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 |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame^] | 6 | import struct |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 7 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 8 | from datetime import datetime |
| 9 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 10 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 11 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 12 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 13 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 14 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 15 | from generator.tosa_arg_gen import TosaArgGen |
| 16 | from generator.tosa_arg_gen import TosaQuantGen |
| 17 | from generator.tosa_arg_gen import TosaTensorGen |
| 18 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 19 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 20 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 21 | from generator.tosa_error_if import TosaErrorValidator |
| 22 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 23 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 24 | from tosa.DType import DType |
| 25 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 26 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 27 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 28 | // SPDX-License-Identifier: Apache-2.0 |
| 29 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 30 | """ |
| 31 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 32 | logging.basicConfig() |
| 33 | logger = logging.getLogger("tosa_verif_build_tests") |
| 34 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 35 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 36 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 37 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 38 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 39 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 40 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 41 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 42 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 43 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 44 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 45 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 46 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 47 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 48 | def __init__(self, args): |
| 49 | self.args = args |
| 50 | self.basePath = args.output_dir |
| 51 | self.random_seed = args.random_seed |
| 52 | self.ser = None |
| 53 | self.rng = np.random.default_rng(self.random_seed) |
| 54 | self.createDynamicOpLists() |
| 55 | self.initOpListDefaults() |
| 56 | self.quantGen = TosaQuantGen() |
| 57 | # Force makeShape to do a specific starting shape |
| 58 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 59 | # JSON schema validation |
| 60 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 61 | # Data generator library is sometimes needed for compliance set up |
| 62 | # even if we are generating the data later (lazy_data_generation) |
| 63 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 64 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 65 | # Work out floating point range |
| 66 | def convertFPRange(rangeFP, maxFP): |
| 67 | # Converts program arguments of max/-max to FP max |
| 68 | vals = [] |
| 69 | for v in rangeFP: |
| 70 | if v == "max": |
| 71 | v = maxFP |
| 72 | elif v == "-max": |
| 73 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 74 | elif v < 0: |
| 75 | # Trim to minimum data type value |
| 76 | v = max(v, -maxFP) |
| 77 | elif v > 0: |
| 78 | # Trim to maximum data type value |
| 79 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 80 | vals.append(v) |
| 81 | return tuple(sorted(vals)) |
| 82 | |
| 83 | self.random_float_range = {} |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 84 | 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] | 85 | self.random_float_range[dtype] = convertFPRange( |
| 86 | args.tensor_fp_value_range, |
| 87 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 88 | ) |
| 89 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 90 | def createSerializer(self, opName, testPath): |
| 91 | self.testPath = os.path.join(opName, testPath) |
| 92 | |
| 93 | fullPath = os.path.join(self.basePath, self.testPath) |
| 94 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 95 | # Embed const data in the flatbuffer |
| 96 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 97 | if self.args.lazy_data_gen: |
| 98 | # Lazy data generation - so make constants files |
| 99 | constMode = ts.ConstMode.INPUTS |
| 100 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 101 | constMode = ts.ConstMode.EMBED_DUMP |
| 102 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 103 | |
| 104 | def getSerializer(self): |
| 105 | return self.ser |
| 106 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 107 | def serialize(self, testName, metaData=None): |
| 108 | path = Path(self.basePath) / self.testPath |
| 109 | |
| 110 | # Write out TOSA flatbuffer binary |
| 111 | path_fb = path / f"{testName}.tosa" |
| 112 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 113 | fd.write(self.ser.serialize()) |
| 114 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 115 | # Get JSON descriptor from serializer |
| 116 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 117 | |
| 118 | if metaData: |
| 119 | # Add extra meta data to desc.json |
| 120 | desc["meta"] = metaData |
| 121 | |
| 122 | # Validate desc.json before we output it |
| 123 | self.descSchemaValidator.validate_config(desc) |
| 124 | |
| 125 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 126 | if "data_gen" in metaData: |
| 127 | if self.args.lazy_data_gen: |
| 128 | # Output datagen meta data as CPP data |
| 129 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 130 | with path_md.open("w") as fd: |
| 131 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 132 | fd.write("// Test meta data for data generation setup\n\n") |
| 133 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 134 | json.dump(metaData["data_gen"], fd) |
| 135 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 136 | if "compliance" in metaData: |
| 137 | # Output datagen meta data as CPP data |
| 138 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 139 | with path_md.open("w") as fd: |
| 140 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 141 | fd.write("// Test meta data for compliance validation\n\n") |
| 142 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 143 | json.dump(metaData["compliance"], fd) |
| 144 | fd.write(')";\n\n') |
| 145 | |
| 146 | # Write desc.json |
| 147 | path_desc = path / "desc.json" |
| 148 | with path_desc.open("w") as fd: |
| 149 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 150 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 151 | def resetRNG(self, seed=None): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 152 | if seed is None: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 153 | seed = self.random_seed + 1 |
| 154 | self.rng = np.random.default_rng(seed) |
| 155 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 156 | def getDTypeRange(self, dtype, high_inclusive=False): |
| 157 | # Returns dtype value range boundaries (low, high) |
| 158 | # The high boundary is excluded in the range |
| 159 | # unless high_inclusive is True |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 160 | 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] | 161 | return self.random_float_range[dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 162 | elif dtype == DType.BOOL: |
| 163 | rng = (0, 2) |
| 164 | elif dtype == DType.UINT8: |
| 165 | rng = (0, 256) |
| 166 | elif dtype == DType.UINT16: |
| 167 | rng = (0, 65536) |
| 168 | elif dtype == DType.INT4: |
| 169 | # TOSA specific INT4 weight range from -7 to 7 |
| 170 | rng = (-7, 8) |
| 171 | elif dtype == DType.INT8: |
| 172 | rng = (-128, 128) |
| 173 | elif dtype == DType.INT16: |
| 174 | rng = (-32768, 32768) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 175 | elif dtype == DType.INT32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 176 | rng = (-(1 << 31), (1 << 31)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 177 | elif dtype == DType.SHAPE: |
| 178 | rng = tuple(self.args.tensor_shape_range[0:2]) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 179 | elif dtype == DType.INT48: |
| 180 | rng = (-(1 << 47), (1 << 47)) |
| 181 | else: |
| 182 | raise Exception("Unknown dtype: {}".format(dtype)) |
| 183 | |
| 184 | if not high_inclusive: |
| 185 | # Exclusive high: low <= range < high |
| 186 | return rng |
| 187 | else: |
| 188 | # Inclusive range: low <= range <= high |
| 189 | return (rng[0], rng[1] - 1) |
| 190 | |
Jeremy Johnson | 30a41db | 2023-11-15 11:00:49 +0000 | [diff] [blame] | 191 | def getRandTensor(self, shape, dtype, data_range=None): |
| 192 | if data_range is None: |
| 193 | low, high = self.getDTypeRange(dtype) |
| 194 | else: |
| 195 | low, high = data_range |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 196 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 197 | if dtype == DType.BOOL: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 198 | return np.bool_(self.rng.choice(a=[False, True], size=shape)) |
evacha01 | 1adff83 | 2024-03-06 17:33:44 +0000 | [diff] [blame] | 199 | elif dtype == DType.INT4: |
| 200 | return np.int8(self.rng.integers(low=low, high=high, size=shape)) |
Jerry Ge | c529169 | 2024-01-02 22:29:08 +0000 | [diff] [blame] | 201 | elif dtype == DType.INT8: |
| 202 | return np.int8(self.rng.integers(low=low, high=high, size=shape)) |
| 203 | elif dtype == DType.UINT8: |
| 204 | return np.uint8(self.rng.integers(low=low, high=high, size=shape)) |
Jerry Ge | 20ab3df | 2024-01-26 16:56:55 +0000 | [diff] [blame] | 205 | elif dtype == DType.INT16: |
| 206 | return np.int16(self.rng.integers(low=low, high=high, size=shape)) |
| 207 | elif dtype == DType.UINT16: |
| 208 | return np.uint16(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 209 | elif dtype in (DType.INT48, DType.SHAPE): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 210 | return np.int64(self.rng.integers(low=low, high=high, size=shape)) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 211 | elif dtype in ( |
| 212 | DType.FP16, |
| 213 | DType.BF16, |
| 214 | DType.FP32, |
| 215 | DType.FP8E4M3, |
| 216 | DType.FP8E5M2, |
| 217 | ): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 218 | f_tensor = self.rng.uniform(low=low, high=high, size=shape) |
| 219 | |
| 220 | if dtype == DType.FP16: |
| 221 | return np.float16(f_tensor) |
| 222 | else: |
| 223 | f32_tensor = np.float32(f_tensor) |
| 224 | if dtype == DType.BF16: |
| 225 | # Floor the last 16 bits of each f32 value |
| 226 | return np.float32(gtu.vect_f32_to_bf16(f32_tensor)) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 227 | elif dtype == DType.FP8E4M3: |
| 228 | return np.float32(gtu.vect_f32_to_fp8e4m3(f32_tensor)) |
| 229 | elif dtype == DType.FP8E5M2: |
| 230 | return np.float32(gtu.vect_f32_to_fp8e5m2(f32_tensor)) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 231 | else: |
| 232 | return f32_tensor |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 233 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 234 | # All other integer types |
| 235 | return np.int32(self.rng.integers(low=low, high=high, size=shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 236 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 237 | def buildPlaceholderTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 238 | placeholders = [] |
| 239 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 240 | assert len(shape_list) == len(dtype_list) |
| 241 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 242 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 243 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 244 | if not self.args.lazy_data_gen: |
| 245 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 246 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 247 | |
| 248 | return placeholders |
| 249 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 250 | def buildConstTensors(self, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 251 | consts = [] |
| 252 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 253 | assert len(shape_list) == len(dtype_list) |
| 254 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 255 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 256 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 257 | if not self.args.lazy_data_gen: |
| 258 | arr = self.getRandTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 259 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 260 | |
| 261 | return consts |
| 262 | |
| 263 | def makeShape(self, rank): |
| 264 | if self.targetted_shape: |
| 265 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 266 | return np.int32( |
| 267 | self.rng.integers( |
| 268 | low=self.args.tensor_shape_range[0], |
| 269 | high=self.args.tensor_shape_range[1], |
| 270 | size=rank, |
| 271 | ) |
| 272 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 273 | |
| 274 | def setTargetShape(self, shape): |
| 275 | self.targetted_shape = shape |
| 276 | |
| 277 | def randInt(self, low=0, high=256): |
| 278 | return np.int32(self.rng.integers(low=low, high=high, size=1))[0] |
| 279 | |
| 280 | def getRandNumberDType(self, dtype): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 281 | low, high = self.getDTypeRange(dtype) |
| 282 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 283 | if dtype == DType.FP32: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 284 | return np.float32(self.rng.uniform(low=low, high=high)) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 285 | elif dtype == DType.FP16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 286 | return np.float16(self.rng.uniform(low=low, high=high)) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 287 | elif dtype == DType.BF16: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 288 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 289 | return gtu.vect_f32_to_bf16(rand_f32) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 290 | elif dtype == DType.FP8E4M3: |
| 291 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 292 | return gtu.vect_f32_to_fp8e4m3(rand_f32) |
| 293 | elif dtype == DType.FP8E5M2: |
| 294 | rand_f32 = np.float32(self.rng.uniform(low=low, high=high)) |
| 295 | return gtu.vect_f32_to_fp8e5m2(rand_f32) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 296 | elif dtype == DType.BOOL: |
| 297 | return self.rng.choice([False, True]) |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 298 | elif dtype == DType.INT48 or dtype == DType.SHAPE: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 299 | # Special size |
| 300 | return np.int64(self.rng.integers(low, high, size=1))[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 301 | |
| 302 | return np.int32(self.rng.integers(low, high, size=1))[0] |
| 303 | |
| 304 | def shapeStr(self, shape): |
| 305 | |
| 306 | sStr = [] |
| 307 | # Convert to strings |
| 308 | for i in shape: |
| 309 | sStr.append(str(i)) |
| 310 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 311 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 312 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 313 | def typeStr(self, dtype): |
| 314 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 315 | assert len(dtype) >= 2 |
| 316 | strs = [self.typeStr(t) for t in dtype] |
| 317 | # Limit types to the first 2 as the 3rd is the accumulator |
| 318 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 319 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 320 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 321 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 322 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 323 | raise Exception( |
| 324 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 325 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 326 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 327 | def constrictBatchSize(self, shape): |
| 328 | # Limit the batch size unless an explicit target shape set |
| 329 | if self.args.max_batch_size and not self.args.target_shapes: |
| 330 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 331 | return shape |
| 332 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 333 | def makeDimension(self): |
| 334 | return self.randInt( |
| 335 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 336 | ) |
| 337 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 338 | def tensorComplianceMetaData( |
| 339 | self, op, inputType, argsDict, outputTensor, errorName |
| 340 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 341 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 342 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 343 | Op.MATMUL, |
| 344 | Op.CONV2D, |
| 345 | Op.FULLY_CONNECTED, |
| 346 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 347 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 348 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 349 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 350 | if ( |
| 351 | errorName |
| 352 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 353 | or ( |
| 354 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 355 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 356 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 357 | ): |
| 358 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 359 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 360 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 361 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 362 | compliance_tens = { |
| 363 | "mode": None, |
| 364 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 365 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 366 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 367 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 368 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 369 | compliance_tens["dot_product_info"] = { |
| 370 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 371 | "ks": int(argsDict["ksb"]) |
| 372 | if "ksb" in argsDict |
| 373 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 374 | } |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 375 | elif argsDict["dg_type"] == gtu.DataGenType.SPECIAL: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 376 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 377 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 378 | mode = gtu.ComplianceMode.ULP |
| 379 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 380 | elif "compliance" in op and "relative" in op["compliance"]: |
| 381 | mode = gtu.ComplianceMode.RELATIVE |
| 382 | compliance_tens["relative_info"] = { |
| 383 | "max": argsDict["max_abs_value"], |
| 384 | "scale": op["compliance"]["relative"], |
| 385 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 386 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 387 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 388 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 389 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 390 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 391 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 392 | compliance_tens["abs_error_info"] = { |
| 393 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 394 | } |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 395 | elif op["op"] in (Op.SIN, Op.COS): |
| 396 | mode = gtu.ComplianceMode.ABS_ERROR |
| 397 | if "compliance" in op and "abs_error_normal_divisor" in op["compliance"]: |
| 398 | compliance_tens["abs_error_info"] = { |
| 399 | "normal_divisor": op["compliance"]["abs_error_normal_divisor"] |
| 400 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 401 | else: |
| 402 | mode = gtu.ComplianceMode.EXACT |
| 403 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 404 | |
| 405 | return compliance_tens |
| 406 | |
| 407 | # Build Op functions |
| 408 | # Create the output tensor (calling OutputShaper as needed) |
| 409 | # Do final tweaks to attributes (if necessary for errorIf) |
| 410 | # Add Op into graph |
| 411 | # Return resulting tensor information or BuildInfo |
| 412 | |
| 413 | class BuildInfo: |
| 414 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 415 | |
| 416 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 417 | if isinstance(resultTensor, list): |
| 418 | assert complianceDict is None or isinstance(complianceDict, list) |
| 419 | self.resultTensorList = resultTensor |
| 420 | self.complianceDictList = complianceDict |
| 421 | else: |
| 422 | self.resultTensorList = [resultTensor] |
| 423 | if complianceDict is None: |
| 424 | self.complianceDictList = None |
| 425 | else: |
| 426 | self.complianceDictList = [complianceDict] |
| 427 | |
| 428 | def getComplianceInfo(self): |
| 429 | if self.complianceDictList is None: |
| 430 | return None |
| 431 | else: |
| 432 | tens_dict = {} |
| 433 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 434 | if comp is not None: |
| 435 | tens_dict[tens.name] = comp |
| 436 | |
| 437 | if tens_dict: |
| 438 | # Have some compliance data, so return the info |
| 439 | compliance = { |
| 440 | "version": "0.1", |
| 441 | "tensors": tens_dict, |
| 442 | } |
| 443 | else: |
| 444 | compliance = None |
| 445 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 446 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 447 | def build_unary( |
| 448 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 449 | ): |
| 450 | assert len(inputs) == 1 |
| 451 | a = inputs[0] |
| 452 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 453 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 454 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 455 | |
| 456 | # Ensure new output type has correct qinfo |
| 457 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 458 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 459 | qinfo = [ |
| 460 | TosaQuantGen.getZeroPoint(self, a.dtype), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 461 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 462 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 463 | |
| 464 | # Invalidate Input/Output list for error if checks. |
| 465 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 466 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 467 | pCount, cCount = op["operands"] |
| 468 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 469 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 470 | self, error_name, input_list, output_list |
| 471 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 472 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 473 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 474 | self.ser, |
| 475 | validator_fcns, |
| 476 | error_name, |
| 477 | op=op, |
| 478 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 479 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 480 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 481 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 482 | input_list=input_list, |
| 483 | output_list=output_list, |
| 484 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 485 | ): |
| 486 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 487 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 488 | attr = None |
| 489 | if op["op"] == Op.NEGATE: |
| 490 | attr = ts.TosaSerializerAttribute() |
| 491 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 492 | |
| 493 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 494 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 495 | compliance = self.tensorComplianceMetaData( |
| 496 | op, a.dtype, args_dict, result_tensor, error_name |
| 497 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 498 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 499 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 500 | def build_binary_broadcast( |
| 501 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 502 | ): |
| 503 | assert len(inputs) == 2 |
| 504 | a, b = inputs |
| 505 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 506 | self.ser, self.rng, a, b, error_name |
| 507 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 508 | |
| 509 | # Invalidate Input/Output list for error if checks. |
| 510 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 511 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 512 | pCount, cCount = op["operands"] |
| 513 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 514 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 515 | self, error_name, input_list, output_list |
| 516 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 517 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 518 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 519 | self.ser, |
| 520 | validator_fcns, |
| 521 | error_name, |
| 522 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 523 | input1=a, |
| 524 | input2=b, |
| 525 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 526 | output_dtype=result_tensor.dtype, |
| 527 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 528 | input_list=input_list, |
| 529 | output_list=output_list, |
| 530 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 531 | ): |
| 532 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 533 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 534 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 535 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 536 | compliance = self.tensorComplianceMetaData( |
| 537 | op, a.dtype, args_dict, result_tensor, error_name |
| 538 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 539 | |
| 540 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 541 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 542 | def build_binary_nonbroadcast(self, op, a, b, validator_fcns=None, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 543 | result_tens = OutputShaper.binaryNonBroadcastOp(self.ser, a, b) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 544 | self.ser.addOperator(op["op"], [a.name, b.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 545 | return result_tens |
| 546 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 547 | def build_arithmetic_right_shift( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 548 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 549 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 550 | assert len(inputs) == 2 |
| 551 | a, b = inputs |
| 552 | round = args_dict["round"] |
| 553 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 554 | self.ser, self.rng, a, b, error_name |
| 555 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 556 | |
| 557 | # Invalidate Input/Output list for error if checks. |
| 558 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 559 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 560 | pCount, cCount = op["operands"] |
| 561 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 562 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 563 | self, error_name, input_list, output_list |
| 564 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 565 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 566 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 567 | self.ser, |
| 568 | validator_fcns, |
| 569 | error_name, |
| 570 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 571 | input1=a, |
| 572 | input2=b, |
| 573 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 574 | output_dtype=result_tensor.dtype, |
| 575 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 576 | input_list=input_list, |
| 577 | output_list=output_list, |
| 578 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 579 | ): |
| 580 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 581 | |
| 582 | attr = ts.TosaSerializerAttribute() |
| 583 | attr.ArithmeticRightShiftAttribute(round) |
| 584 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 585 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 586 | |
| 587 | compliance = self.tensorComplianceMetaData( |
| 588 | op, a.dtype, args_dict, result_tensor, error_name |
| 589 | ) |
| 590 | |
| 591 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 592 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 593 | def build_mul( |
| 594 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 595 | ): |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 596 | # Note that mul is binary operator but it has a shift value tensor |
| 597 | assert len(inputs) == 3 |
| 598 | a, b, s = inputs |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 599 | |
| 600 | result_tensor = OutputShaper.binaryBroadcastOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 601 | self.ser, self.rng, a, b, error_name |
| 602 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 603 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 604 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 605 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 606 | result_tensor.setDtype(DType.INT32) |
| 607 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 608 | if error_name == ErrorIf.WrongOutputType: |
| 609 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
| 610 | outputDType = self.rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 611 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 612 | |
| 613 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 614 | input_list = [a.name, b.name, s.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 615 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 616 | pCount, cCount = op["operands"] |
| 617 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 618 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 619 | self, error_name, input_list, output_list |
| 620 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 621 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 622 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 623 | self.ser, |
| 624 | validator_fcns, |
| 625 | error_name, |
| 626 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 627 | input1=a, |
| 628 | input2=b, |
| 629 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 630 | output_dtype=result_tensor.dtype, |
| 631 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 632 | input_list=input_list, |
| 633 | output_list=output_list, |
| 634 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 635 | ): |
| 636 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 637 | |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 638 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 639 | |
| 640 | compliance = self.tensorComplianceMetaData( |
| 641 | op, a.dtype, args_dict, result_tensor, error_name |
| 642 | ) |
| 643 | |
| 644 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 645 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 646 | def build_table( |
| 647 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 648 | ): |
| 649 | assert len(inputs) == 1 |
| 650 | a = inputs[0] |
| 651 | table = args_dict["table"] |
| 652 | result_tensor = OutputShaper.tableOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 653 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 654 | attr = ts.TosaSerializerAttribute() |
| 655 | attr.TableAttribute(table) |
| 656 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 657 | # Invalidate Input/Output list for error if checks. |
| 658 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 659 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 660 | pCount, cCount = op["operands"] |
| 661 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 662 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 663 | self, error_name, input_list, output_list |
| 664 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 665 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 666 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 667 | self.ser, |
| 668 | validator_fcns, |
| 669 | error_name, |
| 670 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 671 | input_shape=a.shape, |
| 672 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 673 | output_dtype=result_tensor.dtype, |
| 674 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 675 | input_list=input_list, |
| 676 | output_list=output_list, |
| 677 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 678 | ): |
| 679 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 680 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 681 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 682 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 683 | compliance = self.tensorComplianceMetaData( |
| 684 | op, a.dtype, args_dict, result_tensor, error_name |
| 685 | ) |
| 686 | |
| 687 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 688 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 689 | def build_select( |
| 690 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 691 | ): |
| 692 | assert len(inputs) == 3 |
| 693 | cond, a, b = inputs |
| 694 | |
| 695 | result_tensor = OutputShaper.selectOp( |
| 696 | self.ser, self.rng, cond, a, b, error_name |
| 697 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 698 | |
| 699 | # Invalidate Input/Output list for error if checks. |
| 700 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 701 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 702 | pCount, cCount = op["operands"] |
| 703 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 704 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 705 | self, error_name, input_list, output_list |
| 706 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 707 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 708 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 709 | self.ser, |
| 710 | validator_fcns, |
| 711 | error_name, |
| 712 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 713 | input1=cond, |
| 714 | input2=a, |
| 715 | input3=b, |
| 716 | input_shape=a.shape, |
| 717 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 718 | output_dtype=result_tensor.dtype, |
| 719 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 720 | input_list=input_list, |
| 721 | output_list=output_list, |
| 722 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 723 | ): |
| 724 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 725 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 726 | self.ser.addOperator( |
| 727 | op["op"], |
| 728 | input_list, |
| 729 | output_list, |
| 730 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 731 | compliance = self.tensorComplianceMetaData( |
| 732 | op, a.dtype, args_dict, result_tensor, error_name |
| 733 | ) |
| 734 | |
| 735 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 736 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 737 | def build_comparison( |
| 738 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 739 | ): |
| 740 | assert len(inputs) == 2 |
| 741 | a, b = inputs |
| 742 | |
| 743 | result_tensor = OutputShaper.binaryComparisonOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 744 | self.ser, self.rng, a, b, error_name |
| 745 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 746 | |
| 747 | # Invalidate Input/Output list for error if checks. |
| 748 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 749 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 750 | pCount, cCount = op["operands"] |
| 751 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 752 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 753 | self, error_name, input_list, output_list |
| 754 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 755 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 756 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 757 | self.ser, |
| 758 | validator_fcns, |
| 759 | error_name, |
| 760 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 761 | input1=a, |
| 762 | input2=b, |
| 763 | input_shape=a.shape, |
| 764 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 765 | output_shape=result_tensor.shape, |
| 766 | output_dtype=result_tensor.dtype, |
| 767 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 768 | input_list=input_list, |
| 769 | output_list=output_list, |
| 770 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 771 | ): |
| 772 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 773 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 774 | self.ser.addOperator( |
| 775 | op["op"], |
| 776 | input_list, |
| 777 | output_list, |
| 778 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 779 | |
| 780 | compliance = self.tensorComplianceMetaData( |
| 781 | op, a.dtype, args_dict, result_tensor, error_name |
| 782 | ) |
| 783 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 784 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 785 | def build_argmax( |
| 786 | self, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
| 787 | ): |
| 788 | assert len(inputs) == 1 |
| 789 | a = inputs[0] |
| 790 | axis = args_dict["axis"] |
| 791 | result_tensor = OutputShaper.argmaxOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 792 | |
| 793 | # Invalidate Input/Output list for error if checks. |
| 794 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 795 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 796 | pCount, cCount = op["operands"] |
| 797 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 798 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 799 | self, error_name, input_list, output_list |
| 800 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 801 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 802 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 803 | self.ser, |
| 804 | validator_fcns, |
| 805 | error_name, |
| 806 | op=op, |
| 807 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 808 | input_shape=a.shape, |
| 809 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 810 | output_shape=result_tensor.shape, |
| 811 | output_dtype=result_tensor.dtype, |
| 812 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 813 | input_list=input_list, |
| 814 | output_list=output_list, |
| 815 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 816 | ): |
| 817 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 818 | |
| 819 | attr = ts.TosaSerializerAttribute() |
| 820 | attr.AxisAttribute(axis) |
| 821 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 822 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 823 | |
| 824 | compliance = self.tensorComplianceMetaData( |
| 825 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 826 | ) |
| 827 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 828 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 829 | def build_pool2d( |
| 830 | self, |
| 831 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 832 | inputs, |
| 833 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 834 | validator_fcns=None, |
| 835 | error_name=None, |
| 836 | qinfo=None, |
| 837 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 838 | assert len(inputs) == 1 |
| 839 | input = inputs[0] |
| 840 | # max_pool has no accum_dtype |
| 841 | accum_dtype = ( |
| 842 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 843 | ) |
| 844 | stride = args_dict["stride"] |
| 845 | pad = args_dict["pad"] |
| 846 | kernel = args_dict["kernel"] |
| 847 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 848 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 849 | self.ser, self.rng, input, kernel, stride, pad, error_name |
| 850 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 851 | |
| 852 | # Ensure new output type has correct qinfo |
| 853 | if error_name == ErrorIf.WrongInputType: |
| 854 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 855 | qinfo = [ |
| 856 | TosaQuantGen.getZeroPoint(self, input.dtype), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 857 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 858 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 859 | |
| 860 | # Invalidate Input/Output list for error if checks. |
| 861 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 862 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 863 | pCount, cCount = op["operands"] |
| 864 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 865 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 866 | self, error_name, input_list, output_list |
| 867 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 868 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 869 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 870 | self.ser, |
| 871 | validator_fcns, |
| 872 | error_name, |
| 873 | op=op, |
| 874 | input_shape=input.shape, |
| 875 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 876 | output_shape=result_tensor.shape, |
| 877 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 878 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 879 | kernel=kernel, |
| 880 | stride=stride, |
| 881 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 882 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 883 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 884 | input_list=input_list, |
| 885 | output_list=output_list, |
| 886 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 887 | ): |
| 888 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 889 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 890 | if qinfo is None: |
| 891 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 892 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 893 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 894 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 895 | |
| 896 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 897 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 898 | compliance = self.tensorComplianceMetaData( |
| 899 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 900 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 901 | |
| 902 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 903 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 904 | def build_conv2d( |
| 905 | self, |
| 906 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 907 | inputs, |
| 908 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 909 | validator_fcns=None, |
| 910 | error_name=None, |
| 911 | qinfo=None, |
| 912 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 913 | assert len(inputs) == 3 |
| 914 | ifm, filter, bias = inputs |
| 915 | accum_dtype = args_dict["acc_type"] |
| 916 | strides = args_dict["stride"] |
| 917 | padding = args_dict["pad"] |
| 918 | dilations = args_dict["dilation"] |
| 919 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 920 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 921 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 922 | self.ser, |
| 923 | self.rng, |
| 924 | ifm, |
| 925 | filter, |
| 926 | accum_dtype, |
| 927 | strides, |
| 928 | padding, |
| 929 | dilations, |
| 930 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 931 | ) |
| 932 | |
| 933 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 934 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 935 | DType.INT8, |
| 936 | DType.UINT8, |
| 937 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 938 | qinfo = [ |
| 939 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 940 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 941 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 942 | |
| 943 | # Invalidate Input/Output list for error_if checks. |
| 944 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 945 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 946 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 947 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 948 | self, error_name, input_list, output_list |
| 949 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 950 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 951 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 952 | self.ser, |
| 953 | validator_fcns, |
| 954 | error_name, |
| 955 | op=op, |
| 956 | input_dtype=ifm.dtype, |
| 957 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 958 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 959 | qinfo=qinfo, |
| 960 | input_list=input_list, |
| 961 | num_operands=num_operands, |
| 962 | output_list=output_list, |
| 963 | pad=padding, |
| 964 | stride=strides, |
| 965 | dilation=dilations, |
| 966 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 967 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 968 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 969 | ): |
| 970 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 971 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 972 | # TODO - Test local_bound, for now set local bound attribute to False |
| 973 | local_bound = False |
| 974 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 975 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 976 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 977 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 978 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 979 | |
| 980 | compliance = self.tensorComplianceMetaData( |
| 981 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 982 | ) |
| 983 | |
| 984 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 985 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 986 | def build_conv3d( |
| 987 | self, |
| 988 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 989 | inputs, |
| 990 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 991 | validator_fcns=None, |
| 992 | error_name=None, |
| 993 | qinfo=None, |
| 994 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 995 | assert len(inputs) == 3 |
| 996 | ifm, filter, bias = inputs |
| 997 | accum_dtype = args_dict["acc_type"] |
| 998 | strides = args_dict["stride"] |
| 999 | padding = args_dict["pad"] |
| 1000 | dilations = args_dict["dilation"] |
| 1001 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1002 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1003 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1004 | self.ser, |
| 1005 | self.rng, |
| 1006 | ifm, |
| 1007 | filter, |
| 1008 | accum_dtype, |
| 1009 | strides, |
| 1010 | padding, |
| 1011 | dilations, |
| 1012 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1013 | ) |
| 1014 | |
| 1015 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1016 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1017 | DType.INT8, |
| 1018 | DType.UINT8, |
| 1019 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1020 | qinfo = [ |
| 1021 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1022 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1023 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1024 | |
| 1025 | # Invalidate Input/Output list for error_if checks. |
| 1026 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1027 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1028 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1029 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1030 | self, error_name, input_list, output_list |
| 1031 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1032 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1033 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1034 | self.ser, |
| 1035 | validator_fcns, |
| 1036 | error_name, |
| 1037 | op=op, |
| 1038 | input_dtype=ifm.dtype, |
| 1039 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1040 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1041 | qinfo=qinfo, |
| 1042 | input_list=input_list, |
| 1043 | num_operands=num_operands, |
| 1044 | output_list=output_list, |
| 1045 | pad=padding, |
| 1046 | stride=strides, |
| 1047 | dilation=dilations, |
| 1048 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1049 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1050 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1051 | ): |
| 1052 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1053 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1054 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1055 | local_bound = False |
| 1056 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1057 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1058 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1059 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1060 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1061 | |
| 1062 | compliance = self.tensorComplianceMetaData( |
| 1063 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1064 | ) |
| 1065 | |
| 1066 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1067 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1068 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1069 | self, |
| 1070 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1071 | inputs, |
| 1072 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1073 | validator_fcns=None, |
| 1074 | error_name=None, |
| 1075 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1076 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1077 | assert len(inputs) == 3 |
| 1078 | ifm, filter, bias = inputs |
| 1079 | accum_dtype = args_dict["acc_type"] |
| 1080 | strides = args_dict["stride"] |
| 1081 | out_pad = args_dict["pad"] |
| 1082 | output_shape = args_dict["out_shape"] |
| 1083 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1084 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1085 | result_tensor = OutputShaper.transposeConv2DOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1086 | self.ser, self.rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1087 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1088 | |
| 1089 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1090 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1091 | DType.INT8, |
| 1092 | DType.UINT8, |
| 1093 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1094 | qinfo = [ |
| 1095 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1096 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1097 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1098 | |
| 1099 | # Invalidate Input/Output list for error_if checks. |
| 1100 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1101 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1102 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1103 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1104 | self, error_name, input_list, output_list |
| 1105 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1106 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1107 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1108 | self.ser, |
| 1109 | validator_fcns, |
| 1110 | error_name, |
| 1111 | op=op, |
| 1112 | input_dtype=ifm.dtype, |
| 1113 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1114 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1115 | qinfo=qinfo, |
| 1116 | input_list=input_list, |
| 1117 | num_operands=num_operands, |
| 1118 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1119 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1120 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1121 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1122 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1123 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1124 | ): |
| 1125 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1126 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1127 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1128 | local_bound = False |
| 1129 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1130 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1131 | attr.TransposeConvAttribute( |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1132 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1133 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1134 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1135 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1136 | |
| 1137 | compliance = self.tensorComplianceMetaData( |
| 1138 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1139 | ) |
| 1140 | |
| 1141 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1142 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1143 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1144 | self, |
| 1145 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1146 | inputs, |
| 1147 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1148 | validator_fcns=None, |
| 1149 | error_name=None, |
| 1150 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1151 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1152 | assert len(inputs) == 3 |
| 1153 | ifm, filter, bias = inputs |
| 1154 | accum_dtype = args_dict["acc_type"] |
| 1155 | strides = args_dict["stride"] |
| 1156 | padding = args_dict["pad"] |
| 1157 | dilations = args_dict["dilation"] |
| 1158 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1159 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1160 | self.ser, |
| 1161 | self.rng, |
| 1162 | ifm, |
| 1163 | filter, |
| 1164 | accum_dtype, |
| 1165 | strides, |
| 1166 | padding, |
| 1167 | dilations, |
| 1168 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1169 | ) |
| 1170 | |
| 1171 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1172 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1173 | DType.INT8, |
| 1174 | DType.UINT8, |
| 1175 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1176 | qinfo = [ |
| 1177 | TosaQuantGen.getZeroPoint(self, ifm.dtype), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1178 | TosaQuantGen.getZeroPoint(self, result_tensor.dtype), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1179 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1180 | |
| 1181 | # Invalidate Input/Output list for error_if checks. |
| 1182 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1183 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1184 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1185 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1186 | self, error_name, input_list, output_list |
| 1187 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1188 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1189 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1190 | self.ser, |
| 1191 | validator_fcns, |
| 1192 | error_name, |
| 1193 | op=op, |
| 1194 | input_dtype=ifm.dtype, |
| 1195 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1196 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1197 | qinfo=qinfo, |
| 1198 | input_list=input_list, |
| 1199 | num_operands=num_operands, |
| 1200 | output_list=output_list, |
| 1201 | pad=padding, |
| 1202 | stride=strides, |
| 1203 | dilation=dilations, |
| 1204 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1205 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1206 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1207 | ): |
| 1208 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1209 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1210 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1211 | local_bound = False |
| 1212 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1213 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1214 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1215 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1216 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1217 | |
| 1218 | compliance = self.tensorComplianceMetaData( |
| 1219 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1220 | ) |
| 1221 | |
| 1222 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1223 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1224 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1225 | self, |
| 1226 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1227 | inputs, |
| 1228 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1229 | validator_fcns=None, |
| 1230 | error_name=None, |
| 1231 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1232 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1233 | assert len(inputs) == 3 |
| 1234 | ifm, filter, bias = inputs |
| 1235 | accum_dtype = args_dict["acc_type"] |
| 1236 | |
| 1237 | result_tensor = OutputShaper.fullyConnectedOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1238 | self.ser, self.rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1239 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1240 | |
| 1241 | # Invalidate Input/Output list for error if checks. |
| 1242 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1243 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1244 | pCount, cCount = op["operands"] |
| 1245 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1246 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1247 | self, error_name, input_list, output_list |
| 1248 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1249 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1250 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1251 | self.ser, |
| 1252 | validator_fcns, |
| 1253 | error_name, |
| 1254 | op=op, |
| 1255 | input_shape=ifm.shape, |
| 1256 | input_dtype=ifm.dtype, |
| 1257 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1258 | output_shape=result_tensor.shape, |
| 1259 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1260 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1261 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1262 | input_list=input_list, |
| 1263 | output_list=output_list, |
| 1264 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1265 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1266 | ): |
| 1267 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1268 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1269 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1270 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1271 | |
| 1272 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1273 | |
| 1274 | compliance = self.tensorComplianceMetaData( |
| 1275 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1276 | ) |
| 1277 | |
| 1278 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1279 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1280 | def build_matmul( |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1281 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1282 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1283 | assert len(inputs) == 2 |
| 1284 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1285 | accum_dtype = args_dict["acc_type"] |
| 1286 | result_tensor = OutputShaper.matmulOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1287 | self.ser, self.rng, a, b, accum_dtype, error_name |
| 1288 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1289 | |
| 1290 | # Invalidate Input/Output list for error if checks. |
| 1291 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1292 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1293 | pCount, cCount = op["operands"] |
| 1294 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1295 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1296 | self, error_name, input_list, output_list |
| 1297 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1298 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1299 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1300 | self.ser, |
| 1301 | validator_fcns, |
| 1302 | error_name, |
| 1303 | op=op, |
| 1304 | input_shape=a.shape, |
| 1305 | input_dtype=a.dtype, |
| 1306 | input2_shape=b.shape, |
| 1307 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1308 | output_shape=result_tensor.shape, |
| 1309 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1310 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1311 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1312 | input_list=input_list, |
| 1313 | output_list=output_list, |
| 1314 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1315 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1316 | ): |
| 1317 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1318 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1319 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1320 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1321 | |
| 1322 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1323 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1324 | compliance = self.tensorComplianceMetaData( |
| 1325 | op, a.dtype, args_dict, result_tensor, error_name |
| 1326 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1327 | |
| 1328 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1329 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1330 | def build_reduce( |
| 1331 | self, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
| 1332 | ): |
| 1333 | assert len(inputs) == 1 |
| 1334 | a = inputs[0] |
| 1335 | axis = args_dict["axis"] |
| 1336 | result_tensor = OutputShaper.reduceOp(self.ser, self.rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1337 | |
| 1338 | # Invalidate Input/Output list for error if checks. |
| 1339 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1340 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1341 | pCount, cCount = op["operands"] |
| 1342 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1343 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1344 | self, error_name, input_list, output_list |
| 1345 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1346 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1347 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1348 | self.ser, |
| 1349 | validator_fcns, |
| 1350 | error_name, |
| 1351 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1352 | axis=axis, |
| 1353 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1354 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1355 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1356 | output_dtype=result_tensor.dtype, |
| 1357 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1358 | input_list=input_list, |
| 1359 | output_list=output_list, |
| 1360 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1361 | ): |
| 1362 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1363 | |
| 1364 | attr = ts.TosaSerializerAttribute() |
| 1365 | attr.AxisAttribute(axis) |
| 1366 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1367 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1368 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1369 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1370 | # Number of products - needed for compliance |
| 1371 | args_dict["n"] = a.shape[axis] |
| 1372 | |
| 1373 | compliance = self.tensorComplianceMetaData( |
| 1374 | op, a.dtype, args_dict, result_tensor, error_name |
| 1375 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1376 | |
| 1377 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1378 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1379 | def build_clamp( |
| 1380 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1381 | ): |
| 1382 | assert len(inputs) == 1 |
| 1383 | a = inputs[0] |
| 1384 | |
| 1385 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1386 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 1387 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1388 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1389 | if error_name == ErrorIf.MaxSmallerMin: |
| 1390 | # Make sure the numbers are different to invoke this error |
| 1391 | while v[0] == v[1]: |
| 1392 | v = [self.getRandNumberDType(a.dtype), self.getRandNumberDType(a.dtype)] |
| 1393 | max_val = min(v) |
| 1394 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1395 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1396 | max_val = max(v) |
| 1397 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1398 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1399 | # Invalidate Input/Output list for error if checks. |
| 1400 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1401 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1402 | pCount, cCount = op["operands"] |
| 1403 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1404 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1405 | self, error_name, input_list, output_list |
| 1406 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1407 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1408 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1409 | self.ser, |
| 1410 | validator_fcns, |
| 1411 | error_name, |
| 1412 | op=op, |
| 1413 | max_val=max_val, |
| 1414 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1415 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1416 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1417 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1418 | output_dtype=result_tensor.dtype, |
| 1419 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1420 | input_list=input_list, |
| 1421 | output_list=output_list, |
| 1422 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1423 | ): |
| 1424 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1425 | |
| 1426 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1427 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1428 | if a.dtype == DType.FP16: |
| 1429 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1430 | min_val = min_val.astype(np.float32) |
| 1431 | max_val = max_val.astype(np.float32) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame^] | 1432 | min_val_as_bytes = struct.pack("<f", min_val) |
| 1433 | max_val_as_bytes = struct.pack("<f", max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1434 | elif a.dtype in (DType.INT8, DType.INT16): |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame^] | 1435 | min_val_as_bytes = struct.pack("<i", min_val) |
| 1436 | max_val_as_bytes = struct.pack("<i", max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1437 | else: |
| 1438 | # to avoid internal error for incorrect input types |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame^] | 1439 | min_val_as_bytes = struct.pack("<i", 0) |
| 1440 | max_val_as_bytes = struct.pack("<i", 0) |
| 1441 | |
| 1442 | attr.ClampAttribute(self.ser.builder, min_val_as_bytes, max_val_as_bytes) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1443 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1444 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1445 | |
| 1446 | compliance = self.tensorComplianceMetaData( |
| 1447 | op, a.dtype, args_dict, result_tensor, error_name |
| 1448 | ) |
| 1449 | |
| 1450 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1451 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1452 | def build_leaky_relu(self, op, a, validator_fcns=None, error_name=None): |
| 1453 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1454 | attr = ts.TosaSerializerAttribute() |
| 1455 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 1456 | attr.LeakyReluAttribute(self.getRandNumberDType(DType.FP32)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1457 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1458 | self.ser.addOperator(op["op"], [a.name], [result_tens.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1459 | return result_tens |
| 1460 | |
| 1461 | # Needs an additional type/input |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1462 | def build_prelu(self, op, a, validator_fcns=None, error_name=None): |
| 1463 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1464 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1465 | self.ser.addOperator(op["op"], [a.name], [result_tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1466 | return result_tens |
| 1467 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1468 | def build_activation( |
| 1469 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1470 | ): |
| 1471 | assert len(inputs) == 1 |
| 1472 | a = inputs[0] |
| 1473 | |
| 1474 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1475 | |
| 1476 | # Invalidate Input/Output list for error if checks. |
| 1477 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1478 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1479 | pCount, cCount = op["operands"] |
| 1480 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1481 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1482 | self, error_name, input_list, output_list |
| 1483 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1484 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1485 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1486 | self.ser, |
| 1487 | validator_fcns, |
| 1488 | error_name, |
| 1489 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1490 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1491 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1492 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1493 | output_dtype=result_tensor.dtype, |
| 1494 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1495 | input_list=input_list, |
| 1496 | output_list=output_list, |
| 1497 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1498 | ): |
| 1499 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1500 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1501 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1502 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1503 | compliance = self.tensorComplianceMetaData( |
| 1504 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1505 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1506 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1507 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1508 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1509 | def build_concat( |
| 1510 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1511 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1512 | if op["op"] == Op.CONCAT_SHAPE: |
| 1513 | axis = 0 |
| 1514 | else: |
| 1515 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1516 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1517 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1518 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1519 | result_tensor = OutputShaper.concatOp( |
| 1520 | self.ser, self.rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1521 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1522 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1523 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1524 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1525 | input_tensor_names.append(tensor.name) |
| 1526 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1527 | # Invalidate Input/Output list for error if checks. |
| 1528 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1529 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1530 | pCount, cCount = op["operands"] |
| 1531 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1532 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1533 | self, error_name, input_list, output_list |
| 1534 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1535 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1536 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1537 | self.ser, |
| 1538 | validator_fcns, |
| 1539 | error_name, |
| 1540 | op=op, |
| 1541 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1542 | input_shape=inputs[0].shape, |
| 1543 | output_shape=result_tensor.shape, |
| 1544 | input_dtype=inputs[0].dtype, |
| 1545 | output_dtype=result_tensor.dtype, |
| 1546 | inputs=inputs, |
| 1547 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1548 | input_list=input_list, |
| 1549 | output_list=output_list, |
| 1550 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1551 | ): |
| 1552 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1553 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1554 | if op["op"] == Op.CONCAT: |
| 1555 | attr = ts.TosaSerializerAttribute() |
| 1556 | attr.AxisAttribute(axis) |
| 1557 | else: |
| 1558 | assert op["op"] == Op.CONCAT_SHAPE |
| 1559 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1560 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1561 | |
| 1562 | compliance = self.tensorComplianceMetaData( |
| 1563 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1564 | ) |
| 1565 | |
| 1566 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1567 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1568 | def build_pad( |
| 1569 | self, |
| 1570 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1571 | inputs, |
| 1572 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1573 | validator_fcns=None, |
| 1574 | error_name=None, |
| 1575 | qinfo=None, |
| 1576 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1577 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1578 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1579 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1580 | padding = args_dict["pad"] |
| 1581 | pad_const_int = args_dict["pad_const_int"] |
| 1582 | pad_const_float = args_dict["pad_const_fp"] |
| 1583 | |
| 1584 | result_tensor = OutputShaper.padOp(self.ser, self.rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1585 | |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame^] | 1586 | # get pad_const_val_as_bytes from either pad_const_float or pad_const_int |
| 1587 | if gtu.dtypeIsFloat(a.dtype): |
| 1588 | pad_const_val_as_bytes = struct.pack("<f", pad_const_float) |
| 1589 | else: |
| 1590 | pad_const_val_as_bytes = struct.pack("<i", pad_const_int) |
| 1591 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1592 | attr = ts.TosaSerializerAttribute() |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame^] | 1593 | attr.PadAttribute(self.ser.builder, pad_const_val_as_bytes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1594 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1595 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1596 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1597 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1598 | pCount, cCount = op["operands"] |
| 1599 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1600 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1601 | self, error_name, input_list, output_list |
| 1602 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1603 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1604 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1605 | self.ser, |
| 1606 | validator_fcns, |
| 1607 | error_name, |
| 1608 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1609 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1610 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1611 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1612 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1613 | pad=padding, |
| 1614 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1615 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1616 | input_list=input_list, |
| 1617 | output_list=output_list, |
| 1618 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1619 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1620 | ): |
| 1621 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1622 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1623 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1624 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1625 | compliance = self.tensorComplianceMetaData( |
| 1626 | op, a.dtype, args_dict, result_tensor, error_name |
| 1627 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1628 | |
| 1629 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1630 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1631 | def build_dim( |
| 1632 | self, |
| 1633 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1634 | inputs, |
| 1635 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1636 | validator_fcns=None, |
| 1637 | error_name=None, |
| 1638 | qinfo=None, |
| 1639 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1640 | assert len(inputs) == 1 |
| 1641 | a = inputs[0] |
| 1642 | axis = args_dict["axis"] |
| 1643 | result_tensor = OutputShaper.dimOp(self.ser, self.rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1644 | |
| 1645 | # Invalidate Input/Output list for error if checks. |
| 1646 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1647 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1648 | pCount, cCount = op["operands"] |
| 1649 | num_operands = pCount + cCount |
| 1650 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1651 | self, error_name, input_list, output_list |
| 1652 | ) |
| 1653 | |
| 1654 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1655 | self.ser, |
| 1656 | validator_fcns, |
| 1657 | error_name, |
| 1658 | op=op, |
| 1659 | axis=axis, |
| 1660 | input_shape=a.shape, |
| 1661 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1662 | output_shape=result_tensor.shape, |
| 1663 | output_dtype=result_tensor.dtype, |
| 1664 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1665 | input_list=input_list, |
| 1666 | output_list=output_list, |
| 1667 | num_operands=num_operands, |
| 1668 | ): |
| 1669 | return None |
| 1670 | |
| 1671 | attr = ts.TosaSerializerAttribute() |
| 1672 | attr.AxisAttribute(axis) |
| 1673 | |
| 1674 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1675 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1676 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1677 | def build_reshape( |
| 1678 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1679 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1680 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1681 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1682 | shape = inputs[1] |
| 1683 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1684 | result_tensor = OutputShaper.reshapeOp( |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1685 | self.ser, self.rng, a, shape_attr, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1686 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1687 | |
| 1688 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1689 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1690 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1691 | pCount, cCount = op["operands"] |
| 1692 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1693 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1694 | self, error_name, input_list, output_list |
| 1695 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1696 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1697 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1698 | self.ser, |
| 1699 | validator_fcns, |
| 1700 | error_name, |
| 1701 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1702 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1703 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1704 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1705 | output_dtype=result_tensor.dtype, |
| 1706 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1707 | input_list=input_list, |
| 1708 | output_list=output_list, |
| 1709 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1710 | ): |
| 1711 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1712 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1713 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1714 | |
| 1715 | compliance = self.tensorComplianceMetaData( |
| 1716 | op, a.dtype, args_dict, result_tensor, error_name |
| 1717 | ) |
| 1718 | |
| 1719 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1720 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1721 | def build_reverse( |
| 1722 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1723 | ): |
| 1724 | assert len(inputs) == 1 |
| 1725 | a = inputs[0] |
| 1726 | axis = args_dict["axis"] |
| 1727 | result_tensor = OutputShaper.unaryOp(self.ser, self.rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1728 | |
| 1729 | # Invalidate Input/Output list for error if checks. |
| 1730 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1731 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1732 | pCount, cCount = op["operands"] |
| 1733 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1734 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1735 | self, error_name, input_list, output_list |
| 1736 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1737 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1738 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1739 | self.ser, |
| 1740 | validator_fcns, |
| 1741 | error_name, |
| 1742 | op=op, |
| 1743 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1744 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1745 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1746 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1747 | output_dtype=result_tensor.dtype, |
| 1748 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1749 | input_list=input_list, |
| 1750 | output_list=output_list, |
| 1751 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1752 | ): |
| 1753 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1754 | |
| 1755 | attr = ts.TosaSerializerAttribute() |
| 1756 | attr.AxisAttribute(axis) |
| 1757 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1758 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1759 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1760 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1761 | def build_transpose( |
| 1762 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1763 | ): |
| 1764 | assert len(inputs) == 1 |
| 1765 | a = inputs[0] |
| 1766 | perms = args_dict["perms"] |
| 1767 | |
| 1768 | result_tensor = OutputShaper.transposeOp( |
| 1769 | self.ser, self.rng, a, perms, error_name |
| 1770 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1771 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1772 | attr = ts.TosaSerializerAttribute() |
| 1773 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1774 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1775 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1776 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1777 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1778 | pCount, cCount = op["operands"] |
| 1779 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1780 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1781 | self, error_name, input_list, output_list |
| 1782 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1783 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1784 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1785 | self.ser, |
| 1786 | validator_fcns, |
| 1787 | error_name, |
| 1788 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1789 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1790 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1791 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1792 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1793 | output_dtype=result_tensor.dtype, |
| 1794 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1795 | input_list=input_list, |
| 1796 | output_list=output_list, |
| 1797 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1798 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1799 | ): |
| 1800 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1801 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1802 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1803 | |
| 1804 | compliance = self.tensorComplianceMetaData( |
| 1805 | op, a.dtype, args_dict, result_tensor, error_name |
| 1806 | ) |
| 1807 | |
| 1808 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1809 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1810 | def build_slice( |
| 1811 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1812 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1813 | assert len(inputs) == 3 |
| 1814 | a, start_var, size_var = inputs |
| 1815 | start_const = args_dict["start"] |
| 1816 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1817 | |
| 1818 | result_tensor = OutputShaper.sliceOp( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1819 | self.ser, self.rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1820 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1821 | |
| 1822 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1823 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1824 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1825 | pCount, cCount = op["operands"] |
| 1826 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1827 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1828 | self, error_name, input_list, output_list |
| 1829 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1830 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1831 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1832 | self.ser, |
| 1833 | validator_fcns, |
| 1834 | error_name, |
| 1835 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1836 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1837 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1838 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1839 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1840 | start=start_const, |
| 1841 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1842 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1843 | input_list=input_list, |
| 1844 | output_list=output_list, |
| 1845 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1846 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1847 | ): |
| 1848 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1849 | |
Tai Ly | 8ead6c4 | 2024-02-14 22:35:44 +0000 | [diff] [blame] | 1850 | self.ser.addOperator(op["op"], input_list, output_list) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1851 | |
| 1852 | compliance = self.tensorComplianceMetaData( |
| 1853 | op, a.dtype, args_dict, result_tensor, error_name |
| 1854 | ) |
| 1855 | |
| 1856 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1857 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1858 | def build_tile( |
| 1859 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1860 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1861 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1862 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1863 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1864 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1865 | result_tensor = OutputShaper.tileOp( |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1866 | self.ser, self.rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1867 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1868 | |
| 1869 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1870 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1871 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1872 | pCount, cCount = op["operands"] |
| 1873 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1874 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1875 | self, error_name, input_list, output_list |
| 1876 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1877 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1878 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1879 | self.ser, |
| 1880 | validator_fcns, |
| 1881 | error_name, |
| 1882 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1883 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1884 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1885 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1886 | output_dtype=result_tensor.dtype, |
| 1887 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1888 | input_list=input_list, |
| 1889 | output_list=output_list, |
| 1890 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1891 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1892 | ): |
| 1893 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1894 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1895 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1896 | |
| 1897 | compliance = self.tensorComplianceMetaData( |
| 1898 | op, a.dtype, args_dict, result_tensor, error_name |
| 1899 | ) |
| 1900 | |
| 1901 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1902 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1903 | def build_gather( |
| 1904 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1905 | ): |
| 1906 | assert len(inputs) == 2 |
| 1907 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1908 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1909 | result_tensor = OutputShaper.gatherOp( |
| 1910 | self.ser, self.rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1911 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1912 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1913 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1914 | input_list = [values.name, indices.name] |
| 1915 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1916 | pCount, cCount = op["operands"] |
| 1917 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1918 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1919 | self, error_name, input_list, output_list |
| 1920 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1921 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1922 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1923 | self.ser, |
| 1924 | validator_fcns, |
| 1925 | error_name, |
| 1926 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1927 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1928 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1929 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1930 | output_dtype=result_tensor.dtype, |
| 1931 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1932 | input_list=input_list, |
| 1933 | output_list=output_list, |
| 1934 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1935 | ): |
| 1936 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1937 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1938 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1939 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1940 | compliance = self.tensorComplianceMetaData( |
| 1941 | op, values.dtype, args_dict, result_tensor, error_name |
| 1942 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1943 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1944 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1945 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1946 | def build_scatter( |
| 1947 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 1948 | ): |
| 1949 | assert len(inputs) == 3 |
| 1950 | values_in, indices, input = inputs |
| 1951 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1952 | self.ser, self.rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1953 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1954 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1955 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1956 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1957 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1958 | pCount, cCount = op["operands"] |
| 1959 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1960 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 1961 | self, error_name, input_list, output_list |
| 1962 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1963 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1964 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1965 | self.ser, |
| 1966 | validator_fcns, |
| 1967 | error_name, |
| 1968 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1969 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1970 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1971 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1972 | output_dtype=result_tensor.dtype, |
| 1973 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1974 | input_list=input_list, |
| 1975 | output_list=output_list, |
| 1976 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1977 | ): |
| 1978 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1979 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1980 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1981 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1982 | compliance = self.tensorComplianceMetaData( |
| 1983 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1984 | ) |
| 1985 | |
| 1986 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1987 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1988 | def build_resize( |
| 1989 | self, |
| 1990 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1991 | inputs, |
| 1992 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1993 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1994 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1995 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1996 | ): |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 1997 | assert len(inputs) == 4 |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1998 | input = inputs[0] |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 1999 | scale_input = inputs[1] |
| 2000 | offset_input = inputs[2] |
| 2001 | border_input = inputs[3] |
| 2002 | |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2003 | mode = args_dict["mode"] |
| 2004 | scale = args_dict["scale"] |
| 2005 | offset = args_dict["offset"] |
| 2006 | border = args_dict["border"] |
| 2007 | output_dtype = args_dict["output_dtype"] |
| 2008 | |
| 2009 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2010 | self.ser, |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 2011 | self.rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2012 | input, |
| 2013 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2014 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2015 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2016 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2017 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2018 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2019 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2020 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2021 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2022 | # Invalidate Input/Output list for error if checks. |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2023 | input_list = [ |
| 2024 | input.name, |
| 2025 | scale_input.name, |
| 2026 | offset_input.name, |
| 2027 | border_input.name, |
| 2028 | ] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2029 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2030 | pCount, cCount = op["operands"] |
| 2031 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2032 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2033 | self, error_name, input_list, output_list |
| 2034 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2035 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2036 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2037 | self.ser, |
| 2038 | validator_fcns, |
| 2039 | error_name, |
| 2040 | op=op, |
| 2041 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2042 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2043 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2044 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2045 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2046 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2047 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2048 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2049 | input_list=input_list, |
| 2050 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2051 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2052 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2053 | ): |
| 2054 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2055 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2056 | attr = ts.TosaSerializerAttribute() |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2057 | # write empty scale/offset/border into ResizeAttribute |
| 2058 | attr.ResizeAttribute([], [], [], mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2059 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2060 | |
| 2061 | compliance = self.tensorComplianceMetaData( |
| 2062 | op, input.dtype, args_dict, result_tensor, error_name |
| 2063 | ) |
| 2064 | |
| 2065 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2066 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2067 | def build_identityn(self, op, val, val2, validator_fcns=None, error_name=None): |
| 2068 | result_tens = OutputShaper.unaryOp(self.ser, self.rng, val, error_name) |
| 2069 | result_tens2 = OutputShaper.unaryOp(self.ser, self.rng, val2, error_name) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2070 | self.ser.addOperator( |
| 2071 | op, [val.name, val2.name], [result_tens.name, result_tens2.name] |
| 2072 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2073 | return result_tens |
| 2074 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2075 | def build_const( |
| 2076 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2077 | ): |
| 2078 | assert len(inputs) == 1 |
| 2079 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2080 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2081 | |
| 2082 | compliance = self.tensorComplianceMetaData( |
| 2083 | op, val.dtype, args_dict, val, error_name |
| 2084 | ) |
| 2085 | |
| 2086 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2087 | |
| 2088 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2089 | def build_cast( |
| 2090 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2091 | ): |
| 2092 | assert len(inputs) == 1 |
| 2093 | val = inputs[0] |
| 2094 | out_dtype = args_dict["out_type"] |
| 2095 | |
| 2096 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2097 | self.ser, self.rng, val, out_dtype, error_name |
| 2098 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2099 | |
| 2100 | # Invalidate Input/Output list for error if checks. |
| 2101 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2102 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2103 | pCount, cCount = op["operands"] |
| 2104 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2105 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2106 | self, error_name, input_list, output_list |
| 2107 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2108 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2109 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2110 | self.ser, |
| 2111 | validator_fcns, |
| 2112 | error_name, |
| 2113 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2114 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2115 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2116 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2117 | output_dtype=result_tensor.dtype, |
| 2118 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2119 | input_list=input_list, |
| 2120 | output_list=output_list, |
| 2121 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2122 | ): |
| 2123 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2124 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2125 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2126 | |
| 2127 | compliance = self.tensorComplianceMetaData( |
| 2128 | op, val.dtype, args_dict, result_tensor, error_name |
| 2129 | ) |
| 2130 | |
| 2131 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2132 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2133 | def build_rescale( |
| 2134 | self, |
| 2135 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2136 | inputs, |
| 2137 | args_dict, |
| 2138 | validator_fcns=None, |
| 2139 | error_name=None, |
| 2140 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2141 | ): |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2142 | assert len(inputs) == 3 |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2143 | val = inputs[0] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2144 | multiplier_val = inputs[1] |
| 2145 | shift_val = inputs[2] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2146 | out_dtype = args_dict["output_dtype"] |
| 2147 | scale32 = args_dict["scale"] |
| 2148 | double_round = args_dict["double_round"] |
| 2149 | per_channel = args_dict["per_channel"] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2150 | shift_arr = args_dict["shift"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2151 | multiplier_arr = args_dict["multiplier"] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2152 | |
| 2153 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2154 | self.ser, self.rng, val, out_dtype, error_name |
| 2155 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2156 | |
| 2157 | if per_channel: |
| 2158 | nc = val.shape[-1] |
| 2159 | else: |
| 2160 | nc = 1 |
| 2161 | |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2162 | in_type_width = gtu.dtypeWidth(val.dtype) |
| 2163 | out_type_width = gtu.dtypeWidth(out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2164 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2165 | input_unsigned = False |
| 2166 | output_unsigned = False |
| 2167 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2168 | if val.dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2169 | input_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2170 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2171 | elif val.dtype == DType.UINT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2172 | input_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2173 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2174 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2175 | elif error_name in [ |
| 2176 | ErrorIf.InputZeroPointNotZero, |
| 2177 | ErrorIf.U16InputZeroPointNotValid, |
| 2178 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2179 | input_zp = self.randInt(-128, 128) |
| 2180 | if input_zp == 0: |
| 2181 | input_zp = input_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2182 | in_type_width += 1 |
| 2183 | elif val.dtype == DType.UINT16: |
| 2184 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
| 2185 | input_zp = self.rng.choice([0, 32768]) |
| 2186 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2187 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2188 | else: |
| 2189 | input_zp = 0 |
| 2190 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2191 | if out_dtype == DType.INT8: |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2192 | output_zp = self.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2193 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2194 | elif out_dtype == DType.UINT8: |
| 2195 | output_zp = self.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2196 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2197 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2198 | elif error_name in [ |
| 2199 | ErrorIf.OutputZeroPointNotZero, |
| 2200 | ErrorIf.U16OutputZeroPointNotValid, |
| 2201 | ]: |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2202 | output_zp = self.randInt(-128, 128) |
| 2203 | if output_zp == 0: |
| 2204 | output_zp = output_zp + self.rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2205 | out_type_width += 1 |
| 2206 | elif out_dtype == DType.UINT16: |
| 2207 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
| 2208 | output_zp = self.rng.choice([0, 32768]) |
| 2209 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2210 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2211 | else: |
| 2212 | output_zp = 0 |
| 2213 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2214 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2215 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2216 | |
| 2217 | for i in range(nc): |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2218 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2219 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2220 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2221 | logger.debug( |
| 2222 | f"build_rescale: multiplier={multiplier_arr} shift={shift_arr} inzp={input_zp} outzp={output_zp}" |
| 2223 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2224 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2225 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2226 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2227 | assert val.placeholderFilename |
| 2228 | values = np.load( |
| 2229 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2230 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2231 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2232 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2233 | val_adj = np.minimum(val_adj, max_shift_value_arr, dtype=np.int64) |
Jerry Ge | c529169 | 2024-01-02 22:29:08 +0000 | [diff] [blame] | 2234 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2235 | # Check we can safely convert to the expected dtype |
| 2236 | assert ( |
| 2237 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2238 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2239 | ) |
| 2240 | |
| 2241 | # Force casting to output datatype |
| 2242 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2243 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2244 | if not np.all(np.array_equal(values, val_adj)): |
| 2245 | # Values changed so overwrite file with new values |
| 2246 | np.save( |
| 2247 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2248 | val_adj, |
| 2249 | False, |
| 2250 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2251 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2252 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2253 | input_list = [val.name, multiplier_val.name, shift_val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2254 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2255 | pCount, cCount = op["operands"] |
| 2256 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2257 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2258 | self, error_name, input_list, output_list |
| 2259 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2260 | |
| 2261 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2262 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2263 | self.ser, |
| 2264 | validator_fcns, |
| 2265 | error_name, |
| 2266 | op=op, |
| 2267 | input_dtype=val.dtype, |
| 2268 | output_dtype=out_dtype, |
| 2269 | input_shape=val.shape, |
| 2270 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2271 | scale32=scale32, |
| 2272 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2273 | input_list=input_list, |
| 2274 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2275 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2276 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2277 | ): |
| 2278 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2279 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2280 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2281 | attr.RescaleAttribute( |
| 2282 | input_zp, |
| 2283 | output_zp, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2284 | scale32, |
| 2285 | double_round, |
| 2286 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2287 | input_unsigned, |
| 2288 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2289 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2290 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2291 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2292 | |
| 2293 | compliance = self.tensorComplianceMetaData( |
| 2294 | op, val.dtype, args_dict, result_tensor, error_name |
| 2295 | ) |
| 2296 | |
| 2297 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2298 | |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2299 | def _get_condition_tensor(self, op, cond, error_name): |
| 2300 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2301 | cond_type = gtu.get_wrong_output_type(op, self.rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2302 | else: |
| 2303 | cond_type = DType.BOOL |
| 2304 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
| 2305 | choice = self.rng.choice([1, 2]) |
| 2306 | if choice == 1: |
| 2307 | cond_shape = [2] |
| 2308 | else: |
| 2309 | cond_shape = [1, 2] |
| 2310 | else: |
| 2311 | # Must be of size 1 (rank 0) |
| 2312 | cond_shape = [] |
| 2313 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2314 | return cond_tens |
| 2315 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2316 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2317 | self, |
| 2318 | op, |
| 2319 | inputs, |
| 2320 | args_dict, |
| 2321 | validator_fcns=None, |
| 2322 | error_name=None, |
| 2323 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2324 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2325 | # 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] | 2326 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2327 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2328 | assert len(inputs) == 2 |
| 2329 | then_tens, else_tens = inputs |
| 2330 | |
| 2331 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2332 | |
| 2333 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2334 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2335 | |
| 2336 | # Make then/else tensors |
| 2337 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2338 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2339 | dtype = DType.INT32 |
| 2340 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2341 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2342 | if error_name in [ |
| 2343 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2344 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2345 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2346 | incorrect_shape = deepcopy(then_tens.shape) |
| 2347 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2348 | incorrect_shape[i] += ( |
| 2349 | self.rng.choice([-3, -2, 2, 3]) |
| 2350 | if incorrect_shape[i] > 3 |
| 2351 | else self.rng.choice([1, 2, 4]) |
| 2352 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2353 | incorrect_arr = np.int32(self.rng.integers(0, 256, size=incorrect_shape)) |
| 2354 | |
Jeremy Johnson | 18e2666 | 2021-07-22 16:15:29 +0100 | [diff] [blame] | 2355 | then_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
| 2356 | else_arr = np.int32(self.rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2357 | |
| 2358 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2359 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2360 | |
| 2361 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2362 | then_block = "THEN_BLOCK" |
| 2363 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2364 | attr = ts.TosaSerializerAttribute() |
| 2365 | attr.CondIfAttribute(then_block, else_block) |
| 2366 | |
| 2367 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2368 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2369 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2370 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2371 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2372 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2373 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2374 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2375 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2376 | self.ser.addOutputTensor(then_tens) |
| 2377 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2378 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2379 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2380 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2381 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2382 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2383 | self.ser.addOutputTensor(else_tens) |
| 2384 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2385 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2386 | self.ser, |
| 2387 | validator_fcns, |
| 2388 | error_name, |
| 2389 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2390 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2391 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2392 | ): |
| 2393 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2394 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2395 | compliance = self.tensorComplianceMetaData( |
| 2396 | op, dtype, args_dict, result_tensor, error_name |
| 2397 | ) |
| 2398 | |
| 2399 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2400 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2401 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2402 | self, |
| 2403 | op, |
| 2404 | inputs, |
| 2405 | args_dict, |
| 2406 | validator_fcns=None, |
| 2407 | error_name=None, |
| 2408 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2409 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2410 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2411 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2412 | assert len(inputs) == 2 |
| 2413 | a, b = inputs |
| 2414 | |
| 2415 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2416 | |
| 2417 | # Condition tensor |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2418 | cond_tens = self._get_condition_tensor(op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2419 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2420 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2421 | |
| 2422 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2423 | then_block = "THEN_BLOCK" |
| 2424 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2425 | attr = ts.TosaSerializerAttribute() |
| 2426 | attr.CondIfAttribute(then_block, else_block) |
| 2427 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2428 | if error_name in [ |
| 2429 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2430 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2431 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2432 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2433 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2434 | incorrect_shape = a.shape.copy() |
| 2435 | for i in range(len(incorrect_shape)): |
| 2436 | incorrect_shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2437 | incorrect_block_input = deepcopy(a) |
| 2438 | incorrect_block_input.shape = incorrect_shape |
| 2439 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2440 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2441 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2442 | 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] | 2443 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2444 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2445 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2446 | 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] | 2447 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2448 | then_op, else_op = ( |
| 2449 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2450 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2451 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2452 | else: |
| 2453 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2454 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2455 | # Determine the element-wise binary operation that compliance will need to |
| 2456 | # check the results of |
| 2457 | compliance_op = then_op if cond else else_op |
| 2458 | |
| 2459 | 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] | 2460 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2461 | if ( |
| 2462 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2463 | and block == then_block |
| 2464 | ) or ( |
| 2465 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2466 | and block == else_block |
| 2467 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2468 | self.ser.addInputTensor(incorrect_block_input) |
| 2469 | self.ser.addInputTensor(b) |
| 2470 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2471 | elif ( |
| 2472 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2473 | and block == then_block |
| 2474 | ) or ( |
| 2475 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2476 | and block == else_block |
| 2477 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2478 | self.ser.addInputTensor(a) |
| 2479 | self.ser.addInputTensor(b) |
| 2480 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2481 | else: |
| 2482 | self.ser.addInputTensor(a) |
| 2483 | self.ser.addInputTensor(b) |
| 2484 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2485 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2486 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2487 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2488 | self.ser, |
| 2489 | validator_fcns, |
| 2490 | error_name, |
| 2491 | op=op, |
| 2492 | a=a, |
| 2493 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2494 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2495 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2496 | ): |
| 2497 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2498 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2499 | compliance = self.tensorComplianceMetaData( |
| 2500 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2501 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2502 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2503 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2504 | |
| 2505 | def build_while_loop( |
| 2506 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2507 | ): |
| 2508 | assert len(inputs) == 1 |
| 2509 | a = inputs[0] |
| 2510 | iter_val = args_dict["iterations"] |
| 2511 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2512 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2513 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2514 | cond_block = "COND_BLOCK" |
| 2515 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2516 | |
| 2517 | attr = ts.TosaSerializerAttribute() |
| 2518 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2519 | |
| 2520 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2521 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2522 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2523 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2524 | |
| 2525 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2526 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2527 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2528 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2529 | incorrect_acc = deepcopy(acc) |
| 2530 | for i in range(len(incorrect_acc.shape)): |
| 2531 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2532 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2533 | else: |
| 2534 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2535 | |
| 2536 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2537 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2538 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2539 | [iter.name, a.name, acc.name], |
| 2540 | [iter_out.name, a_out.name, acc_out.name], |
| 2541 | attr, |
| 2542 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2543 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2544 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2545 | if error_name in [ |
| 2546 | ErrorIf.InputListCondGraphMismatch, |
| 2547 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2548 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2549 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2550 | incorrect_iter = deepcopy(iter) |
| 2551 | for i in range(len(incorrect_iter.shape)): |
| 2552 | incorrect_iter.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2553 | if len(incorrect_iter.shape) == 0: |
| 2554 | incorrect_iter.shape.append(self.rng.choice([-3, -2, 2, 3])) |
| 2555 | |
| 2556 | incorrect_acc = deepcopy(acc) |
| 2557 | for i in range(len(incorrect_acc.shape)): |
| 2558 | incorrect_acc.shape[i] += self.rng.choice([-3, -2, 2, 3]) |
| 2559 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2560 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2561 | self.ser.addBasicBlock(cond_block) |
| 2562 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2563 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2564 | self.ser.addInputTensor(incorrect_iter) |
| 2565 | self.ser.addInputTensor(a) |
| 2566 | self.ser.addInputTensor(incorrect_acc) |
| 2567 | else: |
| 2568 | self.ser.addInputTensor(iter) |
| 2569 | self.ser.addInputTensor(a) |
| 2570 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2571 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2572 | |
| 2573 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2574 | cond_type = self.rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2575 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2576 | cond_type = DType.BOOL |
| 2577 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
| 2578 | choice = self.rng.choice([1, 2]) |
| 2579 | if choice == 1: |
| 2580 | cond_shape = [3] |
| 2581 | else: |
| 2582 | cond_shape = [1, 2] |
| 2583 | else: |
| 2584 | cond_shape = [] |
| 2585 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2586 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2587 | 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] | 2588 | |
| 2589 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2590 | # 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] | 2591 | self.ser.addBasicBlock(body_block) |
| 2592 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2593 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2594 | self.ser.addInputTensor(incorrect_iter) |
| 2595 | self.ser.addInputTensor(a) |
| 2596 | self.ser.addInputTensor(incorrect_acc) |
| 2597 | else: |
| 2598 | self.ser.addInputTensor(iter) |
| 2599 | self.ser.addInputTensor(a) |
| 2600 | self.ser.addInputTensor(acc) |
| 2601 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2602 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2603 | |
| 2604 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2605 | iter_body_out = self.ser.addIntermediate( |
| 2606 | incorrect_iter.shape, incorrect_iter.dtype |
| 2607 | ) |
| 2608 | acc_body_out = self.ser.addIntermediate( |
| 2609 | incorrect_acc.shape, incorrect_acc.dtype |
| 2610 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2611 | else: |
| 2612 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2613 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2614 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2615 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2616 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2617 | self.ser.addOutputTensor(iter_body_out) |
| 2618 | self.ser.addOutputTensor(a) |
| 2619 | self.ser.addOutputTensor(acc_body_out) |
| 2620 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2621 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2622 | self.ser, |
| 2623 | validator_fcns, |
| 2624 | error_name, |
| 2625 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2626 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2627 | ): |
| 2628 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2629 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2630 | compliance = self.tensorComplianceMetaData( |
| 2631 | op, a.dtype, args_dict, acc_out, error_name |
| 2632 | ) |
| 2633 | |
| 2634 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2635 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2636 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2637 | self, |
| 2638 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2639 | inputs, |
| 2640 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2641 | validator_fcns=None, |
| 2642 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2643 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2644 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2645 | assert len(inputs) == 2 |
| 2646 | val1, val2 = inputs |
| 2647 | inverse = args_dict["inverse"] |
| 2648 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2649 | results = OutputShaper.fft2dOp(self.ser, self.rng, val1, val2, error_name) |
| 2650 | |
| 2651 | input_names = [val1.name, val2.name] |
| 2652 | pCount, cCount = op["operands"] |
| 2653 | num_operands = pCount + cCount |
| 2654 | |
| 2655 | output_names = [res.name for res in results] |
| 2656 | output_shapes = [res.shape for res in results] |
| 2657 | output_dtypes = [res.dtype for res in results] |
| 2658 | |
| 2659 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2660 | self, error_name, input_names, output_names |
| 2661 | ) |
| 2662 | |
| 2663 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2664 | self.ser, |
| 2665 | validator_fcns, |
| 2666 | error_name, |
| 2667 | op=op, |
| 2668 | inverse=inverse, |
| 2669 | input1=val1, |
| 2670 | input2=val2, |
| 2671 | input_shape=val1.shape, |
| 2672 | input_dtype=val1.dtype, |
| 2673 | output_shape=output_shapes, |
| 2674 | output_dtype=output_dtypes, |
| 2675 | result_tensors=results, |
| 2676 | input_list=input_names, |
| 2677 | output_list=output_names, |
| 2678 | num_operands=num_operands, |
| 2679 | ): |
| 2680 | return None |
| 2681 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2682 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2683 | local_bound = False |
| 2684 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2685 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2686 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2687 | |
| 2688 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2689 | |
| 2690 | compliance = [] |
| 2691 | for res in results: |
| 2692 | compliance.append( |
| 2693 | self.tensorComplianceMetaData( |
| 2694 | op, val1.dtype, args_dict, res, error_name |
| 2695 | ) |
| 2696 | ) |
| 2697 | |
| 2698 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2699 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2700 | def build_rfft2d( |
| 2701 | self, |
| 2702 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2703 | inputs, |
| 2704 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2705 | validator_fcns=None, |
| 2706 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2707 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2708 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2709 | assert len(inputs) == 1 |
| 2710 | val = inputs[0] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2711 | results = OutputShaper.rfft2dOp(self.ser, self.rng, val, error_name) |
| 2712 | |
| 2713 | input_names = [val.name] |
| 2714 | pCount, cCount = op["operands"] |
| 2715 | num_operands = pCount + cCount |
| 2716 | |
| 2717 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2718 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2719 | output_dtypes = [res.dtype for res in results] |
| 2720 | |
| 2721 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2722 | self, error_name, input_names, output_names |
| 2723 | ) |
| 2724 | |
| 2725 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2726 | self.ser, |
| 2727 | validator_fcns, |
| 2728 | error_name, |
| 2729 | op=op, |
| 2730 | input_shape=val.shape, |
| 2731 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2732 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2733 | output_dtype=output_dtypes, |
| 2734 | result_tensors=results, |
| 2735 | input_list=input_names, |
| 2736 | output_list=output_names, |
| 2737 | num_operands=num_operands, |
| 2738 | ): |
| 2739 | return None |
| 2740 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2741 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2742 | local_bound = False |
| 2743 | |
| 2744 | attr = ts.TosaSerializerAttribute() |
| 2745 | attr.RFFTAttribute(local_bound) |
| 2746 | |
| 2747 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2748 | |
| 2749 | compliance = [] |
| 2750 | for res in results: |
| 2751 | compliance.append( |
| 2752 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2753 | ) |
| 2754 | |
| 2755 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2756 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2757 | def build_shape_op( |
| 2758 | self, op, inputs, args_dict, validator_fcns=None, error_name=None, qinfo=None |
| 2759 | ): |
| 2760 | assert len(inputs) == 2 |
| 2761 | a, b = inputs |
| 2762 | |
| 2763 | result_tensor = OutputShaper.addShapeOp(self.ser, self.rng, a, b, error_name) |
| 2764 | |
| 2765 | # Invalidate Input/Output list for error if checks. |
| 2766 | input_list = [a.name, b.name] |
| 2767 | output_list = [result_tensor.name] |
| 2768 | pCount, cCount = op["operands"] |
| 2769 | num_operands = pCount + cCount |
| 2770 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2771 | self, error_name, input_list, output_list |
| 2772 | ) |
| 2773 | |
| 2774 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2775 | self.ser, |
| 2776 | validator_fcns, |
| 2777 | error_name, |
| 2778 | op=op, |
| 2779 | input1=a, |
| 2780 | input2=b, |
| 2781 | input_shape=a.shape, |
| 2782 | input_dtype=a.dtype, |
| 2783 | output_shape=result_tensor.shape, |
| 2784 | output_dtype=result_tensor.dtype, |
| 2785 | result_tensors=[result_tensor], |
| 2786 | input_list=input_list, |
| 2787 | output_list=output_list, |
| 2788 | num_operands=num_operands, |
| 2789 | ): |
| 2790 | return None |
| 2791 | |
| 2792 | self.ser.addOperator( |
| 2793 | op["op"], |
| 2794 | input_list, |
| 2795 | output_list, |
| 2796 | ) |
| 2797 | compliance = self.tensorComplianceMetaData( |
| 2798 | op, a.dtype, args_dict, result_tensor, error_name |
| 2799 | ) |
| 2800 | |
| 2801 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2802 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2803 | def create_filter_lists( |
| 2804 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2805 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2806 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2807 | default_test_rank_range = range(1, 5) |
| 2808 | if not shapeFilter: |
| 2809 | shapeFilter = [None] |
| 2810 | |
| 2811 | # Calculate the filters based on what is requested and what the operator allows |
| 2812 | rmin, rmax = op["rank"] |
| 2813 | if rankFilter is not None: |
| 2814 | cleanRankFilter = [] |
| 2815 | # Ensure rankFilter values are allowed by operator |
| 2816 | for rank in rankFilter: |
| 2817 | if rank >= rmin and rank <= rmax: |
| 2818 | cleanRankFilter.append(rank) |
| 2819 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2820 | # Ensure default behaviour is bounded by default range or by operator, |
| 2821 | # whichever is the smaller range of ranks. |
| 2822 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2823 | cleanRankFilter = ( |
| 2824 | opRankRange |
| 2825 | if len(opRankRange) <= len(default_test_rank_range) |
| 2826 | else default_test_rank_range |
| 2827 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2828 | else: |
| 2829 | cleanRankFilter = range(rmin, rmax + 1) |
| 2830 | |
| 2831 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2832 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2833 | if dtypeFilter is not None: |
| 2834 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2835 | # Create list of operator dtypes filtered by requested dtypes |
| 2836 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2837 | if dtype in dtypeFilter or ( |
| 2838 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2839 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2840 | cleanDtypeFilter.append(dtype) |
| 2841 | else: |
| 2842 | cleanDtypeFilter = dtypes |
| 2843 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2844 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2845 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2846 | "shapeFilter": shapeFilter, |
| 2847 | "rankFilter": cleanRankFilter, |
| 2848 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2849 | } |
| 2850 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2851 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2852 | if validator is not None: |
| 2853 | validator_info = validator(check=False, op=op) |
| 2854 | else: |
| 2855 | return None |
| 2856 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2857 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2858 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2859 | # Set parameters as required |
| 2860 | if error_arguments["rank"] is not None: |
| 2861 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2862 | else: |
| 2863 | rankFilter = cleanRankFilter |
| 2864 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2865 | if error_arguments["dtype"] is not None: |
| 2866 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2867 | else: |
| 2868 | dtypeFilter = cleanDtypeFilter |
| 2869 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2870 | if error_arguments["shape"] is not None: |
| 2871 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2872 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2873 | shapeFilter = shapeFilter[ |
| 2874 | :2 |
| 2875 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2876 | |
| 2877 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2878 | "shapeFilter": shapeFilter, |
| 2879 | "rankFilter": rankFilter, |
| 2880 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2881 | } |
| 2882 | return filterDict |
| 2883 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2884 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2885 | self, |
| 2886 | opName, |
| 2887 | shapeFilter=[None], |
| 2888 | rankFilter=None, |
| 2889 | dtypeFilter=None, |
| 2890 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2891 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2892 | |
| 2893 | try: |
| 2894 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2895 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2896 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2897 | |
| 2898 | # Initialize a new random number generator |
| 2899 | self.rng = np.random.default_rng(self.random_seed) |
| 2900 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2901 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2902 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2903 | # Test list consists of a tuple of: |
| 2904 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2905 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2906 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2907 | error_if_validators = op["error_if_validators"] |
| 2908 | else: |
| 2909 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2910 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2911 | for validator in error_if_validators: |
| 2912 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2913 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2914 | else: |
| 2915 | error_name = None |
| 2916 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2917 | filterDict = self.create_filter_lists( |
| 2918 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2919 | ) |
| 2920 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2921 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2922 | cleanRankFilter = filterDict["rankFilter"] |
| 2923 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2924 | cleanShapeFilter = filterDict["shapeFilter"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2925 | logger.debug( |
| 2926 | f"genOpTestList: Error={error_name}, Filters S={cleanShapeFilter}, R={cleanRankFilter}, T={cleanDtypeFilter}" |
| 2927 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2928 | |
| 2929 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2930 | for t in cleanDtypeFilter: |
| 2931 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2932 | # Filter out by rank |
| 2933 | if shape is not None and len(shape) != r: |
| 2934 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2935 | self.setTargetShape(shape) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2936 | shapeList = tgen_fcn(self, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2937 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2938 | shapeStr = self.shapeStr(shapeList[0]) |
| 2939 | typeStr = self.typeStr(t) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2940 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2941 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2942 | argList = [] |
| 2943 | if agen_fcn: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2944 | argList = agen_fcn(self, opName, shapeList, t, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2945 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2946 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2947 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2948 | for argStr, args in argList: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2949 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2950 | if argStr: |
| 2951 | testStr = "{}_{}_{}_{}".format( |
| 2952 | opName, shapeStr, typeStr, argStr |
| 2953 | ) |
| 2954 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2955 | testStr = "{}_{}_{}".format( |
| 2956 | opName, shapeStr, typeStr |
| 2957 | ) |
| 2958 | elif testType == "negative": |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2959 | if argStr: |
| 2960 | testStr = "{}_ERRORIF_{}_{}_{}_{}".format( |
| 2961 | opName, error_name, shapeStr, typeStr, argStr |
| 2962 | ) |
| 2963 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2964 | testStr = "{}_ERRORIF_{}_{}_{}".format( |
| 2965 | opName, error_name, shapeStr, typeStr |
| 2966 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2967 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2968 | testList.append( |
| 2969 | (opName, testStr, t, error_name, shapeList, args) |
| 2970 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2971 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2972 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2973 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 2974 | if "invalid_test_validators" in op: |
| 2975 | invalid_test_validators = op["invalid_test_validators"] |
| 2976 | clean_testList = [] |
| 2977 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 2978 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2979 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2980 | if validator_fcn( |
| 2981 | opName=test[0], |
| 2982 | input_dtype=test[2], |
| 2983 | shapeList=test[4], |
| 2984 | args=test[5], |
| 2985 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2986 | remove_test = True |
| 2987 | if not remove_test: |
| 2988 | clean_testList.append(test) |
| 2989 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2990 | |
| 2991 | return testList |
| 2992 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2993 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2994 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2995 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2996 | try: |
| 2997 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2998 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2999 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3000 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3001 | logger.info(f"Creating {testStr}") |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3002 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3003 | # Create a serializer |
| 3004 | self.createSerializer(opName, testStr) |
| 3005 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3006 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3007 | if "error_if_validators" in op: |
| 3008 | error_if_validators = op["error_if_validators"] |
| 3009 | else: |
| 3010 | error_if_validators = None |
| 3011 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3012 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3013 | num_operands = pCount + cCount |
| 3014 | |
| 3015 | if isinstance(dtype_or_dtypeList, list): |
| 3016 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3017 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3018 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3019 | else: |
| 3020 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3021 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3022 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3023 | assert ( |
| 3024 | len(shapeList) == num_operands |
| 3025 | ), "shapeList length {} must match number of operands {}".format( |
| 3026 | len(shapeList), num_operands |
| 3027 | ) |
| 3028 | assert ( |
| 3029 | len(dtypeList) == num_operands |
| 3030 | ), "dtypeList length {} must match number of operands {}".format( |
| 3031 | len(dtypeList), num_operands |
| 3032 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3033 | |
| 3034 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3035 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3036 | except KeyError: |
| 3037 | qgen = None |
| 3038 | |
| 3039 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3040 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3041 | if qgen is not None: |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 3042 | qinfo = qgen(self, op, dtype_or_dtypeList, error_name) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3043 | else: |
| 3044 | qinfo = None |
| 3045 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3046 | # Extra meta data for the desc.json |
| 3047 | tensMeta = {} |
| 3048 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3049 | # Check we are using the new interface with an argsDict dictionary |
| 3050 | assert isinstance( |
| 3051 | argsDict, dict |
| 3052 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3053 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3054 | # New interface with args info in dictionary |
| 3055 | assert "dg_type" in argsDict |
| 3056 | tvgInfo = tvgen_fcn(self, opName, dtypeList, shapeList, argsDict, error_name) |
| 3057 | if tvgInfo.dataGenDict: |
| 3058 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3059 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3060 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3061 | result = build_fcn( |
| 3062 | self, |
| 3063 | op, |
| 3064 | tens, |
| 3065 | argsDict, |
| 3066 | validator_fcns=error_if_validators, |
| 3067 | error_name=error_name, |
| 3068 | qinfo=qinfo, |
| 3069 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3070 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3071 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3072 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3073 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3074 | # Add the compliance meta data (if any) |
| 3075 | compliance = result.getComplianceInfo() |
| 3076 | if compliance: |
| 3077 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3078 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3079 | else: |
| 3080 | # The test is not valid |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3081 | logger.error(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3082 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3083 | def createDynamicOpLists(self): |
| 3084 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 3085 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 3086 | # Already created these lists (can occur when class is initialized more than once) |
| 3087 | return |
| 3088 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3089 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3090 | if not self.args.level8k: |
| 3091 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3092 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3093 | else: |
| 3094 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3095 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 3096 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3097 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3098 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3099 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 3100 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].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"] = "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 = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 3106 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3107 | "depthwise_conv2d_TEMPLATE" |
| 3108 | ].copy() |
| 3109 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3110 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3111 | self.TOSA_OP_LIST[testName]["real_name"] = "depthwise_conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3112 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3113 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 3114 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3115 | "transpose_conv2d_TEMPLATE" |
| 3116 | ].copy() |
| 3117 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3118 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3119 | self.TOSA_OP_LIST[testName]["real_name"] = "transpose_conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3120 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3121 | for k in KERNELS_3D: |
| 3122 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 3123 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 3124 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3125 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3126 | self.TOSA_OP_LIST[testName]["real_name"] = "conv3d" |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3127 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3128 | # Delete any templates after having created any dynamic ops |
| 3129 | # This is a two-pass operation because it's bad practice to delete |
| 3130 | # keys from dictionaries while iterating |
| 3131 | keyList = [] |
| 3132 | for k in self.TOSA_OP_LIST: |
| 3133 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3134 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3135 | keyList.append(k) |
| 3136 | continue |
| 3137 | except KeyError: |
| 3138 | pass |
| 3139 | |
| 3140 | for k in keyList: |
| 3141 | del self.TOSA_OP_LIST[k] |
| 3142 | |
| 3143 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3144 | """Fill in default fields for ops if they aren't already specified. |
| 3145 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3146 | for op in self.TOSA_OP_LIST: |
| 3147 | |
| 3148 | # Required fields |
| 3149 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3150 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3151 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3152 | raise Exception( |
| 3153 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3154 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3155 | |
| 3156 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3157 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3158 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3159 | raise Exception( |
| 3160 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3161 | op |
| 3162 | ) |
| 3163 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3164 | |
| 3165 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3166 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3167 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3168 | raise Exception( |
| 3169 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3170 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3171 | |
| 3172 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3173 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3174 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3175 | raise Exception( |
| 3176 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3177 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3178 | |
| 3179 | # Put in default rank range, if missing |
| 3180 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3181 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3182 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3183 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3184 | |
| 3185 | # Tensor operator list |
| 3186 | # 'op': op name |
| 3187 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3188 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3189 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3190 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3191 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3192 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3193 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3194 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3195 | TYPE_INT_FP = [ |
| 3196 | DType.INT8, |
| 3197 | DType.INT16, |
| 3198 | DType.INT32, |
| 3199 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3200 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3201 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3202 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3203 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3204 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3205 | TYPE_FI32 = [ |
| 3206 | DType.FP32, |
| 3207 | DType.FP16, |
| 3208 | DType.BF16, |
| 3209 | DType.INT32, |
| 3210 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3211 | TYPE_FIB = [ |
| 3212 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3213 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3214 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3215 | DType.INT8, |
| 3216 | DType.INT16, |
| 3217 | DType.INT32, |
| 3218 | DType.BOOL, |
| 3219 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3220 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3221 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3222 | TYPE_NARROW_INT_FP = [ |
| 3223 | DType.INT8, |
| 3224 | DType.INT16, |
| 3225 | DType.FP16, |
| 3226 | DType.BF16, |
| 3227 | DType.FP32, |
| 3228 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3229 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3230 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3231 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3232 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3233 | [DType.INT8, DType.INT8, DType.INT32], |
| 3234 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3235 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3236 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3237 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3238 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3239 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3240 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3241 | ] |
| 3242 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3243 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3244 | |
| 3245 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3246 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3247 | "argmax": { |
| 3248 | "op": Op.ARGMAX, |
| 3249 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3250 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3251 | "build_fcn": ( |
| 3252 | build_argmax, |
| 3253 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3254 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3255 | TosaArgGen.agAxis, |
| 3256 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3257 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3258 | "error_if_validators": ( |
| 3259 | TosaErrorValidator.evAxisSmallerZero, |
| 3260 | TosaErrorValidator.evAxisLargerRank, |
| 3261 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3262 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3263 | TosaErrorValidator.evWrongRank, |
| 3264 | TosaErrorValidator.evWrongInputType, |
| 3265 | TosaErrorValidator.evWrongOutputType, |
| 3266 | TosaErrorValidator.evWrongInputList, |
| 3267 | TosaErrorValidator.evWrongOutputList, |
| 3268 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3269 | "data_gen": { |
| 3270 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3271 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3272 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3273 | "avg_pool2d": { |
| 3274 | "op": Op.AVG_POOL2D, |
| 3275 | "operands": (1, 0), |
| 3276 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3277 | "build_fcn": ( |
| 3278 | build_pool2d, |
| 3279 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3280 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3281 | TosaArgGen.agPooling, |
| 3282 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3283 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3284 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3285 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3286 | "error_if_validators": ( |
| 3287 | TosaErrorValidator.evKernelSmallerOne, |
| 3288 | TosaErrorValidator.evStrideSmallerOne, |
| 3289 | TosaErrorValidator.evPadSmallerZero, |
| 3290 | TosaErrorValidator.evWrongRank, |
| 3291 | TosaErrorValidator.evWrongInputType, |
| 3292 | TosaErrorValidator.evWrongOutputType, |
| 3293 | TosaErrorValidator.evWrongInputList, |
| 3294 | TosaErrorValidator.evWrongOutputList, |
| 3295 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3296 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3297 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3298 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3299 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3300 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3301 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3302 | "data_gen": { |
| 3303 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3304 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3305 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3306 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3307 | "conv2d_TEMPLATE": { |
| 3308 | "op": Op.CONV2D, |
| 3309 | "operands": (1, 2), |
| 3310 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3311 | "build_fcn": ( |
| 3312 | build_conv2d, |
| 3313 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3314 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3315 | TosaArgGen.agConv, |
| 3316 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3317 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3318 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3319 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3320 | "error_if_validators": ( |
| 3321 | TosaErrorValidator.evWrongInputType, |
| 3322 | TosaErrorValidator.evWrongOutputType, |
| 3323 | TosaErrorValidator.evWrongInputList, |
| 3324 | TosaErrorValidator.evWrongOutputList, |
| 3325 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3326 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3327 | TosaErrorValidator.evPadSmallerZero, |
| 3328 | TosaErrorValidator.evStrideSmallerOne, |
| 3329 | TosaErrorValidator.evDilationSmallerOne, |
| 3330 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3331 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3332 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3333 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3334 | "data_gen": { |
| 3335 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3336 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3337 | "template": True, |
| 3338 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3339 | # Templated operator. Filled in by createDynamicOpLists |
| 3340 | "conv3d_TEMPLATE": { |
| 3341 | "op": Op.CONV3D, |
| 3342 | "operands": (1, 2), |
| 3343 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3344 | "build_fcn": ( |
| 3345 | build_conv3d, |
| 3346 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3347 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3348 | TosaArgGen.agConv, |
| 3349 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3350 | "qgen": TosaQuantGen.qgConv, |
| 3351 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3352 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3353 | "error_if_validators": ( |
| 3354 | TosaErrorValidator.evWrongInputType, |
| 3355 | TosaErrorValidator.evWrongOutputType, |
| 3356 | TosaErrorValidator.evWrongInputList, |
| 3357 | TosaErrorValidator.evWrongOutputList, |
| 3358 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3359 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3360 | TosaErrorValidator.evPadSmallerZero, |
| 3361 | TosaErrorValidator.evStrideSmallerOne, |
| 3362 | TosaErrorValidator.evDilationSmallerOne, |
| 3363 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3364 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3365 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3366 | ), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 3367 | "data_gen": { |
| 3368 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3369 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3370 | "template": True, |
| 3371 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3372 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3373 | "depthwise_conv2d_TEMPLATE": { |
| 3374 | "op": Op.DEPTHWISE_CONV2D, |
| 3375 | "operands": (1, 2), |
| 3376 | "filter": [1, 1], |
| 3377 | "rank": (4, 4), |
| 3378 | "build_fcn": ( |
| 3379 | build_depthwise_conv2d, |
| 3380 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3381 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3382 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3383 | ), |
| 3384 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3385 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3386 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3387 | "error_if_validators": ( |
| 3388 | TosaErrorValidator.evWrongInputType, |
| 3389 | TosaErrorValidator.evWrongOutputType, |
| 3390 | TosaErrorValidator.evWrongInputList, |
| 3391 | TosaErrorValidator.evWrongOutputList, |
| 3392 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3393 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3394 | TosaErrorValidator.evPadSmallerZero, |
| 3395 | TosaErrorValidator.evStrideSmallerOne, |
| 3396 | TosaErrorValidator.evDilationSmallerOne, |
| 3397 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3398 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3399 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3400 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3401 | "data_gen": { |
| 3402 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3403 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3404 | "template": True, |
| 3405 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3406 | "fully_connected": { |
| 3407 | "op": Op.FULLY_CONNECTED, |
| 3408 | "operands": (1, 2), |
| 3409 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3410 | "build_fcn": ( |
| 3411 | build_fully_connected, |
| 3412 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3413 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3414 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3415 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3416 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3417 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3418 | "error_if_validators": ( |
| 3419 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3420 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3421 | TosaErrorValidator.evWrongRank, |
| 3422 | TosaErrorValidator.evWrongInputType, |
| 3423 | TosaErrorValidator.evWrongOutputType, |
| 3424 | TosaErrorValidator.evWrongInputList, |
| 3425 | TosaErrorValidator.evWrongOutputList, |
| 3426 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3427 | "data_gen": { |
| 3428 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3429 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3430 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3431 | "matmul": { |
| 3432 | "op": Op.MATMUL, |
| 3433 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3434 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3435 | "build_fcn": ( |
| 3436 | build_matmul, |
| 3437 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3438 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3439 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3440 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3441 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3442 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3443 | "error_if_validators": ( |
| 3444 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3445 | TosaErrorValidator.evWrongRank, |
| 3446 | TosaErrorValidator.evWrongInputType, |
| 3447 | TosaErrorValidator.evWrongOutputType, |
| 3448 | TosaErrorValidator.evWrongInputList, |
| 3449 | TosaErrorValidator.evWrongOutputList, |
| 3450 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3451 | "data_gen": { |
| 3452 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3453 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3454 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3455 | "max_pool2d": { |
| 3456 | "op": Op.MAX_POOL2D, |
| 3457 | "operands": (1, 0), |
| 3458 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3459 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3460 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3461 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3462 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3463 | TosaArgGen.agPooling, |
| 3464 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3465 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3466 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3467 | "error_if_validators": ( |
| 3468 | TosaErrorValidator.evKernelSmallerOne, |
| 3469 | TosaErrorValidator.evStrideSmallerOne, |
| 3470 | TosaErrorValidator.evPadSmallerZero, |
| 3471 | TosaErrorValidator.evWrongRank, |
| 3472 | TosaErrorValidator.evWrongInputType, |
| 3473 | TosaErrorValidator.evWrongOutputType, |
| 3474 | TosaErrorValidator.evWrongInputList, |
| 3475 | TosaErrorValidator.evWrongOutputList, |
| 3476 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3477 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3478 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3479 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3480 | "data_gen": { |
| 3481 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3482 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3483 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3484 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3485 | "transpose_conv2d_TEMPLATE": { |
| 3486 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3487 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3488 | "rank": (4, 4), |
| 3489 | "build_fcn": ( |
| 3490 | build_transpose_conv2d, |
| 3491 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3492 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3493 | TosaArgGen.agTransposeConv2D, |
| 3494 | ), |
| 3495 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3496 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3497 | "invalid_test_validators": ( |
| 3498 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3499 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3500 | ), |
| 3501 | "error_if_validators": ( |
| 3502 | TosaErrorValidator.evWrongInputType, |
| 3503 | TosaErrorValidator.evWrongOutputType, |
| 3504 | TosaErrorValidator.evWrongInputList, |
| 3505 | TosaErrorValidator.evWrongOutputList, |
| 3506 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3507 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3508 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3509 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3510 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3511 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3512 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3513 | "data_gen": { |
| 3514 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3515 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3516 | "template": True, |
| 3517 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3518 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3519 | "clamp": { |
| 3520 | "op": Op.CLAMP, |
| 3521 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3522 | "build_fcn": ( |
| 3523 | build_clamp, |
| 3524 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3525 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3526 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3527 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3528 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3529 | "error_if_validators": ( |
| 3530 | TosaErrorValidator.evMaxSmallerMin, |
| 3531 | TosaErrorValidator.evWrongInputType, |
| 3532 | TosaErrorValidator.evWrongOutputType, |
| 3533 | TosaErrorValidator.evWrongInputList, |
| 3534 | TosaErrorValidator.evWrongOutputList, |
| 3535 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3536 | "data_gen": { |
| 3537 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3538 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3539 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3540 | "sigmoid": { |
| 3541 | "op": Op.SIGMOID, |
| 3542 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3543 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3544 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3545 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3546 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3547 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3548 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3549 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3550 | "error_if_validators": ( |
| 3551 | TosaErrorValidator.evWrongInputType, |
| 3552 | TosaErrorValidator.evWrongOutputType, |
| 3553 | TosaErrorValidator.evWrongInputList, |
| 3554 | TosaErrorValidator.evWrongOutputList, |
| 3555 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3556 | "data_gen": { |
| 3557 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3558 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3559 | }, |
| 3560 | "tanh": { |
| 3561 | "op": Op.TANH, |
| 3562 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3563 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3564 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3565 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3566 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3567 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3568 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3569 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3570 | "error_if_validators": ( |
| 3571 | TosaErrorValidator.evWrongInputType, |
| 3572 | TosaErrorValidator.evWrongOutputType, |
| 3573 | TosaErrorValidator.evWrongInputList, |
| 3574 | TosaErrorValidator.evWrongOutputList, |
| 3575 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3576 | "data_gen": { |
| 3577 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3578 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3579 | "compliance": { |
| 3580 | "abs_error_lower_bound": 0.5, |
| 3581 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3582 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3583 | "erf": { |
| 3584 | "op": Op.ERF, |
| 3585 | "operands": (1, 0), |
| 3586 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3587 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3588 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3589 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3590 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3591 | ), |
| 3592 | "types": TYPE_FP, |
| 3593 | "error_if_validators": ( |
| 3594 | TosaErrorValidator.evWrongInputType, |
| 3595 | TosaErrorValidator.evWrongOutputType, |
| 3596 | TosaErrorValidator.evWrongInputList, |
| 3597 | TosaErrorValidator.evWrongOutputList, |
| 3598 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3599 | "data_gen": { |
| 3600 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3601 | }, |
| 3602 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3603 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3604 | # Elementwise Binary Operators |
| 3605 | "add": { |
| 3606 | "op": Op.ADD, |
| 3607 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3608 | "build_fcn": ( |
| 3609 | build_binary_broadcast, |
| 3610 | TosaTensorGen.tgBroadcastFuzz, |
| 3611 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3612 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3613 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3614 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3615 | "error_if_validators": ( |
| 3616 | TosaErrorValidator.evRankMismatch, |
| 3617 | TosaErrorValidator.evWrongInputType, |
| 3618 | TosaErrorValidator.evWrongOutputType, |
| 3619 | TosaErrorValidator.evWrongInputList, |
| 3620 | TosaErrorValidator.evWrongOutputList, |
| 3621 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3622 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3623 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3624 | "data_gen": { |
| 3625 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3626 | }, |
| 3627 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3628 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3629 | "arithmetic_right_shift": { |
| 3630 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3631 | "operands": (2, 0), |
| 3632 | "build_fcn": ( |
| 3633 | build_arithmetic_right_shift, |
| 3634 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3635 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3636 | TosaArgGen.agArithmeticRightShift, |
| 3637 | ), |
| 3638 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3639 | "error_if_validators": ( |
| 3640 | TosaErrorValidator.evRankMismatch, |
| 3641 | TosaErrorValidator.evWrongInputType, |
| 3642 | TosaErrorValidator.evWrongOutputType, |
| 3643 | TosaErrorValidator.evWrongInputList, |
| 3644 | TosaErrorValidator.evWrongOutputList, |
| 3645 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3646 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3647 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3648 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3649 | "bitwise_and": { |
| 3650 | "op": Op.BITWISE_AND, |
| 3651 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3652 | "build_fcn": ( |
| 3653 | build_binary_broadcast, |
| 3654 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3655 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3656 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3657 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3658 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3659 | "error_if_validators": ( |
| 3660 | TosaErrorValidator.evRankMismatch, |
| 3661 | TosaErrorValidator.evWrongInputType, |
| 3662 | TosaErrorValidator.evWrongOutputType, |
| 3663 | TosaErrorValidator.evWrongInputList, |
| 3664 | TosaErrorValidator.evWrongOutputList, |
| 3665 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3666 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3667 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3668 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3669 | "bitwise_or": { |
| 3670 | "op": Op.BITWISE_OR, |
| 3671 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3672 | "build_fcn": ( |
| 3673 | build_binary_broadcast, |
| 3674 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3675 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3676 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3677 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3678 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3679 | "error_if_validators": ( |
| 3680 | TosaErrorValidator.evRankMismatch, |
| 3681 | TosaErrorValidator.evWrongInputType, |
| 3682 | TosaErrorValidator.evWrongOutputType, |
| 3683 | TosaErrorValidator.evWrongInputList, |
| 3684 | TosaErrorValidator.evWrongOutputList, |
| 3685 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3686 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3687 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3688 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3689 | "bitwise_xor": { |
| 3690 | "op": Op.BITWISE_XOR, |
| 3691 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3692 | "build_fcn": ( |
| 3693 | build_binary_broadcast, |
| 3694 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3695 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3696 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3697 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3698 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3699 | "error_if_validators": ( |
| 3700 | TosaErrorValidator.evRankMismatch, |
| 3701 | TosaErrorValidator.evWrongInputType, |
| 3702 | TosaErrorValidator.evWrongOutputType, |
| 3703 | TosaErrorValidator.evWrongInputList, |
| 3704 | TosaErrorValidator.evWrongOutputList, |
| 3705 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3706 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3707 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3708 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3709 | "intdiv": { |
| 3710 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3711 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3712 | "build_fcn": ( |
| 3713 | build_binary_broadcast, |
| 3714 | TosaTensorGen.tgBroadcastFuzz, |
| 3715 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3716 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3717 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3718 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3719 | "error_if_validators": ( |
| 3720 | TosaErrorValidator.evRankMismatch, |
| 3721 | TosaErrorValidator.evWrongInputType, |
| 3722 | TosaErrorValidator.evWrongOutputType, |
| 3723 | TosaErrorValidator.evWrongInputList, |
| 3724 | TosaErrorValidator.evWrongOutputList, |
| 3725 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3726 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3727 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3728 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3729 | "logical_and": { |
| 3730 | "op": Op.LOGICAL_AND, |
| 3731 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3732 | "build_fcn": ( |
| 3733 | build_binary_broadcast, |
| 3734 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3735 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3736 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3737 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3738 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3739 | "error_if_validators": ( |
| 3740 | TosaErrorValidator.evRankMismatch, |
| 3741 | TosaErrorValidator.evWrongInputType, |
| 3742 | TosaErrorValidator.evWrongOutputType, |
| 3743 | TosaErrorValidator.evWrongInputList, |
| 3744 | TosaErrorValidator.evWrongOutputList, |
| 3745 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3746 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3747 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3748 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3749 | "logical_left_shift": { |
| 3750 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3751 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3752 | "build_fcn": ( |
| 3753 | build_binary_broadcast, |
| 3754 | TosaTensorGen.tgBroadcastFuzz, |
| 3755 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3756 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3757 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3758 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3759 | "error_if_validators": ( |
| 3760 | TosaErrorValidator.evRankMismatch, |
| 3761 | TosaErrorValidator.evWrongInputType, |
| 3762 | TosaErrorValidator.evWrongOutputType, |
| 3763 | TosaErrorValidator.evWrongInputList, |
| 3764 | TosaErrorValidator.evWrongOutputList, |
| 3765 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3766 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3767 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3768 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3769 | "logical_right_shift": { |
| 3770 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3771 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3772 | "build_fcn": ( |
| 3773 | build_binary_broadcast, |
| 3774 | TosaTensorGen.tgBroadcastFuzz, |
| 3775 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3776 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3777 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3778 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3779 | "error_if_validators": ( |
| 3780 | TosaErrorValidator.evRankMismatch, |
| 3781 | TosaErrorValidator.evWrongInputType, |
| 3782 | TosaErrorValidator.evWrongOutputType, |
| 3783 | TosaErrorValidator.evWrongInputList, |
| 3784 | TosaErrorValidator.evWrongOutputList, |
| 3785 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3786 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3787 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3788 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3789 | "logical_or": { |
| 3790 | "op": Op.LOGICAL_OR, |
| 3791 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3792 | "build_fcn": ( |
| 3793 | build_binary_broadcast, |
| 3794 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3795 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3796 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3797 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3798 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3799 | "error_if_validators": ( |
| 3800 | TosaErrorValidator.evRankMismatch, |
| 3801 | TosaErrorValidator.evWrongInputType, |
| 3802 | TosaErrorValidator.evWrongOutputType, |
| 3803 | TosaErrorValidator.evWrongInputList, |
| 3804 | TosaErrorValidator.evWrongOutputList, |
| 3805 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3806 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3807 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3808 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3809 | "logical_xor": { |
| 3810 | "op": Op.LOGICAL_XOR, |
| 3811 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3812 | "build_fcn": ( |
| 3813 | build_binary_broadcast, |
| 3814 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3815 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3816 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3817 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3818 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3819 | "error_if_validators": ( |
| 3820 | TosaErrorValidator.evRankMismatch, |
| 3821 | TosaErrorValidator.evWrongInputType, |
| 3822 | TosaErrorValidator.evWrongOutputType, |
| 3823 | TosaErrorValidator.evWrongInputList, |
| 3824 | TosaErrorValidator.evWrongOutputList, |
| 3825 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3826 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3827 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3828 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3829 | "maximum": { |
| 3830 | "op": Op.MAXIMUM, |
| 3831 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3832 | "build_fcn": ( |
| 3833 | build_binary_broadcast, |
| 3834 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3835 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3836 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3837 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3838 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3839 | "error_if_validators": ( |
| 3840 | TosaErrorValidator.evRankMismatch, |
| 3841 | TosaErrorValidator.evWrongInputType, |
| 3842 | TosaErrorValidator.evWrongOutputType, |
| 3843 | TosaErrorValidator.evWrongInputList, |
| 3844 | TosaErrorValidator.evWrongOutputList, |
| 3845 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3846 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3847 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3848 | "data_gen": { |
| 3849 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3850 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3851 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3852 | "minimum": { |
| 3853 | "op": Op.MINIMUM, |
| 3854 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3855 | "build_fcn": ( |
| 3856 | build_binary_broadcast, |
| 3857 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3858 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3859 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3860 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3861 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3862 | "error_if_validators": ( |
| 3863 | TosaErrorValidator.evRankMismatch, |
| 3864 | TosaErrorValidator.evWrongInputType, |
| 3865 | TosaErrorValidator.evWrongOutputType, |
| 3866 | TosaErrorValidator.evWrongInputList, |
| 3867 | TosaErrorValidator.evWrongOutputList, |
| 3868 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3869 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3870 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3871 | "data_gen": { |
| 3872 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3873 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3874 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3875 | "mul": { |
| 3876 | "op": Op.MUL, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3877 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3878 | "build_fcn": ( |
| 3879 | build_mul, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3880 | TosaTensorGen.tgMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3881 | TosaTensorValuesGen.tvgMul, |
| 3882 | TosaArgGen.agMul, |
| 3883 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3884 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3885 | "error_if_validators": ( |
| 3886 | TosaErrorValidator.evWrongInputType, |
| 3887 | TosaErrorValidator.evWrongOutputType, |
| 3888 | TosaErrorValidator.evWrongInputList, |
| 3889 | TosaErrorValidator.evWrongOutputList, |
| 3890 | TosaErrorValidator.evRankMismatch, |
| 3891 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3892 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3893 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3894 | "data_gen": { |
| 3895 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3896 | }, |
| 3897 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3898 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3899 | "pow": { |
| 3900 | "op": Op.POW, |
| 3901 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3902 | "build_fcn": ( |
| 3903 | build_binary_broadcast, |
| 3904 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3905 | TosaTensorValuesGen.tvgPow, |
| 3906 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3907 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3908 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3909 | "error_if_validators": ( |
| 3910 | TosaErrorValidator.evRankMismatch, |
| 3911 | TosaErrorValidator.evWrongInputType, |
| 3912 | TosaErrorValidator.evWrongOutputType, |
| 3913 | TosaErrorValidator.evWrongInputList, |
| 3914 | TosaErrorValidator.evWrongOutputList, |
| 3915 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3916 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3917 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3918 | "data_gen": { |
| 3919 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3920 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3921 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3922 | "sub": { |
| 3923 | "op": Op.SUB, |
| 3924 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3925 | "build_fcn": ( |
| 3926 | build_binary_broadcast, |
| 3927 | TosaTensorGen.tgBroadcastFuzz, |
| 3928 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3929 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3930 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3931 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3932 | "error_if_validators": ( |
| 3933 | TosaErrorValidator.evRankMismatch, |
| 3934 | TosaErrorValidator.evWrongInputType, |
| 3935 | TosaErrorValidator.evWrongOutputType, |
| 3936 | TosaErrorValidator.evWrongInputList, |
| 3937 | TosaErrorValidator.evWrongOutputList, |
| 3938 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3939 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3940 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3941 | "data_gen": { |
| 3942 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3943 | }, |
| 3944 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3945 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3946 | "table": { |
| 3947 | "op": Op.TABLE, |
| 3948 | # Use the automatic generation functions to create the input array |
| 3949 | # but create the table tensor in the build function, as it may be |
| 3950 | # a different type from the input |
| 3951 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3952 | "build_fcn": ( |
| 3953 | build_table, |
| 3954 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3955 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3956 | TosaArgGen.agTable, |
| 3957 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 3958 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3959 | "error_if_validators": ( |
| 3960 | TosaErrorValidator.evWrongInputType, |
| 3961 | TosaErrorValidator.evWrongOutputType, |
| 3962 | TosaErrorValidator.evWrongInputList, |
| 3963 | TosaErrorValidator.evWrongOutputList, |
| 3964 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3965 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3966 | # Elementwise Unary operators |
| 3967 | "abs": { |
| 3968 | "op": Op.ABS, |
| 3969 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3970 | "build_fcn": ( |
| 3971 | build_unary, |
| 3972 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3973 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3974 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3975 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3976 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3977 | "error_if_validators": ( |
| 3978 | TosaErrorValidator.evWrongInputType, |
| 3979 | TosaErrorValidator.evWrongOutputType, |
| 3980 | TosaErrorValidator.evWrongInputList, |
| 3981 | TosaErrorValidator.evWrongOutputList, |
| 3982 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3983 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 3984 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3985 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3986 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3987 | "bitwise_not": { |
| 3988 | "op": Op.BITWISE_NOT, |
| 3989 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3990 | "build_fcn": ( |
| 3991 | build_unary, |
| 3992 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 3993 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3994 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3995 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3996 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3997 | "error_if_validators": ( |
| 3998 | TosaErrorValidator.evWrongInputType, |
| 3999 | TosaErrorValidator.evWrongOutputType, |
| 4000 | TosaErrorValidator.evWrongInputList, |
| 4001 | TosaErrorValidator.evWrongOutputList, |
| 4002 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4003 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4004 | "ceil": { |
| 4005 | "op": Op.CEIL, |
| 4006 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4007 | "build_fcn": ( |
| 4008 | build_unary, |
| 4009 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4010 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4011 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4012 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4013 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4014 | "error_if_validators": ( |
| 4015 | TosaErrorValidator.evWrongInputType, |
| 4016 | TosaErrorValidator.evWrongOutputType, |
| 4017 | TosaErrorValidator.evWrongInputList, |
| 4018 | TosaErrorValidator.evWrongOutputList, |
| 4019 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4020 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4021 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4022 | }, |
| 4023 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4024 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4025 | "clz": { |
| 4026 | "op": Op.CLZ, |
| 4027 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4028 | "build_fcn": ( |
| 4029 | build_unary, |
| 4030 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4031 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4032 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4033 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4034 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4035 | "error_if_validators": ( |
| 4036 | TosaErrorValidator.evWrongInputType, |
| 4037 | TosaErrorValidator.evWrongOutputType, |
| 4038 | TosaErrorValidator.evWrongInputList, |
| 4039 | TosaErrorValidator.evWrongOutputList, |
| 4040 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4041 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4042 | "cos": { |
| 4043 | "op": Op.COS, |
| 4044 | "operands": (1, 0), |
| 4045 | "build_fcn": ( |
| 4046 | build_unary, |
| 4047 | TosaTensorGen.tgBasic, |
| 4048 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4049 | TosaArgGen.agNone, |
| 4050 | ), |
| 4051 | "types": TYPE_FP, |
| 4052 | "error_if_validators": ( |
| 4053 | TosaErrorValidator.evWrongInputType, |
| 4054 | TosaErrorValidator.evWrongOutputType, |
| 4055 | TosaErrorValidator.evWrongInputList, |
| 4056 | TosaErrorValidator.evWrongOutputList, |
| 4057 | ), |
| 4058 | "data_gen": { |
| 4059 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4060 | }, |
| 4061 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4062 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4063 | "exp": { |
| 4064 | "op": Op.EXP, |
| 4065 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4066 | "build_fcn": ( |
| 4067 | build_unary, |
| 4068 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4069 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4070 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4071 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4072 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4073 | "error_if_validators": ( |
| 4074 | TosaErrorValidator.evWrongInputType, |
| 4075 | TosaErrorValidator.evWrongOutputType, |
| 4076 | TosaErrorValidator.evWrongInputList, |
| 4077 | TosaErrorValidator.evWrongOutputList, |
| 4078 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4079 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4080 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4081 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4082 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4083 | "floor": { |
| 4084 | "op": Op.FLOOR, |
| 4085 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4086 | "build_fcn": ( |
| 4087 | build_unary, |
| 4088 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4089 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4090 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4091 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4092 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4093 | "error_if_validators": ( |
| 4094 | TosaErrorValidator.evWrongInputType, |
| 4095 | TosaErrorValidator.evWrongOutputType, |
| 4096 | TosaErrorValidator.evWrongInputList, |
| 4097 | TosaErrorValidator.evWrongOutputList, |
| 4098 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4099 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4100 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4101 | }, |
| 4102 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4103 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4104 | "log": { |
| 4105 | "op": Op.LOG, |
| 4106 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4107 | "build_fcn": ( |
| 4108 | build_unary, |
| 4109 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4110 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4111 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4112 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4113 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4114 | "error_if_validators": ( |
| 4115 | TosaErrorValidator.evWrongInputType, |
| 4116 | TosaErrorValidator.evWrongOutputType, |
| 4117 | TosaErrorValidator.evWrongInputList, |
| 4118 | TosaErrorValidator.evWrongOutputList, |
| 4119 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4120 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4121 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4122 | }, |
| 4123 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4124 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4125 | "logical_not": { |
| 4126 | "op": Op.LOGICAL_NOT, |
| 4127 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4128 | "build_fcn": ( |
| 4129 | build_unary, |
| 4130 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4131 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4132 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4133 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4134 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4135 | "error_if_validators": ( |
| 4136 | TosaErrorValidator.evWrongInputType, |
| 4137 | TosaErrorValidator.evWrongOutputType, |
| 4138 | TosaErrorValidator.evWrongInputList, |
| 4139 | TosaErrorValidator.evWrongOutputList, |
| 4140 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4141 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4142 | "negate": { |
| 4143 | "op": Op.NEGATE, |
| 4144 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4145 | "build_fcn": ( |
| 4146 | build_unary, |
| 4147 | TosaTensorGen.tgBasic, |
| 4148 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4149 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4150 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4151 | "qgen": TosaQuantGen.qgUnary, |
| 4152 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4153 | "error_if_validators": ( |
| 4154 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4155 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4156 | TosaErrorValidator.evWrongInputType, |
| 4157 | TosaErrorValidator.evWrongOutputType, |
| 4158 | TosaErrorValidator.evWrongInputList, |
| 4159 | TosaErrorValidator.evWrongOutputList, |
| 4160 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4161 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4162 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4163 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4164 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4165 | "reciprocal": { |
| 4166 | "op": Op.RECIPROCAL, |
| 4167 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4168 | "build_fcn": ( |
| 4169 | build_unary, |
| 4170 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4171 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4172 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4173 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4174 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4175 | "error_if_validators": ( |
| 4176 | TosaErrorValidator.evWrongInputType, |
| 4177 | TosaErrorValidator.evWrongOutputType, |
| 4178 | TosaErrorValidator.evWrongInputList, |
| 4179 | TosaErrorValidator.evWrongOutputList, |
| 4180 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4181 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4182 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4183 | }, |
| 4184 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4185 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4186 | "rsqrt": { |
| 4187 | "op": Op.RSQRT, |
| 4188 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4189 | "build_fcn": ( |
| 4190 | build_unary, |
| 4191 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4192 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4193 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4194 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4195 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4196 | "error_if_validators": ( |
| 4197 | TosaErrorValidator.evWrongInputType, |
| 4198 | TosaErrorValidator.evWrongOutputType, |
| 4199 | TosaErrorValidator.evWrongInputList, |
| 4200 | TosaErrorValidator.evWrongOutputList, |
| 4201 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4202 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4203 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4204 | }, |
| 4205 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4206 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4207 | "sin": { |
| 4208 | "op": Op.SIN, |
| 4209 | "operands": (1, 0), |
| 4210 | "build_fcn": ( |
| 4211 | build_unary, |
| 4212 | TosaTensorGen.tgBasic, |
| 4213 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4214 | TosaArgGen.agNone, |
| 4215 | ), |
| 4216 | "types": TYPE_FP, |
| 4217 | "error_if_validators": ( |
| 4218 | TosaErrorValidator.evWrongInputType, |
| 4219 | TosaErrorValidator.evWrongOutputType, |
| 4220 | TosaErrorValidator.evWrongInputList, |
| 4221 | TosaErrorValidator.evWrongOutputList, |
| 4222 | ), |
| 4223 | "data_gen": { |
| 4224 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4225 | }, |
| 4226 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4227 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4228 | # Elementwise Ternary operators |
| 4229 | "select": { |
| 4230 | "op": Op.SELECT, |
| 4231 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4232 | "build_fcn": ( |
| 4233 | build_select, |
| 4234 | TosaTensorGen.tgBroadcastFuzz, |
| 4235 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4236 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4237 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4238 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4239 | "error_if_validators": ( |
| 4240 | TosaErrorValidator.evRankMismatch, |
| 4241 | TosaErrorValidator.evWrongInputType, |
| 4242 | TosaErrorValidator.evWrongOutputType, |
| 4243 | TosaErrorValidator.evWrongInputList, |
| 4244 | TosaErrorValidator.evWrongOutputList, |
| 4245 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4246 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4247 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4248 | "data_gen": { |
| 4249 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4250 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4251 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4252 | # Comparison operators |
| 4253 | "equal": { |
| 4254 | "op": Op.EQUAL, |
| 4255 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4256 | "build_fcn": ( |
| 4257 | build_comparison, |
| 4258 | TosaTensorGen.tgBroadcastFuzz, |
| 4259 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4260 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4261 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4262 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4263 | "error_if_validators": ( |
| 4264 | TosaErrorValidator.evRankMismatch, |
| 4265 | TosaErrorValidator.evWrongInputType, |
| 4266 | TosaErrorValidator.evWrongOutputType, |
| 4267 | TosaErrorValidator.evWrongInputList, |
| 4268 | TosaErrorValidator.evWrongOutputList, |
| 4269 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4270 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4271 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4272 | "data_gen": { |
| 4273 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4274 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4275 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4276 | "greater_equal": { |
| 4277 | "op": Op.GREATER_EQUAL, |
| 4278 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4279 | "build_fcn": ( |
| 4280 | build_comparison, |
| 4281 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4282 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4283 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4284 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4285 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4286 | "error_if_validators": ( |
| 4287 | TosaErrorValidator.evRankMismatch, |
| 4288 | TosaErrorValidator.evWrongInputType, |
| 4289 | TosaErrorValidator.evWrongOutputType, |
| 4290 | TosaErrorValidator.evWrongInputList, |
| 4291 | TosaErrorValidator.evWrongOutputList, |
| 4292 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4293 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4294 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4295 | "data_gen": { |
| 4296 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4297 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4298 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4299 | "greater": { |
| 4300 | "op": Op.GREATER, |
| 4301 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4302 | "build_fcn": ( |
| 4303 | build_comparison, |
| 4304 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4305 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4306 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4307 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4308 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4309 | "error_if_validators": ( |
| 4310 | TosaErrorValidator.evRankMismatch, |
| 4311 | TosaErrorValidator.evWrongInputType, |
| 4312 | TosaErrorValidator.evWrongOutputType, |
| 4313 | TosaErrorValidator.evWrongInputList, |
| 4314 | TosaErrorValidator.evWrongOutputList, |
| 4315 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4316 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4317 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4318 | "data_gen": { |
| 4319 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4320 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4321 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4322 | # Reduction operators |
| 4323 | "reduce_all": { |
| 4324 | "op": Op.REDUCE_ALL, |
| 4325 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4326 | "build_fcn": ( |
| 4327 | build_reduce, |
| 4328 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4329 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4330 | TosaArgGen.agAxis, |
| 4331 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4332 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4333 | "error_if_validators": ( |
| 4334 | TosaErrorValidator.evAxisLargerRank, |
| 4335 | TosaErrorValidator.evAxisSmallerZero, |
| 4336 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4337 | TosaErrorValidator.evWrongInputType, |
| 4338 | TosaErrorValidator.evWrongOutputType, |
| 4339 | TosaErrorValidator.evWrongRank, |
| 4340 | TosaErrorValidator.evWrongInputList, |
| 4341 | TosaErrorValidator.evWrongOutputList, |
| 4342 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4343 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4344 | "reduce_any": { |
| 4345 | "op": Op.REDUCE_ANY, |
| 4346 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4347 | "build_fcn": ( |
| 4348 | build_reduce, |
| 4349 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4350 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4351 | TosaArgGen.agAxis, |
| 4352 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4353 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4354 | "error_if_validators": ( |
| 4355 | TosaErrorValidator.evAxisLargerRank, |
| 4356 | TosaErrorValidator.evAxisSmallerZero, |
| 4357 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4358 | TosaErrorValidator.evWrongInputType, |
| 4359 | TosaErrorValidator.evWrongOutputType, |
| 4360 | TosaErrorValidator.evWrongRank, |
| 4361 | TosaErrorValidator.evWrongInputList, |
| 4362 | TosaErrorValidator.evWrongOutputList, |
| 4363 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4364 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4365 | "reduce_max": { |
| 4366 | "op": Op.REDUCE_MAX, |
| 4367 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4368 | "build_fcn": ( |
| 4369 | build_reduce, |
| 4370 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4371 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4372 | TosaArgGen.agAxis, |
| 4373 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4374 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4375 | "error_if_validators": ( |
| 4376 | TosaErrorValidator.evAxisLargerRank, |
| 4377 | TosaErrorValidator.evAxisSmallerZero, |
| 4378 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4379 | TosaErrorValidator.evWrongInputType, |
| 4380 | TosaErrorValidator.evWrongOutputType, |
| 4381 | TosaErrorValidator.evWrongRank, |
| 4382 | TosaErrorValidator.evWrongInputList, |
| 4383 | TosaErrorValidator.evWrongOutputList, |
| 4384 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4385 | "data_gen": { |
| 4386 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4387 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4388 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4389 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4390 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4391 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4392 | "build_fcn": ( |
| 4393 | build_reduce, |
| 4394 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4395 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4396 | TosaArgGen.agAxis, |
| 4397 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4398 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4399 | "error_if_validators": ( |
| 4400 | TosaErrorValidator.evAxisLargerRank, |
| 4401 | TosaErrorValidator.evAxisSmallerZero, |
| 4402 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4403 | TosaErrorValidator.evWrongInputType, |
| 4404 | TosaErrorValidator.evWrongOutputType, |
| 4405 | TosaErrorValidator.evWrongRank, |
| 4406 | TosaErrorValidator.evWrongInputList, |
| 4407 | TosaErrorValidator.evWrongOutputList, |
| 4408 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4409 | "data_gen": { |
| 4410 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4411 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4412 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4413 | "reduce_product": { |
| 4414 | "op": Op.REDUCE_PRODUCT, |
| 4415 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4416 | "build_fcn": ( |
| 4417 | build_reduce, |
| 4418 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4419 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4420 | TosaArgGen.agAxis, |
| 4421 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4422 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4423 | "error_if_validators": ( |
| 4424 | TosaErrorValidator.evAxisLargerRank, |
| 4425 | TosaErrorValidator.evAxisSmallerZero, |
| 4426 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4427 | TosaErrorValidator.evWrongInputType, |
| 4428 | TosaErrorValidator.evWrongOutputType, |
| 4429 | TosaErrorValidator.evWrongRank, |
| 4430 | TosaErrorValidator.evWrongInputList, |
| 4431 | TosaErrorValidator.evWrongOutputList, |
| 4432 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4433 | "data_gen": { |
| 4434 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4435 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4436 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4437 | "reduce_sum": { |
| 4438 | "op": Op.REDUCE_SUM, |
| 4439 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4440 | "build_fcn": ( |
| 4441 | build_reduce, |
| 4442 | TosaTensorGen.tgBasic, |
| 4443 | TosaTensorValuesGen.tvgReduceSum, |
| 4444 | TosaArgGen.agAxis, |
| 4445 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4446 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4447 | "error_if_validators": ( |
| 4448 | TosaErrorValidator.evAxisLargerRank, |
| 4449 | TosaErrorValidator.evAxisSmallerZero, |
| 4450 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4451 | TosaErrorValidator.evWrongInputType, |
| 4452 | TosaErrorValidator.evWrongOutputType, |
| 4453 | TosaErrorValidator.evWrongRank, |
| 4454 | TosaErrorValidator.evWrongInputList, |
| 4455 | TosaErrorValidator.evWrongOutputList, |
| 4456 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4457 | "data_gen": { |
| 4458 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4459 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4460 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4461 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4462 | "concat": { |
| 4463 | "op": Op.CONCAT, |
| 4464 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4465 | "build_fcn": ( |
| 4466 | build_concat, |
| 4467 | TosaTensorGen.tgConcat, |
| 4468 | TosaTensorValuesGen.tvgConcat, |
| 4469 | TosaArgGen.agAxis, |
| 4470 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4471 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4472 | "error_if_validators": ( |
| 4473 | TosaErrorValidator.evAxisLargerRank, |
| 4474 | TosaErrorValidator.evAxisSmallerZero, |
| 4475 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4476 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4477 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4478 | TosaErrorValidator.evWrongInputType, |
| 4479 | TosaErrorValidator.evWrongOutputType, |
| 4480 | TosaErrorValidator.evWrongOutputList, |
| 4481 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4482 | "data_gen": { |
| 4483 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4484 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4485 | }, |
| 4486 | "pad": { |
| 4487 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4488 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4489 | "build_fcn": ( |
| 4490 | build_pad, |
| 4491 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4492 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4493 | TosaArgGen.agPad, |
| 4494 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4495 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4496 | "error_if_validators": ( |
| 4497 | TosaErrorValidator.evWrongInputType, |
| 4498 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4499 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4500 | TosaErrorValidator.evWrongOutputType, |
| 4501 | TosaErrorValidator.evWrongInputList, |
| 4502 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4503 | TosaErrorValidator.evRankMismatch, |
| 4504 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4505 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4506 | "data_gen": { |
| 4507 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4508 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4509 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4510 | "dim": { |
| 4511 | "op": Op.DIM, |
| 4512 | "operands": (1, 0), |
| 4513 | "build_fcn": ( |
| 4514 | build_dim, |
| 4515 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4516 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4517 | TosaArgGen.agAxis, |
| 4518 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4519 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4520 | "error_if_validators": ( |
| 4521 | TosaErrorValidator.evAxisLargerRank, |
| 4522 | TosaErrorValidator.evAxisSmallerZero, |
| 4523 | TosaErrorValidator.evWrongInputType, |
| 4524 | TosaErrorValidator.evWrongInputList, |
| 4525 | TosaErrorValidator.evWrongOutputList, |
| 4526 | TosaErrorValidator.evWrongRank, |
| 4527 | ), |
| 4528 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4529 | "reshape": { |
| 4530 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4531 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4532 | "build_fcn": ( |
| 4533 | build_reshape, |
| 4534 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4535 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4536 | TosaArgGen.agReshape, |
| 4537 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4538 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4539 | "error_if_validators": ( |
| 4540 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4541 | TosaErrorValidator.evWrongInputType, |
| 4542 | TosaErrorValidator.evWrongOutputType, |
| 4543 | TosaErrorValidator.evWrongInputList, |
| 4544 | TosaErrorValidator.evWrongOutputList, |
| 4545 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4546 | "data_gen": { |
| 4547 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4548 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4549 | }, |
| 4550 | "reverse": { |
| 4551 | "op": Op.REVERSE, |
| 4552 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4553 | "build_fcn": ( |
| 4554 | build_reverse, |
| 4555 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4556 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4557 | TosaArgGen.agAxis, |
| 4558 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4559 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4560 | "error_if_validators": ( |
| 4561 | TosaErrorValidator.evAxisSmallerZero, |
| 4562 | TosaErrorValidator.evAxisLargerRank, |
| 4563 | TosaErrorValidator.evWrongInputType, |
| 4564 | TosaErrorValidator.evWrongOutputType, |
| 4565 | TosaErrorValidator.evWrongInputList, |
| 4566 | TosaErrorValidator.evWrongOutputList, |
| 4567 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4568 | "data_gen": { |
| 4569 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4570 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4571 | }, |
| 4572 | "slice": { |
| 4573 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4574 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4575 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4576 | "build_fcn": ( |
| 4577 | build_slice, |
| 4578 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4579 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4580 | TosaArgGen.agSlice, |
| 4581 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4582 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4583 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4584 | # TODO Turn off these error categories for now as the reference |
| 4585 | # model cannot allocate memory space for empty tensor. We probably |
| 4586 | # can report an accurate error messege at the right place during |
| 4587 | # exeuction. |
| 4588 | # TosaErrorValidator.evStartSmallerZero, |
| 4589 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4590 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4591 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4592 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4593 | TosaErrorValidator.evWrongRank, |
| 4594 | TosaErrorValidator.evWrongInputType, |
| 4595 | TosaErrorValidator.evWrongOutputType, |
| 4596 | TosaErrorValidator.evWrongInputList, |
| 4597 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4598 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4599 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4600 | "data_gen": { |
| 4601 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4602 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4603 | }, |
| 4604 | "tile": { |
| 4605 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4606 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4607 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4608 | "build_fcn": ( |
| 4609 | build_tile, |
| 4610 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4611 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4612 | TosaArgGen.agTile, |
| 4613 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4614 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4615 | "error_if_validators": ( |
| 4616 | TosaErrorValidator.evWrongInputType, |
| 4617 | TosaErrorValidator.evWrongOutputType, |
| 4618 | TosaErrorValidator.evWrongInputList, |
| 4619 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4620 | TosaErrorValidator.evRankMismatch, |
| 4621 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4622 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4623 | "data_gen": { |
| 4624 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4625 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4626 | }, |
| 4627 | "transpose": { |
| 4628 | "op": Op.TRANSPOSE, |
| 4629 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4630 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4631 | "build_fcn": ( |
| 4632 | build_transpose, |
| 4633 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4634 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4635 | TosaArgGen.agTranspose, |
| 4636 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4637 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4638 | "error_if_validators": ( |
| 4639 | TosaErrorValidator.evIndexOutsideBounds, |
| 4640 | TosaErrorValidator.evIndexUsedTwice, |
| 4641 | TosaErrorValidator.evWrongInputType, |
| 4642 | TosaErrorValidator.evWrongOutputType, |
| 4643 | TosaErrorValidator.evWrongInputList, |
| 4644 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4645 | TosaErrorValidator.evWrongRank, |
| 4646 | TosaErrorValidator.evRankMismatch, |
| 4647 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4648 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4649 | "data_gen": { |
| 4650 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4651 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4652 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4653 | # Data nodes |
| 4654 | "const": { |
| 4655 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4656 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4657 | "build_fcn": ( |
| 4658 | build_const, |
| 4659 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4660 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4661 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4662 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4663 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4664 | "data_gen": { |
| 4665 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4666 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4667 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4668 | "identity": { |
| 4669 | "op": Op.IDENTITY, |
| 4670 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4671 | "build_fcn": ( |
| 4672 | build_unary, |
| 4673 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4674 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4675 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4676 | ), |
evacha01 | 1adff83 | 2024-03-06 17:33:44 +0000 | [diff] [blame] | 4677 | "types": TYPE_FIB + [DType.INT4, DType.INT48], |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4678 | "data_gen": { |
| 4679 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4680 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4681 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4682 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4683 | "gather": { |
| 4684 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4685 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4686 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4687 | "build_fcn": ( |
| 4688 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4689 | TosaTensorGen.tgGather, |
| 4690 | TosaTensorValuesGen.tvgGather, |
| 4691 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4692 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4693 | "types": ( |
| 4694 | DType.INT8, |
| 4695 | DType.INT16, |
| 4696 | DType.INT32, |
| 4697 | DType.FP16, |
| 4698 | DType.BF16, |
| 4699 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4700 | DType.FP8E4M3, |
| 4701 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4702 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4703 | "error_if_validators": ( |
| 4704 | TosaErrorValidator.evWrongInputType, |
| 4705 | TosaErrorValidator.evWrongOutputType, |
| 4706 | TosaErrorValidator.evWrongInputList, |
| 4707 | TosaErrorValidator.evWrongOutputList, |
| 4708 | TosaErrorValidator.evWrongRank, |
| 4709 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4710 | "data_gen": { |
| 4711 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4712 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4713 | }, |
| 4714 | "scatter": { |
| 4715 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4716 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4717 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4718 | "build_fcn": ( |
| 4719 | build_scatter, |
| 4720 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4721 | TosaTensorValuesGen.tvgScatter, |
| 4722 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4723 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4724 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4725 | "error_if_validators": ( |
| 4726 | TosaErrorValidator.evWrongInputType, |
| 4727 | TosaErrorValidator.evWrongOutputType, |
| 4728 | TosaErrorValidator.evWrongInputList, |
| 4729 | TosaErrorValidator.evWrongOutputList, |
| 4730 | TosaErrorValidator.evWrongRank, |
| 4731 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4732 | "data_gen": { |
| 4733 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4734 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4735 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4736 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4737 | "resize": { |
| 4738 | "op": Op.RESIZE, |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 4739 | "operands": (4, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4740 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4741 | "build_fcn": ( |
| 4742 | build_resize, |
| 4743 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4744 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4745 | TosaArgGen.agResize, |
| 4746 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4747 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4748 | "invalid_test_validators": ( |
| 4749 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4750 | ), |
| 4751 | "error_if_validators": ( |
| 4752 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4753 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4754 | TosaErrorValidator.evScaleNLargerMax, |
| 4755 | TosaErrorValidator.evScaleDLargerMax, |
| 4756 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4757 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4758 | TosaErrorValidator.evBorderSmallerMin, |
| 4759 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4760 | TosaErrorValidator.evWrongInputType, |
| 4761 | TosaErrorValidator.evWrongOutputType, |
| 4762 | TosaErrorValidator.evWrongRank, |
| 4763 | TosaErrorValidator.evWrongInputList, |
| 4764 | TosaErrorValidator.evWrongOutputList, |
| 4765 | TosaErrorValidator.evBatchMismatch, |
| 4766 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4767 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4768 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4769 | ), |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4770 | "data_gen": { |
| 4771 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4772 | }, |
| 4773 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4774 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4775 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4776 | "cast": { |
| 4777 | "op": Op.CAST, |
| 4778 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4779 | "build_fcn": ( |
| 4780 | build_cast, |
| 4781 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4782 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4783 | TosaArgGen.agCast, |
| 4784 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4785 | "types": ( |
| 4786 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4787 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4788 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4789 | DType.INT8, |
| 4790 | DType.INT16, |
| 4791 | DType.INT32, |
| 4792 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4793 | DType.FP8E4M3, |
| 4794 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4795 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4796 | "error_if_validators": ( |
| 4797 | TosaErrorValidator.evWrongInputType, |
| 4798 | TosaErrorValidator.evWrongOutputType, |
| 4799 | TosaErrorValidator.evWrongInputList, |
| 4800 | TosaErrorValidator.evWrongOutputList, |
| 4801 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4802 | "data_gen": { |
| 4803 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4804 | }, |
| 4805 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4806 | }, |
| 4807 | "rescale": { |
| 4808 | "op": Op.RESCALE, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4809 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4810 | "build_fcn": ( |
| 4811 | build_rescale, |
| 4812 | TosaTensorGen.tgBasic, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4813 | TosaTensorValuesGen.tvgRescale, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4814 | TosaArgGen.agRescale, |
| 4815 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4816 | "types": [ |
| 4817 | DType.UINT8, |
| 4818 | DType.INT8, |
| 4819 | DType.INT16, |
| 4820 | DType.INT32, |
| 4821 | DType.INT48, |
| 4822 | DType.UINT16, |
| 4823 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4824 | "error_if_validators": ( |
| 4825 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4826 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4827 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4828 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4829 | TosaErrorValidator.evScaleTrue, |
| 4830 | TosaErrorValidator.evScaleNotTrue, |
| 4831 | TosaErrorValidator.evWrongInputType, |
| 4832 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4833 | TosaErrorValidator.evWrongInputList, |
| 4834 | TosaErrorValidator.evWrongOutputList, |
| 4835 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4836 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4837 | # Custom |
| 4838 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4839 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4840 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4841 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4842 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4843 | "cond_if_const": { |
| 4844 | "op": Op.COND_IF, |
| 4845 | "operands": (0, 2), |
| 4846 | "build_fcn": ( |
| 4847 | build_cond_if_const, |
| 4848 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4849 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4850 | TosaArgGen.agCondIf, |
| 4851 | ), |
| 4852 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4853 | "error_if_validators": ( |
| 4854 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4855 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4856 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4857 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4858 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4859 | }, |
| 4860 | "cond_if_binary": { |
| 4861 | "op": Op.COND_IF, |
| 4862 | "operands": (2, 0), |
| 4863 | "build_fcn": ( |
| 4864 | build_cond_if_binary, |
| 4865 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4866 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4867 | TosaArgGen.agCondIf, |
| 4868 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4869 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4870 | "error_if_validators": ( |
| 4871 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4872 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4873 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4874 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4875 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4876 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4877 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4878 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4879 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4880 | "while_loop": { |
| 4881 | "op": Op.WHILE_LOOP, |
| 4882 | "operands": (0, 1), |
| 4883 | "build_fcn": ( |
| 4884 | build_while_loop, |
| 4885 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4886 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4887 | TosaArgGen.agWhileLoop, |
| 4888 | ), |
| 4889 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4890 | "error_if_validators": ( |
| 4891 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4892 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4893 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4894 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4895 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4896 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4897 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4898 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4899 | "fft2d": { |
| 4900 | "op": Op.FFT2D, |
| 4901 | "operands": (2, 0), |
| 4902 | "rank": (3, 3), |
| 4903 | "build_fcn": ( |
| 4904 | build_fft2d, |
| 4905 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4906 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4907 | TosaArgGen.agFFT2d, |
| 4908 | ), |
| 4909 | "types": [DType.FP32], |
| 4910 | "error_if_validators": ( |
| 4911 | TosaErrorValidator.evWrongInputType, |
| 4912 | TosaErrorValidator.evWrongOutputType, |
| 4913 | TosaErrorValidator.evWrongInputList, |
| 4914 | TosaErrorValidator.evWrongOutputList, |
| 4915 | TosaErrorValidator.evWrongRank, |
| 4916 | TosaErrorValidator.evBatchMismatch, |
| 4917 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4918 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4919 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4920 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4921 | "data_gen": { |
| 4922 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4923 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4924 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4925 | "rfft2d": { |
| 4926 | "op": Op.RFFT2D, |
| 4927 | "operands": (1, 0), |
| 4928 | "rank": (3, 3), |
| 4929 | "build_fcn": ( |
| 4930 | build_rfft2d, |
| 4931 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4932 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4933 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4934 | ), |
| 4935 | "types": [DType.FP32], |
| 4936 | "error_if_validators": ( |
| 4937 | TosaErrorValidator.evWrongInputType, |
| 4938 | TosaErrorValidator.evWrongOutputType, |
| 4939 | TosaErrorValidator.evWrongInputList, |
| 4940 | TosaErrorValidator.evWrongOutputList, |
| 4941 | TosaErrorValidator.evWrongRank, |
| 4942 | TosaErrorValidator.evBatchMismatch, |
| 4943 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4944 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4945 | ), |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4946 | "data_gen": { |
| 4947 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4948 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4949 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4950 | # Shape |
| 4951 | "add_shape": { |
| 4952 | "op": Op.ADD_SHAPE, |
| 4953 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4954 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4955 | "build_fcn": ( |
| 4956 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4957 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4958 | TosaTensorValuesGen.tvgAddSub, |
| 4959 | TosaArgGen.agNone, |
| 4960 | ), |
| 4961 | "types": [DType.SHAPE], |
| 4962 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4963 | }, |
| 4964 | "sub_shape": { |
| 4965 | "op": Op.SUB_SHAPE, |
| 4966 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4967 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4968 | "build_fcn": ( |
| 4969 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4970 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4971 | TosaTensorValuesGen.tvgAddSub, |
| 4972 | TosaArgGen.agNone, |
| 4973 | ), |
| 4974 | "types": [DType.SHAPE], |
| 4975 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4976 | }, |
| 4977 | "mul_shape": { |
| 4978 | "op": Op.MUL_SHAPE, |
| 4979 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4980 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4981 | "build_fcn": ( |
| 4982 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4983 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4984 | TosaTensorValuesGen.tvgMul, |
| 4985 | TosaArgGen.agNone, |
| 4986 | ), |
| 4987 | "types": [DType.SHAPE], |
| 4988 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4989 | }, |
| 4990 | "div_shape": { |
| 4991 | "op": Op.DIV_SHAPE, |
| 4992 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4993 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4994 | "build_fcn": ( |
| 4995 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4996 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4997 | TosaTensorValuesGen.tvgIntDiv, |
| 4998 | TosaArgGen.agNone, |
| 4999 | ), |
| 5000 | "types": [DType.SHAPE], |
| 5001 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5002 | }, |
| 5003 | "concat_shape": { |
| 5004 | "op": Op.CONCAT_SHAPE, |
| 5005 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5006 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5007 | "build_fcn": ( |
| 5008 | build_concat, |
| 5009 | TosaTensorGen.tgConcat, |
| 5010 | TosaTensorValuesGen.tvgConcat, |
| 5011 | TosaArgGen.agNone, |
| 5012 | ), |
| 5013 | "types": [DType.SHAPE], |
| 5014 | "error_if_validators": (), |
| 5015 | }, |
| 5016 | "const_shape": { |
| 5017 | "op": Op.CONST_SHAPE, |
| 5018 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5019 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5020 | "build_fcn": ( |
| 5021 | build_const, |
| 5022 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 5023 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5024 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5025 | ), |
| 5026 | "types": [DType.SHAPE], |
| 5027 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5028 | } |
| 5029 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5030 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5031 | class OutputShaper: |
| 5032 | # Methods in this class compute the expected output shape and datatype |
| 5033 | # for common classes of operations |
| 5034 | def __init__(self): |
| 5035 | pass |
| 5036 | |
| 5037 | # These methods return arguments that can be used for |
| 5038 | # creating a new output tensor |
| 5039 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5040 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 5041 | if error_name != ErrorIf.RankMismatch: |
| 5042 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5043 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5044 | |
| 5045 | shape = [] |
| 5046 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5047 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5048 | shape.append(b.shape[i]) |
| 5049 | else: |
| 5050 | shape.append(a.shape[i]) |
| 5051 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5052 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5053 | if error_name == ErrorIf.DimensionMismatch: |
| 5054 | shape[fuzz_idx] += 1 |
| 5055 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5056 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5057 | all_dtypes = [ |
| 5058 | DType.INT8, |
| 5059 | DType.INT16, |
| 5060 | DType.INT32, |
| 5061 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5062 | DType.FP16, |
| 5063 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5064 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5065 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5066 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5067 | outputDType = rng.choice(wrong_dtypes) |
| 5068 | else: |
| 5069 | outputDType = a.dtype |
| 5070 | |
| 5071 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5072 | |
| 5073 | @staticmethod |
| 5074 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5075 | assert len(a.shape) == len(b.shape) |
| 5076 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5077 | |
| 5078 | shape = [] |
| 5079 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5080 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5081 | shape.append(a.shape[i]) |
| 5082 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5083 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5084 | |
| 5085 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5086 | def unaryOp(ser, rng, a, error_name=None): |
| 5087 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5088 | all_dtypes = [ |
| 5089 | DType.INT8, |
| 5090 | DType.INT16, |
| 5091 | DType.INT32, |
| 5092 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5093 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5094 | DType.FP16, |
| 5095 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5096 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5097 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5098 | outputDType = rng.choice(wrong_dtypes) |
| 5099 | else: |
| 5100 | outputDType = a.dtype |
| 5101 | |
| 5102 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5103 | |
| 5104 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5105 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5106 | if error_name != ErrorIf.RankMismatch: |
| 5107 | 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] | 5108 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5109 | |
| 5110 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5111 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5112 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5113 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5114 | else: |
| 5115 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5116 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5117 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5118 | if error_name == ErrorIf.DimensionMismatch: |
| 5119 | shape[fuzz_idx] += 1 |
| 5120 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5121 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5122 | all_dtypes = [ |
| 5123 | DType.INT8, |
| 5124 | DType.INT16, |
| 5125 | DType.INT32, |
| 5126 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5127 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5128 | DType.FP16, |
| 5129 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5130 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5131 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5132 | outputDType = rng.choice(wrong_dtypes) |
| 5133 | else: |
| 5134 | outputDType = a.dtype |
| 5135 | |
| 5136 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5137 | |
| 5138 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5139 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5140 | if error_name != ErrorIf.RankMismatch: |
| 5141 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5142 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5143 | |
| 5144 | # Do broadcast |
| 5145 | shape = [] |
| 5146 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5147 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5148 | shape.append(b.shape[i]) |
| 5149 | else: |
| 5150 | shape.append(a.shape[i]) |
| 5151 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5152 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5153 | if error_name == ErrorIf.DimensionMismatch: |
| 5154 | shape[fuzz_idx] += 1 |
| 5155 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5156 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5157 | wrong_dtypes = [ |
| 5158 | DType.INT8, |
| 5159 | DType.INT16, |
| 5160 | DType.INT32, |
| 5161 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5162 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5163 | DType.FP16, |
| 5164 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5165 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5166 | outputDType = rng.choice(wrong_dtypes) |
| 5167 | else: |
| 5168 | outputDType = DType.BOOL |
| 5169 | |
| 5170 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5171 | |
| 5172 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5173 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5174 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5175 | if error_name not in [ |
| 5176 | ErrorIf.AxisSmallerZero, |
| 5177 | ErrorIf.AxisLargerRank, |
| 5178 | ErrorIf.ShapeOfAxisNotOne, |
| 5179 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5180 | shape[axis] = 1 |
| 5181 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5182 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5183 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5184 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5185 | all_dtypes = [ |
| 5186 | DType.INT8, |
| 5187 | DType.INT16, |
| 5188 | DType.INT32, |
| 5189 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5190 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5191 | DType.FP16, |
| 5192 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5193 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5194 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5195 | outputDType = rng.choice(wrong_dtypes) |
| 5196 | else: |
| 5197 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5198 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5199 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5200 | |
| 5201 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5202 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5203 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5204 | |
| 5205 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5206 | del shape[axis] |
| 5207 | |
| 5208 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5209 | remove = rng.choice([True, False]) |
| 5210 | if remove and len(shape) > 1: |
| 5211 | del shape[0] |
| 5212 | else: |
| 5213 | shape.append(1) |
| 5214 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5215 | for i in range(len(shape)): |
| 5216 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5217 | |
| 5218 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5219 | all_dtypes = [ |
| 5220 | DType.INT8, |
| 5221 | DType.INT16, |
| 5222 | DType.INT32, |
| 5223 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5224 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5225 | DType.FP16, |
| 5226 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5227 | DType.FP8E4M3, |
| 5228 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5229 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5230 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5231 | outputDType = rng.choice(wrong_dtypes) |
| 5232 | else: |
| 5233 | outputDType = DType.INT32 |
| 5234 | |
| 5235 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5236 | |
| 5237 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5238 | def conv2dOp( |
| 5239 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5240 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5241 | |
| 5242 | # IFM: NHWC |
| 5243 | # Filter: OHWI |
| 5244 | # OFM: NHWC |
| 5245 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5246 | h = ( |
| 5247 | ifm.shape[1] |
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[0] |
| 5250 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5251 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5252 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5253 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5254 | w = ( |
| 5255 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5256 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5257 | + padding[2] |
| 5258 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5259 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5260 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5261 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5262 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5263 | choices = [1, 2, 3] |
| 5264 | change = rng.choice(choices) |
| 5265 | # increment in multiples of stride to not hit non-integer error case |
| 5266 | if change in [1, 3]: |
| 5267 | h = h + (rng.choice(choices) * strides[0]) |
| 5268 | if change in [2, 3]: |
| 5269 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5270 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5271 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5272 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5273 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5274 | # Pick some potentially correct output dtype if input type is incorrect |
| 5275 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5276 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5277 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5278 | |
| 5279 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5280 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5281 | excludes = [DType.FP16, DType.FP32] |
Jeremy Johnson | 80fd9b8 | 2024-03-12 11:46:50 +0000 | [diff] [blame] | 5282 | elif ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5283 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5284 | else: |
| 5285 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5286 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5287 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5288 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5289 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5290 | |
| 5291 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5292 | def conv3dOp( |
| 5293 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5294 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5295 | |
| 5296 | # IFM: NDHWC |
| 5297 | # Filter: ODHWI |
| 5298 | # OFM: NDHWC |
| 5299 | |
| 5300 | d = ( |
| 5301 | ifm.shape[1] |
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[0] |
| 5304 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5305 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5306 | ) // strides[0] + 1 |
| 5307 | |
| 5308 | h = ( |
| 5309 | ifm.shape[2] |
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[2] |
| 5312 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5313 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5314 | ) // strides[1] + 1 |
| 5315 | |
| 5316 | w = ( |
| 5317 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5318 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5319 | + padding[4] |
| 5320 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5321 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5322 | ) // strides[2] + 1 |
| 5323 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5324 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5325 | choices = [1, 2, 3, 4] |
| 5326 | change = rng.choice(choices) |
| 5327 | # increment in multiples of stride to not hit non-integer error case |
| 5328 | if change in [1, 4]: |
| 5329 | d = d + (rng.choice(choices) * strides[0]) |
| 5330 | if change in [2, 4]: |
| 5331 | h = h + (rng.choice(choices) * strides[1]) |
| 5332 | if change in [3, 4]: |
| 5333 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5334 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5335 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5336 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5337 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5338 | # Pick some potentially correct output dtype if input type is incorrect |
| 5339 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5340 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5341 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5342 | |
| 5343 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5344 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5345 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5346 | else: |
| 5347 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5348 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5349 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5350 | |
| 5351 | return ser.addOutput(ofm_shape, out_dtype) |
| 5352 | |
| 5353 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5354 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5355 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5356 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5357 | # IFM: NHWC |
| 5358 | # Filter: HWCM |
| 5359 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5360 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5361 | h = ( |
| 5362 | ifm.shape[1] |
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[0] |
| 5365 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5366 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5367 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5368 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5369 | w = ( |
| 5370 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5371 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5372 | + padding[2] |
| 5373 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5374 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5375 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5376 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5377 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5378 | choices = [1, 2, 3] |
| 5379 | change = rng.choice(choices) |
| 5380 | # increment in multiples of stride to not hit non-integer error case |
| 5381 | if change in [1, 3]: |
| 5382 | h = h + (rng.choice(choices) * strides[0]) |
| 5383 | if change in [2, 3]: |
| 5384 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5385 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5386 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5387 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5388 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5389 | # Pick some potentially correct output dtype if input type is incorrect |
| 5390 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5391 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5392 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5393 | |
| 5394 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5395 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5396 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5397 | else: |
| 5398 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5399 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5400 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5401 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5402 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5403 | |
| 5404 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5405 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5406 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5407 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5408 | # 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] | 5409 | h = 1 |
| 5410 | w = 1 |
| 5411 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5412 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5413 | 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] | 5414 | |
| 5415 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5416 | choices = [1, 2, 3] |
| 5417 | change = rng.choice(choices) |
| 5418 | # increment in multiples of stride to not hit non-integer error case |
| 5419 | if change in [1, 3]: |
| 5420 | h = h + (rng.choice(choices) * stride[0]) |
| 5421 | if change in [2, 3]: |
| 5422 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5423 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5424 | |
| 5425 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5426 | all_dtypes = [ |
| 5427 | DType.INT8, |
| 5428 | DType.INT16, |
| 5429 | DType.INT32, |
| 5430 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5431 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5432 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5433 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5434 | DType.FP8E4M3, |
| 5435 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5436 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5437 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5438 | outputDType = rng.choice(wrong_dtypes) |
| 5439 | else: |
| 5440 | outputDType = ifm.dtype |
| 5441 | |
| 5442 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5443 | |
| 5444 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5445 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5446 | # input: N, IC |
| 5447 | # filter: OC, IC |
| 5448 | # output: N, OC |
| 5449 | |
| 5450 | output_shape = [input.shape[0], filter.shape[0]] |
| 5451 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5452 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5453 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5454 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5455 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5456 | |
| 5457 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5458 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5459 | # a: N, H, C |
| 5460 | # b: N, C, W |
| 5461 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5462 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5463 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5464 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5465 | if error_name == ErrorIf.WrongOutputType: |
| 5466 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5467 | incorrect_types = ( |
| 5468 | DType.INT4, |
| 5469 | DType.INT8, |
| 5470 | DType.INT16, |
| 5471 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5472 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5473 | DType.FP16, |
| 5474 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5475 | DType.FP8E4M3, |
| 5476 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5477 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5478 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5479 | incorrect_types = ( |
| 5480 | DType.INT4, |
| 5481 | DType.INT8, |
| 5482 | DType.INT16, |
| 5483 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5484 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5485 | DType.FP16, |
| 5486 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5487 | DType.FP8E4M3, |
| 5488 | DType.FP8E5M2, |
| 5489 | ) |
| 5490 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5491 | incorrect_types = ( |
| 5492 | DType.INT4, |
| 5493 | DType.INT8, |
| 5494 | DType.INT16, |
| 5495 | DType.INT32, |
| 5496 | DType.INT48, |
| 5497 | DType.FP32, |
| 5498 | DType.BF16, |
| 5499 | DType.FP8E4M3, |
| 5500 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5501 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5502 | elif ( |
| 5503 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5504 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5505 | incorrect_types = ( |
| 5506 | DType.INT4, |
| 5507 | DType.INT8, |
| 5508 | DType.INT16, |
| 5509 | DType.INT32, |
| 5510 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5511 | DType.FP8E4M3, |
| 5512 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5513 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5514 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5515 | elif error_name == ErrorIf.WrongInputType: |
| 5516 | # Pick some potentially correct output dtype if input type is incorrect |
| 5517 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5518 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5519 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5520 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5521 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5522 | |
| 5523 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5524 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5525 | input1 = inputs[0] |
| 5526 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5527 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5528 | # 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] | 5529 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5530 | if not ( |
| 5531 | # unable to concat tensors of different ranks |
| 5532 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5533 | # unable to concat tensors along an invalid axis |
| 5534 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5535 | ): |
| 5536 | for tensor in remaining_inputs: |
| 5537 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5538 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5539 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5540 | output_shape[axis] += rng.integers(5, 10) |
| 5541 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5542 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5543 | all_dtypes = { |
| 5544 | DType.INT8, |
| 5545 | DType.INT16, |
| 5546 | DType.INT32, |
| 5547 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5548 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5549 | DType.FP16, |
| 5550 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5551 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5552 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5553 | outputDType = rng.choice(wrong_dtypes) |
| 5554 | else: |
| 5555 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5556 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5557 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5558 | |
| 5559 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5560 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5561 | |
| 5562 | output_shape = a.shape.copy() |
| 5563 | |
| 5564 | for i in range(len(output_shape)): |
| 5565 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5566 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5567 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5568 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5569 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5570 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5571 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5572 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5573 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5574 | all_dtypes = [ |
| 5575 | DType.INT8, |
| 5576 | DType.INT16, |
| 5577 | DType.INT32, |
| 5578 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5579 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5580 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5581 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5582 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5583 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5584 | outputDType = rng.choice(wrong_dtypes) |
| 5585 | else: |
| 5586 | outputDType = a.dtype |
| 5587 | |
| 5588 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5589 | |
| 5590 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5591 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5592 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5593 | |
| 5594 | if error_name == ErrorIf.WrongOutputType: |
| 5595 | all_dtypes = [ |
| 5596 | DType.INT8, |
| 5597 | DType.INT16, |
| 5598 | DType.INT32, |
| 5599 | DType.INT48, |
| 5600 | DType.FP32, |
| 5601 | DType.FP16, |
| 5602 | DType.BF16, |
| 5603 | ] |
| 5604 | wrong_dtypes = list(set(all_dtypes)) |
| 5605 | outputDType = rng.choice(wrong_dtypes) |
| 5606 | else: |
| 5607 | outputDType = DType.SHAPE |
| 5608 | |
| 5609 | return ser.addOutput(output_shape, outputDType) |
| 5610 | |
| 5611 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5612 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5613 | output_shape = shape.copy() |
| 5614 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5615 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5616 | for i in range(len(output_shape)): |
| 5617 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5618 | |
| 5619 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5620 | all_dtypes = [ |
| 5621 | DType.INT8, |
| 5622 | DType.INT16, |
| 5623 | DType.INT32, |
| 5624 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5625 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5626 | DType.FP16, |
| 5627 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5628 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5629 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5630 | outputDType = rng.choice(wrong_dtypes) |
| 5631 | else: |
| 5632 | outputDType = a.dtype |
| 5633 | |
| 5634 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5635 | |
| 5636 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5637 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5638 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5639 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5640 | all_dtypes = [ |
| 5641 | DType.INT8, |
| 5642 | DType.INT16, |
| 5643 | DType.INT32, |
| 5644 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5645 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5646 | DType.FP16, |
| 5647 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5648 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5649 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5650 | outputDType = rng.choice(wrong_dtypes) |
| 5651 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5652 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5653 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5654 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5655 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5656 | for index in range(len(output_shape)): |
| 5657 | if output_shape[index] <= 2: |
| 5658 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5659 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5660 | output_shape[index] = output_shape[index] + rng.choice( |
| 5661 | [-2, -1, 1, 2] |
| 5662 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5663 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5664 | output_shape = input.shape.copy() |
| 5665 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5666 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5667 | |
| 5668 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5669 | |
| 5670 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5671 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5672 | |
| 5673 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5674 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5675 | |
| 5676 | for i in range(len(output_shape)): |
| 5677 | output_shape[i] = a.shape[i] * multiples[i] |
| 5678 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5679 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5680 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5681 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5682 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5683 | all_dtypes = [ |
| 5684 | DType.INT8, |
| 5685 | DType.INT16, |
| 5686 | DType.INT32, |
| 5687 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5688 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5689 | DType.FP16, |
| 5690 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5691 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5692 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5693 | outputDType = rng.choice(wrong_dtypes) |
| 5694 | else: |
| 5695 | outputDType = a.dtype |
| 5696 | |
| 5697 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5698 | |
| 5699 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5700 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5701 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5702 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5703 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5704 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5705 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5706 | for i in range(len(output_shape)): |
| 5707 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5708 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5709 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5710 | for i in range(len(output_shape)): |
| 5711 | output_shape[i] += rng.integers(1, 10) |
| 5712 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5713 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5714 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5715 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5716 | all_dtypes = [ |
| 5717 | DType.INT8, |
| 5718 | DType.INT16, |
| 5719 | DType.INT32, |
| 5720 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5721 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5722 | DType.FP16, |
| 5723 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5724 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5725 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5726 | outputDType = rng.choice(wrong_dtypes) |
| 5727 | else: |
| 5728 | outputDType = a.dtype |
| 5729 | |
| 5730 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5731 | |
| 5732 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5733 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5734 | if error_name != ErrorIf.WrongRank: |
| 5735 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5736 | assert len(indices.shape) == 2 |
| 5737 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5738 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5739 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5740 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5741 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5742 | all_dtypes = [ |
| 5743 | DType.INT8, |
| 5744 | DType.INT16, |
| 5745 | DType.INT32, |
| 5746 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5747 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5748 | DType.FP16, |
| 5749 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5750 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5751 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5752 | outputDType = rng.choice(wrong_dtypes) |
| 5753 | else: |
| 5754 | outputDType = values.dtype |
| 5755 | |
| 5756 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5757 | |
| 5758 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5759 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5760 | if error_name != ErrorIf.WrongRank: |
| 5761 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5762 | assert len(indices.shape) == 2 |
| 5763 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5764 | assert values_in.shape[0] == indices.shape[0] # N |
| 5765 | assert input.shape[1] == indices.shape[1] # W |
| 5766 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5767 | |
| 5768 | output_shape = values_in.shape |
| 5769 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5770 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5771 | all_dtypes = [ |
| 5772 | DType.INT8, |
| 5773 | DType.INT16, |
| 5774 | DType.INT32, |
| 5775 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5776 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5777 | DType.FP16, |
| 5778 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5779 | DType.FP8E4M3, |
| 5780 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5781 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5782 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5783 | outputDType = rng.choice(wrong_dtypes) |
| 5784 | else: |
| 5785 | outputDType = values_in.dtype |
| 5786 | |
| 5787 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5788 | |
| 5789 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5790 | def tableOp(ser, rng, input, error_name=None): |
| 5791 | # Same shape as the input, dtype dependent on input dtype |
| 5792 | if error_name != ErrorIf.WrongInputType: |
| 5793 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5794 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5795 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5796 | wrong_dtypes = [ |
| 5797 | DType.INT8, |
| 5798 | DType.INT16, |
| 5799 | DType.INT32, |
| 5800 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5801 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5802 | DType.FP16, |
| 5803 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5804 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5805 | wrong_dtypes.remove(output_dtype) |
| 5806 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5807 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5808 | |
| 5809 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5810 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5811 | serializer, |
| 5812 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5813 | input, |
| 5814 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5815 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5816 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5817 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5818 | input_dtype, |
| 5819 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5820 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5821 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5822 | # Calculate OH, OW |
| 5823 | scale_y_n = scale[0] |
| 5824 | scale_y_d = scale[1] |
| 5825 | scale_x_n = scale[2] |
| 5826 | scale_x_d = scale[3] |
| 5827 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5828 | scale_y_n = max(scale_y_n, 1) |
| 5829 | scale_y_d = max(scale_y_d, 1) |
| 5830 | scale_x_n = max(scale_x_n, 1) |
| 5831 | scale_x_d = max(scale_x_d, 1) |
| 5832 | |
| 5833 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5834 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5835 | |
| 5836 | if error_name is not None: |
| 5837 | # Make sure the output tensor is valid, which can occur when |
| 5838 | # scale, offset or border have been changed for ERROR_IFs |
| 5839 | oh = max(oh, 1) |
| 5840 | ow = max(ow, 1) |
| 5841 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5842 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5843 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5844 | |
| 5845 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5846 | choices = [1, 2, 3] |
| 5847 | change = rng.choice(choices) |
| 5848 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5849 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5850 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5851 | oh -= scale_y_d |
| 5852 | assert oh > 0 # Should have been caught in agResize |
| 5853 | else: |
| 5854 | oh += scale_y_d |
| 5855 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5856 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5857 | ow -= scale_x_d |
| 5858 | assert ow > 0 # Should have been caught in agResize |
| 5859 | else: |
| 5860 | ow += scale_x_d |
| 5861 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5862 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5863 | output_dims = [ |
| 5864 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5865 | oh, |
| 5866 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5867 | input.shape[0], |
| 5868 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5869 | elif error_name == ErrorIf.BatchMismatch: |
| 5870 | output_dims = [ |
| 5871 | input.shape[0] + rng.integers(1, 10), |
| 5872 | oh, |
| 5873 | ow, |
| 5874 | input.shape[3], |
| 5875 | ] |
| 5876 | elif error_name == ErrorIf.ChannelMismatch: |
| 5877 | output_dims = [ |
| 5878 | input.shape[0], |
| 5879 | oh, |
| 5880 | ow, |
| 5881 | input.shape[3] + rng.integers(1, 10), |
| 5882 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5883 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5884 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5885 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5886 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5887 | |
| 5888 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5889 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5890 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5891 | |
| 5892 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5893 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5894 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5895 | choices = [1, 2, 3] |
| 5896 | change = rng.choice(choices) |
| 5897 | if change in [1, 3]: |
| 5898 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5899 | if change in [2, 3]: |
| 5900 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5901 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5902 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5903 | # Pick some potentially correct output dtype if input type is incorrect |
| 5904 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5905 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5906 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5907 | |
| 5908 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5909 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5910 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5911 | else: |
| 5912 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5913 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5914 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5915 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5916 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5917 | |
| 5918 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5919 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5920 | outputs = [] |
| 5921 | |
| 5922 | assert ifm1.dtype == ifm2.dtype |
| 5923 | input_dtype = ifm1.dtype |
| 5924 | |
| 5925 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5926 | assert ifm1.shape == ifm2.shape |
| 5927 | |
| 5928 | input_shape = ifm1.shape |
| 5929 | if error_name != ErrorIf.WrongRank: |
| 5930 | assert len(input_shape) == 3 |
| 5931 | |
| 5932 | output_shape = input_shape.copy() |
| 5933 | output_dtype = input_dtype |
| 5934 | |
| 5935 | if error_name == ErrorIf.WrongOutputType: |
| 5936 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5937 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5938 | output_dtype = rng.choice(wrong_dtypes) |
| 5939 | elif error_name == ErrorIf.BatchMismatch: |
| 5940 | output_shape[0] += rng.integers(1, 10) |
| 5941 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5942 | modify_dim = rng.choice([1, 2]) |
| 5943 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5944 | |
| 5945 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5946 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5947 | return outputs |
| 5948 | |
| 5949 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5950 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5951 | outputs = [] |
| 5952 | |
| 5953 | input_shape = value.shape |
| 5954 | if error_name != ErrorIf.WrongRank: |
| 5955 | assert len(input_shape) == 3 |
| 5956 | |
| 5957 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5958 | |
| 5959 | output_dtype = value.dtype |
| 5960 | if error_name == ErrorIf.WrongOutputType: |
| 5961 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5962 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5963 | output_dtype = rng.choice(wrong_dtypes) |
| 5964 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5965 | output_shape[0] += rng.integers(1, 10) |
| 5966 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5967 | modify_dim = rng.choice([1, 2]) |
| 5968 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5969 | |
| 5970 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5971 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5972 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5973 | |
| 5974 | @staticmethod |
| 5975 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 5976 | if error_name != ErrorIf.RankMismatch: |
| 5977 | assert len(a.shape) == len(b.shape) |
| 5978 | assert a.dtype == b.dtype |
| 5979 | |
| 5980 | shape = [] |
| 5981 | for i in range(len(a.shape)): |
| 5982 | shape.append(a.shape[i]) |
| 5983 | |
| 5984 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5985 | if error_name == ErrorIf.DimensionMismatch: |
| 5986 | shape[fuzz_idx] += 1 |
| 5987 | |
| 5988 | if error_name == ErrorIf.WrongOutputType: |
| 5989 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 5990 | outputDType = rng.choice(wrong_dtypes) |
| 5991 | else: |
| 5992 | outputDType = DType.SHAPE |
| 5993 | return ser.addOutput(shape, outputDType) |