Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 4 | import logging |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 6 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 7 | from datetime import datetime |
| 8 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 9 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 10 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 11 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 12 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 13 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 14 | from generator.tosa_arg_gen import TosaArgGen |
| 15 | from generator.tosa_arg_gen import TosaQuantGen |
| 16 | from generator.tosa_arg_gen import TosaTensorGen |
| 17 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 18 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 19 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 20 | from generator.tosa_error_if import TosaErrorValidator |
| 21 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 22 | from generator.tosa_random_gen import TosaHashRandomGenerator |
| 23 | from generator.tosa_random_gen import TosaRandomGenerator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 24 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 25 | from tosa.DType import DType |
| 26 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 27 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 28 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 29 | // SPDX-License-Identifier: Apache-2.0 |
| 30 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 31 | """ |
| 32 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 33 | logging.basicConfig() |
| 34 | logger = logging.getLogger("tosa_verif_build_tests") |
| 35 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 36 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 37 | class TosaTestGen: |
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 | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 39 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 40 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 41 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 42 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 43 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 44 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 45 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 46 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 47 | def __init__(self, args): |
| 48 | self.args = args |
| 49 | self.basePath = args.output_dir |
| 50 | self.random_seed = args.random_seed |
| 51 | self.ser = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 52 | self.createDynamicOpLists() |
| 53 | self.initOpListDefaults() |
| 54 | self.quantGen = TosaQuantGen() |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 55 | self.global_rng = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 56 | # Force makeShape to do a specific starting shape |
| 57 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 58 | # JSON schema validation |
| 59 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 60 | # Data generator library is sometimes needed for compliance set up |
| 61 | # even if we are generating the data later (lazy_data_generation) |
| 62 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 63 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 64 | # Work out floating point range |
| 65 | def convertFPRange(rangeFP, maxFP): |
| 66 | # Converts program arguments of max/-max to FP max |
| 67 | vals = [] |
| 68 | for v in rangeFP: |
| 69 | if v == "max": |
| 70 | v = maxFP |
| 71 | elif v == "-max": |
| 72 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 73 | elif v < 0: |
| 74 | # Trim to minimum data type value |
| 75 | v = max(v, -maxFP) |
| 76 | elif v > 0: |
| 77 | # Trim to maximum data type value |
| 78 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 79 | vals.append(v) |
| 80 | return tuple(sorted(vals)) |
| 81 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 82 | self.random_dtype_range = { |
| 83 | DType.SHAPE: tuple(self.args.tensor_shape_range[0:2]) |
| 84 | } |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 85 | for dtype in (DType.FP32, DType.FP16, DType.BF16, DType.FP8E4M3, DType.FP8E5M2): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 86 | self.random_dtype_range[dtype] = convertFPRange( |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 87 | args.tensor_fp_value_range, |
| 88 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 89 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 90 | self.resetGlobalRNG() |
| 91 | |
| 92 | def resetGlobalRNG(self): |
| 93 | self.global_rng = TosaRandomGenerator(self.random_seed, self.random_dtype_range) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 94 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 95 | def createSerializer(self, opName, testPath): |
| 96 | self.testPath = os.path.join(opName, testPath) |
| 97 | |
| 98 | fullPath = os.path.join(self.basePath, self.testPath) |
| 99 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 100 | # Embed const data in the flatbuffer |
| 101 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 102 | if self.args.lazy_data_gen: |
| 103 | # Lazy data generation - so make constants files |
| 104 | constMode = ts.ConstMode.INPUTS |
| 105 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 106 | constMode = ts.ConstMode.EMBED_DUMP |
| 107 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 108 | |
| 109 | def getSerializer(self): |
| 110 | return self.ser |
| 111 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 112 | def serialize(self, testName, metaData=None, tags=None): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 113 | path = Path(self.basePath) / self.testPath |
| 114 | |
| 115 | # Write out TOSA flatbuffer binary |
| 116 | path_fb = path / f"{testName}.tosa" |
| 117 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 118 | fd.write(self.ser.serialize()) |
| 119 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 120 | # Get JSON descriptor from serializer |
| 121 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 122 | |
| 123 | if metaData: |
| 124 | # Add extra meta data to desc.json |
| 125 | desc["meta"] = metaData |
| 126 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 127 | if tags: |
| 128 | desc["tag"] = tags |
| 129 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 130 | # Validate desc.json before we output it |
| 131 | self.descSchemaValidator.validate_config(desc) |
| 132 | |
| 133 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 134 | if "data_gen" in metaData: |
| 135 | if self.args.lazy_data_gen: |
| 136 | # Output datagen meta data as CPP data |
| 137 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 138 | with path_md.open("w") as fd: |
| 139 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 140 | fd.write("// Test meta data for data generation setup\n\n") |
| 141 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 142 | json.dump(metaData["data_gen"], fd) |
| 143 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 144 | if "compliance" in metaData: |
| 145 | # Output datagen meta data as CPP data |
| 146 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 147 | with path_md.open("w") as fd: |
| 148 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 149 | fd.write("// Test meta data for compliance validation\n\n") |
| 150 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 151 | json.dump(metaData["compliance"], fd) |
| 152 | fd.write(')";\n\n') |
| 153 | |
| 154 | # Write desc.json |
| 155 | path_desc = path / "desc.json" |
| 156 | with path_desc.open("w") as fd: |
| 157 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 158 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 159 | def buildPlaceholderTensors(self, rng, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 160 | placeholders = [] |
| 161 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 162 | assert len(shape_list) == len(dtype_list) |
| 163 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 164 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 165 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 166 | if not self.args.lazy_data_gen: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 167 | arr = rng.randTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 168 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 169 | |
| 170 | return placeholders |
| 171 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 172 | def buildConstTensors(self, rng, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 173 | consts = [] |
| 174 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 175 | assert len(shape_list) == len(dtype_list) |
| 176 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 177 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 178 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 179 | if not self.args.lazy_data_gen: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 180 | arr = rng.randTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 181 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 182 | |
| 183 | return consts |
| 184 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 185 | def makeShape(self, rng, rank): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 186 | if self.targetted_shape: |
| 187 | return np.int32(self.targetted_shape) |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 188 | else: |
| 189 | return np.int32( |
| 190 | rng.integers( |
| 191 | low=self.args.tensor_shape_range[0], |
| 192 | high=self.args.tensor_shape_range[1], |
| 193 | size=rank, |
| 194 | ) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 195 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 196 | |
| 197 | def setTargetShape(self, shape): |
| 198 | self.targetted_shape = shape |
| 199 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 200 | def shapeStr(self, shape): |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 201 | assert shape is not None |
| 202 | if len(shape) > 0: |
| 203 | # Rank > 0 |
| 204 | return "x".join([str(d) for d in shape]) |
| 205 | else: |
| 206 | # Rank 0 |
| 207 | return "0" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 208 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 209 | def typeStr(self, dtype): |
| 210 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 211 | assert len(dtype) >= 2 |
| 212 | strs = [self.typeStr(t) for t in dtype] |
| 213 | # Limit types to the first 2 as the 3rd is the accumulator |
| 214 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 215 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 216 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 217 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 218 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 219 | raise Exception( |
| 220 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 221 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 222 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 223 | def constrictBatchSize(self, shape): |
| 224 | # Limit the batch size unless an explicit target shape set |
| 225 | if self.args.max_batch_size and not self.args.target_shapes: |
| 226 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 227 | return shape |
| 228 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 229 | def makeDimension(self, rng): |
| 230 | return rng.randInt( |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 231 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 232 | ) |
| 233 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 234 | def tensorComplianceMetaData( |
| 235 | self, op, inputType, argsDict, outputTensor, errorName |
| 236 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 237 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 238 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 239 | Op.MATMUL, |
| 240 | Op.CONV2D, |
| 241 | Op.FULLY_CONNECTED, |
| 242 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 243 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 244 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 245 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 246 | if ( |
| 247 | errorName |
| 248 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 249 | or ( |
| 250 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 251 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 252 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 253 | ): |
| 254 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 255 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 256 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 257 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 258 | compliance_tens = { |
| 259 | "mode": None, |
| 260 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 261 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 262 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 263 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 264 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 265 | compliance_tens["dot_product_info"] = { |
| 266 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 267 | "ks": int(argsDict["ksb"]) |
| 268 | if "ksb" in argsDict |
| 269 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 270 | } |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 271 | elif argsDict["dg_type"] == gtu.DataGenType.FP_SPECIAL: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 272 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 273 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 274 | mode = gtu.ComplianceMode.ULP |
| 275 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 276 | elif "compliance" in op and "relative" in op["compliance"]: |
| 277 | mode = gtu.ComplianceMode.RELATIVE |
| 278 | compliance_tens["relative_info"] = { |
| 279 | "max": argsDict["max_abs_value"], |
| 280 | "scale": op["compliance"]["relative"], |
| 281 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 282 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 283 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 284 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 285 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 286 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 287 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 288 | compliance_tens["abs_error_info"] = { |
| 289 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 290 | } |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 291 | elif op["op"] in (Op.SIN, Op.COS): |
| 292 | mode = gtu.ComplianceMode.ABS_ERROR |
| 293 | if "compliance" in op and "abs_error_normal_divisor" in op["compliance"]: |
| 294 | compliance_tens["abs_error_info"] = { |
| 295 | "normal_divisor": op["compliance"]["abs_error_normal_divisor"] |
| 296 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 297 | else: |
| 298 | mode = gtu.ComplianceMode.EXACT |
| 299 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 300 | |
| 301 | return compliance_tens |
| 302 | |
| 303 | # Build Op functions |
| 304 | # Create the output tensor (calling OutputShaper as needed) |
| 305 | # Do final tweaks to attributes (if necessary for errorIf) |
| 306 | # Add Op into graph |
| 307 | # Return resulting tensor information or BuildInfo |
| 308 | |
| 309 | class BuildInfo: |
| 310 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 311 | |
| 312 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 313 | if isinstance(resultTensor, list): |
| 314 | assert complianceDict is None or isinstance(complianceDict, list) |
| 315 | self.resultTensorList = resultTensor |
| 316 | self.complianceDictList = complianceDict |
| 317 | else: |
| 318 | self.resultTensorList = [resultTensor] |
| 319 | if complianceDict is None: |
| 320 | self.complianceDictList = None |
| 321 | else: |
| 322 | self.complianceDictList = [complianceDict] |
| 323 | |
| 324 | def getComplianceInfo(self): |
| 325 | if self.complianceDictList is None: |
| 326 | return None |
| 327 | else: |
| 328 | tens_dict = {} |
| 329 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 330 | if comp is not None: |
| 331 | tens_dict[tens.name] = comp |
| 332 | |
| 333 | if tens_dict: |
| 334 | # Have some compliance data, so return the info |
| 335 | compliance = { |
| 336 | "version": "0.1", |
| 337 | "tensors": tens_dict, |
| 338 | } |
| 339 | else: |
| 340 | compliance = None |
| 341 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 342 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 343 | def build_unary( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 344 | self, |
| 345 | rng, |
| 346 | op, |
| 347 | inputs, |
| 348 | args_dict, |
| 349 | validator_fcns=None, |
| 350 | error_name=None, |
| 351 | qinfo=None, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 352 | ): |
| 353 | assert len(inputs) == 1 |
| 354 | a = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 355 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 356 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 357 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 358 | |
| 359 | # Ensure new output type has correct qinfo |
| 360 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 361 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 362 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 363 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, a.dtype), |
| 364 | TosaQuantGen.getZeroPoint( |
| 365 | rng, self.args.zeropoint, result_tensor.dtype |
| 366 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 367 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 368 | |
| 369 | # Invalidate Input/Output list for error if checks. |
| 370 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 371 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 372 | pCount, cCount = op["operands"] |
| 373 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 374 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 375 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 376 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 377 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 378 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 379 | self.ser, |
| 380 | validator_fcns, |
| 381 | error_name, |
| 382 | op=op, |
| 383 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 384 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 385 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 386 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 387 | input_list=input_list, |
| 388 | output_list=output_list, |
| 389 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 390 | ): |
| 391 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 392 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 393 | attr = None |
| 394 | if op["op"] == Op.NEGATE: |
| 395 | attr = ts.TosaSerializerAttribute() |
| 396 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 397 | |
| 398 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 399 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 400 | compliance = self.tensorComplianceMetaData( |
| 401 | op, a.dtype, args_dict, result_tensor, error_name |
| 402 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 403 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 404 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 405 | def build_binary_broadcast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 406 | self, rng, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 407 | ): |
| 408 | assert len(inputs) == 2 |
| 409 | a, b = inputs |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 410 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 411 | |
| 412 | # Invalidate Input/Output list for error if checks. |
| 413 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 414 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 415 | pCount, cCount = op["operands"] |
| 416 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 417 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 418 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 419 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 420 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 421 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 422 | self.ser, |
| 423 | validator_fcns, |
| 424 | error_name, |
| 425 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 426 | input1=a, |
| 427 | input2=b, |
| 428 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 429 | output_dtype=result_tensor.dtype, |
| 430 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 431 | input_list=input_list, |
| 432 | output_list=output_list, |
| 433 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 434 | ): |
| 435 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 436 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 437 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 438 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 439 | compliance = self.tensorComplianceMetaData( |
| 440 | op, a.dtype, args_dict, result_tensor, error_name |
| 441 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 442 | |
| 443 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 444 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 445 | def build_arithmetic_right_shift( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 446 | self, |
| 447 | rng, |
| 448 | op, |
| 449 | inputs, |
| 450 | args_dict, |
| 451 | validator_fcns=None, |
| 452 | error_name=None, |
| 453 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 454 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 455 | assert len(inputs) == 2 |
| 456 | a, b = inputs |
| 457 | round = args_dict["round"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 458 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 459 | |
| 460 | # Invalidate Input/Output list for error if checks. |
| 461 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 462 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 463 | pCount, cCount = op["operands"] |
| 464 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 465 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 466 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 467 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 468 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 469 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 470 | self.ser, |
| 471 | validator_fcns, |
| 472 | error_name, |
| 473 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 474 | input1=a, |
| 475 | input2=b, |
| 476 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 477 | output_dtype=result_tensor.dtype, |
| 478 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 479 | input_list=input_list, |
| 480 | output_list=output_list, |
| 481 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 482 | ): |
| 483 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 484 | |
| 485 | attr = ts.TosaSerializerAttribute() |
| 486 | attr.ArithmeticRightShiftAttribute(round) |
| 487 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 488 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 489 | |
| 490 | compliance = self.tensorComplianceMetaData( |
| 491 | op, a.dtype, args_dict, result_tensor, error_name |
| 492 | ) |
| 493 | |
| 494 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 495 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 496 | def build_mul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 497 | self, |
| 498 | rng, |
| 499 | op, |
| 500 | inputs, |
| 501 | args_dict, |
| 502 | validator_fcns=None, |
| 503 | error_name=None, |
| 504 | qinfo=None, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 505 | ): |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 506 | # Note that mul is binary operator but it has a shift value tensor |
| 507 | assert len(inputs) == 3 |
| 508 | a, b, s = inputs |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 509 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 510 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 511 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 512 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 513 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 514 | result_tensor.setDtype(DType.INT32) |
| 515 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 516 | if error_name == ErrorIf.WrongOutputType: |
| 517 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 518 | outputDType = rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 519 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 520 | |
| 521 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 522 | input_list = [a.name, b.name, s.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 523 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 524 | pCount, cCount = op["operands"] |
| 525 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 526 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 527 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 528 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 529 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 530 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 531 | self.ser, |
| 532 | validator_fcns, |
| 533 | error_name, |
| 534 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 535 | input1=a, |
| 536 | input2=b, |
| 537 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 538 | output_dtype=result_tensor.dtype, |
| 539 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 540 | input_list=input_list, |
| 541 | output_list=output_list, |
| 542 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 543 | ): |
| 544 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 545 | |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 546 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 547 | |
| 548 | compliance = self.tensorComplianceMetaData( |
| 549 | op, a.dtype, args_dict, result_tensor, error_name |
| 550 | ) |
| 551 | |
| 552 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 553 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 554 | def build_table( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 555 | self, |
| 556 | rng, |
| 557 | op, |
| 558 | inputs, |
| 559 | args_dict, |
| 560 | validator_fcns=None, |
| 561 | error_name=None, |
| 562 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 563 | ): |
| 564 | assert len(inputs) == 1 |
| 565 | a = inputs[0] |
| 566 | table = args_dict["table"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 567 | result_tensor = OutputShaper.tableOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 568 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 569 | attr = ts.TosaSerializerAttribute() |
| 570 | attr.TableAttribute(table) |
| 571 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 572 | # Invalidate Input/Output list for error if checks. |
| 573 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 574 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 575 | pCount, cCount = op["operands"] |
| 576 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 577 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 578 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 579 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 580 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 581 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 582 | self.ser, |
| 583 | validator_fcns, |
| 584 | error_name, |
| 585 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 586 | input_shape=a.shape, |
| 587 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 588 | output_dtype=result_tensor.dtype, |
| 589 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 590 | input_list=input_list, |
| 591 | output_list=output_list, |
| 592 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 593 | ): |
| 594 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 595 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 596 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 597 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 598 | compliance = self.tensorComplianceMetaData( |
| 599 | op, a.dtype, args_dict, result_tensor, error_name |
| 600 | ) |
| 601 | |
| 602 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 603 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 604 | def build_select( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 605 | self, |
| 606 | rng, |
| 607 | op, |
| 608 | inputs, |
| 609 | args_dict, |
| 610 | validator_fcns=None, |
| 611 | error_name=None, |
| 612 | qinfo=None, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 613 | ): |
| 614 | assert len(inputs) == 3 |
| 615 | cond, a, b = inputs |
| 616 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 617 | result_tensor = OutputShaper.selectOp(self.ser, rng, cond, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 618 | |
| 619 | # Invalidate Input/Output list for error if checks. |
| 620 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 621 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 622 | pCount, cCount = op["operands"] |
| 623 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 624 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 625 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 626 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 627 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 628 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 629 | self.ser, |
| 630 | validator_fcns, |
| 631 | error_name, |
| 632 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 633 | input1=cond, |
| 634 | input2=a, |
| 635 | input3=b, |
| 636 | input_shape=a.shape, |
| 637 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 638 | output_dtype=result_tensor.dtype, |
| 639 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 640 | input_list=input_list, |
| 641 | output_list=output_list, |
| 642 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 643 | ): |
| 644 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 645 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 646 | self.ser.addOperator( |
| 647 | op["op"], |
| 648 | input_list, |
| 649 | output_list, |
| 650 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 651 | compliance = self.tensorComplianceMetaData( |
| 652 | op, a.dtype, args_dict, result_tensor, error_name |
| 653 | ) |
| 654 | |
| 655 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 656 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 657 | def build_comparison( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 658 | self, |
| 659 | rng, |
| 660 | op, |
| 661 | inputs, |
| 662 | args_dict, |
| 663 | validator_fcns=None, |
| 664 | error_name=None, |
| 665 | qinfo=None, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 666 | ): |
| 667 | assert len(inputs) == 2 |
| 668 | a, b = inputs |
| 669 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 670 | result_tensor = OutputShaper.binaryComparisonOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 671 | |
| 672 | # Invalidate Input/Output list for error if checks. |
| 673 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 674 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 675 | pCount, cCount = op["operands"] |
| 676 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 677 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 678 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 679 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 680 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 681 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 682 | self.ser, |
| 683 | validator_fcns, |
| 684 | error_name, |
| 685 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 686 | input1=a, |
| 687 | input2=b, |
| 688 | input_shape=a.shape, |
| 689 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 690 | output_shape=result_tensor.shape, |
| 691 | output_dtype=result_tensor.dtype, |
| 692 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 693 | input_list=input_list, |
| 694 | output_list=output_list, |
| 695 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 696 | ): |
| 697 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 698 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 699 | self.ser.addOperator( |
| 700 | op["op"], |
| 701 | input_list, |
| 702 | output_list, |
| 703 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 704 | |
| 705 | compliance = self.tensorComplianceMetaData( |
| 706 | op, a.dtype, args_dict, result_tensor, error_name |
| 707 | ) |
| 708 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 709 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 710 | def build_argmax( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 711 | self, rng, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 712 | ): |
| 713 | assert len(inputs) == 1 |
| 714 | a = inputs[0] |
| 715 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 716 | result_tensor = OutputShaper.argmaxOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 717 | |
| 718 | # Invalidate Input/Output list for error if checks. |
| 719 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 720 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 721 | pCount, cCount = op["operands"] |
| 722 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 723 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 724 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 725 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 726 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 727 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 728 | self.ser, |
| 729 | validator_fcns, |
| 730 | error_name, |
| 731 | op=op, |
| 732 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 733 | input_shape=a.shape, |
| 734 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 735 | output_shape=result_tensor.shape, |
| 736 | output_dtype=result_tensor.dtype, |
| 737 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 738 | input_list=input_list, |
| 739 | output_list=output_list, |
| 740 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 741 | ): |
| 742 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 743 | |
| 744 | attr = ts.TosaSerializerAttribute() |
| 745 | attr.AxisAttribute(axis) |
| 746 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 747 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 748 | |
| 749 | compliance = self.tensorComplianceMetaData( |
| 750 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 751 | ) |
| 752 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 753 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 754 | def build_pool2d( |
| 755 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 756 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 757 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 758 | inputs, |
| 759 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 760 | validator_fcns=None, |
| 761 | error_name=None, |
| 762 | qinfo=None, |
| 763 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 764 | assert len(inputs) == 1 |
| 765 | input = inputs[0] |
| 766 | # max_pool has no accum_dtype |
| 767 | accum_dtype = ( |
| 768 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 769 | ) |
| 770 | stride = args_dict["stride"] |
| 771 | pad = args_dict["pad"] |
| 772 | kernel = args_dict["kernel"] |
| 773 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 774 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 775 | self.ser, rng, input, kernel, stride, pad, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 776 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 777 | |
| 778 | # Ensure new output type has correct qinfo |
| 779 | if error_name == ErrorIf.WrongInputType: |
| 780 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 781 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 782 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, input.dtype), |
| 783 | TosaQuantGen.getZeroPoint( |
| 784 | rng, self.args.zeropoint, result_tensor.dtype |
| 785 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 786 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 787 | |
| 788 | # Invalidate Input/Output list for error if checks. |
| 789 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 790 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 791 | pCount, cCount = op["operands"] |
| 792 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 793 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 794 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 795 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 796 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 797 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 798 | self.ser, |
| 799 | validator_fcns, |
| 800 | error_name, |
| 801 | op=op, |
| 802 | input_shape=input.shape, |
| 803 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 804 | output_shape=result_tensor.shape, |
| 805 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 806 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 807 | kernel=kernel, |
| 808 | stride=stride, |
| 809 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 810 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 811 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 812 | input_list=input_list, |
| 813 | output_list=output_list, |
| 814 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 815 | ): |
| 816 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 817 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 818 | if qinfo is None: |
| 819 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 820 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 821 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 822 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 823 | |
| 824 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 825 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 826 | compliance = self.tensorComplianceMetaData( |
| 827 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 828 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 829 | |
| 830 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 831 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 832 | def build_conv2d( |
| 833 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 834 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 835 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 836 | inputs, |
| 837 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 838 | validator_fcns=None, |
| 839 | error_name=None, |
| 840 | qinfo=None, |
| 841 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 842 | assert len(inputs) == 3 |
| 843 | ifm, filter, bias = inputs |
| 844 | accum_dtype = args_dict["acc_type"] |
| 845 | strides = args_dict["stride"] |
| 846 | padding = args_dict["pad"] |
| 847 | dilations = args_dict["dilation"] |
| 848 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 849 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 850 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 851 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 852 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 853 | ifm, |
| 854 | filter, |
| 855 | accum_dtype, |
| 856 | strides, |
| 857 | padding, |
| 858 | dilations, |
| 859 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 860 | ) |
| 861 | |
| 862 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 863 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 864 | DType.INT8, |
| 865 | DType.UINT8, |
| 866 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 867 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 868 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 869 | TosaQuantGen.getZeroPoint( |
| 870 | rng, self.args.zeropoint, result_tensor.dtype |
| 871 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 872 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 873 | |
| 874 | # Invalidate Input/Output list for error_if checks. |
| 875 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 876 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 877 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 878 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 879 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 880 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 881 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 882 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 883 | self.ser, |
| 884 | validator_fcns, |
| 885 | error_name, |
| 886 | op=op, |
| 887 | input_dtype=ifm.dtype, |
| 888 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 889 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 890 | qinfo=qinfo, |
| 891 | input_list=input_list, |
| 892 | num_operands=num_operands, |
| 893 | output_list=output_list, |
| 894 | pad=padding, |
| 895 | stride=strides, |
| 896 | dilation=dilations, |
| 897 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 898 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 899 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 900 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 901 | ): |
| 902 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 903 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 904 | # TODO - Test local_bound, for now set local bound attribute to False |
| 905 | local_bound = False |
| 906 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 907 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 908 | attr.ConvAttribute( |
| 909 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 910 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 911 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 912 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 913 | |
| 914 | compliance = self.tensorComplianceMetaData( |
| 915 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 916 | ) |
| 917 | |
| 918 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 919 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 920 | def build_conv3d( |
| 921 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 922 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 923 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 924 | inputs, |
| 925 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 926 | validator_fcns=None, |
| 927 | error_name=None, |
| 928 | qinfo=None, |
| 929 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 930 | assert len(inputs) == 3 |
| 931 | ifm, filter, bias = inputs |
| 932 | accum_dtype = args_dict["acc_type"] |
| 933 | strides = args_dict["stride"] |
| 934 | padding = args_dict["pad"] |
| 935 | dilations = args_dict["dilation"] |
| 936 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 937 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 938 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 939 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 940 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 941 | ifm, |
| 942 | filter, |
| 943 | accum_dtype, |
| 944 | strides, |
| 945 | padding, |
| 946 | dilations, |
| 947 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 948 | ) |
| 949 | |
| 950 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 951 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 952 | DType.INT8, |
| 953 | DType.UINT8, |
| 954 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 955 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 956 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 957 | TosaQuantGen.getZeroPoint( |
| 958 | rng, self.args.zeropoint, result_tensor.dtype |
| 959 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 960 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 961 | |
| 962 | # Invalidate Input/Output list for error_if checks. |
| 963 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 964 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 965 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 966 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 967 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 968 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 969 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 970 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 971 | self.ser, |
| 972 | validator_fcns, |
| 973 | error_name, |
| 974 | op=op, |
| 975 | input_dtype=ifm.dtype, |
| 976 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 977 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 978 | qinfo=qinfo, |
| 979 | input_list=input_list, |
| 980 | num_operands=num_operands, |
| 981 | output_list=output_list, |
| 982 | pad=padding, |
| 983 | stride=strides, |
| 984 | dilation=dilations, |
| 985 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 986 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 987 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 988 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 989 | ): |
| 990 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 991 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 992 | # TODO - Test local_bound, for now set local bound attribute to False |
| 993 | local_bound = False |
| 994 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 995 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 996 | attr.ConvAttribute( |
| 997 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 998 | ) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 999 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1000 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1001 | |
| 1002 | compliance = self.tensorComplianceMetaData( |
| 1003 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1004 | ) |
| 1005 | |
| 1006 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1007 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1008 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1009 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1010 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1011 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1012 | inputs, |
| 1013 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1014 | validator_fcns=None, |
| 1015 | error_name=None, |
| 1016 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1017 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1018 | assert len(inputs) == 3 |
| 1019 | ifm, filter, bias = inputs |
| 1020 | accum_dtype = args_dict["acc_type"] |
| 1021 | strides = args_dict["stride"] |
| 1022 | out_pad = args_dict["pad"] |
| 1023 | output_shape = args_dict["out_shape"] |
| 1024 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1025 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1026 | result_tensor = OutputShaper.transposeConv2DOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1027 | self.ser, rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1028 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1029 | |
| 1030 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1031 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1032 | DType.INT8, |
| 1033 | DType.UINT8, |
| 1034 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1035 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1036 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1037 | TosaQuantGen.getZeroPoint( |
| 1038 | rng, self.args.zeropoint, result_tensor.dtype |
| 1039 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1040 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1041 | |
| 1042 | # Invalidate Input/Output list for error_if checks. |
| 1043 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1044 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1045 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1046 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1047 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1048 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1049 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1050 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1051 | self.ser, |
| 1052 | validator_fcns, |
| 1053 | error_name, |
| 1054 | op=op, |
| 1055 | input_dtype=ifm.dtype, |
| 1056 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1057 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1058 | qinfo=qinfo, |
| 1059 | input_list=input_list, |
| 1060 | num_operands=num_operands, |
| 1061 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1062 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1063 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1064 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1065 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1066 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1067 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1068 | ): |
| 1069 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1070 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1071 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1072 | local_bound = False |
| 1073 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1074 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1075 | attr.TransposeConvAttribute( |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1076 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound, accum_dtype |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1077 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1078 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1079 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1080 | |
| 1081 | compliance = self.tensorComplianceMetaData( |
| 1082 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1083 | ) |
| 1084 | |
| 1085 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1086 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1087 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1088 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1089 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1090 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1091 | inputs, |
| 1092 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1093 | validator_fcns=None, |
| 1094 | error_name=None, |
| 1095 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1096 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1097 | assert len(inputs) == 3 |
| 1098 | ifm, filter, bias = inputs |
| 1099 | accum_dtype = args_dict["acc_type"] |
| 1100 | strides = args_dict["stride"] |
| 1101 | padding = args_dict["pad"] |
| 1102 | dilations = args_dict["dilation"] |
| 1103 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1104 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1105 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1106 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1107 | ifm, |
| 1108 | filter, |
| 1109 | accum_dtype, |
| 1110 | strides, |
| 1111 | padding, |
| 1112 | dilations, |
| 1113 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1114 | ) |
| 1115 | |
| 1116 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1117 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1118 | DType.INT8, |
| 1119 | DType.UINT8, |
| 1120 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1121 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1122 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1123 | TosaQuantGen.getZeroPoint( |
| 1124 | rng, self.args.zeropoint, result_tensor.dtype |
| 1125 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1126 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1127 | |
| 1128 | # Invalidate Input/Output list for error_if checks. |
| 1129 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1130 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1131 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1132 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1133 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1134 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1135 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1136 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1137 | self.ser, |
| 1138 | validator_fcns, |
| 1139 | error_name, |
| 1140 | op=op, |
| 1141 | input_dtype=ifm.dtype, |
| 1142 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1143 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1144 | qinfo=qinfo, |
| 1145 | input_list=input_list, |
| 1146 | num_operands=num_operands, |
| 1147 | output_list=output_list, |
| 1148 | pad=padding, |
| 1149 | stride=strides, |
| 1150 | dilation=dilations, |
| 1151 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1152 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1153 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1154 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1155 | ): |
| 1156 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1157 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1158 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1159 | local_bound = False |
| 1160 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1161 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1162 | attr.ConvAttribute( |
| 1163 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 1164 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1165 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1166 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1167 | |
| 1168 | compliance = self.tensorComplianceMetaData( |
| 1169 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1170 | ) |
| 1171 | |
| 1172 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1173 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1174 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1175 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1176 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1177 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1178 | inputs, |
| 1179 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1180 | validator_fcns=None, |
| 1181 | error_name=None, |
| 1182 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1183 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1184 | assert len(inputs) == 3 |
| 1185 | ifm, filter, bias = inputs |
| 1186 | accum_dtype = args_dict["acc_type"] |
| 1187 | |
| 1188 | result_tensor = OutputShaper.fullyConnectedOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1189 | self.ser, rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1190 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1191 | |
| 1192 | # Invalidate Input/Output list for error if checks. |
| 1193 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1194 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1195 | pCount, cCount = op["operands"] |
| 1196 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1197 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1198 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1199 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1200 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1201 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1202 | self.ser, |
| 1203 | validator_fcns, |
| 1204 | error_name, |
| 1205 | op=op, |
| 1206 | input_shape=ifm.shape, |
| 1207 | input_dtype=ifm.dtype, |
| 1208 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1209 | output_shape=result_tensor.shape, |
| 1210 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1211 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1212 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1213 | input_list=input_list, |
| 1214 | output_list=output_list, |
| 1215 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1216 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1217 | ): |
| 1218 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1219 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1220 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1221 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1222 | |
| 1223 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1224 | |
| 1225 | compliance = self.tensorComplianceMetaData( |
| 1226 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1227 | ) |
| 1228 | |
| 1229 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1230 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1231 | def build_matmul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1232 | self, |
| 1233 | rng, |
| 1234 | op, |
| 1235 | inputs, |
| 1236 | args_dict, |
| 1237 | validator_fcns=None, |
| 1238 | error_name=None, |
| 1239 | qinfo=None, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1240 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1241 | assert len(inputs) == 2 |
| 1242 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1243 | accum_dtype = args_dict["acc_type"] |
| 1244 | result_tensor = OutputShaper.matmulOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1245 | self.ser, rng, a, b, accum_dtype, error_name |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1246 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1247 | |
| 1248 | # Invalidate Input/Output list for error if checks. |
| 1249 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1250 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1251 | pCount, cCount = op["operands"] |
| 1252 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1253 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1254 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1255 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1256 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1257 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1258 | self.ser, |
| 1259 | validator_fcns, |
| 1260 | error_name, |
| 1261 | op=op, |
| 1262 | input_shape=a.shape, |
| 1263 | input_dtype=a.dtype, |
| 1264 | input2_shape=b.shape, |
| 1265 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1266 | output_shape=result_tensor.shape, |
| 1267 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1268 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1269 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1270 | input_list=input_list, |
| 1271 | output_list=output_list, |
| 1272 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1273 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1274 | ): |
| 1275 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1276 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1277 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1278 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1279 | |
| 1280 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1281 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1282 | compliance = self.tensorComplianceMetaData( |
| 1283 | op, a.dtype, args_dict, result_tensor, error_name |
| 1284 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1285 | |
| 1286 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1287 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1288 | def build_reduce( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1289 | self, rng, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1290 | ): |
| 1291 | assert len(inputs) == 1 |
| 1292 | a = inputs[0] |
| 1293 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1294 | result_tensor = OutputShaper.reduceOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1295 | |
| 1296 | # Invalidate Input/Output list for error if checks. |
| 1297 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1298 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1299 | pCount, cCount = op["operands"] |
| 1300 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1301 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1302 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1303 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1304 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1305 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1306 | self.ser, |
| 1307 | validator_fcns, |
| 1308 | error_name, |
| 1309 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1310 | axis=axis, |
| 1311 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1312 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1313 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1314 | output_dtype=result_tensor.dtype, |
| 1315 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1316 | input_list=input_list, |
| 1317 | output_list=output_list, |
| 1318 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1319 | ): |
| 1320 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1321 | |
| 1322 | attr = ts.TosaSerializerAttribute() |
| 1323 | attr.AxisAttribute(axis) |
| 1324 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1325 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1326 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1327 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1328 | # Number of products - needed for compliance |
| 1329 | args_dict["n"] = a.shape[axis] |
| 1330 | |
| 1331 | compliance = self.tensorComplianceMetaData( |
| 1332 | op, a.dtype, args_dict, result_tensor, error_name |
| 1333 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1334 | |
| 1335 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1336 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1337 | def build_clamp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1338 | self, |
| 1339 | rng, |
| 1340 | op, |
| 1341 | inputs, |
| 1342 | args_dict, |
| 1343 | validator_fcns=None, |
| 1344 | error_name=None, |
| 1345 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1346 | ): |
| 1347 | assert len(inputs) == 1 |
| 1348 | a = inputs[0] |
| 1349 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1350 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1351 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1352 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1353 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1354 | if error_name == ErrorIf.MaxSmallerMin: |
| 1355 | # Make sure the numbers are different to invoke this error |
| 1356 | while v[0] == v[1]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1357 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1358 | max_val = min(v) |
| 1359 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1360 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1361 | max_val = max(v) |
| 1362 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1363 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1364 | # Invalidate Input/Output list for error if checks. |
| 1365 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1366 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1367 | pCount, cCount = op["operands"] |
| 1368 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1369 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1370 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1371 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1372 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1373 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1374 | self.ser, |
| 1375 | validator_fcns, |
| 1376 | error_name, |
| 1377 | op=op, |
| 1378 | max_val=max_val, |
| 1379 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1380 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1381 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1382 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1383 | output_dtype=result_tensor.dtype, |
| 1384 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1385 | input_list=input_list, |
| 1386 | output_list=output_list, |
| 1387 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1388 | ): |
| 1389 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1390 | |
| 1391 | attr = ts.TosaSerializerAttribute() |
Tai Ly | 5d0e9c7 | 2024-04-05 01:19:31 +0000 | [diff] [blame] | 1392 | min_val_as_bytes = ts.TosaSerializer.convertDataToUint8Vec(a.dtype, [min_val]) |
| 1393 | max_val_as_bytes = ts.TosaSerializer.convertDataToUint8Vec(a.dtype, [max_val]) |
| 1394 | |
| 1395 | # align to 8 bytes |
| 1396 | while (len(min_val_as_bytes) % 8) != 0: |
| 1397 | min_val_as_bytes.append(0) |
| 1398 | while (len(max_val_as_bytes) % 8) != 0: |
| 1399 | max_val_as_bytes.append(0) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1400 | |
| 1401 | 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] | 1402 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1403 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1404 | |
| 1405 | compliance = self.tensorComplianceMetaData( |
| 1406 | op, a.dtype, args_dict, result_tensor, error_name |
| 1407 | ) |
| 1408 | |
| 1409 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1410 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1411 | def build_activation( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1412 | self, |
| 1413 | rng, |
| 1414 | op, |
| 1415 | inputs, |
| 1416 | args_dict, |
| 1417 | validator_fcns=None, |
| 1418 | error_name=None, |
| 1419 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1420 | ): |
| 1421 | assert len(inputs) == 1 |
| 1422 | a = inputs[0] |
| 1423 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1424 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1425 | |
| 1426 | # Invalidate Input/Output list for error if checks. |
| 1427 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1428 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1429 | pCount, cCount = op["operands"] |
| 1430 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1431 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1432 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1433 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1434 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1435 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1436 | self.ser, |
| 1437 | validator_fcns, |
| 1438 | error_name, |
| 1439 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1440 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1441 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1442 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1443 | output_dtype=result_tensor.dtype, |
| 1444 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1445 | input_list=input_list, |
| 1446 | output_list=output_list, |
| 1447 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1448 | ): |
| 1449 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1450 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1451 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1452 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1453 | compliance = self.tensorComplianceMetaData( |
| 1454 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1455 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1456 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1457 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1458 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1459 | def build_concat( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1460 | self, |
| 1461 | rng, |
| 1462 | op, |
| 1463 | inputs, |
| 1464 | args_dict, |
| 1465 | validator_fcns=None, |
| 1466 | error_name=None, |
| 1467 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1468 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1469 | if op["op"] == Op.CONCAT_SHAPE: |
| 1470 | axis = 0 |
| 1471 | else: |
| 1472 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1473 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1474 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1475 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1476 | result_tensor = OutputShaper.concatOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1477 | self.ser, rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1478 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1479 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1480 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1481 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1482 | input_tensor_names.append(tensor.name) |
| 1483 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1484 | # Invalidate Input/Output list for error if checks. |
| 1485 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1486 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1487 | pCount, cCount = op["operands"] |
| 1488 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1489 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1490 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1491 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1492 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1493 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1494 | self.ser, |
| 1495 | validator_fcns, |
| 1496 | error_name, |
| 1497 | op=op, |
| 1498 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1499 | input_shape=inputs[0].shape, |
| 1500 | output_shape=result_tensor.shape, |
| 1501 | input_dtype=inputs[0].dtype, |
| 1502 | output_dtype=result_tensor.dtype, |
| 1503 | inputs=inputs, |
| 1504 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1505 | input_list=input_list, |
| 1506 | output_list=output_list, |
| 1507 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1508 | ): |
| 1509 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1510 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1511 | if op["op"] == Op.CONCAT: |
| 1512 | attr = ts.TosaSerializerAttribute() |
| 1513 | attr.AxisAttribute(axis) |
| 1514 | else: |
| 1515 | assert op["op"] == Op.CONCAT_SHAPE |
| 1516 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1517 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1518 | |
| 1519 | compliance = self.tensorComplianceMetaData( |
| 1520 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1521 | ) |
| 1522 | |
| 1523 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1524 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1525 | def build_pad( |
| 1526 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1527 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1528 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1529 | inputs, |
| 1530 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1531 | validator_fcns=None, |
| 1532 | error_name=None, |
| 1533 | qinfo=None, |
| 1534 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1535 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1536 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1537 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1538 | padding = args_dict["pad"] |
| 1539 | pad_const_int = args_dict["pad_const_int"] |
| 1540 | pad_const_float = args_dict["pad_const_fp"] |
| 1541 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1542 | result_tensor = OutputShaper.padOp(self.ser, rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1543 | |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1544 | # get pad_const_val_as_bytes from either pad_const_float or pad_const_int |
| 1545 | if gtu.dtypeIsFloat(a.dtype): |
Tai Ly | 5d0e9c7 | 2024-04-05 01:19:31 +0000 | [diff] [blame] | 1546 | pad_const_val_as_bytes = ts.TosaSerializer.convertDataToUint8Vec( |
| 1547 | a.dtype, [pad_const_float] |
| 1548 | ) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1549 | else: |
Tai Ly | 5d0e9c7 | 2024-04-05 01:19:31 +0000 | [diff] [blame] | 1550 | pad_const_val_as_bytes = ts.TosaSerializer.convertDataToUint8Vec( |
| 1551 | a.dtype, [pad_const_int] |
| 1552 | ) |
| 1553 | |
| 1554 | # align to 8 bytes |
| 1555 | while (len(pad_const_val_as_bytes) % 8) != 0: |
| 1556 | pad_const_val_as_bytes.append(0) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1557 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1558 | attr = ts.TosaSerializerAttribute() |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1559 | attr.PadAttribute(self.ser.builder, pad_const_val_as_bytes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1560 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1561 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1562 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1563 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1564 | pCount, cCount = op["operands"] |
| 1565 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1566 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1567 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1568 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1569 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1570 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1571 | self.ser, |
| 1572 | validator_fcns, |
| 1573 | error_name, |
| 1574 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1575 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1576 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1577 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1578 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1579 | pad=padding, |
| 1580 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1581 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1582 | input_list=input_list, |
| 1583 | output_list=output_list, |
| 1584 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1585 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1586 | ): |
| 1587 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1588 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1589 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1590 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1591 | compliance = self.tensorComplianceMetaData( |
| 1592 | op, a.dtype, args_dict, result_tensor, error_name |
| 1593 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1594 | |
| 1595 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1596 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1597 | def build_dim( |
| 1598 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1599 | rng, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1600 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1601 | inputs, |
| 1602 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1603 | validator_fcns=None, |
| 1604 | error_name=None, |
| 1605 | qinfo=None, |
| 1606 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1607 | assert len(inputs) == 1 |
| 1608 | a = inputs[0] |
| 1609 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1610 | result_tensor = OutputShaper.dimOp(self.ser, rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1611 | |
| 1612 | # Invalidate Input/Output list for error if checks. |
| 1613 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1614 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1615 | pCount, cCount = op["operands"] |
| 1616 | num_operands = pCount + cCount |
| 1617 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1618 | rng, error_name, input_list, output_list |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1619 | ) |
| 1620 | |
| 1621 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1622 | self.ser, |
| 1623 | validator_fcns, |
| 1624 | error_name, |
| 1625 | op=op, |
| 1626 | axis=axis, |
| 1627 | input_shape=a.shape, |
| 1628 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1629 | output_shape=result_tensor.shape, |
| 1630 | output_dtype=result_tensor.dtype, |
| 1631 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1632 | input_list=input_list, |
| 1633 | output_list=output_list, |
| 1634 | num_operands=num_operands, |
| 1635 | ): |
| 1636 | return None |
| 1637 | |
| 1638 | attr = ts.TosaSerializerAttribute() |
| 1639 | attr.AxisAttribute(axis) |
| 1640 | |
| 1641 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1642 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1643 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1644 | def build_reshape( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1645 | self, |
| 1646 | rng, |
| 1647 | op, |
| 1648 | inputs, |
| 1649 | args_dict, |
| 1650 | validator_fcns=None, |
| 1651 | error_name=None, |
| 1652 | qinfo=None, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1653 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1654 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1655 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1656 | shape = inputs[1] |
| 1657 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1658 | result_tensor = OutputShaper.reshapeOp(self.ser, rng, a, shape_attr, error_name) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1659 | |
| 1660 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1661 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1662 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1663 | pCount, cCount = op["operands"] |
| 1664 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1665 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1666 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1667 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1668 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1669 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1670 | self.ser, |
| 1671 | validator_fcns, |
| 1672 | error_name, |
| 1673 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1674 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1675 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1676 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1677 | output_dtype=result_tensor.dtype, |
| 1678 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1679 | input_list=input_list, |
| 1680 | output_list=output_list, |
| 1681 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1682 | ): |
| 1683 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1684 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1685 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1686 | |
| 1687 | compliance = self.tensorComplianceMetaData( |
| 1688 | op, a.dtype, args_dict, result_tensor, error_name |
| 1689 | ) |
| 1690 | |
| 1691 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1692 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1693 | def build_reverse( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1694 | self, |
| 1695 | rng, |
| 1696 | op, |
| 1697 | inputs, |
| 1698 | args_dict, |
| 1699 | validator_fcns=None, |
| 1700 | error_name=None, |
| 1701 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1702 | ): |
| 1703 | assert len(inputs) == 1 |
| 1704 | a = inputs[0] |
| 1705 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1706 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1707 | |
| 1708 | # Invalidate Input/Output list for error if checks. |
| 1709 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1710 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1711 | pCount, cCount = op["operands"] |
| 1712 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1713 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1714 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1715 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1716 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1717 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1718 | self.ser, |
| 1719 | validator_fcns, |
| 1720 | error_name, |
| 1721 | op=op, |
| 1722 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1723 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1724 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1725 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1726 | output_dtype=result_tensor.dtype, |
| 1727 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1728 | input_list=input_list, |
| 1729 | output_list=output_list, |
| 1730 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1731 | ): |
| 1732 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1733 | |
| 1734 | attr = ts.TosaSerializerAttribute() |
| 1735 | attr.AxisAttribute(axis) |
| 1736 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1737 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1738 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1739 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1740 | def build_transpose( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1741 | self, |
| 1742 | rng, |
| 1743 | op, |
| 1744 | inputs, |
| 1745 | args_dict, |
| 1746 | validator_fcns=None, |
| 1747 | error_name=None, |
| 1748 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1749 | ): |
| 1750 | assert len(inputs) == 1 |
| 1751 | a = inputs[0] |
| 1752 | perms = args_dict["perms"] |
| 1753 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1754 | result_tensor = OutputShaper.transposeOp(self.ser, rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1755 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1756 | attr = ts.TosaSerializerAttribute() |
| 1757 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1758 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1759 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1760 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1761 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1762 | pCount, cCount = op["operands"] |
| 1763 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1764 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1765 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1766 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1767 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1768 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1769 | self.ser, |
| 1770 | validator_fcns, |
| 1771 | error_name, |
| 1772 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1773 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1774 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1775 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1776 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1777 | output_dtype=result_tensor.dtype, |
| 1778 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1779 | input_list=input_list, |
| 1780 | output_list=output_list, |
| 1781 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1782 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1783 | ): |
| 1784 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1785 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1786 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1787 | |
| 1788 | compliance = self.tensorComplianceMetaData( |
| 1789 | op, a.dtype, args_dict, result_tensor, error_name |
| 1790 | ) |
| 1791 | |
| 1792 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1793 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1794 | def build_slice( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1795 | self, |
| 1796 | rng, |
| 1797 | op, |
| 1798 | inputs, |
| 1799 | args_dict, |
| 1800 | validator_fcns=None, |
| 1801 | error_name=None, |
| 1802 | qinfo=None, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1803 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1804 | assert len(inputs) == 3 |
| 1805 | a, start_var, size_var = inputs |
| 1806 | start_const = args_dict["start"] |
| 1807 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1808 | |
| 1809 | result_tensor = OutputShaper.sliceOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1810 | self.ser, rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1811 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1812 | |
| 1813 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1814 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1815 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1816 | pCount, cCount = op["operands"] |
| 1817 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1818 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1819 | rng, error_name, input_list, output_list |
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 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1822 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1823 | self.ser, |
| 1824 | validator_fcns, |
| 1825 | error_name, |
| 1826 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1827 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1828 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1829 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1830 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1831 | start=start_const, |
| 1832 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1833 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1834 | input_list=input_list, |
| 1835 | output_list=output_list, |
| 1836 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1837 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1838 | ): |
| 1839 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1840 | |
Tai Ly | 8ead6c4 | 2024-02-14 22:35:44 +0000 | [diff] [blame] | 1841 | self.ser.addOperator(op["op"], input_list, output_list) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1842 | |
| 1843 | compliance = self.tensorComplianceMetaData( |
| 1844 | op, a.dtype, args_dict, result_tensor, error_name |
| 1845 | ) |
| 1846 | |
| 1847 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1848 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1849 | def build_tile( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1850 | self, |
| 1851 | rng, |
| 1852 | op, |
| 1853 | inputs, |
| 1854 | args_dict, |
| 1855 | validator_fcns=None, |
| 1856 | error_name=None, |
| 1857 | qinfo=None, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1858 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1859 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1860 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1861 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1862 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1863 | result_tensor = OutputShaper.tileOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1864 | self.ser, rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1865 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1866 | |
| 1867 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1868 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1869 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1870 | pCount, cCount = op["operands"] |
| 1871 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1872 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1873 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1874 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1875 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1876 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1877 | self.ser, |
| 1878 | validator_fcns, |
| 1879 | error_name, |
| 1880 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1881 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1882 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1883 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1884 | output_dtype=result_tensor.dtype, |
| 1885 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1886 | input_list=input_list, |
| 1887 | output_list=output_list, |
| 1888 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1889 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1890 | ): |
| 1891 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1892 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1893 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1894 | |
| 1895 | compliance = self.tensorComplianceMetaData( |
| 1896 | op, a.dtype, args_dict, result_tensor, error_name |
| 1897 | ) |
| 1898 | |
| 1899 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1900 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1901 | def build_gather( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1902 | self, |
| 1903 | rng, |
| 1904 | op, |
| 1905 | inputs, |
| 1906 | args_dict, |
| 1907 | validator_fcns=None, |
| 1908 | error_name=None, |
| 1909 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1910 | ): |
| 1911 | assert len(inputs) == 2 |
| 1912 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1913 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1914 | result_tensor = OutputShaper.gatherOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1915 | self.ser, rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1916 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1917 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1918 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1919 | input_list = [values.name, indices.name] |
| 1920 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1921 | pCount, cCount = op["operands"] |
| 1922 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1923 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1924 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1925 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1926 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1927 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1928 | self.ser, |
| 1929 | validator_fcns, |
| 1930 | error_name, |
| 1931 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1932 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1933 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1934 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1935 | output_dtype=result_tensor.dtype, |
| 1936 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1937 | input_list=input_list, |
| 1938 | output_list=output_list, |
| 1939 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1940 | ): |
| 1941 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1942 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1943 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1944 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1945 | compliance = self.tensorComplianceMetaData( |
| 1946 | op, values.dtype, args_dict, result_tensor, error_name |
| 1947 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1948 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1949 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1950 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1951 | def build_scatter( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1952 | self, |
| 1953 | rng, |
| 1954 | op, |
| 1955 | inputs, |
| 1956 | args_dict, |
| 1957 | validator_fcns=None, |
| 1958 | error_name=None, |
| 1959 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1960 | ): |
| 1961 | assert len(inputs) == 3 |
| 1962 | values_in, indices, input = inputs |
| 1963 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1964 | self.ser, rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1965 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1966 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1967 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1968 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1969 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1970 | pCount, cCount = op["operands"] |
| 1971 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1972 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1973 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1974 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1975 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1976 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1977 | self.ser, |
| 1978 | validator_fcns, |
| 1979 | error_name, |
| 1980 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1981 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1982 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1983 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1984 | output_dtype=result_tensor.dtype, |
| 1985 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1986 | input_list=input_list, |
| 1987 | output_list=output_list, |
| 1988 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1989 | ): |
| 1990 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1991 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1992 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1993 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1994 | compliance = self.tensorComplianceMetaData( |
| 1995 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1996 | ) |
| 1997 | |
| 1998 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1999 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2000 | def build_resize( |
| 2001 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2002 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2003 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2004 | inputs, |
| 2005 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2006 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2007 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2008 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2009 | ): |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2010 | assert len(inputs) == 4 |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2011 | input = inputs[0] |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2012 | scale_input = inputs[1] |
| 2013 | offset_input = inputs[2] |
| 2014 | border_input = inputs[3] |
| 2015 | |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2016 | mode = args_dict["mode"] |
| 2017 | scale = args_dict["scale"] |
| 2018 | offset = args_dict["offset"] |
| 2019 | border = args_dict["border"] |
| 2020 | output_dtype = args_dict["output_dtype"] |
| 2021 | |
| 2022 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2023 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2024 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2025 | input, |
| 2026 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2027 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2028 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2029 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2030 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2031 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2032 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2033 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2034 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2035 | # Invalidate Input/Output list for error if checks. |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2036 | input_list = [ |
| 2037 | input.name, |
| 2038 | scale_input.name, |
| 2039 | offset_input.name, |
| 2040 | border_input.name, |
| 2041 | ] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2042 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2043 | pCount, cCount = op["operands"] |
| 2044 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2045 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2046 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2047 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2048 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2049 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2050 | self.ser, |
| 2051 | validator_fcns, |
| 2052 | error_name, |
| 2053 | op=op, |
| 2054 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2055 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2056 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2057 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2058 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2059 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2060 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2061 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2062 | input_list=input_list, |
| 2063 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2064 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2065 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2066 | ): |
| 2067 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2068 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2069 | attr = ts.TosaSerializerAttribute() |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2070 | # write empty scale/offset/border into ResizeAttribute |
| 2071 | attr.ResizeAttribute([], [], [], mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2072 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2073 | |
| 2074 | compliance = self.tensorComplianceMetaData( |
| 2075 | op, input.dtype, args_dict, result_tensor, error_name |
| 2076 | ) |
| 2077 | |
| 2078 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2079 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2080 | def build_const( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2081 | self, |
| 2082 | rng, |
| 2083 | op, |
| 2084 | inputs, |
| 2085 | args_dict, |
| 2086 | validator_fcns=None, |
| 2087 | error_name=None, |
| 2088 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2089 | ): |
| 2090 | assert len(inputs) == 1 |
| 2091 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2092 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2093 | |
| 2094 | compliance = self.tensorComplianceMetaData( |
| 2095 | op, val.dtype, args_dict, val, error_name |
| 2096 | ) |
| 2097 | |
| 2098 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2099 | |
| 2100 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2101 | def build_cast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2102 | self, |
| 2103 | rng, |
| 2104 | op, |
| 2105 | inputs, |
| 2106 | args_dict, |
| 2107 | validator_fcns=None, |
| 2108 | error_name=None, |
| 2109 | qinfo=None, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2110 | ): |
| 2111 | assert len(inputs) == 1 |
| 2112 | val = inputs[0] |
| 2113 | out_dtype = args_dict["out_type"] |
| 2114 | |
| 2115 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2116 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2117 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2118 | |
| 2119 | # Invalidate Input/Output list for error if checks. |
| 2120 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2121 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2122 | pCount, cCount = op["operands"] |
| 2123 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2124 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2125 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2126 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2127 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2128 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2129 | self.ser, |
| 2130 | validator_fcns, |
| 2131 | error_name, |
| 2132 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2133 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2134 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2135 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2136 | output_dtype=result_tensor.dtype, |
| 2137 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2138 | input_list=input_list, |
| 2139 | output_list=output_list, |
| 2140 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2141 | ): |
| 2142 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2143 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2144 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2145 | |
| 2146 | compliance = self.tensorComplianceMetaData( |
| 2147 | op, val.dtype, args_dict, result_tensor, error_name |
| 2148 | ) |
| 2149 | |
| 2150 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2151 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2152 | def build_rescale( |
| 2153 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2154 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2155 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2156 | inputs, |
| 2157 | args_dict, |
| 2158 | validator_fcns=None, |
| 2159 | error_name=None, |
| 2160 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2161 | ): |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2162 | assert len(inputs) == 3 |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2163 | val = inputs[0] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2164 | multiplier_val = inputs[1] |
| 2165 | shift_val = inputs[2] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2166 | out_dtype = args_dict["output_dtype"] |
| 2167 | scale32 = args_dict["scale"] |
| 2168 | double_round = args_dict["double_round"] |
| 2169 | per_channel = args_dict["per_channel"] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2170 | shift_arr = args_dict["shift"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2171 | multiplier_arr = args_dict["multiplier"] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2172 | |
| 2173 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2174 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2175 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2176 | |
| 2177 | if per_channel: |
| 2178 | nc = val.shape[-1] |
| 2179 | else: |
| 2180 | nc = 1 |
| 2181 | |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2182 | in_type_width = gtu.dtypeWidth(val.dtype) |
| 2183 | out_type_width = gtu.dtypeWidth(out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2184 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2185 | input_unsigned = False |
| 2186 | output_unsigned = False |
| 2187 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2188 | if val.dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2189 | input_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2190 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2191 | elif val.dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2192 | input_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2193 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2194 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2195 | elif error_name in [ |
| 2196 | ErrorIf.InputZeroPointNotZero, |
| 2197 | ErrorIf.U16InputZeroPointNotValid, |
| 2198 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2199 | input_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2200 | if input_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2201 | input_zp = input_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2202 | in_type_width += 1 |
| 2203 | elif val.dtype == DType.UINT16: |
| 2204 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2205 | input_zp = rng.choice([0, 32768]) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2206 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2207 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2208 | else: |
| 2209 | input_zp = 0 |
| 2210 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2211 | if out_dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2212 | output_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2213 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2214 | elif out_dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2215 | output_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2216 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2217 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2218 | elif error_name in [ |
| 2219 | ErrorIf.OutputZeroPointNotZero, |
| 2220 | ErrorIf.U16OutputZeroPointNotValid, |
| 2221 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2222 | output_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2223 | if output_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2224 | output_zp = output_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2225 | out_type_width += 1 |
| 2226 | elif out_dtype == DType.UINT16: |
| 2227 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2228 | output_zp = rng.choice([0, 32768]) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2229 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2230 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2231 | else: |
| 2232 | output_zp = 0 |
| 2233 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2234 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2235 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2236 | |
| 2237 | for i in range(nc): |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2238 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2239 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2240 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2241 | logger.debug( |
| 2242 | f"build_rescale: multiplier={multiplier_arr} shift={shift_arr} inzp={input_zp} outzp={output_zp}" |
| 2243 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2244 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2245 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2246 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2247 | assert val.placeholderFilename |
| 2248 | values = np.load( |
| 2249 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2250 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2251 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2252 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2253 | 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] | 2254 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2255 | # Check we can safely convert to the expected dtype |
| 2256 | assert ( |
| 2257 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2258 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2259 | ) |
| 2260 | |
| 2261 | # Force casting to output datatype |
| 2262 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2263 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2264 | if not np.all(np.array_equal(values, val_adj)): |
| 2265 | # Values changed so overwrite file with new values |
| 2266 | np.save( |
| 2267 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2268 | val_adj, |
| 2269 | False, |
| 2270 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2271 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2272 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2273 | input_list = [val.name, multiplier_val.name, shift_val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2274 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2275 | pCount, cCount = op["operands"] |
| 2276 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2277 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2278 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2279 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2280 | |
| 2281 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2282 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2283 | self.ser, |
| 2284 | validator_fcns, |
| 2285 | error_name, |
| 2286 | op=op, |
| 2287 | input_dtype=val.dtype, |
| 2288 | output_dtype=out_dtype, |
| 2289 | input_shape=val.shape, |
| 2290 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2291 | scale32=scale32, |
| 2292 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2293 | input_list=input_list, |
| 2294 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2295 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2296 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2297 | ): |
| 2298 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2299 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2300 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2301 | attr.RescaleAttribute( |
| 2302 | input_zp, |
| 2303 | output_zp, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2304 | scale32, |
| 2305 | double_round, |
| 2306 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2307 | input_unsigned, |
| 2308 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2309 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2310 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2311 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2312 | |
| 2313 | compliance = self.tensorComplianceMetaData( |
| 2314 | op, val.dtype, args_dict, result_tensor, error_name |
| 2315 | ) |
| 2316 | |
| 2317 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2318 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2319 | def _get_condition_tensor(self, rng, op, cond, error_name): |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2320 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2321 | cond_type = gtu.get_wrong_output_type(op, rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2322 | else: |
| 2323 | cond_type = DType.BOOL |
| 2324 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2325 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2326 | if choice == 1: |
| 2327 | cond_shape = [2] |
| 2328 | else: |
| 2329 | cond_shape = [1, 2] |
| 2330 | else: |
| 2331 | # Must be of size 1 (rank 0) |
| 2332 | cond_shape = [] |
| 2333 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2334 | return cond_tens |
| 2335 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2336 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2337 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2338 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2339 | op, |
| 2340 | inputs, |
| 2341 | args_dict, |
| 2342 | validator_fcns=None, |
| 2343 | error_name=None, |
| 2344 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2345 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2346 | # 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] | 2347 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2348 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2349 | assert len(inputs) == 2 |
| 2350 | then_tens, else_tens = inputs |
| 2351 | |
| 2352 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2353 | |
| 2354 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2355 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2356 | |
| 2357 | # Make then/else tensors |
| 2358 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2359 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2360 | dtype = DType.INT32 |
| 2361 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2362 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2363 | if error_name in [ |
| 2364 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2365 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2366 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2367 | incorrect_shape = deepcopy(then_tens.shape) |
| 2368 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2369 | incorrect_shape[i] += ( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2370 | rng.choice([-3, -2, 2, 3]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2371 | if incorrect_shape[i] > 3 |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2372 | else rng.choice([1, 2, 4]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2373 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2374 | incorrect_arr = np.int32(rng.integers(0, 256, size=incorrect_shape)) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2375 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2376 | then_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
| 2377 | else_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2378 | |
| 2379 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2380 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2381 | |
| 2382 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2383 | then_block = "THEN_BLOCK" |
| 2384 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2385 | attr = ts.TosaSerializerAttribute() |
| 2386 | attr.CondIfAttribute(then_block, else_block) |
| 2387 | |
| 2388 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2389 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2390 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2391 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2392 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2393 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2394 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2395 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2396 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2397 | self.ser.addOutputTensor(then_tens) |
| 2398 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2399 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2400 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2401 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2402 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2403 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2404 | self.ser.addOutputTensor(else_tens) |
| 2405 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2406 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2407 | self.ser, |
| 2408 | validator_fcns, |
| 2409 | error_name, |
| 2410 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2411 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2412 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2413 | ): |
| 2414 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2415 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2416 | compliance = self.tensorComplianceMetaData( |
| 2417 | op, dtype, args_dict, result_tensor, error_name |
| 2418 | ) |
| 2419 | |
| 2420 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2421 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2422 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2423 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2424 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2425 | op, |
| 2426 | inputs, |
| 2427 | args_dict, |
| 2428 | validator_fcns=None, |
| 2429 | error_name=None, |
| 2430 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2431 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2432 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2433 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2434 | assert len(inputs) == 2 |
| 2435 | a, b = inputs |
| 2436 | |
| 2437 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2438 | |
| 2439 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2440 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2441 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2442 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2443 | |
| 2444 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2445 | then_block = "THEN_BLOCK" |
| 2446 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2447 | attr = ts.TosaSerializerAttribute() |
| 2448 | attr.CondIfAttribute(then_block, else_block) |
| 2449 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2450 | if error_name in [ |
| 2451 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2452 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2453 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2454 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2455 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2456 | incorrect_shape = a.shape.copy() |
| 2457 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2458 | incorrect_shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2459 | incorrect_block_input = deepcopy(a) |
| 2460 | incorrect_block_input.shape = incorrect_shape |
| 2461 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2462 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2463 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2464 | 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] | 2465 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2466 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2467 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2468 | 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] | 2469 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2470 | then_op, else_op = ( |
| 2471 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2472 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2473 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2474 | else: |
| 2475 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2476 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2477 | # Determine the element-wise binary operation that compliance will need to |
| 2478 | # check the results of |
| 2479 | compliance_op = then_op if cond else else_op |
| 2480 | |
| 2481 | 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] | 2482 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2483 | if ( |
| 2484 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2485 | and block == then_block |
| 2486 | ) or ( |
| 2487 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2488 | and block == else_block |
| 2489 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2490 | self.ser.addInputTensor(incorrect_block_input) |
| 2491 | self.ser.addInputTensor(b) |
| 2492 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2493 | elif ( |
| 2494 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2495 | and block == then_block |
| 2496 | ) or ( |
| 2497 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2498 | and block == else_block |
| 2499 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2500 | self.ser.addInputTensor(a) |
| 2501 | self.ser.addInputTensor(b) |
| 2502 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2503 | else: |
| 2504 | self.ser.addInputTensor(a) |
| 2505 | self.ser.addInputTensor(b) |
| 2506 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2507 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2508 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2509 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2510 | self.ser, |
| 2511 | validator_fcns, |
| 2512 | error_name, |
| 2513 | op=op, |
| 2514 | a=a, |
| 2515 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2516 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2517 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2518 | ): |
| 2519 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2520 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2521 | compliance = self.tensorComplianceMetaData( |
| 2522 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2523 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2524 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2525 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2526 | |
| 2527 | def build_while_loop( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2528 | self, |
| 2529 | rng, |
| 2530 | op, |
| 2531 | inputs, |
| 2532 | args_dict, |
| 2533 | validator_fcns=None, |
| 2534 | error_name=None, |
| 2535 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2536 | ): |
| 2537 | assert len(inputs) == 1 |
| 2538 | a = inputs[0] |
| 2539 | iter_val = args_dict["iterations"] |
| 2540 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2541 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2542 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2543 | cond_block = "COND_BLOCK" |
| 2544 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2545 | |
| 2546 | attr = ts.TosaSerializerAttribute() |
| 2547 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2548 | |
| 2549 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2550 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2551 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2552 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2553 | |
| 2554 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2555 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2556 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2557 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2558 | incorrect_acc = deepcopy(acc) |
| 2559 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2560 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2561 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2562 | else: |
| 2563 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2564 | |
| 2565 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2566 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2567 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2568 | [iter.name, a.name, acc.name], |
| 2569 | [iter_out.name, a_out.name, acc_out.name], |
| 2570 | attr, |
| 2571 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2572 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2573 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2574 | if error_name in [ |
| 2575 | ErrorIf.InputListCondGraphMismatch, |
| 2576 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2577 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2578 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2579 | incorrect_iter = deepcopy(iter) |
| 2580 | for i in range(len(incorrect_iter.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2581 | incorrect_iter.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2582 | if len(incorrect_iter.shape) == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2583 | incorrect_iter.shape.append(rng.choice([-3, -2, 2, 3])) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2584 | |
| 2585 | incorrect_acc = deepcopy(acc) |
| 2586 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2587 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2588 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2589 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2590 | self.ser.addBasicBlock(cond_block) |
| 2591 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2592 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2593 | self.ser.addInputTensor(incorrect_iter) |
| 2594 | self.ser.addInputTensor(a) |
| 2595 | self.ser.addInputTensor(incorrect_acc) |
| 2596 | else: |
| 2597 | self.ser.addInputTensor(iter) |
| 2598 | self.ser.addInputTensor(a) |
| 2599 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2600 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2601 | |
| 2602 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2603 | cond_type = rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2604 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2605 | cond_type = DType.BOOL |
| 2606 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2607 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2608 | if choice == 1: |
| 2609 | cond_shape = [3] |
| 2610 | else: |
| 2611 | cond_shape = [1, 2] |
| 2612 | else: |
| 2613 | cond_shape = [] |
| 2614 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2615 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2616 | 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] | 2617 | |
| 2618 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2619 | # 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] | 2620 | self.ser.addBasicBlock(body_block) |
| 2621 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2622 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2623 | self.ser.addInputTensor(incorrect_iter) |
| 2624 | self.ser.addInputTensor(a) |
| 2625 | self.ser.addInputTensor(incorrect_acc) |
| 2626 | else: |
| 2627 | self.ser.addInputTensor(iter) |
| 2628 | self.ser.addInputTensor(a) |
| 2629 | self.ser.addInputTensor(acc) |
| 2630 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2631 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2632 | |
| 2633 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2634 | iter_body_out = self.ser.addIntermediate( |
| 2635 | incorrect_iter.shape, incorrect_iter.dtype |
| 2636 | ) |
| 2637 | acc_body_out = self.ser.addIntermediate( |
| 2638 | incorrect_acc.shape, incorrect_acc.dtype |
| 2639 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2640 | else: |
| 2641 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2642 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2643 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2644 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2645 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2646 | self.ser.addOutputTensor(iter_body_out) |
| 2647 | self.ser.addOutputTensor(a) |
| 2648 | self.ser.addOutputTensor(acc_body_out) |
| 2649 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2650 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2651 | self.ser, |
| 2652 | validator_fcns, |
| 2653 | error_name, |
| 2654 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2655 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2656 | ): |
| 2657 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2658 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2659 | compliance = self.tensorComplianceMetaData( |
| 2660 | op, a.dtype, args_dict, acc_out, error_name |
| 2661 | ) |
| 2662 | |
| 2663 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2664 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2665 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2666 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2667 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2668 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2669 | inputs, |
| 2670 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2671 | validator_fcns=None, |
| 2672 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2673 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2674 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2675 | assert len(inputs) == 2 |
| 2676 | val1, val2 = inputs |
| 2677 | inverse = args_dict["inverse"] |
| 2678 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2679 | results = OutputShaper.fft2dOp(self.ser, rng, val1, val2, error_name) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2680 | |
| 2681 | input_names = [val1.name, val2.name] |
| 2682 | pCount, cCount = op["operands"] |
| 2683 | num_operands = pCount + cCount |
| 2684 | |
| 2685 | output_names = [res.name for res in results] |
| 2686 | output_shapes = [res.shape for res in results] |
| 2687 | output_dtypes = [res.dtype for res in results] |
| 2688 | |
| 2689 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2690 | rng, error_name, input_names, output_names |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2691 | ) |
| 2692 | |
| 2693 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2694 | self.ser, |
| 2695 | validator_fcns, |
| 2696 | error_name, |
| 2697 | op=op, |
| 2698 | inverse=inverse, |
| 2699 | input1=val1, |
| 2700 | input2=val2, |
| 2701 | input_shape=val1.shape, |
| 2702 | input_dtype=val1.dtype, |
| 2703 | output_shape=output_shapes, |
| 2704 | output_dtype=output_dtypes, |
| 2705 | result_tensors=results, |
| 2706 | input_list=input_names, |
| 2707 | output_list=output_names, |
| 2708 | num_operands=num_operands, |
| 2709 | ): |
| 2710 | return None |
| 2711 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2712 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2713 | local_bound = False |
| 2714 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2715 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2716 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2717 | |
| 2718 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2719 | |
| 2720 | compliance = [] |
| 2721 | for res in results: |
| 2722 | compliance.append( |
| 2723 | self.tensorComplianceMetaData( |
| 2724 | op, val1.dtype, args_dict, res, error_name |
| 2725 | ) |
| 2726 | ) |
| 2727 | |
| 2728 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2729 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2730 | def build_rfft2d( |
| 2731 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2732 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2733 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2734 | inputs, |
| 2735 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2736 | validator_fcns=None, |
| 2737 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2738 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2739 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2740 | assert len(inputs) == 1 |
| 2741 | val = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2742 | results = OutputShaper.rfft2dOp(self.ser, rng, val, error_name) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2743 | |
| 2744 | input_names = [val.name] |
| 2745 | pCount, cCount = op["operands"] |
| 2746 | num_operands = pCount + cCount |
| 2747 | |
| 2748 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2749 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2750 | output_dtypes = [res.dtype for res in results] |
| 2751 | |
| 2752 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2753 | rng, error_name, input_names, output_names |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2754 | ) |
| 2755 | |
| 2756 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2757 | self.ser, |
| 2758 | validator_fcns, |
| 2759 | error_name, |
| 2760 | op=op, |
| 2761 | input_shape=val.shape, |
| 2762 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2763 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2764 | output_dtype=output_dtypes, |
| 2765 | result_tensors=results, |
| 2766 | input_list=input_names, |
| 2767 | output_list=output_names, |
| 2768 | num_operands=num_operands, |
| 2769 | ): |
| 2770 | return None |
| 2771 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2772 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2773 | local_bound = False |
| 2774 | |
| 2775 | attr = ts.TosaSerializerAttribute() |
| 2776 | attr.RFFTAttribute(local_bound) |
| 2777 | |
| 2778 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2779 | |
| 2780 | compliance = [] |
| 2781 | for res in results: |
| 2782 | compliance.append( |
| 2783 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2784 | ) |
| 2785 | |
| 2786 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2787 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2788 | def build_shape_op( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2789 | self, |
| 2790 | rng, |
| 2791 | op, |
| 2792 | inputs, |
| 2793 | args_dict, |
| 2794 | validator_fcns=None, |
| 2795 | error_name=None, |
| 2796 | qinfo=None, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2797 | ): |
| 2798 | assert len(inputs) == 2 |
| 2799 | a, b = inputs |
| 2800 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2801 | result_tensor = OutputShaper.addShapeOp(self.ser, rng, a, b, error_name) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2802 | |
| 2803 | # Invalidate Input/Output list for error if checks. |
| 2804 | input_list = [a.name, b.name] |
| 2805 | output_list = [result_tensor.name] |
| 2806 | pCount, cCount = op["operands"] |
| 2807 | num_operands = pCount + cCount |
| 2808 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2809 | self, error_name, input_list, output_list |
| 2810 | ) |
| 2811 | |
| 2812 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2813 | self.ser, |
| 2814 | validator_fcns, |
| 2815 | error_name, |
| 2816 | op=op, |
| 2817 | input1=a, |
| 2818 | input2=b, |
| 2819 | input_shape=a.shape, |
| 2820 | input_dtype=a.dtype, |
| 2821 | output_shape=result_tensor.shape, |
| 2822 | output_dtype=result_tensor.dtype, |
| 2823 | result_tensors=[result_tensor], |
| 2824 | input_list=input_list, |
| 2825 | output_list=output_list, |
| 2826 | num_operands=num_operands, |
| 2827 | ): |
| 2828 | return None |
| 2829 | |
| 2830 | self.ser.addOperator( |
| 2831 | op["op"], |
| 2832 | input_list, |
| 2833 | output_list, |
| 2834 | ) |
| 2835 | compliance = self.tensorComplianceMetaData( |
| 2836 | op, a.dtype, args_dict, result_tensor, error_name |
| 2837 | ) |
| 2838 | |
| 2839 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2840 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2841 | def create_filter_lists( |
| 2842 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2843 | ): |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 2844 | # Create a default testing rank range |
| 2845 | if testType == "positive": |
| 2846 | # 0-3 inclusive to keep test sizes reasonably small. |
| 2847 | default_test_rank_range = range(0, 4) |
| 2848 | else: |
| 2849 | # Some errors do not work with rank 0, use 1-3 |
| 2850 | default_test_rank_range = range(1, 4) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2851 | |
| 2852 | # Calculate the filters based on what is requested and what the operator allows |
| 2853 | rmin, rmax = op["rank"] |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 2854 | |
| 2855 | if shapeFilter: |
| 2856 | # Specified shapes - ignore rank filter and default to op ranks below |
| 2857 | rankFilter = None |
| 2858 | ranksToCheck = [] |
| 2859 | elif rankFilter is None: |
| 2860 | # No set rank filter so ensure default behaviour is bounded |
| 2861 | ranksToCheck = default_test_rank_range |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2862 | else: |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 2863 | ranksToCheck = rankFilter |
| 2864 | |
| 2865 | cleanRankFilter = [] |
| 2866 | # Ensure rank values are allowed by operator |
| 2867 | for rank in ranksToCheck: |
| 2868 | if rank >= rmin and rank <= rmax: |
| 2869 | cleanRankFilter.append(rank) |
| 2870 | |
| 2871 | if shapeFilter or (len(cleanRankFilter) == 0 and rankFilter is None): |
| 2872 | # Shapes specified or default test ranks didn't meet |
| 2873 | # op requirements - so just use op ranks |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2874 | cleanRankFilter = range(rmin, rmax + 1) |
| 2875 | |
| 2876 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2877 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2878 | if dtypeFilter is not None: |
| 2879 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2880 | # Create list of operator dtypes filtered by requested dtypes |
| 2881 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2882 | if dtype in dtypeFilter or ( |
| 2883 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2884 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2885 | cleanDtypeFilter.append(dtype) |
| 2886 | else: |
| 2887 | cleanDtypeFilter = dtypes |
| 2888 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 2889 | if not shapeFilter: |
| 2890 | shapeFilter = [None] |
| 2891 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2892 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2893 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2894 | "shapeFilter": shapeFilter, |
| 2895 | "rankFilter": cleanRankFilter, |
| 2896 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2897 | } |
| 2898 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2899 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2900 | if validator is not None: |
| 2901 | validator_info = validator(check=False, op=op) |
| 2902 | else: |
| 2903 | return None |
| 2904 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2905 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2906 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2907 | # Set parameters as required |
| 2908 | if error_arguments["rank"] is not None: |
| 2909 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2910 | else: |
| 2911 | rankFilter = cleanRankFilter |
| 2912 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2913 | if error_arguments["dtype"] is not None: |
| 2914 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2915 | else: |
| 2916 | dtypeFilter = cleanDtypeFilter |
| 2917 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2918 | if error_arguments["shape"] is not None: |
| 2919 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2920 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2921 | shapeFilter = shapeFilter[ |
| 2922 | :2 |
| 2923 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2924 | |
| 2925 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2926 | "shapeFilter": shapeFilter, |
| 2927 | "rankFilter": rankFilter, |
| 2928 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2929 | } |
| 2930 | return filterDict |
| 2931 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2932 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2933 | self, |
| 2934 | opName, |
| 2935 | shapeFilter=[None], |
| 2936 | rankFilter=None, |
| 2937 | dtypeFilter=None, |
| 2938 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2939 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2940 | |
| 2941 | try: |
| 2942 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2943 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2944 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2945 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2946 | if not self.args.stable_rng: |
| 2947 | # Initialize a new random number generator per op |
| 2948 | self.resetGlobalRNG() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2949 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2950 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2951 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2952 | # Test list consists of a tuple of: |
| 2953 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2954 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2955 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2956 | error_if_validators = op["error_if_validators"] |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 2957 | num_error_types_created = 0 |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2958 | else: |
| 2959 | error_if_validators = [None] |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 2960 | num_error_types_created = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2961 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2962 | for validator in error_if_validators: |
| 2963 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2964 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2965 | else: |
| 2966 | error_name = None |
| 2967 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2968 | filterDict = self.create_filter_lists( |
| 2969 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2970 | ) |
| 2971 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2972 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2973 | cleanRankFilter = filterDict["rankFilter"] |
| 2974 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2975 | cleanShapeFilter = filterDict["shapeFilter"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2976 | logger.debug( |
| 2977 | f"genOpTestList: Error={error_name}, Filters S={cleanShapeFilter}, R={cleanRankFilter}, T={cleanDtypeFilter}" |
| 2978 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2979 | |
| 2980 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2981 | for t in cleanDtypeFilter: |
| 2982 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2983 | # Filter out by rank |
| 2984 | if shape is not None and len(shape) != r: |
| 2985 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2986 | self.setTargetShape(shape) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2987 | typeStr = self.typeStr(t) |
| 2988 | if self.args.stable_rng: |
| 2989 | shape_rng = TosaHashRandomGenerator( |
| 2990 | self.random_seed, |
| 2991 | [opName, r, typeStr], |
| 2992 | self.random_dtype_range, |
| 2993 | ) |
| 2994 | else: |
| 2995 | shape_rng = self.global_rng |
| 2996 | shapeList = tgen_fcn(self, shape_rng, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2997 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2998 | shapeStr = self.shapeStr(shapeList[0]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2999 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3000 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 3001 | argList = [] |
| 3002 | if agen_fcn: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3003 | if self.args.stable_rng: |
| 3004 | arg_rng = TosaHashRandomGenerator( |
| 3005 | self.random_seed, |
| 3006 | [opName, shapeStr, typeStr], |
| 3007 | self.random_dtype_range, |
| 3008 | ) |
| 3009 | else: |
| 3010 | arg_rng = self.global_rng |
| 3011 | |
| 3012 | argList = agen_fcn( |
| 3013 | self, arg_rng, opName, shapeList, t, error_name |
| 3014 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3015 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3016 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3017 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3018 | for argStr, args in argList: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3019 | # Create the test name string - for example: add_1x2x3_i32 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3020 | if testType == "positive": |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3021 | name_parts = [opName, shapeStr, typeStr] |
| 3022 | else: |
| 3023 | assert testType == "negative" |
| 3024 | name_parts = [ |
| 3025 | opName, |
| 3026 | "ERRORIF", |
| 3027 | error_name, |
| 3028 | shapeStr, |
| 3029 | typeStr, |
| 3030 | ] |
| 3031 | if argStr: |
| 3032 | name_parts.append(argStr) |
| 3033 | testStr = "_".join(name_parts) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3034 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3035 | testList.append( |
| 3036 | (opName, testStr, t, error_name, shapeList, args) |
| 3037 | ) |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3038 | if error_name is not None: |
| 3039 | # Check the last test is of the error we wanted |
| 3040 | if len(testList) == 0 or testList[-1][3] != error_name: |
| 3041 | if self.args.level8k: |
| 3042 | logger.info(f"Missing {error_name} tests due to level8k mode") |
| 3043 | else: |
| 3044 | logger.error(f"ERROR: Failed to create any {error_name} tests") |
| 3045 | logger.debug( |
| 3046 | "Last test created: {}".format( |
| 3047 | testList[-1] if testList else None |
| 3048 | ) |
| 3049 | ) |
| 3050 | else: |
| 3051 | # Successfully created at least one ERRROR_IF test |
| 3052 | num_error_types_created += 1 |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3053 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3054 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3055 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 3056 | if "invalid_test_validators" in op: |
| 3057 | invalid_test_validators = op["invalid_test_validators"] |
| 3058 | clean_testList = [] |
| 3059 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3060 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3061 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3062 | if validator_fcn( |
| 3063 | opName=test[0], |
| 3064 | input_dtype=test[2], |
| 3065 | shapeList=test[4], |
| 3066 | args=test[5], |
| 3067 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3068 | remove_test = True |
| 3069 | if not remove_test: |
| 3070 | clean_testList.append(test) |
| 3071 | testList = clean_testList |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3072 | else: |
| 3073 | if num_error_types_created is not None and not self.args.level8k: |
| 3074 | remaining_error_types = ( |
| 3075 | len(error_if_validators) - num_error_types_created |
| 3076 | ) |
| 3077 | if remaining_error_types: |
| 3078 | raise Exception( |
| 3079 | f"Failed to create {remaining_error_types} error types for {opName}" |
| 3080 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3081 | |
| 3082 | return testList |
| 3083 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3084 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3085 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3086 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3087 | try: |
| 3088 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3089 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3090 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3091 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3092 | logger.info(f"Creating {testStr}") |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3093 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3094 | # Create a serializer |
| 3095 | self.createSerializer(opName, testStr) |
| 3096 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3097 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3098 | if "error_if_validators" in op: |
| 3099 | error_if_validators = op["error_if_validators"] |
| 3100 | else: |
| 3101 | error_if_validators = None |
| 3102 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3103 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3104 | num_operands = pCount + cCount |
| 3105 | |
| 3106 | if isinstance(dtype_or_dtypeList, list): |
| 3107 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3108 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3109 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3110 | else: |
| 3111 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3112 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3113 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3114 | assert ( |
| 3115 | len(shapeList) == num_operands |
| 3116 | ), "shapeList length {} must match number of operands {}".format( |
| 3117 | len(shapeList), num_operands |
| 3118 | ) |
| 3119 | assert ( |
| 3120 | len(dtypeList) == num_operands |
| 3121 | ), "dtypeList length {} must match number of operands {}".format( |
| 3122 | len(dtypeList), num_operands |
| 3123 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3124 | |
| 3125 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3126 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3127 | except KeyError: |
| 3128 | qgen = None |
| 3129 | |
| 3130 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3131 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3132 | # Set the random number generator |
| 3133 | if self.args.stable_rng: |
| 3134 | build_rng = TosaHashRandomGenerator( |
| 3135 | self.random_seed, [testStr], self.random_dtype_range |
| 3136 | ) |
| 3137 | else: |
| 3138 | build_rng = self.global_rng |
| 3139 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3140 | if qgen is not None: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3141 | qinfo = qgen( |
| 3142 | build_rng, self.args.zeropoint, op, dtype_or_dtypeList, error_name |
| 3143 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3144 | else: |
| 3145 | qinfo = None |
| 3146 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3147 | # Extra meta data for the desc.json |
| 3148 | tensMeta = {} |
| 3149 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3150 | # Check we are using the new interface with an argsDict dictionary |
| 3151 | assert isinstance( |
| 3152 | argsDict, dict |
| 3153 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3154 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3155 | # New interface with args info in dictionary |
| 3156 | assert "dg_type" in argsDict |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3157 | tvgInfo = tvgen_fcn( |
| 3158 | self, build_rng, opName, dtypeList, shapeList, argsDict, error_name |
| 3159 | ) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3160 | if tvgInfo.dataGenDict: |
| 3161 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3162 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3163 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3164 | tags = argsDict.get("tags", None) |
| 3165 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3166 | result = build_fcn( |
| 3167 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3168 | build_rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3169 | op, |
| 3170 | tens, |
| 3171 | argsDict, |
| 3172 | validator_fcns=error_if_validators, |
| 3173 | error_name=error_name, |
| 3174 | qinfo=qinfo, |
| 3175 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3176 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3177 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3178 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3179 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3180 | # Add the compliance meta data (if any) |
| 3181 | compliance = result.getComplianceInfo() |
| 3182 | if compliance: |
| 3183 | tensMeta["compliance"] = compliance |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3184 | self.serialize("test", tensMeta, tags) |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3185 | return True |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3186 | else: |
| 3187 | # The test is not valid |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3188 | logger.error(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3189 | return False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3190 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3191 | def createDynamicOpLists(self): |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3192 | # Find all the ops marked as templates |
| 3193 | templateKeys = [] |
| 3194 | for opName in self.TOSA_OP_LIST: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3195 | try: |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3196 | if self.TOSA_OP_LIST[opName]["template"]: |
| 3197 | templateKeys.append(opName) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3198 | except KeyError: |
| 3199 | pass |
| 3200 | |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3201 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3202 | |
| 3203 | # Add dynamic ops based on kernel sizes |
| 3204 | for opName in templateKeys: |
| 3205 | assert opName.endswith("_TEMPLATE"), "Found incorrect template" |
| 3206 | realName = opName[: len(opName) - len("_TEMPLATE")] |
| 3207 | template = self.TOSA_OP_LIST[opName] |
| 3208 | k_rank = 3 if realName == "conv3d" else 2 |
| 3209 | |
| 3210 | # Choose kernels to build tests for from the template or args |
| 3211 | if self.args.level8k: |
| 3212 | if k_rank == 3: |
| 3213 | kernels = [[1, bigK, 1], [2, 2, bigK]] |
| 3214 | else: |
| 3215 | kernels = [[1, bigK], [bigK, 2]] |
| 3216 | else: |
| 3217 | kernels = [] |
| 3218 | if len(self.args.conv_kernels) > 0: |
| 3219 | kernels = [k for k in self.args.conv_kernels if len(k) == k_rank] |
| 3220 | if len(kernels) == 0: |
| 3221 | logger.debug( |
| 3222 | f"{realName} op using defaults as no rank {k_rank} kernels found in {self.args.conv_kernels}" |
| 3223 | ) |
| 3224 | if len(kernels) == 0: |
| 3225 | # Fallback to use the defined template kernels |
| 3226 | kernels = self.TOSA_OP_LIST[opName]["filter"] |
| 3227 | |
| 3228 | # Dynamically create ops for listed kernel sizes |
| 3229 | for k in kernels: |
| 3230 | kernelStr = "x".join([str(d) for d in k]) |
| 3231 | testName = f"{realName}_{kernelStr}" |
| 3232 | kernelOp = template.copy() |
| 3233 | kernelOp["filter"] = k |
| 3234 | kernelOp["template"] = False |
| 3235 | kernelOp["real_name"] = realName |
| 3236 | self.TOSA_OP_LIST[testName] = kernelOp |
| 3237 | |
| 3238 | # Delete the template after having created the dynamic ops |
| 3239 | del self.TOSA_OP_LIST[opName] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3240 | |
| 3241 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3242 | """Fill in default fields for ops if they aren't already specified. |
| 3243 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3244 | for op in self.TOSA_OP_LIST: |
| 3245 | |
| 3246 | # Required fields |
| 3247 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3248 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3249 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3250 | raise Exception( |
| 3251 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3252 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3253 | |
| 3254 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3255 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3256 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3257 | raise Exception( |
| 3258 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3259 | op |
| 3260 | ) |
| 3261 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3262 | |
| 3263 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3264 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3265 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3266 | raise Exception( |
| 3267 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3268 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3269 | |
| 3270 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3271 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3272 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3273 | raise Exception( |
| 3274 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3275 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3276 | |
| 3277 | # Put in default rank range, if missing |
| 3278 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3279 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3280 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3281 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3282 | |
| 3283 | # Tensor operator list |
| 3284 | # 'op': op name |
| 3285 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3286 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3287 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3288 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3289 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3290 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3291 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3292 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3293 | TYPE_INT_FP = [ |
| 3294 | DType.INT8, |
| 3295 | DType.INT16, |
| 3296 | DType.INT32, |
| 3297 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3298 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3299 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3300 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3301 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3302 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3303 | TYPE_FI32 = [ |
| 3304 | DType.FP32, |
| 3305 | DType.FP16, |
| 3306 | DType.BF16, |
| 3307 | DType.INT32, |
| 3308 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3309 | TYPE_FIB = [ |
| 3310 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3311 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3312 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3313 | DType.INT8, |
| 3314 | DType.INT16, |
| 3315 | DType.INT32, |
| 3316 | DType.BOOL, |
| 3317 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3318 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3319 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3320 | TYPE_NARROW_INT_FP = [ |
| 3321 | DType.INT8, |
| 3322 | DType.INT16, |
| 3323 | DType.FP16, |
| 3324 | DType.BF16, |
| 3325 | DType.FP32, |
| 3326 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3327 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3328 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3329 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3330 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3331 | [DType.INT8, DType.INT8, DType.INT32], |
| 3332 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3333 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3334 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3335 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3336 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3337 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3338 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3339 | ] |
| 3340 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 3341 | DEFAULT_RANK_RANGE = (0, gtu.MAX_TENSOR_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3342 | |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3343 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3344 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3345 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3346 | PSEUDO_RANDOM_DATAGEN = { |
| 3347 | DType.FP16: (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3348 | DType.FP32: (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3349 | } |
| 3350 | DOT_PRODUCT_DATAGEN = { |
| 3351 | DType.FP16: (gtu.DataGenType.DOT_PRODUCT,), |
| 3352 | DType.FP32: (gtu.DataGenType.DOT_PRODUCT,), |
| 3353 | } |
| 3354 | EW_UNARY_DATAGEN = { |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 3355 | DType.FP16: (gtu.DataGenType.PSEUDO_RANDOM, gtu.DataGenType.FULL_RANGE), |
| 3356 | } |
| 3357 | PR_FS_DATAGEN = { |
| 3358 | DType.FP16: (gtu.DataGenType.PSEUDO_RANDOM, gtu.DataGenType.FP_SPECIAL), |
| 3359 | DType.FP32: (gtu.DataGenType.PSEUDO_RANDOM, gtu.DataGenType.FP_SPECIAL), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3360 | } |
| 3361 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3362 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3363 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3364 | "argmax": { |
| 3365 | "op": Op.ARGMAX, |
| 3366 | "operands": (1, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 3367 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3368 | "build_fcn": ( |
| 3369 | build_argmax, |
| 3370 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3371 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3372 | TosaArgGen.agAxis, |
| 3373 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3374 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3375 | "error_if_validators": ( |
| 3376 | TosaErrorValidator.evAxisSmallerZero, |
| 3377 | TosaErrorValidator.evAxisLargerRank, |
| 3378 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3379 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3380 | TosaErrorValidator.evWrongRank, |
| 3381 | TosaErrorValidator.evWrongInputType, |
| 3382 | TosaErrorValidator.evWrongOutputType, |
| 3383 | TosaErrorValidator.evWrongInputList, |
| 3384 | TosaErrorValidator.evWrongOutputList, |
| 3385 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3386 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3387 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3388 | "avg_pool2d": { |
| 3389 | "op": Op.AVG_POOL2D, |
| 3390 | "operands": (1, 0), |
| 3391 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3392 | "build_fcn": ( |
| 3393 | build_pool2d, |
| 3394 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3395 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3396 | TosaArgGen.agPooling, |
| 3397 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3398 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3399 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3400 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3401 | "error_if_validators": ( |
| 3402 | TosaErrorValidator.evKernelSmallerOne, |
| 3403 | TosaErrorValidator.evStrideSmallerOne, |
| 3404 | TosaErrorValidator.evPadSmallerZero, |
| 3405 | TosaErrorValidator.evWrongRank, |
| 3406 | TosaErrorValidator.evWrongInputType, |
| 3407 | TosaErrorValidator.evWrongOutputType, |
| 3408 | TosaErrorValidator.evWrongInputList, |
| 3409 | TosaErrorValidator.evWrongOutputList, |
| 3410 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3411 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3412 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3413 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3414 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3415 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3416 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3417 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3418 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3419 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3420 | "conv2d_TEMPLATE": { |
| 3421 | "op": Op.CONV2D, |
| 3422 | "operands": (1, 2), |
| 3423 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3424 | "build_fcn": ( |
| 3425 | build_conv2d, |
| 3426 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3427 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3428 | TosaArgGen.agConv, |
| 3429 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3430 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3431 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3432 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3433 | "error_if_validators": ( |
| 3434 | TosaErrorValidator.evWrongInputType, |
| 3435 | TosaErrorValidator.evWrongOutputType, |
| 3436 | TosaErrorValidator.evWrongInputList, |
| 3437 | TosaErrorValidator.evWrongOutputList, |
| 3438 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3439 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3440 | TosaErrorValidator.evPadSmallerZero, |
| 3441 | TosaErrorValidator.evStrideSmallerOne, |
| 3442 | TosaErrorValidator.evDilationSmallerOne, |
| 3443 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3444 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3445 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3446 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3447 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3448 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3449 | "broadcastable_bias": True, |
| 3450 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3451 | "template": True, |
| 3452 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3453 | # Templated operator. Filled in by createDynamicOpLists |
| 3454 | "conv3d_TEMPLATE": { |
| 3455 | "op": Op.CONV3D, |
| 3456 | "operands": (1, 2), |
| 3457 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3458 | "build_fcn": ( |
| 3459 | build_conv3d, |
| 3460 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3461 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3462 | TosaArgGen.agConv, |
| 3463 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3464 | "qgen": TosaQuantGen.qgConv, |
| 3465 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3466 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3467 | "error_if_validators": ( |
| 3468 | TosaErrorValidator.evWrongInputType, |
| 3469 | TosaErrorValidator.evWrongOutputType, |
| 3470 | TosaErrorValidator.evWrongInputList, |
| 3471 | TosaErrorValidator.evWrongOutputList, |
| 3472 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3473 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3474 | TosaErrorValidator.evPadSmallerZero, |
| 3475 | TosaErrorValidator.evStrideSmallerOne, |
| 3476 | TosaErrorValidator.evDilationSmallerOne, |
| 3477 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3478 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3479 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3480 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3481 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3482 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3483 | "filter": KERNELS_3D, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3484 | "template": True, |
| 3485 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3486 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3487 | "depthwise_conv2d_TEMPLATE": { |
| 3488 | "op": Op.DEPTHWISE_CONV2D, |
| 3489 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3490 | "rank": (4, 4), |
| 3491 | "build_fcn": ( |
| 3492 | build_depthwise_conv2d, |
| 3493 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3494 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3495 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3496 | ), |
| 3497 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3498 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3499 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3500 | "error_if_validators": ( |
| 3501 | TosaErrorValidator.evWrongInputType, |
| 3502 | TosaErrorValidator.evWrongOutputType, |
| 3503 | TosaErrorValidator.evWrongInputList, |
| 3504 | TosaErrorValidator.evWrongOutputList, |
| 3505 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3506 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3507 | TosaErrorValidator.evPadSmallerZero, |
| 3508 | TosaErrorValidator.evStrideSmallerOne, |
| 3509 | TosaErrorValidator.evDilationSmallerOne, |
| 3510 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3511 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3512 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3513 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3514 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3515 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3516 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3517 | "template": True, |
| 3518 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3519 | "fully_connected": { |
| 3520 | "op": Op.FULLY_CONNECTED, |
| 3521 | "operands": (1, 2), |
| 3522 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3523 | "build_fcn": ( |
| 3524 | build_fully_connected, |
| 3525 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3526 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3527 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3528 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3529 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3530 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3531 | "error_if_validators": ( |
| 3532 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3533 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3534 | TosaErrorValidator.evWrongRank, |
| 3535 | TosaErrorValidator.evWrongInputType, |
| 3536 | TosaErrorValidator.evWrongOutputType, |
| 3537 | TosaErrorValidator.evWrongInputList, |
| 3538 | TosaErrorValidator.evWrongOutputList, |
| 3539 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3540 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3541 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3542 | "matmul": { |
| 3543 | "op": Op.MATMUL, |
| 3544 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3545 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3546 | "build_fcn": ( |
| 3547 | build_matmul, |
| 3548 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3549 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3550 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3551 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3552 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3553 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3554 | "error_if_validators": ( |
| 3555 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3556 | TosaErrorValidator.evWrongRank, |
| 3557 | TosaErrorValidator.evWrongInputType, |
| 3558 | TosaErrorValidator.evWrongOutputType, |
| 3559 | TosaErrorValidator.evWrongInputList, |
| 3560 | TosaErrorValidator.evWrongOutputList, |
| 3561 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3562 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3563 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3564 | "max_pool2d": { |
| 3565 | "op": Op.MAX_POOL2D, |
| 3566 | "operands": (1, 0), |
| 3567 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3568 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3569 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3570 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3571 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3572 | TosaArgGen.agPooling, |
| 3573 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3574 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3575 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3576 | "error_if_validators": ( |
| 3577 | TosaErrorValidator.evKernelSmallerOne, |
| 3578 | TosaErrorValidator.evStrideSmallerOne, |
| 3579 | TosaErrorValidator.evPadSmallerZero, |
| 3580 | TosaErrorValidator.evWrongRank, |
| 3581 | TosaErrorValidator.evWrongInputType, |
| 3582 | TosaErrorValidator.evWrongOutputType, |
| 3583 | TosaErrorValidator.evWrongInputList, |
| 3584 | TosaErrorValidator.evWrongOutputList, |
| 3585 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3586 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3587 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3588 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3589 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3590 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3591 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3592 | "transpose_conv2d_TEMPLATE": { |
| 3593 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3594 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3595 | "rank": (4, 4), |
| 3596 | "build_fcn": ( |
| 3597 | build_transpose_conv2d, |
| 3598 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3599 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3600 | TosaArgGen.agTransposeConv2D, |
| 3601 | ), |
| 3602 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3603 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3604 | "invalid_test_validators": ( |
| 3605 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3606 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3607 | ), |
| 3608 | "error_if_validators": ( |
| 3609 | TosaErrorValidator.evWrongInputType, |
| 3610 | TosaErrorValidator.evWrongOutputType, |
| 3611 | TosaErrorValidator.evWrongInputList, |
| 3612 | TosaErrorValidator.evWrongOutputList, |
| 3613 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3614 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3615 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3616 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3617 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3618 | TosaErrorValidator.evConvOutputShapeMismatch, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3619 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3620 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3621 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3622 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3623 | "template": True, |
| 3624 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3625 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3626 | "clamp": { |
| 3627 | "op": Op.CLAMP, |
| 3628 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3629 | "build_fcn": ( |
| 3630 | build_clamp, |
| 3631 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3632 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3633 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3634 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3635 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3636 | "error_if_validators": ( |
| 3637 | TosaErrorValidator.evMaxSmallerMin, |
| 3638 | TosaErrorValidator.evWrongInputType, |
| 3639 | TosaErrorValidator.evWrongOutputType, |
| 3640 | TosaErrorValidator.evWrongInputList, |
| 3641 | TosaErrorValidator.evWrongOutputList, |
| 3642 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3643 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3644 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3645 | "sigmoid": { |
| 3646 | "op": Op.SIGMOID, |
| 3647 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3648 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3649 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3650 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3651 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3652 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3653 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3654 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3655 | "error_if_validators": ( |
| 3656 | TosaErrorValidator.evWrongInputType, |
| 3657 | TosaErrorValidator.evWrongOutputType, |
| 3658 | TosaErrorValidator.evWrongInputList, |
| 3659 | TosaErrorValidator.evWrongOutputList, |
| 3660 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3661 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3662 | }, |
| 3663 | "tanh": { |
| 3664 | "op": Op.TANH, |
| 3665 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3666 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3667 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3668 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3669 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3670 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3671 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3672 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3673 | "error_if_validators": ( |
| 3674 | TosaErrorValidator.evWrongInputType, |
| 3675 | TosaErrorValidator.evWrongOutputType, |
| 3676 | TosaErrorValidator.evWrongInputList, |
| 3677 | TosaErrorValidator.evWrongOutputList, |
| 3678 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3679 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3680 | "compliance": { |
| 3681 | "abs_error_lower_bound": 0.5, |
| 3682 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3683 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3684 | "erf": { |
| 3685 | "op": Op.ERF, |
| 3686 | "operands": (1, 0), |
| 3687 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3688 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3689 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3690 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3691 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3692 | ), |
| 3693 | "types": TYPE_FP, |
| 3694 | "error_if_validators": ( |
| 3695 | TosaErrorValidator.evWrongInputType, |
| 3696 | TosaErrorValidator.evWrongOutputType, |
| 3697 | TosaErrorValidator.evWrongInputList, |
| 3698 | TosaErrorValidator.evWrongOutputList, |
| 3699 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3700 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3701 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3702 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3703 | # Elementwise Binary Operators |
| 3704 | "add": { |
| 3705 | "op": Op.ADD, |
| 3706 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3707 | "build_fcn": ( |
| 3708 | build_binary_broadcast, |
| 3709 | TosaTensorGen.tgBroadcastFuzz, |
| 3710 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3711 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3712 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3713 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3714 | "error_if_validators": ( |
| 3715 | TosaErrorValidator.evRankMismatch, |
| 3716 | TosaErrorValidator.evWrongInputType, |
| 3717 | TosaErrorValidator.evWrongOutputType, |
| 3718 | TosaErrorValidator.evWrongInputList, |
| 3719 | TosaErrorValidator.evWrongOutputList, |
| 3720 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3721 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3722 | ), |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 3723 | "data_gen": PR_FS_DATAGEN, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3724 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3725 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3726 | "arithmetic_right_shift": { |
| 3727 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3728 | "operands": (2, 0), |
| 3729 | "build_fcn": ( |
| 3730 | build_arithmetic_right_shift, |
| 3731 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3732 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3733 | TosaArgGen.agArithmeticRightShift, |
| 3734 | ), |
| 3735 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3736 | "error_if_validators": ( |
| 3737 | TosaErrorValidator.evRankMismatch, |
| 3738 | TosaErrorValidator.evWrongInputType, |
| 3739 | TosaErrorValidator.evWrongOutputType, |
| 3740 | TosaErrorValidator.evWrongInputList, |
| 3741 | TosaErrorValidator.evWrongOutputList, |
| 3742 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3743 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3744 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3745 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3746 | "bitwise_and": { |
| 3747 | "op": Op.BITWISE_AND, |
| 3748 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3749 | "build_fcn": ( |
| 3750 | build_binary_broadcast, |
| 3751 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3752 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3753 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3754 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3755 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3756 | "error_if_validators": ( |
| 3757 | TosaErrorValidator.evRankMismatch, |
| 3758 | TosaErrorValidator.evWrongInputType, |
| 3759 | TosaErrorValidator.evWrongOutputType, |
| 3760 | TosaErrorValidator.evWrongInputList, |
| 3761 | TosaErrorValidator.evWrongOutputList, |
| 3762 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3763 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3764 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3765 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3766 | "bitwise_or": { |
| 3767 | "op": Op.BITWISE_OR, |
| 3768 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3769 | "build_fcn": ( |
| 3770 | build_binary_broadcast, |
| 3771 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3772 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3773 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3774 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3775 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3776 | "error_if_validators": ( |
| 3777 | TosaErrorValidator.evRankMismatch, |
| 3778 | TosaErrorValidator.evWrongInputType, |
| 3779 | TosaErrorValidator.evWrongOutputType, |
| 3780 | TosaErrorValidator.evWrongInputList, |
| 3781 | TosaErrorValidator.evWrongOutputList, |
| 3782 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3783 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3784 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3785 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3786 | "bitwise_xor": { |
| 3787 | "op": Op.BITWISE_XOR, |
| 3788 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3789 | "build_fcn": ( |
| 3790 | build_binary_broadcast, |
| 3791 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3792 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3793 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3794 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3795 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3796 | "error_if_validators": ( |
| 3797 | TosaErrorValidator.evRankMismatch, |
| 3798 | TosaErrorValidator.evWrongInputType, |
| 3799 | TosaErrorValidator.evWrongOutputType, |
| 3800 | TosaErrorValidator.evWrongInputList, |
| 3801 | TosaErrorValidator.evWrongOutputList, |
| 3802 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3803 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3804 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3805 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3806 | "intdiv": { |
| 3807 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3808 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3809 | "build_fcn": ( |
| 3810 | build_binary_broadcast, |
| 3811 | TosaTensorGen.tgBroadcastFuzz, |
| 3812 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3813 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3814 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3815 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3816 | "error_if_validators": ( |
| 3817 | TosaErrorValidator.evRankMismatch, |
| 3818 | TosaErrorValidator.evWrongInputType, |
| 3819 | TosaErrorValidator.evWrongOutputType, |
| 3820 | TosaErrorValidator.evWrongInputList, |
| 3821 | TosaErrorValidator.evWrongOutputList, |
| 3822 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3823 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3824 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3825 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3826 | "logical_and": { |
| 3827 | "op": Op.LOGICAL_AND, |
| 3828 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3829 | "build_fcn": ( |
| 3830 | build_binary_broadcast, |
| 3831 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3832 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3833 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3834 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3835 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3836 | "error_if_validators": ( |
| 3837 | TosaErrorValidator.evRankMismatch, |
| 3838 | TosaErrorValidator.evWrongInputType, |
| 3839 | TosaErrorValidator.evWrongOutputType, |
| 3840 | TosaErrorValidator.evWrongInputList, |
| 3841 | TosaErrorValidator.evWrongOutputList, |
| 3842 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3843 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3844 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3845 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3846 | "logical_left_shift": { |
| 3847 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3848 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3849 | "build_fcn": ( |
| 3850 | build_binary_broadcast, |
| 3851 | TosaTensorGen.tgBroadcastFuzz, |
| 3852 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3853 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3854 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3855 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3856 | "error_if_validators": ( |
| 3857 | TosaErrorValidator.evRankMismatch, |
| 3858 | TosaErrorValidator.evWrongInputType, |
| 3859 | TosaErrorValidator.evWrongOutputType, |
| 3860 | TosaErrorValidator.evWrongInputList, |
| 3861 | TosaErrorValidator.evWrongOutputList, |
| 3862 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3863 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3864 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3865 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3866 | "logical_right_shift": { |
| 3867 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3868 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3869 | "build_fcn": ( |
| 3870 | build_binary_broadcast, |
| 3871 | TosaTensorGen.tgBroadcastFuzz, |
| 3872 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3873 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3874 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3875 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3876 | "error_if_validators": ( |
| 3877 | TosaErrorValidator.evRankMismatch, |
| 3878 | TosaErrorValidator.evWrongInputType, |
| 3879 | TosaErrorValidator.evWrongOutputType, |
| 3880 | TosaErrorValidator.evWrongInputList, |
| 3881 | TosaErrorValidator.evWrongOutputList, |
| 3882 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3883 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3884 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3885 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3886 | "logical_or": { |
| 3887 | "op": Op.LOGICAL_OR, |
| 3888 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3889 | "build_fcn": ( |
| 3890 | build_binary_broadcast, |
| 3891 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3892 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3893 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3894 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3895 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3896 | "error_if_validators": ( |
| 3897 | TosaErrorValidator.evRankMismatch, |
| 3898 | TosaErrorValidator.evWrongInputType, |
| 3899 | TosaErrorValidator.evWrongOutputType, |
| 3900 | TosaErrorValidator.evWrongInputList, |
| 3901 | TosaErrorValidator.evWrongOutputList, |
| 3902 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3903 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3904 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3905 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3906 | "logical_xor": { |
| 3907 | "op": Op.LOGICAL_XOR, |
| 3908 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3909 | "build_fcn": ( |
| 3910 | build_binary_broadcast, |
| 3911 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3912 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3913 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3914 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3915 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3916 | "error_if_validators": ( |
| 3917 | TosaErrorValidator.evRankMismatch, |
| 3918 | TosaErrorValidator.evWrongInputType, |
| 3919 | TosaErrorValidator.evWrongOutputType, |
| 3920 | TosaErrorValidator.evWrongInputList, |
| 3921 | TosaErrorValidator.evWrongOutputList, |
| 3922 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3923 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3924 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3925 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3926 | "maximum": { |
| 3927 | "op": Op.MAXIMUM, |
| 3928 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3929 | "build_fcn": ( |
| 3930 | build_binary_broadcast, |
| 3931 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3932 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3933 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3934 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3935 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3936 | "error_if_validators": ( |
| 3937 | TosaErrorValidator.evRankMismatch, |
| 3938 | TosaErrorValidator.evWrongInputType, |
| 3939 | TosaErrorValidator.evWrongOutputType, |
| 3940 | TosaErrorValidator.evWrongInputList, |
| 3941 | TosaErrorValidator.evWrongOutputList, |
| 3942 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3943 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3944 | ), |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 3945 | "data_gen": PR_FS_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3946 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3947 | "minimum": { |
| 3948 | "op": Op.MINIMUM, |
| 3949 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3950 | "build_fcn": ( |
| 3951 | build_binary_broadcast, |
| 3952 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3953 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3954 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3955 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3956 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3957 | "error_if_validators": ( |
| 3958 | TosaErrorValidator.evRankMismatch, |
| 3959 | TosaErrorValidator.evWrongInputType, |
| 3960 | TosaErrorValidator.evWrongOutputType, |
| 3961 | TosaErrorValidator.evWrongInputList, |
| 3962 | TosaErrorValidator.evWrongOutputList, |
| 3963 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3964 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3965 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3966 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3967 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3968 | "mul": { |
| 3969 | "op": Op.MUL, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3970 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3971 | "build_fcn": ( |
| 3972 | build_mul, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3973 | TosaTensorGen.tgMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3974 | TosaTensorValuesGen.tvgMul, |
| 3975 | TosaArgGen.agMul, |
| 3976 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3977 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3978 | "error_if_validators": ( |
| 3979 | TosaErrorValidator.evWrongInputType, |
| 3980 | TosaErrorValidator.evWrongOutputType, |
| 3981 | TosaErrorValidator.evWrongInputList, |
| 3982 | TosaErrorValidator.evWrongOutputList, |
| 3983 | TosaErrorValidator.evRankMismatch, |
| 3984 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3985 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3986 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3987 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3988 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3989 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3990 | "pow": { |
| 3991 | "op": Op.POW, |
| 3992 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3993 | "build_fcn": ( |
| 3994 | build_binary_broadcast, |
| 3995 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3996 | TosaTensorValuesGen.tvgPow, |
| 3997 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3998 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3999 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4000 | "error_if_validators": ( |
| 4001 | TosaErrorValidator.evRankMismatch, |
| 4002 | TosaErrorValidator.evWrongInputType, |
| 4003 | TosaErrorValidator.evWrongOutputType, |
| 4004 | TosaErrorValidator.evWrongInputList, |
| 4005 | TosaErrorValidator.evWrongOutputList, |
| 4006 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4007 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4008 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4009 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4010 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4011 | "sub": { |
| 4012 | "op": Op.SUB, |
| 4013 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4014 | "build_fcn": ( |
| 4015 | build_binary_broadcast, |
| 4016 | TosaTensorGen.tgBroadcastFuzz, |
| 4017 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4018 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4019 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4020 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4021 | "error_if_validators": ( |
| 4022 | TosaErrorValidator.evRankMismatch, |
| 4023 | TosaErrorValidator.evWrongInputType, |
| 4024 | TosaErrorValidator.evWrongOutputType, |
| 4025 | TosaErrorValidator.evWrongInputList, |
| 4026 | TosaErrorValidator.evWrongOutputList, |
| 4027 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4028 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4029 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4030 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4031 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4032 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4033 | "table": { |
| 4034 | "op": Op.TABLE, |
| 4035 | # Use the automatic generation functions to create the input array |
| 4036 | # but create the table tensor in the build function, as it may be |
| 4037 | # a different type from the input |
| 4038 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4039 | "build_fcn": ( |
| 4040 | build_table, |
| 4041 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 4042 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4043 | TosaArgGen.agTable, |
| 4044 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4045 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4046 | "error_if_validators": ( |
| 4047 | TosaErrorValidator.evWrongInputType, |
| 4048 | TosaErrorValidator.evWrongOutputType, |
| 4049 | TosaErrorValidator.evWrongInputList, |
| 4050 | TosaErrorValidator.evWrongOutputList, |
| 4051 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4052 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4053 | # Elementwise Unary operators |
| 4054 | "abs": { |
| 4055 | "op": Op.ABS, |
| 4056 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4057 | "build_fcn": ( |
| 4058 | build_unary, |
| 4059 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4060 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4061 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4062 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4063 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4064 | "error_if_validators": ( |
| 4065 | TosaErrorValidator.evWrongInputType, |
| 4066 | TosaErrorValidator.evWrongOutputType, |
| 4067 | TosaErrorValidator.evWrongInputList, |
| 4068 | TosaErrorValidator.evWrongOutputList, |
| 4069 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4070 | "data_gen": EW_UNARY_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4071 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4072 | "bitwise_not": { |
| 4073 | "op": Op.BITWISE_NOT, |
| 4074 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4075 | "build_fcn": ( |
| 4076 | build_unary, |
| 4077 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4078 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4079 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4080 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4081 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4082 | "error_if_validators": ( |
| 4083 | TosaErrorValidator.evWrongInputType, |
| 4084 | TosaErrorValidator.evWrongOutputType, |
| 4085 | TosaErrorValidator.evWrongInputList, |
| 4086 | TosaErrorValidator.evWrongOutputList, |
| 4087 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4088 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4089 | "ceil": { |
| 4090 | "op": Op.CEIL, |
| 4091 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4092 | "build_fcn": ( |
| 4093 | build_unary, |
| 4094 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4095 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4096 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4097 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4098 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4099 | "error_if_validators": ( |
| 4100 | TosaErrorValidator.evWrongInputType, |
| 4101 | TosaErrorValidator.evWrongOutputType, |
| 4102 | TosaErrorValidator.evWrongInputList, |
| 4103 | TosaErrorValidator.evWrongOutputList, |
| 4104 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4105 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4106 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4107 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4108 | "clz": { |
| 4109 | "op": Op.CLZ, |
| 4110 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4111 | "build_fcn": ( |
| 4112 | build_unary, |
| 4113 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4114 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4115 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4116 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4117 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4118 | "error_if_validators": ( |
| 4119 | TosaErrorValidator.evWrongInputType, |
| 4120 | TosaErrorValidator.evWrongOutputType, |
| 4121 | TosaErrorValidator.evWrongInputList, |
| 4122 | TosaErrorValidator.evWrongOutputList, |
| 4123 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4124 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4125 | "cos": { |
| 4126 | "op": Op.COS, |
| 4127 | "operands": (1, 0), |
| 4128 | "build_fcn": ( |
| 4129 | build_unary, |
| 4130 | TosaTensorGen.tgBasic, |
| 4131 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4132 | TosaArgGen.agNone, |
| 4133 | ), |
| 4134 | "types": TYPE_FP, |
| 4135 | "error_if_validators": ( |
| 4136 | TosaErrorValidator.evWrongInputType, |
| 4137 | TosaErrorValidator.evWrongOutputType, |
| 4138 | TosaErrorValidator.evWrongInputList, |
| 4139 | TosaErrorValidator.evWrongOutputList, |
| 4140 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4141 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4142 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4143 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4144 | "exp": { |
| 4145 | "op": Op.EXP, |
| 4146 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4147 | "build_fcn": ( |
| 4148 | build_unary, |
| 4149 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4150 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4151 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4152 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4153 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4154 | "error_if_validators": ( |
| 4155 | TosaErrorValidator.evWrongInputType, |
| 4156 | TosaErrorValidator.evWrongOutputType, |
| 4157 | TosaErrorValidator.evWrongInputList, |
| 4158 | TosaErrorValidator.evWrongOutputList, |
| 4159 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4160 | "data_gen": EW_UNARY_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4161 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4162 | "floor": { |
| 4163 | "op": Op.FLOOR, |
| 4164 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4165 | "build_fcn": ( |
| 4166 | build_unary, |
| 4167 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4168 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4169 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4170 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4171 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4172 | "error_if_validators": ( |
| 4173 | TosaErrorValidator.evWrongInputType, |
| 4174 | TosaErrorValidator.evWrongOutputType, |
| 4175 | TosaErrorValidator.evWrongInputList, |
| 4176 | TosaErrorValidator.evWrongOutputList, |
| 4177 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4178 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4179 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4180 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4181 | "log": { |
| 4182 | "op": Op.LOG, |
| 4183 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4184 | "build_fcn": ( |
| 4185 | build_unary, |
| 4186 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4187 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4188 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4189 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4190 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4191 | "error_if_validators": ( |
| 4192 | TosaErrorValidator.evWrongInputType, |
| 4193 | TosaErrorValidator.evWrongOutputType, |
| 4194 | TosaErrorValidator.evWrongInputList, |
| 4195 | TosaErrorValidator.evWrongOutputList, |
| 4196 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4197 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4198 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4199 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4200 | "logical_not": { |
| 4201 | "op": Op.LOGICAL_NOT, |
| 4202 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4203 | "build_fcn": ( |
| 4204 | build_unary, |
| 4205 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4206 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4207 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4208 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4209 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4210 | "error_if_validators": ( |
| 4211 | TosaErrorValidator.evWrongInputType, |
| 4212 | TosaErrorValidator.evWrongOutputType, |
| 4213 | TosaErrorValidator.evWrongInputList, |
| 4214 | TosaErrorValidator.evWrongOutputList, |
| 4215 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4216 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4217 | "negate": { |
| 4218 | "op": Op.NEGATE, |
| 4219 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4220 | "build_fcn": ( |
| 4221 | build_unary, |
| 4222 | TosaTensorGen.tgBasic, |
| 4223 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4224 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4225 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4226 | "qgen": TosaQuantGen.qgUnary, |
| 4227 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4228 | "error_if_validators": ( |
| 4229 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4230 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4231 | TosaErrorValidator.evWrongInputType, |
| 4232 | TosaErrorValidator.evWrongOutputType, |
| 4233 | TosaErrorValidator.evWrongInputList, |
| 4234 | TosaErrorValidator.evWrongOutputList, |
| 4235 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4236 | "data_gen": EW_UNARY_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4237 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4238 | "reciprocal": { |
| 4239 | "op": Op.RECIPROCAL, |
| 4240 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4241 | "build_fcn": ( |
| 4242 | build_unary, |
| 4243 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4244 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4245 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4246 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4247 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4248 | "error_if_validators": ( |
| 4249 | TosaErrorValidator.evWrongInputType, |
| 4250 | TosaErrorValidator.evWrongOutputType, |
| 4251 | TosaErrorValidator.evWrongInputList, |
| 4252 | TosaErrorValidator.evWrongOutputList, |
| 4253 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4254 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4255 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4256 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4257 | "rsqrt": { |
| 4258 | "op": Op.RSQRT, |
| 4259 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4260 | "build_fcn": ( |
| 4261 | build_unary, |
| 4262 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4263 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4264 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4265 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4266 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4267 | "error_if_validators": ( |
| 4268 | TosaErrorValidator.evWrongInputType, |
| 4269 | TosaErrorValidator.evWrongOutputType, |
| 4270 | TosaErrorValidator.evWrongInputList, |
| 4271 | TosaErrorValidator.evWrongOutputList, |
| 4272 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4273 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4274 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4275 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4276 | "sin": { |
| 4277 | "op": Op.SIN, |
| 4278 | "operands": (1, 0), |
| 4279 | "build_fcn": ( |
| 4280 | build_unary, |
| 4281 | TosaTensorGen.tgBasic, |
| 4282 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4283 | TosaArgGen.agNone, |
| 4284 | ), |
| 4285 | "types": TYPE_FP, |
| 4286 | "error_if_validators": ( |
| 4287 | TosaErrorValidator.evWrongInputType, |
| 4288 | TosaErrorValidator.evWrongOutputType, |
| 4289 | TosaErrorValidator.evWrongInputList, |
| 4290 | TosaErrorValidator.evWrongOutputList, |
| 4291 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4292 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4293 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4294 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4295 | # Elementwise Ternary operators |
| 4296 | "select": { |
| 4297 | "op": Op.SELECT, |
| 4298 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4299 | "build_fcn": ( |
| 4300 | build_select, |
| 4301 | TosaTensorGen.tgBroadcastFuzz, |
| 4302 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4303 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4304 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4305 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4306 | "error_if_validators": ( |
| 4307 | TosaErrorValidator.evRankMismatch, |
| 4308 | TosaErrorValidator.evWrongInputType, |
| 4309 | TosaErrorValidator.evWrongOutputType, |
| 4310 | TosaErrorValidator.evWrongInputList, |
| 4311 | TosaErrorValidator.evWrongOutputList, |
| 4312 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4313 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4314 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4315 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4316 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4317 | # Comparison operators |
| 4318 | "equal": { |
| 4319 | "op": Op.EQUAL, |
| 4320 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4321 | "build_fcn": ( |
| 4322 | build_comparison, |
| 4323 | TosaTensorGen.tgBroadcastFuzz, |
| 4324 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4325 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4326 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4327 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4328 | "error_if_validators": ( |
| 4329 | TosaErrorValidator.evRankMismatch, |
| 4330 | TosaErrorValidator.evWrongInputType, |
| 4331 | TosaErrorValidator.evWrongOutputType, |
| 4332 | TosaErrorValidator.evWrongInputList, |
| 4333 | TosaErrorValidator.evWrongOutputList, |
| 4334 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4335 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4336 | ), |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 4337 | "data_gen": PR_FS_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4338 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4339 | "greater_equal": { |
| 4340 | "op": Op.GREATER_EQUAL, |
| 4341 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4342 | "build_fcn": ( |
| 4343 | build_comparison, |
| 4344 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4345 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4346 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4347 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4348 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4349 | "error_if_validators": ( |
| 4350 | TosaErrorValidator.evRankMismatch, |
| 4351 | TosaErrorValidator.evWrongInputType, |
| 4352 | TosaErrorValidator.evWrongOutputType, |
| 4353 | TosaErrorValidator.evWrongInputList, |
| 4354 | TosaErrorValidator.evWrongOutputList, |
| 4355 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4356 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4357 | ), |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 4358 | "data_gen": PR_FS_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4359 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4360 | "greater": { |
| 4361 | "op": Op.GREATER, |
| 4362 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4363 | "build_fcn": ( |
| 4364 | build_comparison, |
| 4365 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4366 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4367 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4368 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4369 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4370 | "error_if_validators": ( |
| 4371 | TosaErrorValidator.evRankMismatch, |
| 4372 | TosaErrorValidator.evWrongInputType, |
| 4373 | TosaErrorValidator.evWrongOutputType, |
| 4374 | TosaErrorValidator.evWrongInputList, |
| 4375 | TosaErrorValidator.evWrongOutputList, |
| 4376 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4377 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4378 | ), |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 4379 | "data_gen": PR_FS_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4380 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4381 | # Reduction operators |
| 4382 | "reduce_all": { |
| 4383 | "op": Op.REDUCE_ALL, |
| 4384 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4385 | "build_fcn": ( |
| 4386 | build_reduce, |
| 4387 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4388 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4389 | TosaArgGen.agAxis, |
| 4390 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4391 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4392 | "error_if_validators": ( |
| 4393 | TosaErrorValidator.evAxisLargerRank, |
| 4394 | TosaErrorValidator.evAxisSmallerZero, |
| 4395 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4396 | TosaErrorValidator.evWrongInputType, |
| 4397 | TosaErrorValidator.evWrongOutputType, |
| 4398 | TosaErrorValidator.evWrongRank, |
| 4399 | TosaErrorValidator.evWrongInputList, |
| 4400 | TosaErrorValidator.evWrongOutputList, |
| 4401 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4402 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4403 | "reduce_any": { |
| 4404 | "op": Op.REDUCE_ANY, |
| 4405 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4406 | "build_fcn": ( |
| 4407 | build_reduce, |
| 4408 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4409 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4410 | TosaArgGen.agAxis, |
| 4411 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4412 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4413 | "error_if_validators": ( |
| 4414 | TosaErrorValidator.evAxisLargerRank, |
| 4415 | TosaErrorValidator.evAxisSmallerZero, |
| 4416 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4417 | TosaErrorValidator.evWrongInputType, |
| 4418 | TosaErrorValidator.evWrongOutputType, |
| 4419 | TosaErrorValidator.evWrongRank, |
| 4420 | TosaErrorValidator.evWrongInputList, |
| 4421 | TosaErrorValidator.evWrongOutputList, |
| 4422 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4423 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4424 | "reduce_max": { |
| 4425 | "op": Op.REDUCE_MAX, |
| 4426 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4427 | "build_fcn": ( |
| 4428 | build_reduce, |
| 4429 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4430 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4431 | TosaArgGen.agAxis, |
| 4432 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4433 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4434 | "error_if_validators": ( |
| 4435 | TosaErrorValidator.evAxisLargerRank, |
| 4436 | TosaErrorValidator.evAxisSmallerZero, |
| 4437 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4438 | TosaErrorValidator.evWrongInputType, |
| 4439 | TosaErrorValidator.evWrongOutputType, |
| 4440 | TosaErrorValidator.evWrongRank, |
| 4441 | TosaErrorValidator.evWrongInputList, |
| 4442 | TosaErrorValidator.evWrongOutputList, |
| 4443 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4444 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4445 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4446 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4447 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4448 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4449 | "build_fcn": ( |
| 4450 | build_reduce, |
| 4451 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4452 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4453 | TosaArgGen.agAxis, |
| 4454 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4455 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4456 | "error_if_validators": ( |
| 4457 | TosaErrorValidator.evAxisLargerRank, |
| 4458 | TosaErrorValidator.evAxisSmallerZero, |
| 4459 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4460 | TosaErrorValidator.evWrongInputType, |
| 4461 | TosaErrorValidator.evWrongOutputType, |
| 4462 | TosaErrorValidator.evWrongRank, |
| 4463 | TosaErrorValidator.evWrongInputList, |
| 4464 | TosaErrorValidator.evWrongOutputList, |
| 4465 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4466 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4467 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4468 | "reduce_product": { |
| 4469 | "op": Op.REDUCE_PRODUCT, |
| 4470 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4471 | "build_fcn": ( |
| 4472 | build_reduce, |
| 4473 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4474 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4475 | TosaArgGen.agAxis, |
| 4476 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4477 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4478 | "error_if_validators": ( |
| 4479 | TosaErrorValidator.evAxisLargerRank, |
| 4480 | TosaErrorValidator.evAxisSmallerZero, |
| 4481 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4482 | TosaErrorValidator.evWrongInputType, |
| 4483 | TosaErrorValidator.evWrongOutputType, |
| 4484 | TosaErrorValidator.evWrongRank, |
| 4485 | TosaErrorValidator.evWrongInputList, |
| 4486 | TosaErrorValidator.evWrongOutputList, |
| 4487 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4488 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4489 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4490 | "reduce_sum": { |
| 4491 | "op": Op.REDUCE_SUM, |
| 4492 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4493 | "build_fcn": ( |
| 4494 | build_reduce, |
| 4495 | TosaTensorGen.tgBasic, |
| 4496 | TosaTensorValuesGen.tvgReduceSum, |
| 4497 | TosaArgGen.agAxis, |
| 4498 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4499 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4500 | "error_if_validators": ( |
| 4501 | TosaErrorValidator.evAxisLargerRank, |
| 4502 | TosaErrorValidator.evAxisSmallerZero, |
| 4503 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4504 | TosaErrorValidator.evWrongInputType, |
| 4505 | TosaErrorValidator.evWrongOutputType, |
| 4506 | TosaErrorValidator.evWrongRank, |
| 4507 | TosaErrorValidator.evWrongInputList, |
| 4508 | TosaErrorValidator.evWrongOutputList, |
| 4509 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4510 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4511 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4512 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4513 | "concat": { |
| 4514 | "op": Op.CONCAT, |
| 4515 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4516 | "build_fcn": ( |
| 4517 | build_concat, |
| 4518 | TosaTensorGen.tgConcat, |
| 4519 | TosaTensorValuesGen.tvgConcat, |
| 4520 | TosaArgGen.agAxis, |
| 4521 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4522 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4523 | "error_if_validators": ( |
| 4524 | TosaErrorValidator.evAxisLargerRank, |
| 4525 | TosaErrorValidator.evAxisSmallerZero, |
| 4526 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4527 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4528 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4529 | TosaErrorValidator.evWrongInputType, |
| 4530 | TosaErrorValidator.evWrongOutputType, |
| 4531 | TosaErrorValidator.evWrongOutputList, |
| 4532 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4533 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4534 | }, |
| 4535 | "pad": { |
| 4536 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4537 | "operands": (2, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4538 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4539 | "build_fcn": ( |
| 4540 | build_pad, |
| 4541 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4542 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4543 | TosaArgGen.agPad, |
| 4544 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4545 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4546 | "error_if_validators": ( |
| 4547 | TosaErrorValidator.evWrongInputType, |
| 4548 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4549 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4550 | TosaErrorValidator.evWrongOutputType, |
| 4551 | TosaErrorValidator.evWrongInputList, |
| 4552 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4553 | TosaErrorValidator.evRankMismatch, |
| 4554 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4555 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4556 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4557 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4558 | "dim": { |
| 4559 | "op": Op.DIM, |
| 4560 | "operands": (1, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4561 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4562 | "build_fcn": ( |
| 4563 | build_dim, |
| 4564 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4565 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4566 | TosaArgGen.agAxis, |
| 4567 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4568 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4569 | "error_if_validators": ( |
| 4570 | TosaErrorValidator.evAxisLargerRank, |
| 4571 | TosaErrorValidator.evAxisSmallerZero, |
| 4572 | TosaErrorValidator.evWrongInputType, |
| 4573 | TosaErrorValidator.evWrongInputList, |
| 4574 | TosaErrorValidator.evWrongOutputList, |
| 4575 | TosaErrorValidator.evWrongRank, |
| 4576 | ), |
| 4577 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4578 | "reshape": { |
| 4579 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4580 | "operands": (2, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4581 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4582 | "build_fcn": ( |
| 4583 | build_reshape, |
| 4584 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4585 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4586 | TosaArgGen.agReshape, |
| 4587 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4588 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4589 | "error_if_validators": ( |
| 4590 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4591 | TosaErrorValidator.evWrongInputType, |
| 4592 | TosaErrorValidator.evWrongOutputType, |
| 4593 | TosaErrorValidator.evWrongInputList, |
| 4594 | TosaErrorValidator.evWrongOutputList, |
| 4595 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4596 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4597 | }, |
| 4598 | "reverse": { |
| 4599 | "op": Op.REVERSE, |
| 4600 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4601 | "build_fcn": ( |
| 4602 | build_reverse, |
| 4603 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4604 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4605 | TosaArgGen.agAxis, |
| 4606 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4607 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4608 | "error_if_validators": ( |
| 4609 | TosaErrorValidator.evAxisSmallerZero, |
| 4610 | TosaErrorValidator.evAxisLargerRank, |
| 4611 | TosaErrorValidator.evWrongInputType, |
| 4612 | TosaErrorValidator.evWrongOutputType, |
| 4613 | TosaErrorValidator.evWrongInputList, |
| 4614 | TosaErrorValidator.evWrongOutputList, |
| 4615 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4616 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4617 | }, |
| 4618 | "slice": { |
| 4619 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4620 | "operands": (3, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4621 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4622 | "build_fcn": ( |
| 4623 | build_slice, |
| 4624 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4625 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4626 | TosaArgGen.agSlice, |
| 4627 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4628 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4629 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4630 | # TODO Turn off these error categories for now as the reference |
| 4631 | # model cannot allocate memory space for empty tensor. We probably |
| 4632 | # can report an accurate error messege at the right place during |
| 4633 | # exeuction. |
| 4634 | # TosaErrorValidator.evStartSmallerZero, |
| 4635 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4636 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4637 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4638 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4639 | TosaErrorValidator.evWrongRank, |
| 4640 | TosaErrorValidator.evWrongInputType, |
| 4641 | TosaErrorValidator.evWrongOutputType, |
| 4642 | TosaErrorValidator.evWrongInputList, |
| 4643 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4644 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4645 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4646 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4647 | }, |
| 4648 | "tile": { |
| 4649 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4650 | "operands": (2, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4651 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4652 | "build_fcn": ( |
| 4653 | build_tile, |
| 4654 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4655 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4656 | TosaArgGen.agTile, |
| 4657 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4658 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4659 | "error_if_validators": ( |
| 4660 | TosaErrorValidator.evWrongInputType, |
| 4661 | TosaErrorValidator.evWrongOutputType, |
| 4662 | TosaErrorValidator.evWrongInputList, |
| 4663 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4664 | TosaErrorValidator.evRankMismatch, |
| 4665 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4666 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4667 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4668 | }, |
| 4669 | "transpose": { |
| 4670 | "op": Op.TRANSPOSE, |
| 4671 | "operands": (1, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4672 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4673 | "build_fcn": ( |
| 4674 | build_transpose, |
| 4675 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4676 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4677 | TosaArgGen.agTranspose, |
| 4678 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4679 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4680 | "error_if_validators": ( |
| 4681 | TosaErrorValidator.evIndexOutsideBounds, |
| 4682 | TosaErrorValidator.evIndexUsedTwice, |
| 4683 | TosaErrorValidator.evWrongInputType, |
| 4684 | TosaErrorValidator.evWrongOutputType, |
| 4685 | TosaErrorValidator.evWrongInputList, |
| 4686 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4687 | TosaErrorValidator.evWrongRank, |
| 4688 | TosaErrorValidator.evRankMismatch, |
| 4689 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4690 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4691 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4692 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4693 | # Data nodes |
| 4694 | "const": { |
| 4695 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4696 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4697 | "build_fcn": ( |
| 4698 | build_const, |
| 4699 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4700 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4701 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4702 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4703 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4704 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4705 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4706 | "identity": { |
| 4707 | "op": Op.IDENTITY, |
| 4708 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4709 | "build_fcn": ( |
| 4710 | build_unary, |
| 4711 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4712 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4713 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4714 | ), |
evacha01 | 1adff83 | 2024-03-06 17:33:44 +0000 | [diff] [blame] | 4715 | "types": TYPE_FIB + [DType.INT4, DType.INT48], |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4716 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4717 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4718 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4719 | "gather": { |
| 4720 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4721 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4722 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4723 | "build_fcn": ( |
| 4724 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4725 | TosaTensorGen.tgGather, |
| 4726 | TosaTensorValuesGen.tvgGather, |
| 4727 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4728 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4729 | "types": ( |
| 4730 | DType.INT8, |
| 4731 | DType.INT16, |
| 4732 | DType.INT32, |
| 4733 | DType.FP16, |
| 4734 | DType.BF16, |
| 4735 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4736 | DType.FP8E4M3, |
| 4737 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4738 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4739 | "error_if_validators": ( |
| 4740 | TosaErrorValidator.evWrongInputType, |
| 4741 | TosaErrorValidator.evWrongOutputType, |
| 4742 | TosaErrorValidator.evWrongInputList, |
| 4743 | TosaErrorValidator.evWrongOutputList, |
| 4744 | TosaErrorValidator.evWrongRank, |
| 4745 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4746 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4747 | }, |
| 4748 | "scatter": { |
| 4749 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4750 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4751 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4752 | "build_fcn": ( |
| 4753 | build_scatter, |
| 4754 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4755 | TosaTensorValuesGen.tvgScatter, |
| 4756 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4757 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4758 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4759 | "error_if_validators": ( |
| 4760 | TosaErrorValidator.evWrongInputType, |
| 4761 | TosaErrorValidator.evWrongOutputType, |
| 4762 | TosaErrorValidator.evWrongInputList, |
| 4763 | TosaErrorValidator.evWrongOutputList, |
| 4764 | TosaErrorValidator.evWrongRank, |
| 4765 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4766 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4767 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4768 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4769 | "resize": { |
| 4770 | "op": Op.RESIZE, |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 4771 | "operands": (4, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4772 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4773 | "build_fcn": ( |
| 4774 | build_resize, |
| 4775 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4776 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4777 | TosaArgGen.agResize, |
| 4778 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4779 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4780 | "invalid_test_validators": ( |
| 4781 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4782 | ), |
| 4783 | "error_if_validators": ( |
| 4784 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4785 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4786 | TosaErrorValidator.evScaleNLargerMax, |
| 4787 | TosaErrorValidator.evScaleDLargerMax, |
| 4788 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4789 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4790 | TosaErrorValidator.evBorderSmallerMin, |
| 4791 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4792 | TosaErrorValidator.evWrongInputType, |
| 4793 | TosaErrorValidator.evWrongOutputType, |
| 4794 | TosaErrorValidator.evWrongRank, |
| 4795 | TosaErrorValidator.evWrongInputList, |
| 4796 | TosaErrorValidator.evWrongOutputList, |
| 4797 | TosaErrorValidator.evBatchMismatch, |
| 4798 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4799 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4800 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4801 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4802 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4803 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4804 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4805 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4806 | "cast": { |
| 4807 | "op": Op.CAST, |
| 4808 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4809 | "build_fcn": ( |
| 4810 | build_cast, |
| 4811 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4812 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4813 | TosaArgGen.agCast, |
| 4814 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4815 | "types": ( |
| 4816 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4817 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4818 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4819 | DType.INT8, |
| 4820 | DType.INT16, |
| 4821 | DType.INT32, |
| 4822 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4823 | DType.FP8E4M3, |
| 4824 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4825 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4826 | "error_if_validators": ( |
| 4827 | TosaErrorValidator.evWrongInputType, |
| 4828 | TosaErrorValidator.evWrongOutputType, |
| 4829 | TosaErrorValidator.evWrongInputList, |
| 4830 | TosaErrorValidator.evWrongOutputList, |
| 4831 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4832 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4833 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4834 | }, |
| 4835 | "rescale": { |
| 4836 | "op": Op.RESCALE, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4837 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4838 | "build_fcn": ( |
| 4839 | build_rescale, |
| 4840 | TosaTensorGen.tgBasic, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4841 | TosaTensorValuesGen.tvgRescale, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4842 | TosaArgGen.agRescale, |
| 4843 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4844 | "types": [ |
| 4845 | DType.UINT8, |
| 4846 | DType.INT8, |
| 4847 | DType.INT16, |
| 4848 | DType.INT32, |
| 4849 | DType.INT48, |
| 4850 | DType.UINT16, |
| 4851 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4852 | "error_if_validators": ( |
| 4853 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4854 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4855 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4856 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4857 | TosaErrorValidator.evScaleTrue, |
| 4858 | TosaErrorValidator.evScaleNotTrue, |
| 4859 | TosaErrorValidator.evWrongInputType, |
| 4860 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4861 | TosaErrorValidator.evWrongInputList, |
| 4862 | TosaErrorValidator.evWrongOutputList, |
| 4863 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4864 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4865 | # Custom |
| 4866 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4867 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4868 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4869 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4870 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4871 | "cond_if_const": { |
| 4872 | "op": Op.COND_IF, |
| 4873 | "operands": (0, 2), |
| 4874 | "build_fcn": ( |
| 4875 | build_cond_if_const, |
| 4876 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4877 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4878 | TosaArgGen.agCondIf, |
| 4879 | ), |
| 4880 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4881 | "error_if_validators": ( |
| 4882 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4883 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4884 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4885 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4886 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4887 | }, |
| 4888 | "cond_if_binary": { |
| 4889 | "op": Op.COND_IF, |
| 4890 | "operands": (2, 0), |
| 4891 | "build_fcn": ( |
| 4892 | build_cond_if_binary, |
| 4893 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4894 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4895 | TosaArgGen.agCondIf, |
| 4896 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4897 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4898 | "error_if_validators": ( |
| 4899 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4900 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4901 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4902 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4903 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4904 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4905 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4906 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4907 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4908 | "while_loop": { |
| 4909 | "op": Op.WHILE_LOOP, |
| 4910 | "operands": (0, 1), |
| 4911 | "build_fcn": ( |
| 4912 | build_while_loop, |
| 4913 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4914 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4915 | TosaArgGen.agWhileLoop, |
| 4916 | ), |
| 4917 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4918 | "error_if_validators": ( |
| 4919 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4920 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4921 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4922 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4923 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4924 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4925 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4926 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4927 | "fft2d": { |
| 4928 | "op": Op.FFT2D, |
| 4929 | "operands": (2, 0), |
| 4930 | "rank": (3, 3), |
| 4931 | "build_fcn": ( |
| 4932 | build_fft2d, |
| 4933 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4934 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4935 | TosaArgGen.agFFT2d, |
| 4936 | ), |
| 4937 | "types": [DType.FP32], |
| 4938 | "error_if_validators": ( |
| 4939 | TosaErrorValidator.evWrongInputType, |
| 4940 | TosaErrorValidator.evWrongOutputType, |
| 4941 | TosaErrorValidator.evWrongInputList, |
| 4942 | TosaErrorValidator.evWrongOutputList, |
| 4943 | TosaErrorValidator.evWrongRank, |
| 4944 | TosaErrorValidator.evBatchMismatch, |
| 4945 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4946 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4947 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4948 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4949 | "data_gen": DOT_PRODUCT_DATAGEN, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4950 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4951 | "rfft2d": { |
| 4952 | "op": Op.RFFT2D, |
| 4953 | "operands": (1, 0), |
| 4954 | "rank": (3, 3), |
| 4955 | "build_fcn": ( |
| 4956 | build_rfft2d, |
| 4957 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4958 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4959 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4960 | ), |
| 4961 | "types": [DType.FP32], |
| 4962 | "error_if_validators": ( |
| 4963 | TosaErrorValidator.evWrongInputType, |
| 4964 | TosaErrorValidator.evWrongOutputType, |
| 4965 | TosaErrorValidator.evWrongInputList, |
| 4966 | TosaErrorValidator.evWrongOutputList, |
| 4967 | TosaErrorValidator.evWrongRank, |
| 4968 | TosaErrorValidator.evBatchMismatch, |
| 4969 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4970 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4971 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4972 | "data_gen": DOT_PRODUCT_DATAGEN, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4973 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4974 | # Shape |
| 4975 | "add_shape": { |
| 4976 | "op": Op.ADD_SHAPE, |
| 4977 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4978 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4979 | "build_fcn": ( |
| 4980 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4981 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4982 | TosaTensorValuesGen.tvgAddSub, |
| 4983 | TosaArgGen.agNone, |
| 4984 | ), |
| 4985 | "types": [DType.SHAPE], |
| 4986 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4987 | }, |
| 4988 | "sub_shape": { |
| 4989 | "op": Op.SUB_SHAPE, |
| 4990 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4991 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4992 | "build_fcn": ( |
| 4993 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4994 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4995 | TosaTensorValuesGen.tvgAddSub, |
| 4996 | TosaArgGen.agNone, |
| 4997 | ), |
| 4998 | "types": [DType.SHAPE], |
| 4999 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5000 | }, |
| 5001 | "mul_shape": { |
| 5002 | "op": Op.MUL_SHAPE, |
| 5003 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5004 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5005 | "build_fcn": ( |
| 5006 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5007 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5008 | TosaTensorValuesGen.tvgMul, |
| 5009 | TosaArgGen.agNone, |
| 5010 | ), |
| 5011 | "types": [DType.SHAPE], |
| 5012 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5013 | }, |
| 5014 | "div_shape": { |
| 5015 | "op": Op.DIV_SHAPE, |
| 5016 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5017 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5018 | "build_fcn": ( |
| 5019 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5020 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5021 | TosaTensorValuesGen.tvgIntDiv, |
| 5022 | TosaArgGen.agNone, |
| 5023 | ), |
| 5024 | "types": [DType.SHAPE], |
| 5025 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5026 | }, |
| 5027 | "concat_shape": { |
| 5028 | "op": Op.CONCAT_SHAPE, |
| 5029 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5030 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5031 | "build_fcn": ( |
| 5032 | build_concat, |
| 5033 | TosaTensorGen.tgConcat, |
| 5034 | TosaTensorValuesGen.tvgConcat, |
| 5035 | TosaArgGen.agNone, |
| 5036 | ), |
| 5037 | "types": [DType.SHAPE], |
| 5038 | "error_if_validators": (), |
| 5039 | }, |
| 5040 | "const_shape": { |
| 5041 | "op": Op.CONST_SHAPE, |
| 5042 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5043 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5044 | "build_fcn": ( |
| 5045 | build_const, |
| 5046 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 5047 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5048 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5049 | ), |
| 5050 | "types": [DType.SHAPE], |
| 5051 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5052 | } |
| 5053 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5054 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5055 | class OutputShaper: |
| 5056 | # Methods in this class compute the expected output shape and datatype |
| 5057 | # for common classes of operations |
| 5058 | def __init__(self): |
| 5059 | pass |
| 5060 | |
| 5061 | # These methods return arguments that can be used for |
| 5062 | # creating a new output tensor |
| 5063 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5064 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 5065 | if error_name != ErrorIf.RankMismatch: |
| 5066 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5067 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5068 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5069 | # Work out broadcasted output shape (when not ERRORIF test) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5070 | shape = [] |
| 5071 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5072 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5073 | shape.append(b.shape[i]) |
| 5074 | else: |
| 5075 | shape.append(a.shape[i]) |
| 5076 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5077 | if len(shape) > 0 and error_name == ErrorIf.DimensionMismatch: |
| 5078 | # Can only create this error for rank > 0 |
| 5079 | fuzz_idx = rng.integers(0, len(shape)) |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5080 | shape[fuzz_idx] += 1 |
| 5081 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5082 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5083 | all_dtypes = [ |
| 5084 | DType.INT8, |
| 5085 | DType.INT16, |
| 5086 | DType.INT32, |
| 5087 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5088 | DType.FP16, |
| 5089 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5090 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5091 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5092 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5093 | outputDType = rng.choice(wrong_dtypes) |
| 5094 | else: |
| 5095 | outputDType = a.dtype |
| 5096 | |
| 5097 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5098 | |
| 5099 | @staticmethod |
| 5100 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5101 | assert len(a.shape) == len(b.shape) |
| 5102 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5103 | |
| 5104 | shape = [] |
| 5105 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5106 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5107 | shape.append(a.shape[i]) |
| 5108 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5109 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5110 | |
| 5111 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5112 | def unaryOp(ser, rng, a, error_name=None): |
| 5113 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5114 | all_dtypes = [ |
| 5115 | DType.INT8, |
| 5116 | DType.INT16, |
| 5117 | DType.INT32, |
| 5118 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5119 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5120 | DType.FP16, |
| 5121 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5122 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5123 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5124 | outputDType = rng.choice(wrong_dtypes) |
| 5125 | else: |
| 5126 | outputDType = a.dtype |
| 5127 | |
| 5128 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5129 | |
| 5130 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5131 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5132 | if error_name != ErrorIf.RankMismatch: |
| 5133 | assert len(a.shape) == len(b.shape) and len(a.shape) == len(cond.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5134 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5135 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5136 | # Work out broadcasted output shape (when not ERRORIF test) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5137 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5138 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5139 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5140 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5141 | else: |
| 5142 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5143 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5144 | if len(shape) > 0 and error_name == ErrorIf.DimensionMismatch: |
| 5145 | # Can only create this error for rank > 0 |
| 5146 | fuzz_idx = rng.integers(0, len(shape)) |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5147 | shape[fuzz_idx] += 1 |
| 5148 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5149 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5150 | all_dtypes = [ |
| 5151 | DType.INT8, |
| 5152 | DType.INT16, |
| 5153 | DType.INT32, |
| 5154 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5155 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5156 | DType.FP16, |
| 5157 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5158 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5159 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5160 | outputDType = rng.choice(wrong_dtypes) |
| 5161 | else: |
| 5162 | outputDType = a.dtype |
| 5163 | |
| 5164 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5165 | |
| 5166 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5167 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5168 | if error_name != ErrorIf.RankMismatch: |
| 5169 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5170 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5171 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5172 | # Work out broadcasted output shape |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5173 | shape = [] |
| 5174 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5175 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5176 | shape.append(b.shape[i]) |
| 5177 | else: |
| 5178 | shape.append(a.shape[i]) |
| 5179 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5180 | if len(shape) > 0 and error_name == ErrorIf.DimensionMismatch: |
| 5181 | # Can only create this error for rank > 0 |
| 5182 | fuzz_idx = rng.integers(0, len(shape)) |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5183 | shape[fuzz_idx] += 1 |
| 5184 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5185 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5186 | wrong_dtypes = [ |
| 5187 | DType.INT8, |
| 5188 | DType.INT16, |
| 5189 | DType.INT32, |
| 5190 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5191 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5192 | DType.FP16, |
| 5193 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5194 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5195 | outputDType = rng.choice(wrong_dtypes) |
| 5196 | else: |
| 5197 | outputDType = DType.BOOL |
| 5198 | |
| 5199 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5200 | |
| 5201 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5202 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5203 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5204 | if error_name not in [ |
| 5205 | ErrorIf.AxisSmallerZero, |
| 5206 | ErrorIf.AxisLargerRank, |
| 5207 | ErrorIf.ShapeOfAxisNotOne, |
| 5208 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5209 | shape[axis] = 1 |
| 5210 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5211 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5212 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5213 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5214 | all_dtypes = [ |
| 5215 | DType.INT8, |
| 5216 | DType.INT16, |
| 5217 | DType.INT32, |
| 5218 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5219 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5220 | DType.FP16, |
| 5221 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5222 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5223 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5224 | outputDType = rng.choice(wrong_dtypes) |
| 5225 | else: |
| 5226 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5227 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5228 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5229 | |
| 5230 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5231 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5232 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5233 | |
| 5234 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5235 | del shape[axis] |
| 5236 | |
| 5237 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5238 | remove = rng.choice([True, False]) |
| 5239 | if remove and len(shape) > 1: |
| 5240 | del shape[0] |
| 5241 | else: |
| 5242 | shape.append(1) |
| 5243 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5244 | for i in range(len(shape)): |
| 5245 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5246 | |
| 5247 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5248 | all_dtypes = [ |
| 5249 | DType.INT8, |
| 5250 | DType.INT16, |
| 5251 | DType.INT32, |
| 5252 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5253 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5254 | DType.FP16, |
| 5255 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5256 | DType.FP8E4M3, |
| 5257 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5258 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5259 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5260 | outputDType = rng.choice(wrong_dtypes) |
| 5261 | else: |
| 5262 | outputDType = DType.INT32 |
| 5263 | |
| 5264 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5265 | |
| 5266 | @staticmethod |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5267 | def _get_conv_output_type(input_dtype): |
| 5268 | if input_dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 5269 | return input_dtype |
| 5270 | elif input_dtype in (DType.FP8E4M3, DType.FP8E5M2): |
| 5271 | return DType.FP16 |
| 5272 | elif input_dtype in (DType.INT8, DType.INT4): |
| 5273 | return DType.INT32 |
| 5274 | elif input_dtype in (DType.INT16,): |
| 5275 | return DType.INT48 |
| 5276 | assert True, f"Unsupported convolution data type {input_dtype}" |
| 5277 | |
| 5278 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5279 | def conv2dOp( |
| 5280 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5281 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5282 | |
| 5283 | # IFM: NHWC |
| 5284 | # Filter: OHWI |
| 5285 | # OFM: NHWC |
| 5286 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5287 | h = ( |
| 5288 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5289 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5290 | + padding[0] |
| 5291 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5292 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5293 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5294 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5295 | w = ( |
| 5296 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5297 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5298 | + padding[2] |
| 5299 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5300 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5301 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5302 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5303 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5304 | choices = [1, 2, 3] |
| 5305 | change = rng.choice(choices) |
| 5306 | # increment in multiples of stride to not hit non-integer error case |
| 5307 | if change in [1, 3]: |
| 5308 | h = h + (rng.choice(choices) * strides[0]) |
| 5309 | if change in [2, 3]: |
| 5310 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5311 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5312 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5313 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5314 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5315 | # Pick some potentially correct output dtype if input type is incorrect |
| 5316 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5317 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5318 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5319 | |
| 5320 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5321 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5322 | excludes = [DType.FP16, DType.FP32] |
Jeremy Johnson | 80fd9b8 | 2024-03-12 11:46:50 +0000 | [diff] [blame] | 5323 | elif ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5324 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5325 | else: |
| 5326 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5327 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5328 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5329 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5330 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5331 | |
| 5332 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5333 | def conv3dOp( |
| 5334 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5335 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5336 | |
| 5337 | # IFM: NDHWC |
| 5338 | # Filter: ODHWI |
| 5339 | # OFM: NDHWC |
| 5340 | |
| 5341 | d = ( |
| 5342 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5343 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5344 | + padding[0] |
| 5345 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5346 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5347 | ) // strides[0] + 1 |
| 5348 | |
| 5349 | h = ( |
| 5350 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5351 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5352 | + padding[2] |
| 5353 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5354 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5355 | ) // strides[1] + 1 |
| 5356 | |
| 5357 | w = ( |
| 5358 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5359 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5360 | + padding[4] |
| 5361 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5362 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5363 | ) // strides[2] + 1 |
| 5364 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5365 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5366 | choices = [1, 2, 3, 4] |
| 5367 | change = rng.choice(choices) |
| 5368 | # increment in multiples of stride to not hit non-integer error case |
| 5369 | if change in [1, 4]: |
| 5370 | d = d + (rng.choice(choices) * strides[0]) |
| 5371 | if change in [2, 4]: |
| 5372 | h = h + (rng.choice(choices) * strides[1]) |
| 5373 | if change in [3, 4]: |
| 5374 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5375 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5376 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5377 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5378 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5379 | # Pick some potentially correct output dtype if input type is incorrect |
| 5380 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5381 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5382 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5383 | |
| 5384 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5385 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5386 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5387 | else: |
| 5388 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5389 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5390 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5391 | |
| 5392 | return ser.addOutput(ofm_shape, out_dtype) |
| 5393 | |
| 5394 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5395 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5396 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5397 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5398 | # IFM: NHWC |
| 5399 | # Filter: HWCM |
| 5400 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5401 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5402 | h = ( |
| 5403 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5404 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5405 | + padding[0] |
| 5406 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5407 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5408 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5409 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5410 | w = ( |
| 5411 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5412 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5413 | + padding[2] |
| 5414 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5415 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5416 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5417 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5418 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5419 | choices = [1, 2, 3] |
| 5420 | change = rng.choice(choices) |
| 5421 | # increment in multiples of stride to not hit non-integer error case |
| 5422 | if change in [1, 3]: |
| 5423 | h = h + (rng.choice(choices) * strides[0]) |
| 5424 | if change in [2, 3]: |
| 5425 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5426 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5427 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5428 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5429 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5430 | # Pick some potentially correct output dtype if input type is incorrect |
| 5431 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5432 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5433 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5434 | |
| 5435 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5436 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5437 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5438 | else: |
| 5439 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5440 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5441 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5442 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5443 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5444 | |
| 5445 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5446 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5447 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5448 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5449 | # 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] | 5450 | h = 1 |
| 5451 | w = 1 |
| 5452 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5453 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5454 | 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] | 5455 | |
| 5456 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5457 | choices = [1, 2, 3] |
| 5458 | change = rng.choice(choices) |
| 5459 | # increment in multiples of stride to not hit non-integer error case |
| 5460 | if change in [1, 3]: |
| 5461 | h = h + (rng.choice(choices) * stride[0]) |
| 5462 | if change in [2, 3]: |
| 5463 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5464 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5465 | |
| 5466 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5467 | all_dtypes = [ |
| 5468 | DType.INT8, |
| 5469 | DType.INT16, |
| 5470 | DType.INT32, |
| 5471 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5472 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5473 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 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 | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5478 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5479 | outputDType = rng.choice(wrong_dtypes) |
| 5480 | else: |
| 5481 | outputDType = ifm.dtype |
| 5482 | |
| 5483 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5484 | |
| 5485 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5486 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5487 | # input: N, IC |
| 5488 | # filter: OC, IC |
| 5489 | # output: N, OC |
| 5490 | |
| 5491 | output_shape = [input.shape[0], filter.shape[0]] |
| 5492 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5493 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5494 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5495 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5496 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5497 | |
| 5498 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5499 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5500 | # a: N, H, C |
| 5501 | # b: N, C, W |
| 5502 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5503 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5504 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5505 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5506 | if error_name == ErrorIf.WrongOutputType: |
| 5507 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5508 | incorrect_types = ( |
| 5509 | DType.INT4, |
| 5510 | DType.INT8, |
| 5511 | DType.INT16, |
| 5512 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5513 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5514 | DType.FP16, |
| 5515 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5516 | DType.FP8E4M3, |
| 5517 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5518 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5519 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5520 | incorrect_types = ( |
| 5521 | DType.INT4, |
| 5522 | DType.INT8, |
| 5523 | DType.INT16, |
| 5524 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5525 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5526 | DType.FP16, |
| 5527 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5528 | DType.FP8E4M3, |
| 5529 | DType.FP8E5M2, |
| 5530 | ) |
| 5531 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5532 | incorrect_types = ( |
| 5533 | DType.INT4, |
| 5534 | DType.INT8, |
| 5535 | DType.INT16, |
| 5536 | DType.INT32, |
| 5537 | DType.INT48, |
| 5538 | DType.FP32, |
| 5539 | DType.BF16, |
| 5540 | DType.FP8E4M3, |
| 5541 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5542 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5543 | elif ( |
| 5544 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5545 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5546 | incorrect_types = ( |
| 5547 | DType.INT4, |
| 5548 | DType.INT8, |
| 5549 | DType.INT16, |
| 5550 | DType.INT32, |
| 5551 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5552 | DType.FP8E4M3, |
| 5553 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5554 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5555 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5556 | elif error_name == ErrorIf.WrongInputType: |
| 5557 | # Pick some potentially correct output dtype if input type is incorrect |
| 5558 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5559 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5560 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5561 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5562 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5563 | |
| 5564 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5565 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5566 | input1 = inputs[0] |
| 5567 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5568 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5569 | # 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] | 5570 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5571 | if not ( |
| 5572 | # unable to concat tensors of different ranks |
| 5573 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5574 | # unable to concat tensors along an invalid axis |
| 5575 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5576 | ): |
| 5577 | for tensor in remaining_inputs: |
| 5578 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5579 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5580 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5581 | output_shape[axis] += rng.integers(5, 10) |
| 5582 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5583 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5584 | all_dtypes = { |
| 5585 | DType.INT8, |
| 5586 | DType.INT16, |
| 5587 | DType.INT32, |
| 5588 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5589 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5590 | DType.FP16, |
| 5591 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5592 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5593 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5594 | outputDType = rng.choice(wrong_dtypes) |
| 5595 | else: |
| 5596 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5597 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5598 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5599 | |
| 5600 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5601 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5602 | |
| 5603 | output_shape = a.shape.copy() |
| 5604 | |
| 5605 | for i in range(len(output_shape)): |
| 5606 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5607 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5608 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5609 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5610 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5611 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5612 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5613 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5614 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5615 | all_dtypes = [ |
| 5616 | DType.INT8, |
| 5617 | DType.INT16, |
| 5618 | DType.INT32, |
| 5619 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5620 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5621 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5622 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5623 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5624 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5625 | outputDType = rng.choice(wrong_dtypes) |
| 5626 | else: |
| 5627 | outputDType = a.dtype |
| 5628 | |
| 5629 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5630 | |
| 5631 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5632 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5633 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5634 | |
| 5635 | if error_name == ErrorIf.WrongOutputType: |
| 5636 | all_dtypes = [ |
| 5637 | DType.INT8, |
| 5638 | DType.INT16, |
| 5639 | DType.INT32, |
| 5640 | DType.INT48, |
| 5641 | DType.FP32, |
| 5642 | DType.FP16, |
| 5643 | DType.BF16, |
| 5644 | ] |
| 5645 | wrong_dtypes = list(set(all_dtypes)) |
| 5646 | outputDType = rng.choice(wrong_dtypes) |
| 5647 | else: |
| 5648 | outputDType = DType.SHAPE |
| 5649 | |
| 5650 | return ser.addOutput(output_shape, outputDType) |
| 5651 | |
| 5652 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5653 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5654 | output_shape = shape.copy() |
| 5655 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5656 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5657 | for i in range(len(output_shape)): |
| 5658 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5659 | |
| 5660 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5661 | all_dtypes = [ |
| 5662 | DType.INT8, |
| 5663 | DType.INT16, |
| 5664 | DType.INT32, |
| 5665 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5666 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5667 | DType.FP16, |
| 5668 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5669 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5670 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5671 | outputDType = rng.choice(wrong_dtypes) |
| 5672 | else: |
| 5673 | outputDType = a.dtype |
| 5674 | |
| 5675 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5676 | |
| 5677 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5678 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5679 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5680 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5681 | all_dtypes = [ |
| 5682 | DType.INT8, |
| 5683 | DType.INT16, |
| 5684 | DType.INT32, |
| 5685 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5686 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5687 | DType.FP16, |
| 5688 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5689 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5690 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5691 | outputDType = rng.choice(wrong_dtypes) |
| 5692 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5693 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5694 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5695 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5696 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5697 | for index in range(len(output_shape)): |
| 5698 | if output_shape[index] <= 2: |
| 5699 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5700 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5701 | output_shape[index] = output_shape[index] + rng.choice( |
| 5702 | [-2, -1, 1, 2] |
| 5703 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5704 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5705 | output_shape = input.shape.copy() |
| 5706 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5707 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5708 | |
| 5709 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5710 | |
| 5711 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5712 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5713 | |
| 5714 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5715 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5716 | |
| 5717 | for i in range(len(output_shape)): |
| 5718 | output_shape[i] = a.shape[i] * multiples[i] |
| 5719 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5720 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5721 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5722 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5723 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5724 | all_dtypes = [ |
| 5725 | DType.INT8, |
| 5726 | DType.INT16, |
| 5727 | DType.INT32, |
| 5728 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5729 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5730 | DType.FP16, |
| 5731 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5732 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5733 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5734 | outputDType = rng.choice(wrong_dtypes) |
| 5735 | else: |
| 5736 | outputDType = a.dtype |
| 5737 | |
| 5738 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5739 | |
| 5740 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5741 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5742 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5743 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5744 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5745 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5746 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5747 | for i in range(len(output_shape)): |
| 5748 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5749 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5750 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5751 | for i in range(len(output_shape)): |
| 5752 | output_shape[i] += rng.integers(1, 10) |
| 5753 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5754 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5755 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5756 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5757 | all_dtypes = [ |
| 5758 | DType.INT8, |
| 5759 | DType.INT16, |
| 5760 | DType.INT32, |
| 5761 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5762 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5763 | DType.FP16, |
| 5764 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5765 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5766 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5767 | outputDType = rng.choice(wrong_dtypes) |
| 5768 | else: |
| 5769 | outputDType = a.dtype |
| 5770 | |
| 5771 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5772 | |
| 5773 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5774 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5775 | if error_name != ErrorIf.WrongRank: |
| 5776 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5777 | assert len(indices.shape) == 2 |
| 5778 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5779 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5780 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5781 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5782 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5783 | all_dtypes = [ |
| 5784 | DType.INT8, |
| 5785 | DType.INT16, |
| 5786 | DType.INT32, |
| 5787 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5788 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5789 | DType.FP16, |
| 5790 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5791 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5792 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5793 | outputDType = rng.choice(wrong_dtypes) |
| 5794 | else: |
| 5795 | outputDType = values.dtype |
| 5796 | |
| 5797 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5798 | |
| 5799 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5800 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5801 | if error_name != ErrorIf.WrongRank: |
| 5802 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5803 | assert len(indices.shape) == 2 |
| 5804 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5805 | assert values_in.shape[0] == indices.shape[0] # N |
| 5806 | assert input.shape[1] == indices.shape[1] # W |
| 5807 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5808 | |
| 5809 | output_shape = values_in.shape |
| 5810 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5811 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5812 | all_dtypes = [ |
| 5813 | DType.INT8, |
| 5814 | DType.INT16, |
| 5815 | DType.INT32, |
| 5816 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5817 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5818 | DType.FP16, |
| 5819 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5820 | DType.FP8E4M3, |
| 5821 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5822 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5823 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5824 | outputDType = rng.choice(wrong_dtypes) |
| 5825 | else: |
| 5826 | outputDType = values_in.dtype |
| 5827 | |
| 5828 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5829 | |
| 5830 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5831 | def tableOp(ser, rng, input, error_name=None): |
| 5832 | # Same shape as the input, dtype dependent on input dtype |
| 5833 | if error_name != ErrorIf.WrongInputType: |
| 5834 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5835 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5836 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5837 | wrong_dtypes = [ |
| 5838 | DType.INT8, |
| 5839 | DType.INT16, |
| 5840 | DType.INT32, |
| 5841 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5842 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5843 | DType.FP16, |
| 5844 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5845 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5846 | wrong_dtypes.remove(output_dtype) |
| 5847 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5848 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5849 | |
| 5850 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5851 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5852 | serializer, |
| 5853 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5854 | input, |
| 5855 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5856 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5857 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5858 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5859 | input_dtype, |
| 5860 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5861 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5862 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5863 | # Calculate OH, OW |
| 5864 | scale_y_n = scale[0] |
| 5865 | scale_y_d = scale[1] |
| 5866 | scale_x_n = scale[2] |
| 5867 | scale_x_d = scale[3] |
| 5868 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5869 | scale_y_n = max(scale_y_n, 1) |
| 5870 | scale_y_d = max(scale_y_d, 1) |
| 5871 | scale_x_n = max(scale_x_n, 1) |
| 5872 | scale_x_d = max(scale_x_d, 1) |
| 5873 | |
| 5874 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5875 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5876 | |
| 5877 | if error_name is not None: |
| 5878 | # Make sure the output tensor is valid, which can occur when |
| 5879 | # scale, offset or border have been changed for ERROR_IFs |
| 5880 | oh = max(oh, 1) |
| 5881 | ow = max(ow, 1) |
| 5882 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5883 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5884 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5885 | |
| 5886 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5887 | choices = [1, 2, 3] |
| 5888 | change = rng.choice(choices) |
| 5889 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5890 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5891 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5892 | oh -= scale_y_d |
| 5893 | assert oh > 0 # Should have been caught in agResize |
| 5894 | else: |
| 5895 | oh += scale_y_d |
| 5896 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5897 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5898 | ow -= scale_x_d |
| 5899 | assert ow > 0 # Should have been caught in agResize |
| 5900 | else: |
| 5901 | ow += scale_x_d |
| 5902 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5903 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5904 | output_dims = [ |
| 5905 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5906 | oh, |
| 5907 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5908 | input.shape[0], |
| 5909 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5910 | elif error_name == ErrorIf.BatchMismatch: |
| 5911 | output_dims = [ |
| 5912 | input.shape[0] + rng.integers(1, 10), |
| 5913 | oh, |
| 5914 | ow, |
| 5915 | input.shape[3], |
| 5916 | ] |
| 5917 | elif error_name == ErrorIf.ChannelMismatch: |
| 5918 | output_dims = [ |
| 5919 | input.shape[0], |
| 5920 | oh, |
| 5921 | ow, |
| 5922 | input.shape[3] + rng.integers(1, 10), |
| 5923 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5924 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5925 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5926 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5927 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5928 | |
| 5929 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5930 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5931 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5932 | |
| 5933 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5934 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5935 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5936 | choices = [1, 2, 3] |
| 5937 | change = rng.choice(choices) |
| 5938 | if change in [1, 3]: |
| 5939 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5940 | if change in [2, 3]: |
| 5941 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5942 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5943 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5944 | # Pick some potentially correct output dtype if input type is incorrect |
| 5945 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5946 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5947 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5948 | |
| 5949 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5950 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5951 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5952 | else: |
| 5953 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5954 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5955 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5956 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5957 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5958 | |
| 5959 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5960 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5961 | outputs = [] |
| 5962 | |
| 5963 | assert ifm1.dtype == ifm2.dtype |
| 5964 | input_dtype = ifm1.dtype |
| 5965 | |
| 5966 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5967 | assert ifm1.shape == ifm2.shape |
| 5968 | |
| 5969 | input_shape = ifm1.shape |
| 5970 | if error_name != ErrorIf.WrongRank: |
| 5971 | assert len(input_shape) == 3 |
| 5972 | |
| 5973 | output_shape = input_shape.copy() |
| 5974 | output_dtype = input_dtype |
| 5975 | |
| 5976 | if error_name == ErrorIf.WrongOutputType: |
| 5977 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5978 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5979 | output_dtype = rng.choice(wrong_dtypes) |
| 5980 | elif error_name == ErrorIf.BatchMismatch: |
| 5981 | output_shape[0] += rng.integers(1, 10) |
| 5982 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5983 | modify_dim = rng.choice([1, 2]) |
| 5984 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5985 | |
| 5986 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5987 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5988 | return outputs |
| 5989 | |
| 5990 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5991 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5992 | outputs = [] |
| 5993 | |
| 5994 | input_shape = value.shape |
| 5995 | if error_name != ErrorIf.WrongRank: |
| 5996 | assert len(input_shape) == 3 |
| 5997 | |
| 5998 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5999 | |
| 6000 | output_dtype = value.dtype |
| 6001 | if error_name == ErrorIf.WrongOutputType: |
| 6002 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6003 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6004 | output_dtype = rng.choice(wrong_dtypes) |
| 6005 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 6006 | output_shape[0] += rng.integers(1, 10) |
| 6007 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 6008 | modify_dim = rng.choice([1, 2]) |
| 6009 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6010 | |
| 6011 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6012 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6013 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6014 | |
| 6015 | @staticmethod |
| 6016 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 6017 | if error_name != ErrorIf.RankMismatch: |
| 6018 | assert len(a.shape) == len(b.shape) |
| 6019 | assert a.dtype == b.dtype |
| 6020 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 6021 | shape = a.shape.copy() |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6022 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 6023 | # Do not expect rank 0 tests! |
| 6024 | assert len(shape) > 0 |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6025 | if error_name == ErrorIf.DimensionMismatch: |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 6026 | # Can only create this error for rank > 0 |
| 6027 | fuzz_idx = rng.integers(0, len(shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6028 | shape[fuzz_idx] += 1 |
| 6029 | |
| 6030 | if error_name == ErrorIf.WrongOutputType: |
| 6031 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 6032 | outputDType = rng.choice(wrong_dtypes) |
| 6033 | else: |
| 6034 | outputDType = DType.SHAPE |
| 6035 | return ser.addOutput(shape, outputDType) |