183 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1184 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1185 | self, error_name, input_list, output_list |
| 1186 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1187 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1188 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1189 | self.ser, |
| 1190 | validator_fcns, |
| 1191 | error_name, |
| 1192 | op=op, |
| 1193 | input_dtype=ifm.dtype, |
| 1194 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1195 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1196 | qinfo=qinfo, |
| 1197 | input_list=input_list, |
| 1198 | num_operands=num_operands, |
| 1199 | output_list=output_list, |
| 1200 | pad=padding, |
| 1201 | stride=strides, |
| 1202 | dilation=dilations, |
| 1203 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1204 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1205 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1206 | ): |
| 1207 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1208 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1209 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1210 | local_bound = False |
| 1211 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1212 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1213 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1214 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1215 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1216 | |
| 1217 | compliance = self.tensorComplianceMetaData( |
| 1218 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1219 | ) |
| 1220 | |
| 1221 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1222 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1223 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1224 | self, |
| 1225 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1226 | inputs, |
| 1227 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1228 | validator_fcns=None, |
| 1229 | error_name=None, |
| 1230 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1231 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1232 | assert len(inputs) == 3 |
| 1233 | ifm, filter, bias = inputs |
| 1234 | accum_dtype = args_dict["acc_type"] |
| 1235 | |
| 1236 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1237 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1238 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1239 | |
| 1240 | # Invalidate Input/Output list for error if checks. |
| 1241 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1242 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1243 | pCount, cCount = op["operands"] |
| 1244 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1245 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1246 | self, error_name, input_list, output_list |
| 1247 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1248 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1249 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1250 | self.ser, |
| 1251 | validator_fcns, |
| 1252 | error_name, |
| 1253 | op=op, |
| 1254 | input_shape=ifm.shape, |
| 1255 | input_dtype=ifm.dtype, |
| 1256 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1257 | output_shape=result_tensor.shape, |
| 1258 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1259 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1260 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1261 | input_list=input_list, |
| 1262 | output_list=output_list, |
| 1263 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1264 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1265 | ): |
| 1266 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1267 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1268 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1269 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1270 | |
| 1271 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1272 | |
| 1273 | compliance = self.tensorComplianceMetaData( |
| 1274 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1275 | ) |
| 1276 | |
| 1277 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1278 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1279 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1280 | 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] | 1281 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1282 | assert len(inputs) == 2 |
| 1283 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1284 | accum_dtype = args_dict["acc_type"] |
| 1285 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1286 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1287 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1288 | |
| 1289 | # Invalidate Input/Output list for error if checks. |
| 1290 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1291 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1292 | pCount, cCount = op["operands"] |
| 1293 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1294 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1295 | self, error_name, input_list, output_list |
| 1296 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1297 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1298 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1299 | self.ser, |
| 1300 | validator_fcns, |
| 1301 | error_name, |
| 1302 | op=op, |
| 1303 | input_shape=a.shape, |
| 1304 | input_dtype=a.dtype, |
| 1305 | input2_shape=b.shape, |
| 1306 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1307 | output_shape=result_tensor.shape, |
| 1308 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1309 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1310 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1311 | input_list=input_list, |
| 1312 | output_list=output_list, |
| 1313 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1314 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1315 | ): |
| 1316 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1317 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1318 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1319 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1320 | |
| 1321 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1322 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1323 | compliance = self.tensorComplianceMetaData( |
| 1324 | op, a.dtype, args_dict, result_tensor, error_name |
| 1325 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1326 | |
| 1327 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1328 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1329 | def build_reduce( |
| 1330 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1331 | ): |
| 1332 | assert len(inputs) == 1 |
| 1333 | a = inputs[0] |
| 1334 | axis = args_dict["axis"] |
| 1335 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1336 | |
| 1337 | # Invalidate Input/Output list for error if checks. |
| 1338 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1339 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1340 | pCount, cCount = op["operands"] |
| 1341 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1342 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1343 | self, error_name, input_list, output_list |
| 1344 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1345 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1346 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1347 | self.ser, |
| 1348 | validator_fcns, |
| 1349 | error_name, |
| 1350 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1351 | axis=axis, |
| 1352 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1353 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1354 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1355 | output_dtype=result_tensor.dtype, |
| 1356 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1357 | input_list=input_list, |
| 1358 | output_list=output_list, |
| 1359 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1360 | ): |
| 1361 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1362 | |
| 1363 | attr = ts.TosaSerializerAttribute() |
| 1364 | attr.AxisAttribute(axis) |
| 1365 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1366 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1367 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1368 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1369 | # Number of products - needed for compliance |
| 1370 | args_dict["n"] = a.shape[axis] |
| 1371 | |
| 1372 | compliance = self.tensorComplianceMetaData( |
| 1373 | op, a.dtype, args_dict, result_tensor, error_name |
| 1374 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1375 | |
| 1376 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1377 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1378 | def build_clamp( |
| 1379 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1380 | ): |
| 1381 | assert len(inputs) == 1 |
| 1382 | a = inputs[0] |
| 1383 | |
| 1384 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1385 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1386 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1387 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1388 | if error_name == ErrorIf.MaxSmallerMin: |
| 1389 | # Make sure the numbers are different to invoke this error |
| 1390 | while v[0] == v[1]: |
| 1391 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1392 | max_val = min(v) |
| 1393 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1394 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1395 | max_val = max(v) |
| 1396 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1397 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1398 | # Invalidate Input/Output list for error if checks. |
| 1399 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1400 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1401 | pCount, cCount = op["operands"] |
| 1402 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1403 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1404 | self, error_name, input_list, output_list |
| 1405 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1406 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1407 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1408 | self.ser, |
| 1409 | validator_fcns, |
| 1410 | error_name, |
| 1411 | op=op, |
| 1412 | max_val=max_val, |
| 1413 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1414 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1415 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1416 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1417 | output_dtype=result_tensor.dtype, |
| 1418 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1419 | input_list=input_list, |
| 1420 | output_list=output_list, |
| 1421 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1422 | ): |
| 1423 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1424 | |
| 1425 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1426 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1427 | if a.dtype == DType.FP16: |
| 1428 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1429 | min_val = min_val.astype(np.float32) |
| 1430 | max_val = max_val.astype(np.float32) |
| 1431 | |
| 1432 | attr.ClampAttribute(self.ser.builder, 0, 0, min_val, max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1433 | elif a.dtype in (DType.INT8, DType.INT16): |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1434 | attr.ClampAttribute(self.ser.builder, min_val, max_val, 0, 0) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1435 | else: |
| 1436 | # to avoid internal error for incorrect input types |
| 1437 | attr.ClampAttribute(self.ser.builder, 0, 0, 0, 0) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1438 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1439 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1440 | |
| 1441 | compliance = self.tensorComplianceMetaData( |
| 1442 | op, a.dtype, args_dict, result_tensor, error_name |
| 1443 | ) |
| 1444 | |
| 1445 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1446 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1447 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1448 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1449 | attr = ts.TosaSerializerAttribute() |
| 1450 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1451 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1452 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1453 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1454 | return result_tens |
| 1455 | |
| 1456 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1457 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1458 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1459 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1460 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1461 | return result_tens |
| 1462 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1463 | def build_activation( |
| 1464 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1465 | ): |
| 1466 | assert len(inputs) == 1 |
| 1467 | a = inputs[0] |
| 1468 | |
| 1469 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1470 | |
| 1471 | # Invalidate Input/Output list for error if checks. |
| 1472 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1473 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1474 | pCount, cCount = op["operands"] |
| 1475 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1476 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1477 | self, error_name, input_list, output_list |
| 1478 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1479 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1480 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1481 | self.ser, |
| 1482 | validator_fcns, |
| 1483 | error_name, |
| 1484 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1485 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1486 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1487 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1488 | output_dtype=result_tensor.dtype, |
| 1489 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1490 | input_list=input_list, |
| 1491 | output_list=output_list, |
| 1492 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1493 | ): |
| 1494 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1495 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1496 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1497 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1498 | compliance = self.tensorComplianceMetaData( |
| 1499 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1500 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1501 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1502 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1503 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1504 | def build_concat( |
| 1505 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1506 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1507 | if op["op"] == Op.CONCAT_SHAPE: |
| 1508 | axis = 0 |
| 1509 | else: |
| 1510 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1511 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1512 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1513 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1514 | result_tensor = OutputShaper.concatOp( |
| 1515 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1516 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1517 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1518 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1519 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1520 | input_tensor_names.append(tensor.name) |
| 1521 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1522 | # Invalidate Input/Output list for error if checks. |
| 1523 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1524 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1525 | pCount, cCount = op["operands"] |
| 1526 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1527 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1528 | self, error_name, input_list, output_list |
| 1529 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1530 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1531 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1532 | self.ser, |
| 1533 | validator_fcns, |
| 1534 | error_name, |
| 1535 | op=op, |
| 1536 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1537 | input_shape=inputs[0].shape, |
| 1538 | output_shape=result_tensor.shape, |
| 1539 | input_dtype=inputs[0].dtype, |
| 1540 | output_dtype=result_tensor.dtype, |
| 1541 | inputs=inputs, |
| 1542 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1543 | input_list=input_list, |
| 1544 | output_list=output_list, |
| 1545 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1546 | ): |
| 1547 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1548 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1549 | if op["op"] == Op.CONCAT: |
| 1550 | attr = ts.TosaSerializerAttribute() |
| 1551 | attr.AxisAttribute(axis) |
| 1552 | else: |
| 1553 | assert op["op"] == Op.CONCAT_SHAPE |
| 1554 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1555 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1556 | |
| 1557 | compliance = self.tensorComplianceMetaData( |
| 1558 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1559 | ) |
| 1560 | |
| 1561 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1562 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1563 | def build_pad( |
| 1564 | self, |
| 1565 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1566 | inputs, |
| 1567 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1568 | validator_fcns=None, |
| 1569 | error_name=None, |
| 1570 | qinfo=None, |
| 1571 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1572 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1573 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1574 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1575 | padding = args_dict["pad"] |
| 1576 | pad_const_int = args_dict["pad_const_int"] |
| 1577 | pad_const_float = args_dict["pad_const_fp"] |
| 1578 | |
| 1579 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1580 | |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1581 | # write empty padding into PadAttribute to ensure inputs[1] is used |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1582 | attr = ts.TosaSerializerAttribute() |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1583 | attr.PadAttribute(self.ser.builder, [], pad_const_int, pad_const_float) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1584 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1585 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1586 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1587 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1588 | pCount, cCount = op["operands"] |
| 1589 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1590 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1591 | self, error_name, input_list, output_list |
| 1592 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1593 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1594 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1595 | self.ser, |
| 1596 | validator_fcns, |
| 1597 | error_name, |
| 1598 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1599 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1600 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1601 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1602 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1603 | pad=padding, |
| 1604 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1605 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1606 | input_list=input_list, |
| 1607 | output_list=output_list, |
| 1608 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1609 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1610 | ): |
| 1611 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1612 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1613 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1614 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1615 | compliance = self.tensorComplianceMetaData( |
| 1616 | op, a.dtype, args_dict, result_tensor, error_name |
| 1617 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1618 | |
| 1619 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1620 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1621 | def build_dim( |
| 1622 | self, |
| 1623 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1624 | inputs, |
| 1625 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1626 | validator_fcns=None, |
| 1627 | error_name=None, |
| 1628 | qinfo=None, |
| 1629 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1630 | assert len(inputs) == 1 |
| 1631 | a = inputs[0] |
| 1632 | axis = args_dict["axis"] |
| 1633 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1634 | |
| 1635 | # Invalidate Input/Output list for error if checks. |
| 1636 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1637 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1638 | pCount, cCount = op["operands"] |
| 1639 | num_operands = pCount + cCount |
| 1640 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1641 | self, error_name, input_list, output_list |
| 1642 | ) |
| 1643 | |
| 1644 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1645 | self.ser, |
| 1646 | validator_fcns, |
| 1647 | error_name, |
| 1648 | op=op, |
| 1649 | axis=axis, |
| 1650 | input_shape=a.shape, |
| 1651 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1652 | output_shape=result_tensor.shape, |
| 1653 | output_dtype=result_tensor.dtype, |
| 1654 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1655 | input_list=input_list, |
| 1656 | output_list=output_list, |
| 1657 | num_operands=num_operands, |
| 1658 | ): |
| 1659 | return None |
| 1660 | |
| 1661 | attr = ts.TosaSerializerAttribute() |
| 1662 | attr.AxisAttribute(axis) |
| 1663 | |
| 1664 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1665 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1666 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1667 | def build_reshape( |
| 1668 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1669 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1670 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1671 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1672 | shape = inputs[1] |
| 1673 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1674 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1675 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1676 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1677 | |
| 1678 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1679 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1680 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1681 | pCount, cCount = op["operands"] |
| 1682 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1683 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1684 | self, error_name, input_list, output_list |
| 1685 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1686 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1687 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1688 | self.ser, |
| 1689 | validator_fcns, |
| 1690 | error_name, |
| 1691 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1692 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1693 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1694 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1695 | output_dtype=result_tensor.dtype, |
| 1696 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1697 | input_list=input_list, |
| 1698 | output_list=output_list, |
| 1699 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1700 | ): |
| 1701 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1702 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1703 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1704 | |
| 1705 | compliance = self.tensorComplianceMetaData( |
| 1706 | op, a.dtype, args_dict, result_tensor, error_name |
| 1707 | ) |
| 1708 | |
| 1709 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1710 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1711 | def build_reverse( |
| 1712 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1713 | ): |
| 1714 | assert len(inputs) == 1 |
| 1715 | a = inputs[0] |
| 1716 | axis = args_dict["axis"] |
| 1717 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1718 | |
| 1719 | # Invalidate Input/Output list for error if checks. |
| 1720 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1721 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1722 | pCount, cCount = op["operands"] |
| 1723 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1724 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1725 | self, error_name, input_list, output_list |
| 1726 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1727 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1728 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1729 | self.ser, |
| 1730 | validator_fcns, |
| 1731 | error_name, |
| 1732 | op=op, |
| 1733 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1734 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1735 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1736 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1737 | output_dtype=result_tensor.dtype, |
| 1738 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1739 | input_list=input_list, |
| 1740 | output_list=output_list, |
| 1741 | num_operands=num_operands, |
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() |
| 1746 | attr.AxisAttribute(axis) |
| 1747 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1748 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1749 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1750 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1751 | def build_transpose( |
| 1752 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1753 | ): |
| 1754 | assert len(inputs) == 1 |
| 1755 | a = inputs[0] |
| 1756 | perms = args_dict["perms"] |
| 1757 | |
| 1758 | result_tensor = OutputShaper.transposeOp( |
| 1759 | self.ser, self.rng, a, perms, error_name |
| 1760 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1761 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1762 | attr = ts.TosaSerializerAttribute() |
| 1763 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1764 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1765 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1766 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1767 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1768 | pCount, cCount = op["operands"] |
| 1769 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1770 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1771 | self, error_name, input_list, output_list |
| 1772 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1773 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1774 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1775 | self.ser, |
| 1776 | validator_fcns, |
| 1777 | error_name, |
| 1778 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1779 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1780 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1781 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1782 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1783 | output_dtype=result_tensor.dtype, |
| 1784 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1785 | input_list=input_list, |
| 1786 | output_list=output_list, |
| 1787 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1788 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1789 | ): |
| 1790 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1791 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1792 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1793 | |
| 1794 | compliance = self.tensorComplianceMetaData( |
| 1795 | op, a.dtype, args_dict, result_tensor, error_name |
| 1796 | ) |
| 1797 | |
| 1798 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1799 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1800 | def build_slice( |
| 1801 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1802 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1803 | assert len(inputs) == 3 |
| 1804 | a, start_var, size_var = inputs |
| 1805 | start_const = args_dict["start"] |
| 1806 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1807 | |
| 1808 | result_tensor = OutputShaper.sliceOp( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1809 | self.ser, self.rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1810 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1811 | |
| 1812 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1813 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1814 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1815 | pCount, cCount = op["operands"] |
| 1816 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1817 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1818 | self, error_name, input_list, output_list |
| 1819 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1820 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1821 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1822 | self.ser, |
| 1823 | validator_fcns, |
| 1824 | error_name, |
| 1825 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1826 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1827 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1828 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1829 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1830 | start=start_const, |
| 1831 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1832 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1833 | input_list=input_list, |
| 1834 | output_list=output_list, |
| 1835 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1836 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1837 | ): |
| 1838 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1839 | |
Tai Ly | 8ead6c4 | 2024-02-14 22:35:44 +0000 | [diff] [blame] | 1840 | self.ser.addOperator(op["op"], input_list, output_list) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1841 | |
| 1842 | compliance = self.tensorComplianceMetaData( |
| 1843 | op, a.dtype, args_dict, result_tensor, error_name |
| 1844 | ) |
| 1845 | |
| 1846 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1847 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1848 | def build_tile( |
| 1849 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1850 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1851 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1852 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1853 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1854 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1855 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1856 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1857 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1858 | |
| 1859 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1860 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1861 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1862 | pCount, cCount = op["operands"] |
| 1863 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1864 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1865 | self, error_name, input_list, output_list |
| 1866 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1867 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1868 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1869 | self.ser, |
| 1870 | validator_fcns, |
| 1871 | error_name, |
| 1872 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1873 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1874 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1875 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1876 | output_dtype=result_tensor.dtype, |
| 1877 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1878 | input_list=input_list, |
| 1879 | output_list=output_list, |
| 1880 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1881 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1882 | ): |
| 1883 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1884 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1885 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1886 | |
| 1887 | compliance = self.tensorComplianceMetaData( |
| 1888 | op, a.dtype, args_dict, result_tensor, error_name |
| 1889 | ) |
| 1890 | |
| 1891 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1892 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1893 | def build_gather( |
| 1894 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1895 | ): |
| 1896 | assert len(inputs) == 2 |
| 1897 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1898 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1899 | result_tensor = OutputShaper.gatherOp( |
| 1900 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1901 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1902 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1903 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1904 | input_list = [values.name, indices.name] |
| 1905 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1906 | pCount, cCount = op["operands"] |
| 1907 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1908 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1909 | self, error_name, input_list, output_list |
| 1910 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1911 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1912 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1913 | self.ser, |
| 1914 | validator_fcns, |
| 1915 | error_name, |
| 1916 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1917 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1918 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1919 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1920 | output_dtype=result_tensor.dtype, |
| 1921 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1922 | input_list=input_list, |
| 1923 | output_list=output_list, |
| 1924 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1925 | ): |
| 1926 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1927 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1928 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1929 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1930 | compliance = self.tensorComplianceMetaData( |
| 1931 | op, values.dtype, args_dict, result_tensor, error_name |
| 1932 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1933 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1934 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1935 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1936 | def build_scatter( |
| 1937 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1938 | ): |
| 1939 | assert len(inputs) == 3 |
| 1940 | values_in, indices, input = inputs |
| 1941 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1942 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1943 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1944 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1945 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1946 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1947 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1948 | pCount, cCount = op["operands"] |
| 1949 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1950 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1951 | self, error_name, input_list, output_list |
| 1952 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1953 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1954 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1955 | self.ser, |
| 1956 | validator_fcns, |
| 1957 | error_name, |
| 1958 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1959 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1960 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1961 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1962 | output_dtype=result_tensor.dtype, |
| 1963 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1964 | input_list=input_list, |
| 1965 | output_list=output_list, |
| 1966 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1967 | ): |
| 1968 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1969 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1970 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1971 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1972 | compliance = self.tensorComplianceMetaData( |
| 1973 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1974 | ) |
| 1975 | |
| 1976 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1977 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1978 | def build_resize( |
| 1979 | self, |
| 1980 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1981 | inputs, |
| 1982 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1983 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1984 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1985 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1986 | ): |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 1987 | assert len(inputs) == 4 |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1988 | input = inputs[0] |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 1989 | scale_input = inputs[1] |
| 1990 | offset_input = inputs[2] |
| 1991 | border_input = inputs[3] |
| 1992 | |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1993 | mode = args_dict["mode"] |
| 1994 | scale = args_dict["scale"] |
| 1995 | offset = args_dict["offset"] |
| 1996 | border = args_dict["border"] |
| 1997 | output_dtype = args_dict["output_dtype"] |
| 1998 | |
| 1999 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2000 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 2001 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2002 | input, |
| 2003 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2004 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2005 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2006 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2007 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2008 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2009 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2010 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2011 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2012 | # Invalidate Input/Output list for error if checks. |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2013 | input_list = [ |
| 2014 | input.name, |
| 2015 | scale_input.name, |
| 2016 | offset_input.name, |
| 2017 | border_input.name, |
| 2018 | ] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2019 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2020 | pCount, cCount = op["operands"] |
| 2021 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2022 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2023 | self, error_name, input_list, output_list |
| 2024 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2025 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2026 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2027 | self.ser, |
| 2028 | validator_fcns, |
| 2029 | error_name, |
| 2030 | op=op, |
| 2031 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2032 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2033 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2034 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2035 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2036 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2037 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2038 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2039 | input_list=input_list, |
| 2040 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2041 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2042 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2043 | ): |
| 2044 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2045 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2046 | attr = ts.TosaSerializerAttribute() |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2047 | # write empty scale/offset/border into ResizeAttribute |
| 2048 | attr.ResizeAttribute([], [], [], mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2049 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2050 | |
| 2051 | compliance = self.tensorComplianceMetaData( |
| 2052 | op, input.dtype, args_dict, result_tensor, error_name |
| 2053 | ) |
| 2054 | |
| 2055 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2056 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2057 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 2058 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 2059 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2060 | self.ser.addOperator( |
| 2061 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 2062 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2063 | return result_tens |
| 2064 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2065 | def build_const( |
| 2066 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2067 | ): |
| 2068 | assert len(inputs) == 1 |
| 2069 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2070 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2071 | |
| 2072 | compliance = self.tensorComplianceMetaData( |
| 2073 | op, val.dtype, args_dict, val, error_name |
| 2074 | ) |
| 2075 | |
| 2076 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2077 | |
| 2078 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2079 | def build_cast( |
| 2080 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2081 | ): |
| 2082 | assert len(inputs) == 1 |
| 2083 | val = inputs[0] |
| 2084 | out_dtype = args_dict["out_type"] |
| 2085 | |
| 2086 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2087 | self.ser, self.rng, val, out_dtype, error_name |
| 2088 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2089 | |
| 2090 | # Invalidate Input/Output list for error if checks. |
| 2091 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2092 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2093 | pCount, cCount = op["operands"] |
| 2094 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2095 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2096 | self, error_name, input_list, output_list |
| 2097 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2098 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2099 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2100 | self.ser, |
| 2101 | validator_fcns, |
| 2102 | error_name, |
| 2103 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2104 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2105 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2106 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2107 | output_dtype=result_tensor.dtype, |
| 2108 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2109 | input_list=input_list, |
| 2110 | output_list=output_list, |
| 2111 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2112 | ): |
| 2113 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2114 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2115 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2116 | |
| 2117 | compliance = self.tensorComplianceMetaData( |
| 2118 | op, val.dtype, args_dict, result_tensor, error_name |
| 2119 | ) |
| 2120 | |
| 2121 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2122 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2123 | def build_rescale( |
| 2124 | self, |
| 2125 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2126 | inputs, |
| 2127 | args_dict, |
| 2128 | validator_fcns=None, |
| 2129 | error_name=None, |
| 2130 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2131 | ): |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2132 | assert len(inputs) == 3 |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2133 | val = inputs[0] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2134 | multiplier_val = inputs[1] |
| 2135 | shift_val = inputs[2] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2136 | out_dtype = args_dict["output_dtype"] |
| 2137 | scale32 = args_dict["scale"] |
| 2138 | double_round = args_dict["double_round"] |
| 2139 | per_channel = args_dict["per_channel"] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2140 | shift_arr = args_dict["shift"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2141 | multiplier_arr = args_dict["multiplier"] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2142 | |
| 2143 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2144 | self.ser, self.rng, val, out_dtype, error_name |
| 2145 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2146 | |
| 2147 | if per_channel: |
| 2148 | nc = val.shape[-1] |
| 2149 | else: |
| 2150 | nc = 1 |
| 2151 | |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2152 | in_type_width = gtu.dtypeWidth(val.dtype) |
| 2153 | out_type_width = gtu.dtypeWidth(out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2154 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2155 | input_unsigned = False |
| 2156 | output_unsigned = False |
| 2157 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2158 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2159 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2160 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2161 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2162 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2163 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2164 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2165 | elif error_name in [ |
| 2166 | ErrorIf.InputZeroPointNotZero, |
| 2167 | ErrorIf.U16InputZeroPointNotValid, |
| 2168 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2169 | input_zp = self.randInt(-128, 128) |
| 2170 | if input_zp == 0: |
| 2171 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2172 | in_type_width += 1 |
| 2173 | elif val.dtype == DType.UINT16: |
| 2174 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2175 | input_zp = self.rng.choice([0, 32768]) |
| 2176 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2177 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2178 | else: |
| 2179 | input_zp = 0 |
| 2180 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2181 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2182 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2183 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2184 | elif out_dtype == DType.UINT8: |
| 2185 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2186 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2187 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2188 | elif error_name in [ |
| 2189 | ErrorIf.OutputZeroPointNotZero, |
| 2190 | ErrorIf.U16OutputZeroPointNotValid, |
| 2191 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2192 | output_zp = self.randInt(-128, 128) |
| 2193 | if output_zp == 0: |
| 2194 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2195 | out_type_width += 1 |
| 2196 | elif out_dtype == DType.UINT16: |
| 2197 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2198 | output_zp = self.rng.choice([0, 32768]) |
| 2199 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2200 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2201 | else: |
| 2202 | output_zp = 0 |
| 2203 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2204 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2205 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2206 | |
| 2207 | for i in range(nc): |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2208 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2209 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2210 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2211 | logger.debug( |
| 2212 | f"build_rescale: multiplier={multiplier_arr} shift={shift_arr} inzp={input_zp} outzp={output_zp}" |
| 2213 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2214 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2215 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2216 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2217 | assert val.placeholderFilename |
| 2218 | values = np.load( |
| 2219 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2220 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2221 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2222 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2223 | 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] | 2224 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2225 | # Check we can safely convert to the expected dtype |
| 2226 | assert ( |
| 2227 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2228 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2229 | ) |
| 2230 | |
| 2231 | # Force casting to output datatype |
| 2232 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2233 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2234 | if not np.all(np.array_equal(values, val_adj)): |
| 2235 | # Values changed so overwrite file with new values |
| 2236 | np.save( |
| 2237 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2238 | val_adj, |
| 2239 | False, |
| 2240 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2241 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2242 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2243 | input_list = [val.name, multiplier_val.name, shift_val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2244 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2245 | pCount, cCount = op["operands"] |
| 2246 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2247 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2248 | self, error_name, input_list, output_list |
| 2249 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2250 | |
| 2251 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2252 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2253 | self.ser, |
| 2254 | validator_fcns, |
| 2255 | error_name, |
| 2256 | op=op, |
| 2257 | input_dtype=val.dtype, |
| 2258 | output_dtype=out_dtype, |
| 2259 | input_shape=val.shape, |
| 2260 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2261 | scale32=scale32, |
| 2262 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2263 | input_list=input_list, |
| 2264 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2265 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2266 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2267 | ): |
| 2268 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2269 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2270 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2271 | attr.RescaleAttribute( |
| 2272 | input_zp, |
| 2273 | output_zp, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2274 | [], |
| 2275 | [], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2276 | scale32, |
| 2277 | double_round, |
| 2278 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2279 | input_unsigned, |
| 2280 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2281 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2282 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2283 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2284 | |
| 2285 | compliance = self.tensorComplianceMetaData( |
| 2286 | op, val.dtype, args_dict, result_tensor, error_name |
| 2287 | ) |
| 2288 | |
| 2289 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2290 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2291 | def _get_condition_tensor(self, op, cond, error_name): |
| 2292 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2293 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2294 | else: |
| 2295 | cond_type = DType.BOOL |
| 2296 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2297 | choice = self.rng.choice([1, 2]) |
| 2298 | if choice == 1: |
| 2299 | cond_shape = [2] |
| 2300 | else: |
| 2301 | cond_shape = [1, 2] |
| 2302 | else: |
| 2303 | # Must be of size 1 (rank 0) |
| 2304 | cond_shape = [] |
| 2305 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2306 | return cond_tens |
| 2307 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2308 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2309 | self, |
| 2310 | op, |
| 2311 | inputs, |
| 2312 | args_dict, |
| 2313 | validator_fcns=None, |
| 2314 | error_name=None, |
| 2315 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2316 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2317 | # 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] | 2318 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2319 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2320 | assert len(inputs) == 2 |
| 2321 | then_tens, else_tens = inputs |
| 2322 | |
| 2323 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2324 | |
| 2325 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2326 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2327 | |
| 2328 | # Make then/else tensors |
| 2329 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2330 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2331 | dtype = DType.INT32 |
| 2332 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2333 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2334 | if error_name in [ |
| 2335 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2336 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2337 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2338 | incorrect_shape = deepcopy(then_tens.shape) |
| 2339 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2340 | incorrect_shape[i] += ( |
| 2341 | self.rng.choice([-3, -2, 2, 3]) |
| 2342 | if incorrect_shape[i] > 3 |
| 2343 | else self.rng.choice([1, 2, 4]) |
| 2344 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2345 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2346 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2347 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2348 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2349 | |
| 2350 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2351 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2352 | |
| 2353 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2354 | then_block = "THEN_BLOCK" |
| 2355 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2356 | attr = ts.TosaSerializerAttribute() |
| 2357 | attr.CondIfAttribute(then_block, else_block) |
| 2358 | |
| 2359 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2360 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2361 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2362 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2363 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2364 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2365 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2366 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2367 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2368 | self.ser.addOutputTensor(then_tens) |
| 2369 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2370 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2371 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2372 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2373 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2374 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2375 | self.ser.addOutputTensor(else_tens) |
| 2376 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2377 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2378 | self.ser, |
| 2379 | validator_fcns, |
| 2380 | error_name, |
| 2381 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2382 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2383 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2384 | ): |
| 2385 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2386 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2387 | compliance = self.tensorComplianceMetaData( |
| 2388 | op, dtype, args_dict, result_tensor, error_name |
| 2389 | ) |
| 2390 | |
| 2391 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2392 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2393 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2394 | self, |
| 2395 | op, |
| 2396 | inputs, |
| 2397 | args_dict, |
| 2398 | validator_fcns=None, |
| 2399 | error_name=None, |
| 2400 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2401 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2402 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2403 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2404 | assert len(inputs) == 2 |
| 2405 | a, b = inputs |
| 2406 | |
| 2407 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2408 | |
| 2409 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2410 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2411 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2412 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2413 | |
| 2414 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2415 | then_block = "THEN_BLOCK" |
| 2416 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2417 | attr = ts.TosaSerializerAttribute() |
| 2418 | attr.CondIfAttribute(then_block, else_block) |
| 2419 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2420 | if error_name in [ |
| 2421 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2422 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2423 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2424 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2425 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2426 | incorrect_shape = a.shape.copy() |
| 2427 | for i in range(len(incorrect_shape)): |
| 2428 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2429 | incorrect_block_input = deepcopy(a) |
| 2430 | incorrect_block_input.shape = incorrect_shape |
| 2431 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2432 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2433 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2434 | op["op"], [cond_tens.name, a.name, b.name], [result_tensor.name], attr |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2435 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2436 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2437 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2438 | then_op, else_op = self.TOSA_OP_LIST["add"], self.TOSA_OP_LIST["sub"] |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2439 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2440 | then_op, else_op = ( |
| 2441 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2442 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2443 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2444 | else: |
| 2445 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2446 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2447 | # Determine the element-wise binary operation that compliance will need to |
| 2448 | # check the results of |
| 2449 | compliance_op = then_op if cond else else_op |
| 2450 | |
| 2451 | for block, block_op in ((then_block, then_op), (else_block, else_op)): |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2452 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2453 | if ( |
| 2454 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2455 | and block == then_block |
| 2456 | ) or ( |
| 2457 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2458 | and block == else_block |
| 2459 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2460 | self.ser.addInputTensor(incorrect_block_input) |
| 2461 | self.ser.addInputTensor(b) |
| 2462 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2463 | elif ( |
| 2464 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2465 | and block == then_block |
| 2466 | ) or ( |
| 2467 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2468 | and block == else_block |
| 2469 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2470 | self.ser.addInputTensor(a) |
| 2471 | self.ser.addInputTensor(b) |
| 2472 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2473 | else: |
| 2474 | self.ser.addInputTensor(a) |
| 2475 | self.ser.addInputTensor(b) |
| 2476 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2477 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2478 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2479 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2480 | self.ser, |
| 2481 | validator_fcns, |
| 2482 | error_name, |
| 2483 | op=op, |
| 2484 | a=a, |
| 2485 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2486 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2487 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2488 | ): |
| 2489 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2490 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2491 | compliance = self.tensorComplianceMetaData( |
| 2492 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2493 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2494 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2495 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2496 | |
| 2497 | def build_while_loop( |
| 2498 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2499 | ): |
| 2500 | assert len(inputs) == 1 |
| 2501 | a = inputs[0] |
| 2502 | iter_val = args_dict["iterations"] |
| 2503 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2504 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2505 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2506 | cond_block = "COND_BLOCK" |
| 2507 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2508 | |
| 2509 | attr = ts.TosaSerializerAttribute() |
| 2510 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2511 | |
| 2512 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2513 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2514 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2515 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2516 | |
| 2517 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2518 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2519 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2520 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2521 | incorrect_acc = deepcopy(acc) |
| 2522 | for i in range(len(incorrect_acc.shape)): |
| 2523 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2524 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2525 | else: |
| 2526 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2527 | |
| 2528 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2529 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2530 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2531 | [iter.name, a.name, acc.name], |
| 2532 | [iter_out.name, a_out.name, acc_out.name], |
| 2533 | attr, |
| 2534 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2535 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2536 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2537 | if error_name in [ |
| 2538 | ErrorIf.InputListCondGraphMismatch, |
| 2539 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2540 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2541 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2542 | incorrect_iter = deepcopy(iter) |
| 2543 | for i in range(len(incorrect_iter.shape)): |
| 2544 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2545 | if len(incorrect_iter.shape) == 0: |
| 2546 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2547 | |
| 2548 | incorrect_acc = deepcopy(acc) |
| 2549 | for i in range(len(incorrect_acc.shape)): |
| 2550 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2551 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2552 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2553 | self.ser.addBasicBlock(cond_block) |
| 2554 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2555 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2556 | self.ser.addInputTensor(incorrect_iter) |
| 2557 | self.ser.addInputTensor(a) |
| 2558 | self.ser.addInputTensor(incorrect_acc) |
| 2559 | else: |
| 2560 | self.ser.addInputTensor(iter) |
| 2561 | self.ser.addInputTensor(a) |
| 2562 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2563 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2564 | |
| 2565 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2566 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2567 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2568 | cond_type = DType.BOOL |
| 2569 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2570 | choice = self.rng.choice([1, 2]) |
| 2571 | if choice == 1: |
| 2572 | cond_shape = [3] |
| 2573 | else: |
| 2574 | cond_shape = [1, 2] |
| 2575 | else: |
| 2576 | cond_shape = [] |
| 2577 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2578 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2579 | 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] | 2580 | |
| 2581 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2582 | # 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] | 2583 | self.ser.addBasicBlock(body_block) |
| 2584 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2585 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2586 | self.ser.addInputTensor(incorrect_iter) |
| 2587 | self.ser.addInputTensor(a) |
| 2588 | self.ser.addInputTensor(incorrect_acc) |
| 2589 | else: |
| 2590 | self.ser.addInputTensor(iter) |
| 2591 | self.ser.addInputTensor(a) |
| 2592 | self.ser.addInputTensor(acc) |
| 2593 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2594 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2595 | |
| 2596 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2597 | iter_body_out = self.ser.addIntermediate( |
| 2598 | incorrect_iter.shape, incorrect_iter.dtype |
| 2599 | ) |
| 2600 | acc_body_out = self.ser.addIntermediate( |
| 2601 | incorrect_acc.shape, incorrect_acc.dtype |
| 2602 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2603 | else: |
| 2604 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2605 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2606 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2607 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2608 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2609 | self.ser.addOutputTensor(iter_body_out) |
| 2610 | self.ser.addOutputTensor(a) |
| 2611 | self.ser.addOutputTensor(acc_body_out) |
| 2612 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2613 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2614 | self.ser, |
| 2615 | validator_fcns, |
| 2616 | error_name, |
| 2617 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2618 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2619 | ): |
| 2620 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2621 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2622 | compliance = self.tensorComplianceMetaData( |
| 2623 | op, a.dtype, args_dict, acc_out, error_name |
| 2624 | ) |
| 2625 | |
| 2626 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2627 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2628 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2629 | self, |
| 2630 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2631 | inputs, |
| 2632 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2633 | validator_fcns=None, |
| 2634 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2635 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2636 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2637 | assert len(inputs) == 2 |
| 2638 | val1, val2 = inputs |
| 2639 | inverse = args_dict["inverse"] |
| 2640 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2641 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2642 | |
| 2643 | input_names = [val1.name, val2.name] |
| 2644 | pCount, cCount = op["operands"] |
| 2645 | num_operands = pCount + cCount |
| 2646 | |
| 2647 | output_names = [res.name for res in results] |
| 2648 | output_shapes = [res.shape for res in results] |
| 2649 | output_dtypes = [res.dtype for res in results] |
| 2650 | |
| 2651 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2652 | self, error_name, input_names, output_names |
| 2653 | ) |
| 2654 | |
| 2655 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2656 | self.ser, |
| 2657 | validator_fcns, |
| 2658 | error_name, |
| 2659 | op=op, |
| 2660 | inverse=inverse, |
| 2661 | input1=val1, |
| 2662 | input2=val2, |
| 2663 | input_shape=val1.shape, |
| 2664 | input_dtype=val1.dtype, |
| 2665 | output_shape=output_shapes, |
| 2666 | output_dtype=output_dtypes, |
| 2667 | result_tensors=results, |
| 2668 | input_list=input_names, |
| 2669 | output_list=output_names, |
| 2670 | num_operands=num_operands, |
| 2671 | ): |
| 2672 | return None |
| 2673 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2674 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2675 | local_bound = False |
| 2676 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2677 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2678 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2679 | |
| 2680 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2681 | |
| 2682 | compliance = [] |
| 2683 | for res in results: |
| 2684 | compliance.append( |
| 2685 | self.tensorComplianceMetaData( |
| 2686 | op, val1.dtype, args_dict, res, error_name |
| 2687 | ) |
| 2688 | ) |
| 2689 | |
| 2690 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2691 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2692 | def build_rfft2d( |
| 2693 | self, |
| 2694 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2695 | inputs, |
| 2696 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2697 | validator_fcns=None, |
| 2698 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2699 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2700 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2701 | assert len(inputs) == 1 |
| 2702 | val = inputs[0] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2703 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2704 | |
| 2705 | input_names = [val.name] |
| 2706 | pCount, cCount = op["operands"] |
| 2707 | num_operands = pCount + cCount |
| 2708 | |
| 2709 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2710 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2711 | output_dtypes = [res.dtype for res in results] |
| 2712 | |
| 2713 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2714 | self, error_name, input_names, output_names |
| 2715 | ) |
| 2716 | |
| 2717 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2718 | self.ser, |
| 2719 | validator_fcns, |
| 2720 | error_name, |
| 2721 | op=op, |
| 2722 | input_shape=val.shape, |
| 2723 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2724 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2725 | output_dtype=output_dtypes, |
| 2726 | result_tensors=results, |
| 2727 | input_list=input_names, |
| 2728 | output_list=output_names, |
| 2729 | num_operands=num_operands, |
| 2730 | ): |
| 2731 | return None |
| 2732 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2733 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2734 | local_bound = False |
| 2735 | |
| 2736 | attr = ts.TosaSerializerAttribute() |
| 2737 | attr.RFFTAttribute(local_bound) |
| 2738 | |
| 2739 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2740 | |
| 2741 | compliance = [] |
| 2742 | for res in results: |
| 2743 | compliance.append( |
| 2744 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2745 | ) |
| 2746 | |
| 2747 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2748 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2749 | def build_shape_op( |
| 2750 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2751 | ): |
| 2752 | assert len(inputs) == 2 |
| 2753 | a, b = inputs |
| 2754 | |
| 2755 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2756 | |
| 2757 | # Invalidate Input/Output list for error if checks. |
| 2758 | input_list = [a.name, b.name] |
| 2759 | output_list = [result_tensor.name] |
| 2760 | pCount, cCount = op["operands"] |
| 2761 | num_operands = pCount + cCount |
| 2762 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2763 | self, error_name, input_list, output_list |
| 2764 | ) |
| 2765 | |
| 2766 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2767 | self.ser, |
| 2768 | validator_fcns, |
| 2769 | error_name, |
| 2770 | op=op, |
| 2771 | input1=a, |
| 2772 | input2=b, |
| 2773 | input_shape=a.shape, |
| 2774 | input_dtype=a.dtype, |
| 2775 | output_shape=result_tensor.shape, |
| 2776 | output_dtype=result_tensor.dtype, |
| 2777 | result_tensors=[result_tensor], |
| 2778 | input_list=input_list, |
| 2779 | output_list=output_list, |
| 2780 | num_operands=num_operands, |
| 2781 | ): |
| 2782 | return None |
| 2783 | |
| 2784 | self.ser.addOperator( |
| 2785 | op["op"], |
| 2786 | input_list, |
| 2787 | output_list, |
| 2788 | ) |
| 2789 | compliance = self.tensorComplianceMetaData( |
| 2790 | op, a.dtype, args_dict, result_tensor, error_name |
| 2791 | ) |
| 2792 | |
| 2793 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2794 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2795 | def create_filter_lists( |
| 2796 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2797 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2798 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2799 | default_test_rank_range = range(1, 5) |
| 2800 | if not shapeFilter: |
| 2801 | shapeFilter = [None] |
| 2802 | |
| 2803 | # Calculate the filters based on what is requested and what the operator allows |
| 2804 | rmin, rmax = op["rank"] |
| 2805 | if rankFilter is not None: |
| 2806 | cleanRankFilter = [] |
| 2807 | # Ensure rankFilter values are allowed by operator |
| 2808 | for rank in rankFilter: |
| 2809 | if rank >= rmin and rank <= rmax: |
| 2810 | cleanRankFilter.append(rank) |
| 2811 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2812 | # Ensure default behaviour is bounded by default range or by operator, |
| 2813 | # whichever is the smaller range of ranks. |
| 2814 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2815 | cleanRankFilter = ( |
| 2816 | opRankRange |
| 2817 | if len(opRankRange) <= len(default_test_rank_range) |
| 2818 | else default_test_rank_range |
| 2819 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2820 | else: |
| 2821 | cleanRankFilter = range(rmin, rmax + 1) |
| 2822 | |
| 2823 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2824 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2825 | if dtypeFilter is not None: |
| 2826 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2827 | # Create list of operator dtypes filtered by requested dtypes |
| 2828 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2829 | if dtype in dtypeFilter or ( |
| 2830 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2831 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2832 | cleanDtypeFilter.append(dtype) |
| 2833 | else: |
| 2834 | cleanDtypeFilter = dtypes |
| 2835 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2836 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2837 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2838 | "shapeFilter": shapeFilter, |
| 2839 | "rankFilter": cleanRankFilter, |
| 2840 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2841 | } |
| 2842 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2843 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2844 | if validator is not None: |
| 2845 | validator_info = validator(check=False, op=op) |
| 2846 | else: |
| 2847 | return None |
| 2848 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2849 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2850 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2851 | # Set parameters as required |
| 2852 | if error_arguments["rank"] is not None: |
| 2853 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2854 | else: |
| 2855 | rankFilter = cleanRankFilter |
| 2856 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2857 | if error_arguments["dtype"] is not None: |
| 2858 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2859 | else: |
| 2860 | dtypeFilter = cleanDtypeFilter |
| 2861 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2862 | if error_arguments["shape"] is not None: |
| 2863 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2864 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2865 | shapeFilter = shapeFilter[ |
| 2866 | :2 |
| 2867 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2868 | |
| 2869 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2870 | "shapeFilter": shapeFilter, |
| 2871 | "rankFilter": rankFilter, |
| 2872 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2873 | } |
| 2874 | return filterDict |
| 2875 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2876 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2877 | self, |
| 2878 | opName, |
| 2879 | shapeFilter=[None], |
| 2880 | rankFilter=None, |
| 2881 | dtypeFilter=None, |
| 2882 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2883 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2884 | |
| 2885 | try: |
| 2886 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2887 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2888 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2889 | |
| 2890 | # Initialize a new random number generator |
| 2891 | self.rng = np.random.default_rng(self.random_seed) |
| 2892 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2893 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2894 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2895 | # Test list consists of a tuple of: |
| 2896 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2897 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2898 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2899 | error_if_validators = op["error_if_validators"] |
| 2900 | else: |
| 2901 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2902 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2903 | for validator in error_if_validators: |
| 2904 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2905 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2906 | else: |
| 2907 | error_name = None |
| 2908 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2909 | filterDict = self.create_filter_lists( |
| 2910 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2911 | ) |
| 2912 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2913 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2914 | cleanRankFilter = filterDict["rankFilter"] |
| 2915 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2916 | cleanShapeFilter = filterDict["shapeFilter"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2917 | logger.debug( |
| 2918 | f"genOpTestList: Error={error_name}, Filters S={cleanShapeFilter}, R={cleanRankFilter}, T={cleanDtypeFilter}" |
| 2919 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2920 | |
| 2921 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2922 | for t in cleanDtypeFilter: |
| 2923 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2924 | # Filter out by rank |
| 2925 | if shape is not None and len(shape) != r: |
| 2926 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2927 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2928 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2929 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2930 | shapeStr = self.shapeStr(shapeList[0]) |
| 2931 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2932 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2933 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2934 | argList = [] |
| 2935 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2936 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2937 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2938 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2939 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2940 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2941 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2942 | if argStr: |
| 2943 | testStr = "{}_{}_{}_{}".format( |
| 2944 | opName, shapeStr, typeStr, argStr |
| 2945 | ) |
| 2946 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2947 | testStr = "{}_{}_{}".format( |
| 2948 | opName, shapeStr, typeStr |
| 2949 | ) |
| 2950 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2951 | if argStr: |
| 2952 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2953 | opName, error_name, shapeStr, typeStr, argStr |
| 2954 | ) |
| 2955 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2956 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2957 | opName, error_name, shapeStr, typeStr |
| 2958 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2959 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2960 | testList.append( |
| 2961 | (opName, testStr, t, error_name, shapeList, args) |
| 2962 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2963 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2964 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2965 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2966 | if "invalid_test_validators" in op: |
| 2967 | invalid_test_validators = op["invalid_test_validators"] |
| 2968 | clean_testList = [] |
| 2969 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2970 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2971 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2972 | if validator_fcn( |
| 2973 | opName=test[0], |
| 2974 | input_dtype=test[2], |
| 2975 | shapeList=test[4], |
| 2976 | args=test[5], |
| 2977 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2978 | remove_test = True |
| 2979 | if not remove_test: |
| 2980 | clean_testList.append(test) |
| 2981 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2982 | |
| 2983 | return testList |
| 2984 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2985 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2986 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2987 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2988 | try: |
| 2989 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2990 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2991 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2992 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2993 | logger.info(f"Creating {testStr}") |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2994 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2995 | # Create a serializer |
| 2996 | self.createSerializer(opName, testStr) |
| 2997 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2998 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2999 | if "error_if_validators" in op: |
| 3000 | error_if_validators = op["error_if_validators"] |
| 3001 | else: |
| 3002 | error_if_validators = None |
| 3003 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3004 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3005 | num_operands = pCount + cCount |
| 3006 | |
| 3007 | if isinstance(dtype_or_dtypeList, list): |
| 3008 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3009 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3010 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3011 | else: |
| 3012 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3013 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3014 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3015 | assert ( |
| 3016 | len(shapeList) == num_operands |
| 3017 | ), "shapeList length {} must match number of operands {}".format( |
| 3018 | len(shapeList), num_operands |
| 3019 | ) |
| 3020 | assert ( |
| 3021 | len(dtypeList) == num_operands |
| 3022 | ), "dtypeList length {} must match number of operands {}".format( |
| 3023 | len(dtypeList), num_operands |
| 3024 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3025 | |
| 3026 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3027 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3028 | except KeyError: |
| 3029 | qgen = None |
| 3030 | |
| 3031 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3032 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3033 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 3034 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3035 | else: |
| 3036 | qinfo = None |
| 3037 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3038 | # Extra meta data for the desc.json |
| 3039 | tensMeta = {} |
| 3040 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3041 | # Check we are using the new interface with an argsDict dictionary |
| 3042 | assert isinstance( |
| 3043 | argsDict, dict |
| 3044 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3045 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3046 | # New interface with args info in dictionary |
| 3047 | assert "dg_type" in argsDict |
| 3048 | tvgInfo = tvgen_fcn(self, opName, dtypeList, shapeList, argsDict, error_name) |
| 3049 | if tvgInfo.dataGenDict: |
| 3050 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3051 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3052 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3053 | result = build_fcn( |
| 3054 | self, |
| 3055 | op, |
| 3056 | tens, |
| 3057 | argsDict, |
| 3058 | validator_fcns=error_if_validators, |
| 3059 | error_name=error_name, |
| 3060 | qinfo=qinfo, |
| 3061 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3062 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3063 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3064 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3065 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3066 | # Add the compliance meta data (if any) |
| 3067 | compliance = result.getComplianceInfo() |
| 3068 | if compliance: |
| 3069 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3070 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3071 | else: |
| 3072 | # The test is not valid |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3073 | logger.error(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3074 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3075 | def createDynamicOpLists(self): |
| 3076 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 3077 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 3078 | # Already created these lists (can occur when class is initialized more than once) |
| 3079 | return |
| 3080 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3081 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3082 | if not self.args.level8k: |
| 3083 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3084 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3085 | else: |
| 3086 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3087 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 3088 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3089 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3090 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3091 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 3092 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 3093 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3094 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3095 | self.TOSA_OP_LIST[testName]["real_name"] = "conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3096 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3097 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 3098 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3099 | "depthwise_conv2d_TEMPLATE" |
| 3100 | ].copy() |
| 3101 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3102 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3103 | self.TOSA_OP_LIST[testName]["real_name"] = "depthwise_conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3104 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3105 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 3106 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3107 | "transpose_conv2d_TEMPLATE" |
| 3108 | ].copy() |
| 3109 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3110 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3111 | self.TOSA_OP_LIST[testName]["real_name"] = "transpose_conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3112 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3113 | for k in KERNELS_3D: |
| 3114 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 3115 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 3116 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3117 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3118 | self.TOSA_OP_LIST[testName]["real_name"] = "conv3d" |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3119 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3120 | # Delete any templates after having created any dynamic ops |
| 3121 | # This is a two-pass operation because it's bad practice to delete |
| 3122 | # keys from dictionaries while iterating |
| 3123 | keyList = [] |
| 3124 | for k in self.TOSA_OP_LIST: |
| 3125 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3126 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3127 | keyList.append(k) |
| 3128 | continue |
| 3129 | except KeyError: |
| 3130 | pass |
| 3131 | |
| 3132 | for k in keyList: |
| 3133 | del self.TOSA_OP_LIST[k] |
| 3134 | |
| 3135 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3136 | """Fill in default fields for ops if they aren't already specified. |
| 3137 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3138 | for op in self.TOSA_OP_LIST: |
| 3139 | |
| 3140 | # Required fields |
| 3141 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3142 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3143 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3144 | raise Exception( |
| 3145 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3146 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3147 | |
| 3148 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3149 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3150 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3151 | raise Exception( |
| 3152 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3153 | op |
| 3154 | ) |
| 3155 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3156 | |
| 3157 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3158 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3159 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3160 | raise Exception( |
| 3161 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3162 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3163 | |
| 3164 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3165 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3166 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3167 | raise Exception( |
| 3168 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3169 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3170 | |
| 3171 | # Put in default rank range, if missing |
| 3172 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3173 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3174 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3175 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3176 | |
| 3177 | # Tensor operator list |
| 3178 | # 'op': op name |
| 3179 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3180 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3181 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3182 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3183 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3184 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3185 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3186 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3187 | TYPE_INT_FP = [ |
| 3188 | DType.INT8, |
| 3189 | DType.INT16, |
| 3190 | DType.INT32, |
| 3191 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3192 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3193 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3194 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3195 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3196 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3197 | TYPE_FI32 = [ |
| 3198 | DType.FP32, |
| 3199 | DType.FP16, |
| 3200 | DType.BF16, |
| 3201 | DType.INT32, |
| 3202 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3203 | TYPE_FIB = [ |
| 3204 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3205 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3206 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3207 | DType.INT8, |
| 3208 | DType.INT16, |
| 3209 | DType.INT32, |
| 3210 | DType.BOOL, |
| 3211 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3212 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3213 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3214 | TYPE_NARROW_INT_FP = [ |
| 3215 | DType.INT8, |
| 3216 | DType.INT16, |
| 3217 | DType.FP16, |
| 3218 | DType.BF16, |
| 3219 | DType.FP32, |
| 3220 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3221 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3222 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3223 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3224 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3225 | [DType.INT8, DType.INT8, DType.INT32], |
| 3226 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3227 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3228 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3229 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3230 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3231 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3232 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3233 | ] |
| 3234 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3235 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3236 | |
| 3237 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3238 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3239 | "argmax": { |
| 3240 | "op": Op.ARGMAX, |
| 3241 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3242 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3243 | "build_fcn": ( |
| 3244 | build_argmax, |
| 3245 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3246 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3247 | TosaArgGen.agAxis, |
| 3248 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3249 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3250 | "error_if_validators": ( |
| 3251 | TosaErrorValidator.evAxisSmallerZero, |
| 3252 | TosaErrorValidator.evAxisLargerRank, |
| 3253 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3254 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3255 | TosaErrorValidator.evWrongRank, |
| 3256 | TosaErrorValidator.evWrongInputType, |
| 3257 | TosaErrorValidator.evWrongOutputType, |
| 3258 | TosaErrorValidator.evWrongInputList, |
| 3259 | TosaErrorValidator.evWrongOutputList, |
| 3260 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3261 | "data_gen": { |
| 3262 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3263 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3264 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3265 | "avg_pool2d": { |
| 3266 | "op": Op.AVG_POOL2D, |
| 3267 | "operands": (1, 0), |
| 3268 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3269 | "build_fcn": ( |
| 3270 | build_pool2d, |
| 3271 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3272 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3273 | TosaArgGen.agPooling, |
| 3274 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3275 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3276 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3277 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3278 | "error_if_validators": ( |
| 3279 | TosaErrorValidator.evKernelSmallerOne, |
| 3280 | TosaErrorValidator.evStrideSmallerOne, |
| 3281 | TosaErrorValidator.evPadSmallerZero, |
| 3282 | TosaErrorValidator.evWrongRank, |
| 3283 | TosaErrorValidator.evWrongInputType, |
| 3284 | TosaErrorValidator.evWrongOutputType, |
| 3285 | TosaErrorValidator.evWrongInputList, |
| 3286 | TosaErrorValidator.evWrongOutputList, |
| 3287 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3288 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3289 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3290 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3291 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3292 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3293 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3294 | "data_gen": { |
| 3295 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3296 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3297 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3298 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3299 | "conv2d_TEMPLATE": { |
| 3300 | "op": Op.CONV2D, |
| 3301 | "operands": (1, 2), |
| 3302 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3303 | "build_fcn": ( |
| 3304 | build_conv2d, |
| 3305 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3306 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3307 | TosaArgGen.agConv, |
| 3308 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3309 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3310 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3311 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3312 | "error_if_validators": ( |
| 3313 | TosaErrorValidator.evWrongInputType, |
| 3314 | TosaErrorValidator.evWrongOutputType, |
| 3315 | TosaErrorValidator.evWrongInputList, |
| 3316 | TosaErrorValidator.evWrongOutputList, |
| 3317 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3318 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3319 | TosaErrorValidator.evPadSmallerZero, |
| 3320 | TosaErrorValidator.evStrideSmallerOne, |
| 3321 | TosaErrorValidator.evDilationSmallerOne, |
| 3322 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3323 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3324 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3325 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3326 | "data_gen": { |
| 3327 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3328 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3329 | "template": True, |
| 3330 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3331 | # Templated operator. Filled in by createDynamicOpLists |
| 3332 | "conv3d_TEMPLATE": { |
| 3333 | "op": Op.CONV3D, |
| 3334 | "operands": (1, 2), |
| 3335 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3336 | "build_fcn": ( |
| 3337 | build_conv3d, |
| 3338 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3339 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3340 | TosaArgGen.agConv, |
| 3341 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3342 | "qgen": TosaQuantGen.qgConv, |
| 3343 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3344 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3345 | "error_if_validators": ( |
| 3346 | TosaErrorValidator.evWrongInputType, |
| 3347 | TosaErrorValidator.evWrongOutputType, |
| 3348 | TosaErrorValidator.evWrongInputList, |
| 3349 | TosaErrorValidator.evWrongOutputList, |
| 3350 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3351 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3352 | TosaErrorValidator.evPadSmallerZero, |
| 3353 | TosaErrorValidator.evStrideSmallerOne, |
| 3354 | TosaErrorValidator.evDilationSmallerOne, |
| 3355 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3356 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3357 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3358 | ), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 3359 | "data_gen": { |
| 3360 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3361 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3362 | "template": True, |
| 3363 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3364 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3365 | "depthwise_conv2d_TEMPLATE": { |
| 3366 | "op": Op.DEPTHWISE_CONV2D, |
| 3367 | "operands": (1, 2), |
| 3368 | "filter": [1, 1], |
| 3369 | "rank": (4, 4), |
| 3370 | "build_fcn": ( |
| 3371 | build_depthwise_conv2d, |
| 3372 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3373 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3374 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3375 | ), |
| 3376 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3377 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3378 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3379 | "error_if_validators": ( |
| 3380 | TosaErrorValidator.evWrongInputType, |
| 3381 | TosaErrorValidator.evWrongOutputType, |
| 3382 | TosaErrorValidator.evWrongInputList, |
| 3383 | TosaErrorValidator.evWrongOutputList, |
| 3384 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3385 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3386 | TosaErrorValidator.evPadSmallerZero, |
| 3387 | TosaErrorValidator.evStrideSmallerOne, |
| 3388 | TosaErrorValidator.evDilationSmallerOne, |
| 3389 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3390 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3391 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3392 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3393 | "data_gen": { |
| 3394 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3395 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3396 | "template": True, |
| 3397 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3398 | "fully_connected": { |
| 3399 | "op": Op.FULLY_CONNECTED, |
| 3400 | "operands": (1, 2), |
| 3401 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3402 | "build_fcn": ( |
| 3403 | build_fully_connected, |
| 3404 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3405 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3406 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3407 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3408 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3409 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3410 | "error_if_validators": ( |
| 3411 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3412 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3413 | TosaErrorValidator.evWrongRank, |
| 3414 | TosaErrorValidator.evWrongInputType, |
| 3415 | TosaErrorValidator.evWrongOutputType, |
| 3416 | TosaErrorValidator.evWrongInputList, |
| 3417 | TosaErrorValidator.evWrongOutputList, |
| 3418 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3419 | "data_gen": { |
| 3420 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3421 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3422 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3423 | "matmul": { |
| 3424 | "op": Op.MATMUL, |
| 3425 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3426 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3427 | "build_fcn": ( |
| 3428 | build_matmul, |
| 3429 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3430 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3431 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3432 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3433 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3434 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3435 | "error_if_validators": ( |
| 3436 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3437 | TosaErrorValidator.evWrongRank, |
| 3438 | TosaErrorValidator.evWrongInputType, |
| 3439 | TosaErrorValidator.evWrongOutputType, |
| 3440 | TosaErrorValidator.evWrongInputList, |
| 3441 | TosaErrorValidator.evWrongOutputList, |
| 3442 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3443 | "data_gen": { |
| 3444 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3445 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3446 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3447 | "max_pool2d": { |
| 3448 | "op": Op.MAX_POOL2D, |
| 3449 | "operands": (1, 0), |
| 3450 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3451 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3452 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3453 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3454 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3455 | TosaArgGen.agPooling, |
| 3456 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3457 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3458 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3459 | "error_if_validators": ( |
| 3460 | TosaErrorValidator.evKernelSmallerOne, |
| 3461 | TosaErrorValidator.evStrideSmallerOne, |
| 3462 | TosaErrorValidator.evPadSmallerZero, |
| 3463 | TosaErrorValidator.evWrongRank, |
| 3464 | TosaErrorValidator.evWrongInputType, |
| 3465 | TosaErrorValidator.evWrongOutputType, |
| 3466 | TosaErrorValidator.evWrongInputList, |
| 3467 | TosaErrorValidator.evWrongOutputList, |
| 3468 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3469 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3470 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3471 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3472 | "data_gen": { |
| 3473 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3474 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3475 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3476 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3477 | "transpose_conv2d_TEMPLATE": { |
| 3478 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3479 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3480 | "rank": (4, 4), |
| 3481 | "build_fcn": ( |
| 3482 | build_transpose_conv2d, |
| 3483 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3484 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3485 | TosaArgGen.agTransposeConv2D, |
| 3486 | ), |
| 3487 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3488 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3489 | "invalid_test_validators": ( |
| 3490 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3491 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3492 | ), |
| 3493 | "error_if_validators": ( |
| 3494 | TosaErrorValidator.evWrongInputType, |
| 3495 | TosaErrorValidator.evWrongOutputType, |
| 3496 | TosaErrorValidator.evWrongInputList, |
| 3497 | TosaErrorValidator.evWrongOutputList, |
| 3498 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3499 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3500 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3501 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3502 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3503 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3504 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3505 | "data_gen": { |
| 3506 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3507 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3508 | "template": True, |
| 3509 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3510 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3511 | "clamp": { |
| 3512 | "op": Op.CLAMP, |
| 3513 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3514 | "build_fcn": ( |
| 3515 | build_clamp, |
| 3516 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3517 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3518 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3519 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3520 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3521 | "error_if_validators": ( |
| 3522 | TosaErrorValidator.evMaxSmallerMin, |
| 3523 | TosaErrorValidator.evWrongInputType, |
| 3524 | TosaErrorValidator.evWrongOutputType, |
| 3525 | TosaErrorValidator.evWrongInputList, |
| 3526 | TosaErrorValidator.evWrongOutputList, |
| 3527 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3528 | "data_gen": { |
| 3529 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3530 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3531 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3532 | "sigmoid": { |
| 3533 | "op": Op.SIGMOID, |
| 3534 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3535 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3536 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3537 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3538 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3539 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3540 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3541 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3542 | "error_if_validators": ( |
| 3543 | TosaErrorValidator.evWrongInputType, |
| 3544 | TosaErrorValidator.evWrongOutputType, |
| 3545 | TosaErrorValidator.evWrongInputList, |
| 3546 | TosaErrorValidator.evWrongOutputList, |
| 3547 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3548 | "data_gen": { |
| 3549 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3550 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3551 | }, |
| 3552 | "tanh": { |
| 3553 | "op": Op.TANH, |
| 3554 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3555 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3556 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3557 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3558 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3559 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3560 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3561 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3562 | "error_if_validators": ( |
| 3563 | TosaErrorValidator.evWrongInputType, |
| 3564 | TosaErrorValidator.evWrongOutputType, |
| 3565 | TosaErrorValidator.evWrongInputList, |
| 3566 | TosaErrorValidator.evWrongOutputList, |
| 3567 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3568 | "data_gen": { |
| 3569 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3570 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3571 | "compliance": { |
| 3572 | "abs_error_lower_bound": 0.5, |
| 3573 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3574 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3575 | "erf": { |
| 3576 | "op": Op.ERF, |
| 3577 | "operands": (1, 0), |
| 3578 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3579 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3580 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3581 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3582 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3583 | ), |
| 3584 | "types": TYPE_FP, |
| 3585 | "error_if_validators": ( |
| 3586 | TosaErrorValidator.evWrongInputType, |
| 3587 | TosaErrorValidator.evWrongOutputType, |
| 3588 | TosaErrorValidator.evWrongInputList, |
| 3589 | TosaErrorValidator.evWrongOutputList, |
| 3590 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3591 | "data_gen": { |
| 3592 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3593 | }, |
| 3594 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3595 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3596 | # Elementwise Binary Operators |
| 3597 | "add": { |
| 3598 | "op": Op.ADD, |
| 3599 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3600 | "build_fcn": ( |
| 3601 | build_binary_broadcast, |
| 3602 | TosaTensorGen.tgBroadcastFuzz, |
| 3603 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3604 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3605 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3606 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3607 | "error_if_validators": ( |
| 3608 | TosaErrorValidator.evRankMismatch, |
| 3609 | TosaErrorValidator.evWrongInputType, |
| 3610 | TosaErrorValidator.evWrongOutputType, |
| 3611 | TosaErrorValidator.evWrongInputList, |
| 3612 | TosaErrorValidator.evWrongOutputList, |
| 3613 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3614 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3615 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3616 | "data_gen": { |
| 3617 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3618 | }, |
| 3619 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3620 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3621 | "arithmetic_right_shift": { |
| 3622 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3623 | "operands": (2, 0), |
| 3624 | "build_fcn": ( |
| 3625 | build_arithmetic_right_shift, |
| 3626 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3627 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3628 | TosaArgGen.agArithmeticRightShift, |
| 3629 | ), |
| 3630 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3631 | "error_if_validators": ( |
| 3632 | TosaErrorValidator.evRankMismatch, |
| 3633 | TosaErrorValidator.evWrongInputType, |
| 3634 | TosaErrorValidator.evWrongOutputType, |
| 3635 | TosaErrorValidator.evWrongInputList, |
| 3636 | TosaErrorValidator.evWrongOutputList, |
| 3637 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3638 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3639 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3640 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3641 | "bitwise_and": { |
| 3642 | "op": Op.BITWISE_AND, |
| 3643 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3644 | "build_fcn": ( |
| 3645 | build_binary_broadcast, |
| 3646 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3647 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3648 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3649 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3650 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3651 | "error_if_validators": ( |
| 3652 | TosaErrorValidator.evRankMismatch, |
| 3653 | TosaErrorValidator.evWrongInputType, |
| 3654 | TosaErrorValidator.evWrongOutputType, |
| 3655 | TosaErrorValidator.evWrongInputList, |
| 3656 | TosaErrorValidator.evWrongOutputList, |
| 3657 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3658 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3659 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3660 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3661 | "bitwise_or": { |
| 3662 | "op": Op.BITWISE_OR, |
| 3663 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3664 | "build_fcn": ( |
| 3665 | build_binary_broadcast, |
| 3666 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3667 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3668 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3669 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3670 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3671 | "error_if_validators": ( |
| 3672 | TosaErrorValidator.evRankMismatch, |
| 3673 | TosaErrorValidator.evWrongInputType, |
| 3674 | TosaErrorValidator.evWrongOutputType, |
| 3675 | TosaErrorValidator.evWrongInputList, |
| 3676 | TosaErrorValidator.evWrongOutputList, |
| 3677 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3678 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3679 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3680 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3681 | "bitwise_xor": { |
| 3682 | "op": Op.BITWISE_XOR, |
| 3683 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3684 | "build_fcn": ( |
| 3685 | build_binary_broadcast, |
| 3686 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3687 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3688 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3689 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3690 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3691 | "error_if_validators": ( |
| 3692 | TosaErrorValidator.evRankMismatch, |
| 3693 | TosaErrorValidator.evWrongInputType, |
| 3694 | TosaErrorValidator.evWrongOutputType, |
| 3695 | TosaErrorValidator.evWrongInputList, |
| 3696 | TosaErrorValidator.evWrongOutputList, |
| 3697 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3698 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3699 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3700 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3701 | "intdiv": { |
| 3702 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3703 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3704 | "build_fcn": ( |
| 3705 | build_binary_broadcast, |
| 3706 | TosaTensorGen.tgBroadcastFuzz, |
| 3707 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3708 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3709 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3710 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3711 | "error_if_validators": ( |
| 3712 | TosaErrorValidator.evRankMismatch, |
| 3713 | TosaErrorValidator.evWrongInputType, |
| 3714 | TosaErrorValidator.evWrongOutputType, |
| 3715 | TosaErrorValidator.evWrongInputList, |
| 3716 | TosaErrorValidator.evWrongOutputList, |
| 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 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3720 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3721 | "logical_and": { |
| 3722 | "op": Op.LOGICAL_AND, |
| 3723 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3724 | "build_fcn": ( |
| 3725 | build_binary_broadcast, |
| 3726 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3727 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3728 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3729 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3730 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3731 | "error_if_validators": ( |
| 3732 | TosaErrorValidator.evRankMismatch, |
| 3733 | TosaErrorValidator.evWrongInputType, |
| 3734 | TosaErrorValidator.evWrongOutputType, |
| 3735 | TosaErrorValidator.evWrongInputList, |
| 3736 | TosaErrorValidator.evWrongOutputList, |
| 3737 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3738 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3739 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3740 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3741 | "logical_left_shift": { |
| 3742 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3743 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3744 | "build_fcn": ( |
| 3745 | build_binary_broadcast, |
| 3746 | TosaTensorGen.tgBroadcastFuzz, |
| 3747 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3748 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3749 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3750 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3751 | "error_if_validators": ( |
| 3752 | TosaErrorValidator.evRankMismatch, |
| 3753 | TosaErrorValidator.evWrongInputType, |
| 3754 | TosaErrorValidator.evWrongOutputType, |
| 3755 | TosaErrorValidator.evWrongInputList, |
| 3756 | TosaErrorValidator.evWrongOutputList, |
| 3757 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3758 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3759 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3760 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3761 | "logical_right_shift": { |
| 3762 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3763 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3764 | "build_fcn": ( |
| 3765 | build_binary_broadcast, |
| 3766 | TosaTensorGen.tgBroadcastFuzz, |
| 3767 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3768 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3769 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3770 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3771 | "error_if_validators": ( |
| 3772 | TosaErrorValidator.evRankMismatch, |
| 3773 | TosaErrorValidator.evWrongInputType, |
| 3774 | TosaErrorValidator.evWrongOutputType, |
| 3775 | TosaErrorValidator.evWrongInputList, |
| 3776 | TosaErrorValidator.evWrongOutputList, |
| 3777 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3778 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3779 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3780 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3781 | "logical_or": { |
| 3782 | "op": Op.LOGICAL_OR, |
| 3783 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3784 | "build_fcn": ( |
| 3785 | build_binary_broadcast, |
| 3786 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3787 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3788 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3789 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3790 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3791 | "error_if_validators": ( |
| 3792 | TosaErrorValidator.evRankMismatch, |
| 3793 | TosaErrorValidator.evWrongInputType, |
| 3794 | TosaErrorValidator.evWrongOutputType, |
| 3795 | TosaErrorValidator.evWrongInputList, |
| 3796 | TosaErrorValidator.evWrongOutputList, |
| 3797 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3798 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3799 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3800 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3801 | "logical_xor": { |
| 3802 | "op": Op.LOGICAL_XOR, |
| 3803 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3804 | "build_fcn": ( |
| 3805 | build_binary_broadcast, |
| 3806 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3807 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3808 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3809 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3810 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3811 | "error_if_validators": ( |
| 3812 | TosaErrorValidator.evRankMismatch, |
| 3813 | TosaErrorValidator.evWrongInputType, |
| 3814 | TosaErrorValidator.evWrongOutputType, |
| 3815 | TosaErrorValidator.evWrongInputList, |
| 3816 | TosaErrorValidator.evWrongOutputList, |
| 3817 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3818 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3819 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3820 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3821 | "maximum": { |
| 3822 | "op": Op.MAXIMUM, |
| 3823 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3824 | "build_fcn": ( |
| 3825 | build_binary_broadcast, |
| 3826 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3827 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3828 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3829 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3830 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3831 | "error_if_validators": ( |
| 3832 | TosaErrorValidator.evRankMismatch, |
| 3833 | TosaErrorValidator.evWrongInputType, |
| 3834 | TosaErrorValidator.evWrongOutputType, |
| 3835 | TosaErrorValidator.evWrongInputList, |
| 3836 | TosaErrorValidator.evWrongOutputList, |
| 3837 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3838 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3839 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3840 | "data_gen": { |
| 3841 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3842 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3843 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3844 | "minimum": { |
| 3845 | "op": Op.MINIMUM, |
| 3846 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3847 | "build_fcn": ( |
| 3848 | build_binary_broadcast, |
| 3849 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3850 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3851 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3852 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3853 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3854 | "error_if_validators": ( |
| 3855 | TosaErrorValidator.evRankMismatch, |
| 3856 | TosaErrorValidator.evWrongInputType, |
| 3857 | TosaErrorValidator.evWrongOutputType, |
| 3858 | TosaErrorValidator.evWrongInputList, |
| 3859 | TosaErrorValidator.evWrongOutputList, |
| 3860 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3861 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3862 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3863 | "data_gen": { |
| 3864 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3865 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3866 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3867 | "mul": { |
| 3868 | "op": Op.MUL, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3869 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3870 | "build_fcn": ( |
| 3871 | build_mul, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3872 | TosaTensorGen.tgMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3873 | TosaTensorValuesGen.tvgMul, |
| 3874 | TosaArgGen.agMul, |
| 3875 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3876 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3877 | "error_if_validators": ( |
| 3878 | TosaErrorValidator.evWrongInputType, |
| 3879 | TosaErrorValidator.evWrongOutputType, |
| 3880 | TosaErrorValidator.evWrongInputList, |
| 3881 | TosaErrorValidator.evWrongOutputList, |
| 3882 | TosaErrorValidator.evRankMismatch, |
| 3883 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3884 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3885 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3886 | "data_gen": { |
| 3887 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3888 | }, |
| 3889 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3890 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3891 | "pow": { |
| 3892 | "op": Op.POW, |
| 3893 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3894 | "build_fcn": ( |
| 3895 | build_binary_broadcast, |
| 3896 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3897 | TosaTensorValuesGen.tvgPow, |
| 3898 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3899 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3900 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3901 | "error_if_validators": ( |
| 3902 | TosaErrorValidator.evRankMismatch, |
| 3903 | TosaErrorValidator.evWrongInputType, |
| 3904 | TosaErrorValidator.evWrongOutputType, |
| 3905 | TosaErrorValidator.evWrongInputList, |
| 3906 | TosaErrorValidator.evWrongOutputList, |
| 3907 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3908 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3909 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3910 | "data_gen": { |
| 3911 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3912 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3913 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3914 | "sub": { |
| 3915 | "op": Op.SUB, |
| 3916 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3917 | "build_fcn": ( |
| 3918 | build_binary_broadcast, |
| 3919 | TosaTensorGen.tgBroadcastFuzz, |
| 3920 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3921 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3922 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3923 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3924 | "error_if_validators": ( |
| 3925 | TosaErrorValidator.evRankMismatch, |
| 3926 | TosaErrorValidator.evWrongInputType, |
| 3927 | TosaErrorValidator.evWrongOutputType, |
| 3928 | TosaErrorValidator.evWrongInputList, |
| 3929 | TosaErrorValidator.evWrongOutputList, |
| 3930 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3931 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3932 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3933 | "data_gen": { |
| 3934 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3935 | }, |
| 3936 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3937 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3938 | "table": { |
| 3939 | "op": Op.TABLE, |
| 3940 | # Use the automatic generation functions to create the input array |
| 3941 | # but create the table tensor in the build function, as it may be |
| 3942 | # a different type from the input |
| 3943 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3944 | "build_fcn": ( |
| 3945 | build_table, |
| 3946 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3947 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3948 | TosaArgGen.agTable, |
| 3949 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3950 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3951 | "error_if_validators": ( |
| 3952 | TosaErrorValidator.evWrongInputType, |
| 3953 | TosaErrorValidator.evWrongOutputType, |
| 3954 | TosaErrorValidator.evWrongInputList, |
| 3955 | TosaErrorValidator.evWrongOutputList, |
| 3956 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3957 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3958 | # Elementwise Unary operators |
| 3959 | "abs": { |
| 3960 | "op": Op.ABS, |
| 3961 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3962 | "build_fcn": ( |
| 3963 | build_unary, |
| 3964 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3965 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3966 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3967 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3968 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3969 | "error_if_validators": ( |
| 3970 | TosaErrorValidator.evWrongInputType, |
| 3971 | TosaErrorValidator.evWrongOutputType, |
| 3972 | TosaErrorValidator.evWrongInputList, |
| 3973 | TosaErrorValidator.evWrongOutputList, |
| 3974 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3975 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 3976 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3977 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3978 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3979 | "bitwise_not": { |
| 3980 | "op": Op.BITWISE_NOT, |
| 3981 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3982 | "build_fcn": ( |
| 3983 | build_unary, |
| 3984 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3985 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3986 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3987 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3988 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3989 | "error_if_validators": ( |
| 3990 | TosaErrorValidator.evWrongInputType, |
| 3991 | TosaErrorValidator.evWrongOutputType, |
| 3992 | TosaErrorValidator.evWrongInputList, |
| 3993 | TosaErrorValidator.evWrongOutputList, |
| 3994 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3995 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3996 | "ceil": { |
| 3997 | "op": Op.CEIL, |
| 3998 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3999 | "build_fcn": ( |
| 4000 | build_unary, |
| 4001 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4002 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4003 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4004 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4005 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4006 | "error_if_validators": ( |
| 4007 | TosaErrorValidator.evWrongInputType, |
| 4008 | TosaErrorValidator.evWrongOutputType, |
| 4009 | TosaErrorValidator.evWrongInputList, |
| 4010 | TosaErrorValidator.evWrongOutputList, |
| 4011 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4012 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4013 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4014 | }, |
| 4015 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4016 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4017 | "clz": { |
| 4018 | "op": Op.CLZ, |
| 4019 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4020 | "build_fcn": ( |
| 4021 | build_unary, |
| 4022 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4023 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4024 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4025 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4026 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4027 | "error_if_validators": ( |
| 4028 | TosaErrorValidator.evWrongInputType, |
| 4029 | TosaErrorValidator.evWrongOutputType, |
| 4030 | TosaErrorValidator.evWrongInputList, |
| 4031 | TosaErrorValidator.evWrongOutputList, |
| 4032 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4033 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4034 | "cos": { |
| 4035 | "op": Op.COS, |
| 4036 | "operands": (1, 0), |
| 4037 | "build_fcn": ( |
| 4038 | build_unary, |
| 4039 | TosaTensorGen.tgBasic, |
| 4040 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4041 | TosaArgGen.agNone, |
| 4042 | ), |
| 4043 | "types": TYPE_FP, |
| 4044 | "error_if_validators": ( |
| 4045 | TosaErrorValidator.evWrongInputType, |
| 4046 | TosaErrorValidator.evWrongOutputType, |
| 4047 | TosaErrorValidator.evWrongInputList, |
| 4048 | TosaErrorValidator.evWrongOutputList, |
| 4049 | ), |
| 4050 | "data_gen": { |
| 4051 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4052 | }, |
| 4053 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4054 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4055 | "exp": { |
| 4056 | "op": Op.EXP, |
| 4057 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4058 | "build_fcn": ( |
| 4059 | build_unary, |
| 4060 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4061 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4062 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4063 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4064 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4065 | "error_if_validators": ( |
| 4066 | TosaErrorValidator.evWrongInputType, |
| 4067 | TosaErrorValidator.evWrongOutputType, |
| 4068 | TosaErrorValidator.evWrongInputList, |
| 4069 | TosaErrorValidator.evWrongOutputList, |
| 4070 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4071 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4072 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4073 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4074 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4075 | "floor": { |
| 4076 | "op": Op.FLOOR, |
| 4077 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4078 | "build_fcn": ( |
| 4079 | build_unary, |
| 4080 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4081 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4082 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4083 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4084 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4085 | "error_if_validators": ( |
| 4086 | TosaErrorValidator.evWrongInputType, |
| 4087 | TosaErrorValidator.evWrongOutputType, |
| 4088 | TosaErrorValidator.evWrongInputList, |
| 4089 | TosaErrorValidator.evWrongOutputList, |
| 4090 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4091 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4092 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4093 | }, |
| 4094 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4095 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4096 | "log": { |
| 4097 | "op": Op.LOG, |
| 4098 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4099 | "build_fcn": ( |
| 4100 | build_unary, |
| 4101 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4102 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4103 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4104 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4105 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4106 | "error_if_validators": ( |
| 4107 | TosaErrorValidator.evWrongInputType, |
| 4108 | TosaErrorValidator.evWrongOutputType, |
| 4109 | TosaErrorValidator.evWrongInputList, |
| 4110 | TosaErrorValidator.evWrongOutputList, |
| 4111 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4112 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4113 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4114 | }, |
| 4115 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4116 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4117 | "logical_not": { |
| 4118 | "op": Op.LOGICAL_NOT, |
| 4119 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4120 | "build_fcn": ( |
| 4121 | build_unary, |
| 4122 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4123 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4124 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4125 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4126 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4127 | "error_if_validators": ( |
| 4128 | TosaErrorValidator.evWrongInputType, |
| 4129 | TosaErrorValidator.evWrongOutputType, |
| 4130 | TosaErrorValidator.evWrongInputList, |
| 4131 | TosaErrorValidator.evWrongOutputList, |
| 4132 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4133 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4134 | "negate": { |
| 4135 | "op": Op.NEGATE, |
| 4136 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4137 | "build_fcn": ( |
| 4138 | build_unary, |
| 4139 | TosaTensorGen.tgBasic, |
| 4140 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4141 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4142 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4143 | "qgen": TosaQuantGen.qgUnary, |
| 4144 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4145 | "error_if_validators": ( |
| 4146 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4147 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4148 | TosaErrorValidator.evWrongInputType, |
| 4149 | TosaErrorValidator.evWrongOutputType, |
| 4150 | TosaErrorValidator.evWrongInputList, |
| 4151 | TosaErrorValidator.evWrongOutputList, |
| 4152 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4153 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4154 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4155 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4156 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4157 | "reciprocal": { |
| 4158 | "op": Op.RECIPROCAL, |
| 4159 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4160 | "build_fcn": ( |
| 4161 | build_unary, |
| 4162 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4163 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4164 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4165 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4166 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4167 | "error_if_validators": ( |
| 4168 | TosaErrorValidator.evWrongInputType, |
| 4169 | TosaErrorValidator.evWrongOutputType, |
| 4170 | TosaErrorValidator.evWrongInputList, |
| 4171 | TosaErrorValidator.evWrongOutputList, |
| 4172 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4173 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4174 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4175 | }, |
| 4176 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4177 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4178 | "rsqrt": { |
| 4179 | "op": Op.RSQRT, |
| 4180 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4181 | "build_fcn": ( |
| 4182 | build_unary, |
| 4183 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4184 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4185 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4186 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4187 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4188 | "error_if_validators": ( |
| 4189 | TosaErrorValidator.evWrongInputType, |
| 4190 | TosaErrorValidator.evWrongOutputType, |
| 4191 | TosaErrorValidator.evWrongInputList, |
| 4192 | TosaErrorValidator.evWrongOutputList, |
| 4193 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4194 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4195 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4196 | }, |
| 4197 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4198 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4199 | "sin": { |
| 4200 | "op": Op.SIN, |
| 4201 | "operands": (1, 0), |
| 4202 | "build_fcn": ( |
| 4203 | build_unary, |
| 4204 | TosaTensorGen.tgBasic, |
| 4205 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4206 | TosaArgGen.agNone, |
| 4207 | ), |
| 4208 | "types": TYPE_FP, |
| 4209 | "error_if_validators": ( |
| 4210 | TosaErrorValidator.evWrongInputType, |
| 4211 | TosaErrorValidator.evWrongOutputType, |
| 4212 | TosaErrorValidator.evWrongInputList, |
| 4213 | TosaErrorValidator.evWrongOutputList, |
| 4214 | ), |
| 4215 | "data_gen": { |
| 4216 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4217 | }, |
| 4218 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4219 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4220 | # Elementwise Ternary operators |
| 4221 | "select": { |
| 4222 | "op": Op.SELECT, |
| 4223 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4224 | "build_fcn": ( |
| 4225 | build_select, |
| 4226 | TosaTensorGen.tgBroadcastFuzz, |
| 4227 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4228 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4229 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4230 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4231 | "error_if_validators": ( |
| 4232 | TosaErrorValidator.evRankMismatch, |
| 4233 | TosaErrorValidator.evWrongInputType, |
| 4234 | TosaErrorValidator.evWrongOutputType, |
| 4235 | TosaErrorValidator.evWrongInputList, |
| 4236 | TosaErrorValidator.evWrongOutputList, |
| 4237 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4238 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4239 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4240 | "data_gen": { |
| 4241 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4242 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4243 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4244 | # Comparison operators |
| 4245 | "equal": { |
| 4246 | "op": Op.EQUAL, |
| 4247 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4248 | "build_fcn": ( |
| 4249 | build_comparison, |
| 4250 | TosaTensorGen.tgBroadcastFuzz, |
| 4251 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4252 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4253 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4254 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4255 | "error_if_validators": ( |
| 4256 | TosaErrorValidator.evRankMismatch, |
| 4257 | TosaErrorValidator.evWrongInputType, |
| 4258 | TosaErrorValidator.evWrongOutputType, |
| 4259 | TosaErrorValidator.evWrongInputList, |
| 4260 | TosaErrorValidator.evWrongOutputList, |
| 4261 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4262 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4263 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4264 | "data_gen": { |
| 4265 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4266 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4267 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4268 | "greater_equal": { |
| 4269 | "op": Op.GREATER_EQUAL, |
| 4270 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4271 | "build_fcn": ( |
| 4272 | build_comparison, |
| 4273 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4274 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4275 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4276 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4277 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4278 | "error_if_validators": ( |
| 4279 | TosaErrorValidator.evRankMismatch, |
| 4280 | TosaErrorValidator.evWrongInputType, |
| 4281 | TosaErrorValidator.evWrongOutputType, |
| 4282 | TosaErrorValidator.evWrongInputList, |
| 4283 | TosaErrorValidator.evWrongOutputList, |
| 4284 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4285 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4286 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4287 | "data_gen": { |
| 4288 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4289 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4290 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4291 | "greater": { |
| 4292 | "op": Op.GREATER, |
| 4293 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4294 | "build_fcn": ( |
| 4295 | build_comparison, |
| 4296 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4297 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4298 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4299 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4300 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4301 | "error_if_validators": ( |
| 4302 | TosaErrorValidator.evRankMismatch, |
| 4303 | TosaErrorValidator.evWrongInputType, |
| 4304 | TosaErrorValidator.evWrongOutputType, |
| 4305 | TosaErrorValidator.evWrongInputList, |
| 4306 | TosaErrorValidator.evWrongOutputList, |
| 4307 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4308 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4309 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4310 | "data_gen": { |
| 4311 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4312 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4313 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4314 | # Reduction operators |
| 4315 | "reduce_all": { |
| 4316 | "op": Op.REDUCE_ALL, |
| 4317 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4318 | "build_fcn": ( |
| 4319 | build_reduce, |
| 4320 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4321 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4322 | TosaArgGen.agAxis, |
| 4323 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4324 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4325 | "error_if_validators": ( |
| 4326 | TosaErrorValidator.evAxisLargerRank, |
| 4327 | TosaErrorValidator.evAxisSmallerZero, |
| 4328 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4329 | TosaErrorValidator.evWrongInputType, |
| 4330 | TosaErrorValidator.evWrongOutputType, |
| 4331 | TosaErrorValidator.evWrongRank, |
| 4332 | TosaErrorValidator.evWrongInputList, |
| 4333 | TosaErrorValidator.evWrongOutputList, |
| 4334 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4335 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4336 | "reduce_any": { |
| 4337 | "op": Op.REDUCE_ANY, |
| 4338 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4339 | "build_fcn": ( |
| 4340 | build_reduce, |
| 4341 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4342 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4343 | TosaArgGen.agAxis, |
| 4344 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4345 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4346 | "error_if_validators": ( |
| 4347 | TosaErrorValidator.evAxisLargerRank, |
| 4348 | TosaErrorValidator.evAxisSmallerZero, |
| 4349 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4350 | TosaErrorValidator.evWrongInputType, |
| 4351 | TosaErrorValidator.evWrongOutputType, |
| 4352 | TosaErrorValidator.evWrongRank, |
| 4353 | TosaErrorValidator.evWrongInputList, |
| 4354 | TosaErrorValidator.evWrongOutputList, |
| 4355 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4356 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4357 | "reduce_max": { |
| 4358 | "op": Op.REDUCE_MAX, |
| 4359 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4360 | "build_fcn": ( |
| 4361 | build_reduce, |
| 4362 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4363 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4364 | TosaArgGen.agAxis, |
| 4365 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4366 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4367 | "error_if_validators": ( |
| 4368 | TosaErrorValidator.evAxisLargerRank, |
| 4369 | TosaErrorValidator.evAxisSmallerZero, |
| 4370 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4371 | TosaErrorValidator.evWrongInputType, |
| 4372 | TosaErrorValidator.evWrongOutputType, |
| 4373 | TosaErrorValidator.evWrongRank, |
| 4374 | TosaErrorValidator.evWrongInputList, |
| 4375 | TosaErrorValidator.evWrongOutputList, |
| 4376 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4377 | "data_gen": { |
| 4378 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4379 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4380 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4381 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4382 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4383 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4384 | "build_fcn": ( |
| 4385 | build_reduce, |
| 4386 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4387 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4388 | TosaArgGen.agAxis, |
| 4389 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4390 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4391 | "error_if_validators": ( |
| 4392 | TosaErrorValidator.evAxisLargerRank, |
| 4393 | TosaErrorValidator.evAxisSmallerZero, |
| 4394 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4395 | TosaErrorValidator.evWrongInputType, |
| 4396 | TosaErrorValidator.evWrongOutputType, |
| 4397 | TosaErrorValidator.evWrongRank, |
| 4398 | TosaErrorValidator.evWrongInputList, |
| 4399 | TosaErrorValidator.evWrongOutputList, |
| 4400 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4401 | "data_gen": { |
| 4402 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4403 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4404 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4405 | "reduce_product": { |
| 4406 | "op": Op.REDUCE_PRODUCT, |
| 4407 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4408 | "build_fcn": ( |
| 4409 | build_reduce, |
| 4410 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4411 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4412 | TosaArgGen.agAxis, |
| 4413 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4414 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4415 | "error_if_validators": ( |
| 4416 | TosaErrorValidator.evAxisLargerRank, |
| 4417 | TosaErrorValidator.evAxisSmallerZero, |
| 4418 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4419 | TosaErrorValidator.evWrongInputType, |
| 4420 | TosaErrorValidator.evWrongOutputType, |
| 4421 | TosaErrorValidator.evWrongRank, |
| 4422 | TosaErrorValidator.evWrongInputList, |
| 4423 | TosaErrorValidator.evWrongOutputList, |
| 4424 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4425 | "data_gen": { |
| 4426 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4427 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4428 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4429 | "reduce_sum": { |
| 4430 | "op": Op.REDUCE_SUM, |
| 4431 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4432 | "build_fcn": ( |
| 4433 | build_reduce, |
| 4434 | TosaTensorGen.tgBasic, |
| 4435 | TosaTensorValuesGen.tvgReduceSum, |
| 4436 | TosaArgGen.agAxis, |
| 4437 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4438 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4439 | "error_if_validators": ( |
| 4440 | TosaErrorValidator.evAxisLargerRank, |
| 4441 | TosaErrorValidator.evAxisSmallerZero, |
| 4442 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4443 | TosaErrorValidator.evWrongInputType, |
| 4444 | TosaErrorValidator.evWrongOutputType, |
| 4445 | TosaErrorValidator.evWrongRank, |
| 4446 | TosaErrorValidator.evWrongInputList, |
| 4447 | TosaErrorValidator.evWrongOutputList, |
| 4448 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4449 | "data_gen": { |
| 4450 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4451 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4452 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4453 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4454 | "concat": { |
| 4455 | "op": Op.CONCAT, |
| 4456 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4457 | "build_fcn": ( |
| 4458 | build_concat, |
| 4459 | TosaTensorGen.tgConcat, |
| 4460 | TosaTensorValuesGen.tvgConcat, |
| 4461 | TosaArgGen.agAxis, |
| 4462 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4463 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4464 | "error_if_validators": ( |
| 4465 | TosaErrorValidator.evAxisLargerRank, |
| 4466 | TosaErrorValidator.evAxisSmallerZero, |
| 4467 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4468 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4469 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4470 | TosaErrorValidator.evWrongInputType, |
| 4471 | TosaErrorValidator.evWrongOutputType, |
| 4472 | TosaErrorValidator.evWrongOutputList, |
| 4473 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4474 | "data_gen": { |
| 4475 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4476 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4477 | }, |
| 4478 | "pad": { |
| 4479 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4480 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4481 | "build_fcn": ( |
| 4482 | build_pad, |
| 4483 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4484 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4485 | TosaArgGen.agPad, |
| 4486 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4487 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4488 | "error_if_validators": ( |
| 4489 | TosaErrorValidator.evWrongInputType, |
| 4490 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4491 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4492 | TosaErrorValidator.evWrongOutputType, |
| 4493 | TosaErrorValidator.evWrongInputList, |
| 4494 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4495 | TosaErrorValidator.evRankMismatch, |
| 4496 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4497 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4498 | "data_gen": { |
| 4499 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4500 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4501 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4502 | "dim": { |
| 4503 | "op": Op.DIM, |
| 4504 | "operands": (1, 0), |
| 4505 | "build_fcn": ( |
| 4506 | build_dim, |
| 4507 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4508 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4509 | TosaArgGen.agAxis, |
| 4510 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4511 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4512 | "error_if_validators": ( |
| 4513 | TosaErrorValidator.evAxisLargerRank, |
| 4514 | TosaErrorValidator.evAxisSmallerZero, |
| 4515 | TosaErrorValidator.evWrongInputType, |
| 4516 | TosaErrorValidator.evWrongInputList, |
| 4517 | TosaErrorValidator.evWrongOutputList, |
| 4518 | TosaErrorValidator.evWrongRank, |
| 4519 | ), |
| 4520 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4521 | "reshape": { |
| 4522 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4523 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4524 | "build_fcn": ( |
| 4525 | build_reshape, |
| 4526 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4527 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4528 | TosaArgGen.agReshape, |
| 4529 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4530 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4531 | "error_if_validators": ( |
| 4532 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4533 | TosaErrorValidator.evWrongInputType, |
| 4534 | TosaErrorValidator.evWrongOutputType, |
| 4535 | TosaErrorValidator.evWrongInputList, |
| 4536 | TosaErrorValidator.evWrongOutputList, |
| 4537 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4538 | "data_gen": { |
| 4539 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4540 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4541 | }, |
| 4542 | "reverse": { |
| 4543 | "op": Op.REVERSE, |
| 4544 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4545 | "build_fcn": ( |
| 4546 | build_reverse, |
| 4547 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4548 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4549 | TosaArgGen.agAxis, |
| 4550 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4551 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4552 | "error_if_validators": ( |
| 4553 | TosaErrorValidator.evAxisSmallerZero, |
| 4554 | TosaErrorValidator.evAxisLargerRank, |
| 4555 | TosaErrorValidator.evWrongInputType, |
| 4556 | TosaErrorValidator.evWrongOutputType, |
| 4557 | TosaErrorValidator.evWrongInputList, |
| 4558 | TosaErrorValidator.evWrongOutputList, |
| 4559 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4560 | "data_gen": { |
| 4561 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4562 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4563 | }, |
| 4564 | "slice": { |
| 4565 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4566 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4567 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4568 | "build_fcn": ( |
| 4569 | build_slice, |
| 4570 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4571 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4572 | TosaArgGen.agSlice, |
| 4573 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4574 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4575 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4576 | # TODO Turn off these error categories for now as the reference |
| 4577 | # model cannot allocate memory space for empty tensor. We probably |
| 4578 | # can report an accurate error messege at the right place during |
| 4579 | # exeuction. |
| 4580 | # TosaErrorValidator.evStartSmallerZero, |
| 4581 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4582 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4583 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4584 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4585 | TosaErrorValidator.evWrongRank, |
| 4586 | TosaErrorValidator.evWrongInputType, |
| 4587 | TosaErrorValidator.evWrongOutputType, |
| 4588 | TosaErrorValidator.evWrongInputList, |
| 4589 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4590 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4591 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4592 | "data_gen": { |
| 4593 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4594 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4595 | }, |
| 4596 | "tile": { |
| 4597 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4598 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4599 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4600 | "build_fcn": ( |
| 4601 | build_tile, |
| 4602 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4603 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4604 | TosaArgGen.agTile, |
| 4605 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4606 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4607 | "error_if_validators": ( |
| 4608 | TosaErrorValidator.evWrongInputType, |
| 4609 | TosaErrorValidator.evWrongOutputType, |
| 4610 | TosaErrorValidator.evWrongInputList, |
| 4611 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4612 | TosaErrorValidator.evRankMismatch, |
| 4613 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4614 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4615 | "data_gen": { |
| 4616 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4617 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4618 | }, |
| 4619 | "transpose": { |
| 4620 | "op": Op.TRANSPOSE, |
| 4621 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4622 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4623 | "build_fcn": ( |
| 4624 | build_transpose, |
| 4625 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4626 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4627 | TosaArgGen.agTranspose, |
| 4628 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4629 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4630 | "error_if_validators": ( |
| 4631 | TosaErrorValidator.evIndexOutsideBounds, |
| 4632 | TosaErrorValidator.evIndexUsedTwice, |
| 4633 | TosaErrorValidator.evWrongInputType, |
| 4634 | TosaErrorValidator.evWrongOutputType, |
| 4635 | TosaErrorValidator.evWrongInputList, |
| 4636 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4637 | TosaErrorValidator.evWrongRank, |
| 4638 | TosaErrorValidator.evRankMismatch, |
| 4639 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4640 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4641 | "data_gen": { |
| 4642 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4643 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4644 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4645 | # Data nodes |
| 4646 | "const": { |
| 4647 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4648 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4649 | "build_fcn": ( |
| 4650 | build_const, |
| 4651 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4652 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4653 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4654 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4655 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4656 | "data_gen": { |
| 4657 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4658 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4659 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4660 | "identity": { |
| 4661 | "op": Op.IDENTITY, |
| 4662 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4663 | "build_fcn": ( |
| 4664 | build_unary, |
| 4665 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4666 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4667 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4668 | ), |
evacha01 | 1adff83 | 2024-03-06 17:33:44 +0000 | [diff] [blame] | 4669 | "types": TYPE_FIB + [DType.INT4, DType.INT48], |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4670 | "data_gen": { |
| 4671 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4672 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4673 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4674 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4675 | "gather": { |
| 4676 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4677 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4678 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4679 | "build_fcn": ( |
| 4680 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4681 | TosaTensorGen.tgGather, |
| 4682 | TosaTensorValuesGen.tvgGather, |
| 4683 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4684 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4685 | "types": ( |
| 4686 | DType.INT8, |
| 4687 | DType.INT16, |
| 4688 | DType.INT32, |
| 4689 | DType.FP16, |
| 4690 | DType.BF16, |
| 4691 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4692 | DType.FP8E4M3, |
| 4693 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4694 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4695 | "error_if_validators": ( |
| 4696 | TosaErrorValidator.evWrongInputType, |
| 4697 | TosaErrorValidator.evWrongOutputType, |
| 4698 | TosaErrorValidator.evWrongInputList, |
| 4699 | TosaErrorValidator.evWrongOutputList, |
| 4700 | TosaErrorValidator.evWrongRank, |
| 4701 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4702 | "data_gen": { |
| 4703 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4704 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4705 | }, |
| 4706 | "scatter": { |
| 4707 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4708 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4709 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4710 | "build_fcn": ( |
| 4711 | build_scatter, |
| 4712 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4713 | TosaTensorValuesGen.tvgScatter, |
| 4714 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4715 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4716 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4717 | "error_if_validators": ( |
| 4718 | TosaErrorValidator.evWrongInputType, |
| 4719 | TosaErrorValidator.evWrongOutputType, |
| 4720 | TosaErrorValidator.evWrongInputList, |
| 4721 | TosaErrorValidator.evWrongOutputList, |
| 4722 | TosaErrorValidator.evWrongRank, |
| 4723 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4724 | "data_gen": { |
| 4725 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4726 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4727 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4728 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4729 | "resize": { |
| 4730 | "op": Op.RESIZE, |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 4731 | "operands": (4, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4732 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4733 | "build_fcn": ( |
| 4734 | build_resize, |
| 4735 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4736 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4737 | TosaArgGen.agResize, |
| 4738 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4739 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4740 | "invalid_test_validators": ( |
| 4741 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4742 | ), |
| 4743 | "error_if_validators": ( |
| 4744 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4745 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4746 | TosaErrorValidator.evScaleNLargerMax, |
| 4747 | TosaErrorValidator.evScaleDLargerMax, |
| 4748 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4749 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4750 | TosaErrorValidator.evBorderSmallerMin, |
| 4751 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4752 | TosaErrorValidator.evWrongInputType, |
| 4753 | TosaErrorValidator.evWrongOutputType, |
| 4754 | TosaErrorValidator.evWrongRank, |
| 4755 | TosaErrorValidator.evWrongInputList, |
| 4756 | TosaErrorValidator.evWrongOutputList, |
| 4757 | TosaErrorValidator.evBatchMismatch, |
| 4758 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4759 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4760 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4761 | ), |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4762 | "data_gen": { |
| 4763 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4764 | }, |
| 4765 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4766 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4767 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4768 | "cast": { |
| 4769 | "op": Op.CAST, |
| 4770 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4771 | "build_fcn": ( |
| 4772 | build_cast, |
| 4773 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4774 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4775 | TosaArgGen.agCast, |
| 4776 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4777 | "types": ( |
| 4778 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4779 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4780 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4781 | DType.INT8, |
| 4782 | DType.INT16, |
| 4783 | DType.INT32, |
| 4784 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4785 | DType.FP8E4M3, |
| 4786 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4787 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4788 | "error_if_validators": ( |
| 4789 | TosaErrorValidator.evWrongInputType, |
| 4790 | TosaErrorValidator.evWrongOutputType, |
| 4791 | TosaErrorValidator.evWrongInputList, |
| 4792 | TosaErrorValidator.evWrongOutputList, |
| 4793 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4794 | "data_gen": { |
| 4795 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4796 | }, |
| 4797 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4798 | }, |
| 4799 | "rescale": { |
| 4800 | "op": Op.RESCALE, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4801 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4802 | "build_fcn": ( |
| 4803 | build_rescale, |
| 4804 | TosaTensorGen.tgBasic, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4805 | TosaTensorValuesGen.tvgRescale, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4806 | TosaArgGen.agRescale, |
| 4807 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4808 | "types": [ |
| 4809 | DType.UINT8, |
| 4810 | DType.INT8, |
| 4811 | DType.INT16, |
| 4812 | DType.INT32, |
| 4813 | DType.INT48, |
| 4814 | DType.UINT16, |
| 4815 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4816 | "error_if_validators": ( |
| 4817 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4818 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4819 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4820 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4821 | TosaErrorValidator.evScaleTrue, |
| 4822 | TosaErrorValidator.evScaleNotTrue, |
| 4823 | TosaErrorValidator.evWrongInputType, |
| 4824 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4825 | TosaErrorValidator.evWrongInputList, |
| 4826 | TosaErrorValidator.evWrongOutputList, |
| 4827 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4828 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4829 | # Custom |
| 4830 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4831 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4832 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4833 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4834 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4835 | "cond_if_const": { |
| 4836 | "op": Op.COND_IF, |
| 4837 | "operands": (0, 2), |
| 4838 | "build_fcn": ( |
| 4839 | build_cond_if_const, |
| 4840 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4841 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4842 | TosaArgGen.agCondIf, |
| 4843 | ), |
| 4844 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4845 | "error_if_validators": ( |
| 4846 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4847 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4848 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4849 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4850 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4851 | }, |
| 4852 | "cond_if_binary": { |
| 4853 | "op": Op.COND_IF, |
| 4854 | "operands": (2, 0), |
| 4855 | "build_fcn": ( |
| 4856 | build_cond_if_binary, |
| 4857 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4858 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4859 | TosaArgGen.agCondIf, |
| 4860 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4861 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4862 | "error_if_validators": ( |
| 4863 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4864 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4865 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4866 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4867 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4868 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4869 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4870 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4871 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4872 | "while_loop": { |
| 4873 | "op": Op.WHILE_LOOP, |
| 4874 | "operands": (0, 1), |
| 4875 | "build_fcn": ( |
| 4876 | build_while_loop, |
| 4877 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4878 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4879 | TosaArgGen.agWhileLoop, |
| 4880 | ), |
| 4881 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4882 | "error_if_validators": ( |
| 4883 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4884 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4885 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4886 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4887 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4888 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4889 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4890 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4891 | "fft2d": { |
| 4892 | "op": Op.FFT2D, |
| 4893 | "operands": (2, 0), |
| 4894 | "rank": (3, 3), |
| 4895 | "build_fcn": ( |
| 4896 | build_fft2d, |
| 4897 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4898 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4899 | TosaArgGen.agFFT2d, |
| 4900 | ), |
| 4901 | "types": [DType.FP32], |
| 4902 | "error_if_validators": ( |
| 4903 | TosaErrorValidator.evWrongInputType, |
| 4904 | TosaErrorValidator.evWrongOutputType, |
| 4905 | TosaErrorValidator.evWrongInputList, |
| 4906 | TosaErrorValidator.evWrongOutputList, |
| 4907 | TosaErrorValidator.evWrongRank, |
| 4908 | TosaErrorValidator.evBatchMismatch, |
| 4909 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4910 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4911 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4912 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4913 | "data_gen": { |
| 4914 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4915 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4916 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4917 | "rfft2d": { |
| 4918 | "op": Op.RFFT2D, |
| 4919 | "operands": (1, 0), |
| 4920 | "rank": (3, 3), |
| 4921 | "build_fcn": ( |
| 4922 | build_rfft2d, |
| 4923 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4924 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4925 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4926 | ), |
| 4927 | "types": [DType.FP32], |
| 4928 | "error_if_validators": ( |
| 4929 | TosaErrorValidator.evWrongInputType, |
| 4930 | TosaErrorValidator.evWrongOutputType, |
| 4931 | TosaErrorValidator.evWrongInputList, |
| 4932 | TosaErrorValidator.evWrongOutputList, |
| 4933 | TosaErrorValidator.evWrongRank, |
| 4934 | TosaErrorValidator.evBatchMismatch, |
| 4935 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4936 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4937 | ), |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4938 | "data_gen": { |
| 4939 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4940 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4941 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4942 | # Shape |
| 4943 | "add_shape": { |
| 4944 | "op": Op.ADD_SHAPE, |
| 4945 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4946 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4947 | "build_fcn": ( |
| 4948 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4949 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4950 | TosaTensorValuesGen.tvgAddSub, |
| 4951 | TosaArgGen.agNone, |
| 4952 | ), |
| 4953 | "types": [DType.SHAPE], |
| 4954 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4955 | }, |
| 4956 | "sub_shape": { |
| 4957 | "op": Op.SUB_SHAPE, |
| 4958 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4959 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4960 | "build_fcn": ( |
| 4961 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4962 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4963 | TosaTensorValuesGen.tvgAddSub, |
| 4964 | TosaArgGen.agNone, |
| 4965 | ), |
| 4966 | "types": [DType.SHAPE], |
| 4967 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4968 | }, |
| 4969 | "mul_shape": { |
| 4970 | "op": Op.MUL_SHAPE, |
| 4971 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4972 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4973 | "build_fcn": ( |
| 4974 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4975 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4976 | TosaTensorValuesGen.tvgMul, |
| 4977 | TosaArgGen.agNone, |
| 4978 | ), |
| 4979 | "types": [DType.SHAPE], |
| 4980 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4981 | }, |
| 4982 | "div_shape": { |
| 4983 | "op": Op.DIV_SHAPE, |
| 4984 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4985 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4986 | "build_fcn": ( |
| 4987 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4988 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4989 | TosaTensorValuesGen.tvgIntDiv, |
| 4990 | TosaArgGen.agNone, |
| 4991 | ), |
| 4992 | "types": [DType.SHAPE], |
| 4993 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4994 | }, |
| 4995 | "concat_shape": { |
| 4996 | "op": Op.CONCAT_SHAPE, |
| 4997 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4998 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4999 | "build_fcn": ( |
| 5000 | build_concat, |
| 5001 | TosaTensorGen.tgConcat, |
| 5002 | TosaTensorValuesGen.tvgConcat, |
| 5003 | TosaArgGen.agNone, |
| 5004 | ), |
| 5005 | "types": [DType.SHAPE], |
| 5006 | "error_if_validators": (), |
| 5007 | }, |
| 5008 | "const_shape": { |
| 5009 | "op": Op.CONST_SHAPE, |
| 5010 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5011 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5012 | "build_fcn": ( |
| 5013 | build_const, |
| 5014 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 5015 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5016 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5017 | ), |
| 5018 | "types": [DType.SHAPE], |
| 5019 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5020 | } |
| 5021 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5022 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5023 | class OutputShaper: |
| 5024 | # Methods in this class compute the expected output shape and datatype |
| 5025 | # for common classes of operations |
| 5026 | def __init__(self): |
| 5027 | pass |
| 5028 | |
| 5029 | # These methods return arguments that can be used for |
| 5030 | # creating a new output tensor |
| 5031 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5032 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 5033 | if error_name != ErrorIf.RankMismatch: |
| 5034 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5035 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5036 | |
| 5037 | shape = [] |
| 5038 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5039 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5040 | shape.append(b.shape[i]) |
| 5041 | else: |
| 5042 | shape.append(a.shape[i]) |
| 5043 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5044 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5045 | if error_name == ErrorIf.DimensionMismatch: |
| 5046 | shape[fuzz_idx] += 1 |
| 5047 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5048 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5049 | all_dtypes = [ |
| 5050 | DType.INT8, |
| 5051 | DType.INT16, |
| 5052 | DType.INT32, |
| 5053 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5054 | DType.FP16, |
| 5055 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5056 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5057 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5058 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5059 | outputDType = rng.choice(wrong_dtypes) |
| 5060 | else: |
| 5061 | outputDType = a.dtype |
| 5062 | |
| 5063 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5064 | |
| 5065 | @staticmethod |
| 5066 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5067 | assert len(a.shape) == len(b.shape) |
| 5068 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5069 | |
| 5070 | shape = [] |
| 5071 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5072 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5073 | shape.append(a.shape[i]) |
| 5074 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5075 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5076 | |
| 5077 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5078 | def unaryOp(ser, rng, a, error_name=None): |
| 5079 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5080 | all_dtypes = [ |
| 5081 | DType.INT8, |
| 5082 | DType.INT16, |
| 5083 | DType.INT32, |
| 5084 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5085 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5086 | DType.FP16, |
| 5087 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5088 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5089 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5090 | outputDType = rng.choice(wrong_dtypes) |
| 5091 | else: |
| 5092 | outputDType = a.dtype |
| 5093 | |
| 5094 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5095 | |
| 5096 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5097 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5098 | if error_name != ErrorIf.RankMismatch: |
| 5099 | 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] | 5100 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5101 | |
| 5102 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5103 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5104 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5105 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5106 | else: |
| 5107 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5108 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5109 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5110 | if error_name == ErrorIf.DimensionMismatch: |
| 5111 | shape[fuzz_idx] += 1 |
| 5112 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5113 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5114 | all_dtypes = [ |
| 5115 | DType.INT8, |
| 5116 | DType.INT16, |
| 5117 | DType.INT32, |
| 5118 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5119 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5120 | DType.FP16, |
| 5121 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5122 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5123 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5124 | outputDType = rng.choice(wrong_dtypes) |
| 5125 | else: |
| 5126 | outputDType = a.dtype |
| 5127 | |
| 5128 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5129 | |
| 5130 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5131 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5132 | if error_name != ErrorIf.RankMismatch: |
| 5133 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5134 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5135 | |
| 5136 | # Do broadcast |
| 5137 | shape = [] |
| 5138 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5139 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5140 | shape.append(b.shape[i]) |
| 5141 | else: |
| 5142 | shape.append(a.shape[i]) |
| 5143 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5144 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5145 | if error_name == ErrorIf.DimensionMismatch: |
| 5146 | shape[fuzz_idx] += 1 |
| 5147 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5148 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5149 | wrong_dtypes = [ |
| 5150 | DType.INT8, |
| 5151 | DType.INT16, |
| 5152 | DType.INT32, |
| 5153 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5154 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5155 | DType.FP16, |
| 5156 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5157 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5158 | outputDType = rng.choice(wrong_dtypes) |
| 5159 | else: |
| 5160 | outputDType = DType.BOOL |
| 5161 | |
| 5162 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5163 | |
| 5164 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5165 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5166 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5167 | if error_name not in [ |
| 5168 | ErrorIf.AxisSmallerZero, |
| 5169 | ErrorIf.AxisLargerRank, |
| 5170 | ErrorIf.ShapeOfAxisNotOne, |
| 5171 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5172 | shape[axis] = 1 |
| 5173 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5174 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5175 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5176 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5177 | all_dtypes = [ |
| 5178 | DType.INT8, |
| 5179 | DType.INT16, |
| 5180 | DType.INT32, |
| 5181 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5182 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5183 | DType.FP16, |
| 5184 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5185 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5186 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5187 | outputDType = rng.choice(wrong_dtypes) |
| 5188 | else: |
| 5189 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5190 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5191 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5192 | |
| 5193 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5194 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5195 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5196 | |
| 5197 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5198 | del shape[axis] |
| 5199 | |
| 5200 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5201 | remove = rng.choice([True, False]) |
| 5202 | if remove and len(shape) > 1: |
| 5203 | del shape[0] |
| 5204 | else: |
| 5205 | shape.append(1) |
| 5206 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5207 | for i in range(len(shape)): |
| 5208 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5209 | |
| 5210 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5211 | all_dtypes = [ |
| 5212 | DType.INT8, |
| 5213 | DType.INT16, |
| 5214 | DType.INT32, |
| 5215 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5216 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5217 | DType.FP16, |
| 5218 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5219 | DType.FP8E4M3, |
| 5220 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5221 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5222 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5223 | outputDType = rng.choice(wrong_dtypes) |
| 5224 | else: |
| 5225 | outputDType = DType.INT32 |
| 5226 | |
| 5227 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5228 | |
| 5229 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5230 | def conv2dOp( |
| 5231 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5232 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5233 | |
| 5234 | # IFM: NHWC |
| 5235 | # Filter: OHWI |
| 5236 | # OFM: NHWC |
| 5237 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5238 | h = ( |
| 5239 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5240 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5241 | + padding[0] |
| 5242 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5243 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5244 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5245 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5246 | w = ( |
| 5247 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5248 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5249 | + padding[2] |
| 5250 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5251 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5252 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5253 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5254 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5255 | choices = [1, 2, 3] |
| 5256 | change = rng.choice(choices) |
| 5257 | # increment in multiples of stride to not hit non-integer error case |
| 5258 | if change in [1, 3]: |
| 5259 | h = h + (rng.choice(choices) * strides[0]) |
| 5260 | if change in [2, 3]: |
| 5261 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5262 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5263 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5264 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5265 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5266 | # Pick some potentially correct output dtype if input type is incorrect |
| 5267 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5268 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5269 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5270 | |
| 5271 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5272 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5273 | excludes = [DType.FP16, DType.FP32] |
Jeremy Johnson | 80fd9b8 | 2024-03-12 11:46:50 +0000 | [diff] [blame] | 5274 | elif ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5275 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5276 | else: |
| 5277 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5278 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5279 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5280 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5281 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5282 | |
| 5283 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5284 | def conv3dOp( |
| 5285 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5286 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5287 | |
| 5288 | # IFM: NDHWC |
| 5289 | # Filter: ODHWI |
| 5290 | # OFM: NDHWC |
| 5291 | |
| 5292 | d = ( |
| 5293 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5294 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5295 | + padding[0] |
| 5296 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5297 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5298 | ) // strides[0] + 1 |
| 5299 | |
| 5300 | h = ( |
| 5301 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5302 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5303 | + padding[2] |
| 5304 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5305 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5306 | ) // strides[1] + 1 |
| 5307 | |
| 5308 | w = ( |
| 5309 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5310 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5311 | + padding[4] |
| 5312 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5313 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5314 | ) // strides[2] + 1 |
| 5315 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5316 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5317 | choices = [1, 2, 3, 4] |
| 5318 | change = rng.choice(choices) |
| 5319 | # increment in multiples of stride to not hit non-integer error case |
| 5320 | if change in [1, 4]: |
| 5321 | d = d + (rng.choice(choices) * strides[0]) |
| 5322 | if change in [2, 4]: |
| 5323 | h = h + (rng.choice(choices) * strides[1]) |
| 5324 | if change in [3, 4]: |
| 5325 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5326 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5327 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5328 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5329 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5330 | # Pick some potentially correct output dtype if input type is incorrect |
| 5331 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5332 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5333 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5334 | |
| 5335 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5336 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5337 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5338 | else: |
| 5339 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5340 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5341 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5342 | |
| 5343 | return ser.addOutput(ofm_shape, out_dtype) |
| 5344 | |
| 5345 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5346 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5347 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5348 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5349 | # IFM: NHWC |
| 5350 | # Filter: HWCM |
| 5351 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5352 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5353 | h = ( |
| 5354 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5355 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5356 | + padding[0] |
| 5357 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5358 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5359 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5360 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5361 | w = ( |
| 5362 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5363 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5364 | + padding[2] |
| 5365 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5366 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5367 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5368 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5369 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5370 | choices = [1, 2, 3] |
| 5371 | change = rng.choice(choices) |
| 5372 | # increment in multiples of stride to not hit non-integer error case |
| 5373 | if change in [1, 3]: |
| 5374 | h = h + (rng.choice(choices) * strides[0]) |
| 5375 | if change in [2, 3]: |
| 5376 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5377 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5378 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5379 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5380 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5381 | # Pick some potentially correct output dtype if input type is incorrect |
| 5382 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5383 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5384 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5385 | |
| 5386 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5387 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5388 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5389 | else: |
| 5390 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5391 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5392 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5393 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5394 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5395 | |
| 5396 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5397 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5398 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5399 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5400 | # 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] | 5401 | h = 1 |
| 5402 | w = 1 |
| 5403 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5404 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5405 | 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] | 5406 | |
| 5407 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5408 | choices = [1, 2, 3] |
| 5409 | change = rng.choice(choices) |
| 5410 | # increment in multiples of stride to not hit non-integer error case |
| 5411 | if change in [1, 3]: |
| 5412 | h = h + (rng.choice(choices) * stride[0]) |
| 5413 | if change in [2, 3]: |
| 5414 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5415 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5416 | |
| 5417 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5418 | all_dtypes = [ |
| 5419 | DType.INT8, |
| 5420 | DType.INT16, |
| 5421 | DType.INT32, |
| 5422 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5423 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5424 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5425 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5426 | DType.FP8E4M3, |
| 5427 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5428 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5429 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5430 | outputDType = rng.choice(wrong_dtypes) |
| 5431 | else: |
| 5432 | outputDType = ifm.dtype |
| 5433 | |
| 5434 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5435 | |
| 5436 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5437 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5438 | # input: N, IC |
| 5439 | # filter: OC, IC |
| 5440 | # output: N, OC |
| 5441 | |
| 5442 | output_shape = [input.shape[0], filter.shape[0]] |
| 5443 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5444 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5445 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5446 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5447 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5448 | |
| 5449 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5450 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5451 | # a: N, H, C |
| 5452 | # b: N, C, W |
| 5453 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5454 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5455 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5456 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5457 | if error_name == ErrorIf.WrongOutputType: |
| 5458 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5459 | incorrect_types = ( |
| 5460 | DType.INT4, |
| 5461 | DType.INT8, |
| 5462 | DType.INT16, |
| 5463 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5464 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5465 | DType.FP16, |
| 5466 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5467 | DType.FP8E4M3, |
| 5468 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5469 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5470 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5471 | incorrect_types = ( |
| 5472 | DType.INT4, |
| 5473 | DType.INT8, |
| 5474 | DType.INT16, |
| 5475 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5476 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5477 | DType.FP16, |
| 5478 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5479 | DType.FP8E4M3, |
| 5480 | DType.FP8E5M2, |
| 5481 | ) |
| 5482 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5483 | incorrect_types = ( |
| 5484 | DType.INT4, |
| 5485 | DType.INT8, |
| 5486 | DType.INT16, |
| 5487 | DType.INT32, |
| 5488 | DType.INT48, |
| 5489 | DType.FP32, |
| 5490 | DType.BF16, |
| 5491 | DType.FP8E4M3, |
| 5492 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5493 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5494 | elif ( |
| 5495 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5496 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5497 | incorrect_types = ( |
| 5498 | DType.INT4, |
| 5499 | DType.INT8, |
| 5500 | DType.INT16, |
| 5501 | DType.INT32, |
| 5502 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5503 | DType.FP8E4M3, |
| 5504 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5505 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5506 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5507 | elif error_name == ErrorIf.WrongInputType: |
| 5508 | # Pick some potentially correct output dtype if input type is incorrect |
| 5509 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5510 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5511 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5512 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5513 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5514 | |
| 5515 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5516 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5517 | input1 = inputs[0] |
| 5518 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5519 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5520 | # 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] | 5521 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5522 | if not ( |
| 5523 | # unable to concat tensors of different ranks |
| 5524 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5525 | # unable to concat tensors along an invalid axis |
| 5526 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5527 | ): |
| 5528 | for tensor in remaining_inputs: |
| 5529 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5530 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5531 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5532 | output_shape[axis] += rng.integers(5, 10) |
| 5533 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5534 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5535 | all_dtypes = { |
| 5536 | DType.INT8, |
| 5537 | DType.INT16, |
| 5538 | DType.INT32, |
| 5539 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5540 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5541 | DType.FP16, |
| 5542 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5543 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5544 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5545 | outputDType = rng.choice(wrong_dtypes) |
| 5546 | else: |
| 5547 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5548 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5549 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5550 | |
| 5551 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5552 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5553 | |
| 5554 | output_shape = a.shape.copy() |
| 5555 | |
| 5556 | for i in range(len(output_shape)): |
| 5557 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5558 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5559 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5560 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5561 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5562 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5563 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5564 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5565 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5566 | all_dtypes = [ |
| 5567 | DType.INT8, |
| 5568 | DType.INT16, |
| 5569 | DType.INT32, |
| 5570 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5571 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5572 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5573 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5574 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5575 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5576 | outputDType = rng.choice(wrong_dtypes) |
| 5577 | else: |
| 5578 | outputDType = a.dtype |
| 5579 | |
| 5580 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5581 | |
| 5582 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5583 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5584 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5585 | |
| 5586 | if error_name == ErrorIf.WrongOutputType: |
| 5587 | all_dtypes = [ |
| 5588 | DType.INT8, |
| 5589 | DType.INT16, |
| 5590 | DType.INT32, |
| 5591 | DType.INT48, |
| 5592 | DType.FP32, |
| 5593 | DType.FP16, |
| 5594 | DType.BF16, |
| 5595 | ] |
| 5596 | wrong_dtypes = list(set(all_dtypes)) |
| 5597 | outputDType = rng.choice(wrong_dtypes) |
| 5598 | else: |
| 5599 | outputDType = DType.SHAPE |
| 5600 | |
| 5601 | return ser.addOutput(output_shape, outputDType) |
| 5602 | |
| 5603 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5604 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5605 | output_shape = shape.copy() |
| 5606 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5607 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5608 | for i in range(len(output_shape)): |
| 5609 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5610 | |
| 5611 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5612 | all_dtypes = [ |
| 5613 | DType.INT8, |
| 5614 | DType.INT16, |
| 5615 | DType.INT32, |
| 5616 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5617 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5618 | DType.FP16, |
| 5619 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5620 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5621 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5622 | outputDType = rng.choice(wrong_dtypes) |
| 5623 | else: |
| 5624 | outputDType = a.dtype |
| 5625 | |
| 5626 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5627 | |
| 5628 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5629 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5630 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5631 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5632 | all_dtypes = [ |
| 5633 | DType.INT8, |
| 5634 | DType.INT16, |
| 5635 | DType.INT32, |
| 5636 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5637 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5638 | DType.FP16, |
| 5639 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5640 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5641 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5642 | outputDType = rng.choice(wrong_dtypes) |
| 5643 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5644 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5645 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5646 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5647 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5648 | for index in range(len(output_shape)): |
| 5649 | if output_shape[index] <= 2: |
| 5650 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5651 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5652 | output_shape[index] = output_shape[index] + rng.choice( |
| 5653 | [-2, -1, 1, 2] |
| 5654 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5655 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5656 | output_shape = input.shape.copy() |
| 5657 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5658 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5659 | |
| 5660 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5661 | |
| 5662 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5663 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5664 | |
| 5665 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5666 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5667 | |
| 5668 | for i in range(len(output_shape)): |
| 5669 | output_shape[i] = a.shape[i] * multiples[i] |
| 5670 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5671 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5672 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5673 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5674 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5675 | all_dtypes = [ |
| 5676 | DType.INT8, |
| 5677 | DType.INT16, |
| 5678 | DType.INT32, |
| 5679 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5680 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5681 | DType.FP16, |
| 5682 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5683 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5684 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5685 | outputDType = rng.choice(wrong_dtypes) |
| 5686 | else: |
| 5687 | outputDType = a.dtype |
| 5688 | |
| 5689 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5690 | |
| 5691 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5692 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5693 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5694 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5695 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5696 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5697 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5698 | for i in range(len(output_shape)): |
| 5699 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5700 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5701 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5702 | for i in range(len(output_shape)): |
| 5703 | output_shape[i] += rng.integers(1, 10) |
| 5704 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5705 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5706 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5707 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5708 | all_dtypes = [ |
| 5709 | DType.INT8, |
| 5710 | DType.INT16, |
| 5711 | DType.INT32, |
| 5712 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5713 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5714 | DType.FP16, |
| 5715 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5716 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5717 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5718 | outputDType = rng.choice(wrong_dtypes) |
| 5719 | else: |
| 5720 | outputDType = a.dtype |
| 5721 | |
| 5722 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5723 | |
| 5724 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5725 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5726 | if error_name != ErrorIf.WrongRank: |
| 5727 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5728 | assert len(indices.shape) == 2 |
| 5729 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5730 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5731 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5732 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5733 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5734 | all_dtypes = [ |
| 5735 | DType.INT8, |
| 5736 | DType.INT16, |
| 5737 | DType.INT32, |
| 5738 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5739 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5740 | DType.FP16, |
| 5741 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5742 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5743 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5744 | outputDType = rng.choice(wrong_dtypes) |
| 5745 | else: |
| 5746 | outputDType = values.dtype |
| 5747 | |
| 5748 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5749 | |
| 5750 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5751 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5752 | if error_name != ErrorIf.WrongRank: |
| 5753 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5754 | assert len(indices.shape) == 2 |
| 5755 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5756 | assert values_in.shape[0] == indices.shape[0] # N |
| 5757 | assert input.shape[1] == indices.shape[1] # W |
| 5758 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5759 | |
| 5760 | output_shape = values_in.shape |
| 5761 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5762 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5763 | all_dtypes = [ |
| 5764 | DType.INT8, |
| 5765 | DType.INT16, |
| 5766 | DType.INT32, |
| 5767 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5768 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5769 | DType.FP16, |
| 5770 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5771 | DType.FP8E4M3, |
| 5772 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5773 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5774 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5775 | outputDType = rng.choice(wrong_dtypes) |
| 5776 | else: |
| 5777 | outputDType = values_in.dtype |
| 5778 | |
| 5779 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5780 | |
| 5781 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5782 | def tableOp(ser, rng, input, error_name=None): |
| 5783 | # Same shape as the input, dtype dependent on input dtype |
| 5784 | if error_name != ErrorIf.WrongInputType: |
| 5785 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5786 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5787 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5788 | wrong_dtypes = [ |
| 5789 | DType.INT8, |
| 5790 | DType.INT16, |
| 5791 | DType.INT32, |
| 5792 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5793 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5794 | DType.FP16, |
| 5795 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5796 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5797 | wrong_dtypes.remove(output_dtype) |
| 5798 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5799 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5800 | |
| 5801 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5802 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5803 | serializer, |
| 5804 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5805 | input, |
| 5806 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5807 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5808 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5809 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5810 | input_dtype, |
| 5811 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5812 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5813 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5814 | # Calculate OH, OW |
| 5815 | scale_y_n = scale[0] |
| 5816 | scale_y_d = scale[1] |
| 5817 | scale_x_n = scale[2] |
| 5818 | scale_x_d = scale[3] |
| 5819 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5820 | scale_y_n = max(scale_y_n, 1) |
| 5821 | scale_y_d = max(scale_y_d, 1) |
| 5822 | scale_x_n = max(scale_x_n, 1) |
| 5823 | scale_x_d = max(scale_x_d, 1) |
| 5824 | |
| 5825 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5826 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5827 | |
| 5828 | if error_name is not None: |
| 5829 | # Make sure the output tensor is valid, which can occur when |
| 5830 | # scale, offset or border have been changed for ERROR_IFs |
| 5831 | oh = max(oh, 1) |
| 5832 | ow = max(ow, 1) |
| 5833 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5834 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5835 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5836 | |
| 5837 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5838 | choices = [1, 2, 3] |
| 5839 | change = rng.choice(choices) |
| 5840 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5841 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5842 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5843 | oh -= scale_y_d |
| 5844 | assert oh > 0 # Should have been caught in agResize |
| 5845 | else: |
| 5846 | oh += scale_y_d |
| 5847 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5848 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5849 | ow -= scale_x_d |
| 5850 | assert ow > 0 # Should have been caught in agResize |
| 5851 | else: |
| 5852 | ow += scale_x_d |
| 5853 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5854 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5855 | output_dims = [ |
| 5856 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5857 | oh, |
| 5858 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5859 | input.shape[0], |
| 5860 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5861 | elif error_name == ErrorIf.BatchMismatch: |
| 5862 | output_dims = [ |
| 5863 | input.shape[0] + rng.integers(1, 10), |
| 5864 | oh, |
| 5865 | ow, |
| 5866 | input.shape[3], |
| 5867 | ] |
| 5868 | elif error_name == ErrorIf.ChannelMismatch: |
| 5869 | output_dims = [ |
| 5870 | input.shape[0], |
| 5871 | oh, |
| 5872 | ow, |
| 5873 | input.shape[3] + rng.integers(1, 10), |
| 5874 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5875 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5876 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5877 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5878 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5879 | |
| 5880 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5881 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5882 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5883 | |
| 5884 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5885 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5886 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5887 | choices = [1, 2, 3] |
| 5888 | change = rng.choice(choices) |
| 5889 | if change in [1, 3]: |
| 5890 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5891 | if change in [2, 3]: |
| 5892 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5893 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5894 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5895 | # Pick some potentially correct output dtype if input type is incorrect |
| 5896 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5897 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5898 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5899 | |
| 5900 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5901 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5902 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5903 | else: |
| 5904 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5905 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5906 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5907 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5908 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5909 | |
| 5910 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5911 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5912 | outputs = [] |
| 5913 | |
| 5914 | assert ifm1.dtype == ifm2.dtype |
| 5915 | input_dtype = ifm1.dtype |
| 5916 | |
| 5917 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5918 | assert ifm1.shape == ifm2.shape |
| 5919 | |
| 5920 | input_shape = ifm1.shape |
| 5921 | if error_name != ErrorIf.WrongRank: |
| 5922 | assert len(input_shape) == 3 |
| 5923 | |
| 5924 | output_shape = input_shape.copy() |
| 5925 | output_dtype = input_dtype |
| 5926 | |
| 5927 | if error_name == ErrorIf.WrongOutputType: |
| 5928 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5929 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5930 | output_dtype = rng.choice(wrong_dtypes) |
| 5931 | elif error_name == ErrorIf.BatchMismatch: |
| 5932 | output_shape[0] += rng.integers(1, 10) |
| 5933 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5934 | modify_dim = rng.choice([1, 2]) |
| 5935 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5936 | |
| 5937 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5938 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5939 | return outputs |
| 5940 | |
| 5941 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5942 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5943 | outputs = [] |
| 5944 | |
| 5945 | input_shape = value.shape |
| 5946 | if error_name != ErrorIf.WrongRank: |
| 5947 | assert len(input_shape) == 3 |
| 5948 | |
| 5949 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5950 | |
| 5951 | output_dtype = value.dtype |
| 5952 | if error_name == ErrorIf.WrongOutputType: |
| 5953 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5954 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5955 | output_dtype = rng.choice(wrong_dtypes) |
| 5956 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5957 | output_shape[0] += rng.integers(1, 10) |
| 5958 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5959 | modify_dim = rng.choice([1, 2]) |
| 5960 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5961 | |
| 5962 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5963 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5964 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5965 | |
| 5966 | @staticmethod |
| 5967 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5968 | if error_name != ErrorIf.RankMismatch: |
| 5969 | assert len(a.shape) == len(b.shape) |
| 5970 | assert a.dtype == b.dtype |
| 5971 | |
| 5972 | shape = [] |
| 5973 | for i in range(len(a.shape)): |
| 5974 | shape.append(a.shape[i]) |
| 5975 | |
| 5976 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5977 | if error_name == ErrorIf.DimensionMismatch: |
| 5978 | shape[fuzz_idx] += 1 |
| 5979 | |
| 5980 | if error_name == ErrorIf.WrongOutputType: |
| 5981 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5982 | outputDType = rng.choice(wrong_dtypes) |
| 5983 | else: |
| 5984 | outputDType = DType.SHAPE |
| 5985 | return ser.addOutput(shape, outputDType) |