Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 4 | import logging |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5 | import os |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 6 | import struct |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 7 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 8 | from datetime import datetime |
| 9 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 10 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 11 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 12 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 13 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 14 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 15 | from generator.tosa_arg_gen import TosaArgGen |
| 16 | from generator.tosa_arg_gen import TosaQuantGen |
| 17 | from generator.tosa_arg_gen import TosaTensorGen |
| 18 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 19 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 20 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 21 | from generator.tosa_error_if import TosaErrorValidator |
| 22 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 23 | from generator.tosa_random_gen import TosaHashRandomGenerator |
| 24 | from generator.tosa_random_gen import TosaRandomGenerator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 25 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 26 | from tosa.DType import DType |
| 27 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 28 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 29 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 30 | // SPDX-License-Identifier: Apache-2.0 |
| 31 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 32 | """ |
| 33 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 34 | logging.basicConfig() |
| 35 | logger = logging.getLogger("tosa_verif_build_tests") |
| 36 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 37 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 38 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 39 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 40 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 41 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 42 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 43 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 44 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 45 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 46 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 47 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 48 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 49 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 50 | def __init__(self, args): |
| 51 | self.args = args |
| 52 | self.basePath = args.output_dir |
| 53 | self.random_seed = args.random_seed |
| 54 | self.ser = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 55 | self.createDynamicOpLists() |
| 56 | self.initOpListDefaults() |
| 57 | self.quantGen = TosaQuantGen() |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 58 | self.global_rng = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | # Force makeShape to do a specific starting shape |
| 60 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 61 | # JSON schema validation |
| 62 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 63 | # Data generator library is sometimes needed for compliance set up |
| 64 | # even if we are generating the data later (lazy_data_generation) |
| 65 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 66 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 67 | # Work out floating point range |
| 68 | def convertFPRange(rangeFP, maxFP): |
| 69 | # Converts program arguments of max/-max to FP max |
| 70 | vals = [] |
| 71 | for v in rangeFP: |
| 72 | if v == "max": |
| 73 | v = maxFP |
| 74 | elif v == "-max": |
| 75 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 76 | elif v < 0: |
| 77 | # Trim to minimum data type value |
| 78 | v = max(v, -maxFP) |
| 79 | elif v > 0: |
| 80 | # Trim to maximum data type value |
| 81 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 82 | vals.append(v) |
| 83 | return tuple(sorted(vals)) |
| 84 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 85 | self.random_dtype_range = { |
| 86 | DType.SHAPE: tuple(self.args.tensor_shape_range[0:2]) |
| 87 | } |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 88 | 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^] | 89 | self.random_dtype_range[dtype] = convertFPRange( |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 90 | args.tensor_fp_value_range, |
| 91 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 92 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 93 | self.resetGlobalRNG() |
| 94 | |
| 95 | def resetGlobalRNG(self): |
| 96 | self.global_rng = TosaRandomGenerator(self.random_seed, self.random_dtype_range) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 97 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | def createSerializer(self, opName, testPath): |
| 99 | self.testPath = os.path.join(opName, testPath) |
| 100 | |
| 101 | fullPath = os.path.join(self.basePath, self.testPath) |
| 102 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 103 | # Embed const data in the flatbuffer |
| 104 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 105 | if self.args.lazy_data_gen: |
| 106 | # Lazy data generation - so make constants files |
| 107 | constMode = ts.ConstMode.INPUTS |
| 108 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 109 | constMode = ts.ConstMode.EMBED_DUMP |
| 110 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 111 | |
| 112 | def getSerializer(self): |
| 113 | return self.ser |
| 114 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 115 | def serialize(self, testName, metaData=None): |
| 116 | path = Path(self.basePath) / self.testPath |
| 117 | |
| 118 | # Write out TOSA flatbuffer binary |
| 119 | path_fb = path / f"{testName}.tosa" |
| 120 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 121 | fd.write(self.ser.serialize()) |
| 122 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 123 | # Get JSON descriptor from serializer |
| 124 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 125 | |
| 126 | if metaData: |
| 127 | # Add extra meta data to desc.json |
| 128 | desc["meta"] = metaData |
| 129 | |
| 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) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 188 | return np.int32( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 189 | rng.integers( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 190 | low=self.args.tensor_shape_range[0], |
| 191 | high=self.args.tensor_shape_range[1], |
| 192 | size=rank, |
| 193 | ) |
| 194 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 195 | |
| 196 | def setTargetShape(self, shape): |
| 197 | self.targetted_shape = shape |
| 198 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 199 | def shapeStr(self, shape): |
| 200 | |
| 201 | sStr = [] |
| 202 | # Convert to strings |
| 203 | for i in shape: |
| 204 | sStr.append(str(i)) |
| 205 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 206 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 207 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 208 | def typeStr(self, dtype): |
| 209 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 210 | assert len(dtype) >= 2 |
| 211 | strs = [self.typeStr(t) for t in dtype] |
| 212 | # Limit types to the first 2 as the 3rd is the accumulator |
| 213 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 214 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 215 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 216 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 217 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 218 | raise Exception( |
| 219 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 220 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 221 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 222 | def constrictBatchSize(self, shape): |
| 223 | # Limit the batch size unless an explicit target shape set |
| 224 | if self.args.max_batch_size and not self.args.target_shapes: |
| 225 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 226 | return shape |
| 227 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 228 | def makeDimension(self, rng): |
| 229 | return rng.randInt( |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 230 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 231 | ) |
| 232 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 233 | def tensorComplianceMetaData( |
| 234 | self, op, inputType, argsDict, outputTensor, errorName |
| 235 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 236 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 237 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 238 | Op.MATMUL, |
| 239 | Op.CONV2D, |
| 240 | Op.FULLY_CONNECTED, |
| 241 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 242 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 243 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 244 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 245 | if ( |
| 246 | errorName |
| 247 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 248 | or ( |
| 249 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 250 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 251 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 252 | ): |
| 253 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 254 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 255 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 256 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 257 | compliance_tens = { |
| 258 | "mode": None, |
| 259 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 260 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 261 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 262 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 263 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 264 | compliance_tens["dot_product_info"] = { |
| 265 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 266 | "ks": int(argsDict["ksb"]) |
| 267 | if "ksb" in argsDict |
| 268 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 269 | } |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 270 | elif argsDict["dg_type"] == gtu.DataGenType.SPECIAL: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 271 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 272 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 273 | mode = gtu.ComplianceMode.ULP |
| 274 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 275 | elif "compliance" in op and "relative" in op["compliance"]: |
| 276 | mode = gtu.ComplianceMode.RELATIVE |
| 277 | compliance_tens["relative_info"] = { |
| 278 | "max": argsDict["max_abs_value"], |
| 279 | "scale": op["compliance"]["relative"], |
| 280 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 281 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 282 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 283 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 284 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 285 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 286 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 287 | compliance_tens["abs_error_info"] = { |
| 288 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 289 | } |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 290 | elif op["op"] in (Op.SIN, Op.COS): |
| 291 | mode = gtu.ComplianceMode.ABS_ERROR |
| 292 | if "compliance" in op and "abs_error_normal_divisor" in op["compliance"]: |
| 293 | compliance_tens["abs_error_info"] = { |
| 294 | "normal_divisor": op["compliance"]["abs_error_normal_divisor"] |
| 295 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 296 | else: |
| 297 | mode = gtu.ComplianceMode.EXACT |
| 298 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 299 | |
| 300 | return compliance_tens |
| 301 | |
| 302 | # Build Op functions |
| 303 | # Create the output tensor (calling OutputShaper as needed) |
| 304 | # Do final tweaks to attributes (if necessary for errorIf) |
| 305 | # Add Op into graph |
| 306 | # Return resulting tensor information or BuildInfo |
| 307 | |
| 308 | class BuildInfo: |
| 309 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 310 | |
| 311 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 312 | if isinstance(resultTensor, list): |
| 313 | assert complianceDict is None or isinstance(complianceDict, list) |
| 314 | self.resultTensorList = resultTensor |
| 315 | self.complianceDictList = complianceDict |
| 316 | else: |
| 317 | self.resultTensorList = [resultTensor] |
| 318 | if complianceDict is None: |
| 319 | self.complianceDictList = None |
| 320 | else: |
| 321 | self.complianceDictList = [complianceDict] |
| 322 | |
| 323 | def getComplianceInfo(self): |
| 324 | if self.complianceDictList is None: |
| 325 | return None |
| 326 | else: |
| 327 | tens_dict = {} |
| 328 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 329 | if comp is not None: |
| 330 | tens_dict[tens.name] = comp |
| 331 | |
| 332 | if tens_dict: |
| 333 | # Have some compliance data, so return the info |
| 334 | compliance = { |
| 335 | "version": "0.1", |
| 336 | "tensors": tens_dict, |
| 337 | } |
| 338 | else: |
| 339 | compliance = None |
| 340 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 341 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 342 | def build_unary( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 343 | self, |
| 344 | rng, |
| 345 | op, |
| 346 | inputs, |
| 347 | args_dict, |
| 348 | validator_fcns=None, |
| 349 | error_name=None, |
| 350 | qinfo=None, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 351 | ): |
| 352 | assert len(inputs) == 1 |
| 353 | a = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 354 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 355 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 356 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 357 | |
| 358 | # Ensure new output type has correct qinfo |
| 359 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 360 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 361 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 362 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, a.dtype), |
| 363 | TosaQuantGen.getZeroPoint( |
| 364 | rng, self.args.zeropoint, result_tensor.dtype |
| 365 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 366 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 367 | |
| 368 | # Invalidate Input/Output list for error if checks. |
| 369 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 370 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 371 | pCount, cCount = op["operands"] |
| 372 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 373 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 374 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 375 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 376 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 377 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 378 | self.ser, |
| 379 | validator_fcns, |
| 380 | error_name, |
| 381 | op=op, |
| 382 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 383 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 384 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 385 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 386 | input_list=input_list, |
| 387 | output_list=output_list, |
| 388 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 389 | ): |
| 390 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 391 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 392 | attr = None |
| 393 | if op["op"] == Op.NEGATE: |
| 394 | attr = ts.TosaSerializerAttribute() |
| 395 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 396 | |
| 397 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 398 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 399 | compliance = self.tensorComplianceMetaData( |
| 400 | op, a.dtype, args_dict, result_tensor, error_name |
| 401 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 402 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 403 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 404 | def build_binary_broadcast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 405 | 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] | 406 | ): |
| 407 | assert len(inputs) == 2 |
| 408 | a, b = inputs |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 409 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 410 | |
| 411 | # Invalidate Input/Output list for error if checks. |
| 412 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 413 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 414 | pCount, cCount = op["operands"] |
| 415 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 416 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 417 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 418 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 419 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 420 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 421 | self.ser, |
| 422 | validator_fcns, |
| 423 | error_name, |
| 424 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 425 | input1=a, |
| 426 | input2=b, |
| 427 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 428 | output_dtype=result_tensor.dtype, |
| 429 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 430 | input_list=input_list, |
| 431 | output_list=output_list, |
| 432 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 433 | ): |
| 434 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 435 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 436 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 437 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 438 | compliance = self.tensorComplianceMetaData( |
| 439 | op, a.dtype, args_dict, result_tensor, error_name |
| 440 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 441 | |
| 442 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 443 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 444 | def build_arithmetic_right_shift( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 445 | self, |
| 446 | rng, |
| 447 | op, |
| 448 | inputs, |
| 449 | args_dict, |
| 450 | validator_fcns=None, |
| 451 | error_name=None, |
| 452 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 453 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 454 | assert len(inputs) == 2 |
| 455 | a, b = inputs |
| 456 | round = args_dict["round"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 457 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 458 | |
| 459 | # Invalidate Input/Output list for error if checks. |
| 460 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 461 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 462 | pCount, cCount = op["operands"] |
| 463 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 464 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 465 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 466 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 467 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 468 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 469 | self.ser, |
| 470 | validator_fcns, |
| 471 | error_name, |
| 472 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 473 | input1=a, |
| 474 | input2=b, |
| 475 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 476 | output_dtype=result_tensor.dtype, |
| 477 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 478 | input_list=input_list, |
| 479 | output_list=output_list, |
| 480 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 481 | ): |
| 482 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 483 | |
| 484 | attr = ts.TosaSerializerAttribute() |
| 485 | attr.ArithmeticRightShiftAttribute(round) |
| 486 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 487 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 488 | |
| 489 | compliance = self.tensorComplianceMetaData( |
| 490 | op, a.dtype, args_dict, result_tensor, error_name |
| 491 | ) |
| 492 | |
| 493 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 494 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 495 | def build_mul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 496 | self, |
| 497 | rng, |
| 498 | op, |
| 499 | inputs, |
| 500 | args_dict, |
| 501 | validator_fcns=None, |
| 502 | error_name=None, |
| 503 | qinfo=None, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 504 | ): |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 505 | # Note that mul is binary operator but it has a shift value tensor |
| 506 | assert len(inputs) == 3 |
| 507 | a, b, s = inputs |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 508 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 509 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 510 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 511 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 512 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 513 | result_tensor.setDtype(DType.INT32) |
| 514 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 515 | if error_name == ErrorIf.WrongOutputType: |
| 516 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 517 | outputDType = rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 518 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 519 | |
| 520 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 521 | input_list = [a.name, b.name, s.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 522 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 523 | pCount, cCount = op["operands"] |
| 524 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 525 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 526 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 527 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 528 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 529 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 530 | self.ser, |
| 531 | validator_fcns, |
| 532 | error_name, |
| 533 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 534 | input1=a, |
| 535 | input2=b, |
| 536 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 537 | output_dtype=result_tensor.dtype, |
| 538 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 539 | input_list=input_list, |
| 540 | output_list=output_list, |
| 541 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 542 | ): |
| 543 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 544 | |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 545 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 546 | |
| 547 | compliance = self.tensorComplianceMetaData( |
| 548 | op, a.dtype, args_dict, result_tensor, error_name |
| 549 | ) |
| 550 | |
| 551 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 552 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 553 | def build_table( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 554 | self, |
| 555 | rng, |
| 556 | op, |
| 557 | inputs, |
| 558 | args_dict, |
| 559 | validator_fcns=None, |
| 560 | error_name=None, |
| 561 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 562 | ): |
| 563 | assert len(inputs) == 1 |
| 564 | a = inputs[0] |
| 565 | table = args_dict["table"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 566 | result_tensor = OutputShaper.tableOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 567 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 568 | attr = ts.TosaSerializerAttribute() |
| 569 | attr.TableAttribute(table) |
| 570 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 571 | # Invalidate Input/Output list for error if checks. |
| 572 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 573 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 574 | pCount, cCount = op["operands"] |
| 575 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 576 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 577 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 578 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 579 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 580 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 581 | self.ser, |
| 582 | validator_fcns, |
| 583 | error_name, |
| 584 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 585 | input_shape=a.shape, |
| 586 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 587 | output_dtype=result_tensor.dtype, |
| 588 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 589 | input_list=input_list, |
| 590 | output_list=output_list, |
| 591 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 592 | ): |
| 593 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 594 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 595 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 596 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 597 | compliance = self.tensorComplianceMetaData( |
| 598 | op, a.dtype, args_dict, result_tensor, error_name |
| 599 | ) |
| 600 | |
| 601 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 602 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 603 | def build_select( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 604 | self, |
| 605 | rng, |
| 606 | op, |
| 607 | inputs, |
| 608 | args_dict, |
| 609 | validator_fcns=None, |
| 610 | error_name=None, |
| 611 | qinfo=None, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 612 | ): |
| 613 | assert len(inputs) == 3 |
| 614 | cond, a, b = inputs |
| 615 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 616 | result_tensor = OutputShaper.selectOp(self.ser, rng, cond, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 617 | |
| 618 | # Invalidate Input/Output list for error if checks. |
| 619 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 620 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 621 | pCount, cCount = op["operands"] |
| 622 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 623 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 624 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 625 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 626 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 627 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 628 | self.ser, |
| 629 | validator_fcns, |
| 630 | error_name, |
| 631 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 632 | input1=cond, |
| 633 | input2=a, |
| 634 | input3=b, |
| 635 | input_shape=a.shape, |
| 636 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 637 | output_dtype=result_tensor.dtype, |
| 638 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 639 | input_list=input_list, |
| 640 | output_list=output_list, |
| 641 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 642 | ): |
| 643 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 644 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 645 | self.ser.addOperator( |
| 646 | op["op"], |
| 647 | input_list, |
| 648 | output_list, |
| 649 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 650 | compliance = self.tensorComplianceMetaData( |
| 651 | op, a.dtype, args_dict, result_tensor, error_name |
| 652 | ) |
| 653 | |
| 654 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 655 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 656 | def build_comparison( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 657 | self, |
| 658 | rng, |
| 659 | op, |
| 660 | inputs, |
| 661 | args_dict, |
| 662 | validator_fcns=None, |
| 663 | error_name=None, |
| 664 | qinfo=None, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 665 | ): |
| 666 | assert len(inputs) == 2 |
| 667 | a, b = inputs |
| 668 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 669 | result_tensor = OutputShaper.binaryComparisonOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 670 | |
| 671 | # Invalidate Input/Output list for error if checks. |
| 672 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 673 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 674 | pCount, cCount = op["operands"] |
| 675 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 676 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 677 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 678 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 679 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 680 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 681 | self.ser, |
| 682 | validator_fcns, |
| 683 | error_name, |
| 684 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 685 | input1=a, |
| 686 | input2=b, |
| 687 | input_shape=a.shape, |
| 688 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 689 | output_shape=result_tensor.shape, |
| 690 | output_dtype=result_tensor.dtype, |
| 691 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 692 | input_list=input_list, |
| 693 | output_list=output_list, |
| 694 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 695 | ): |
| 696 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 697 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 698 | self.ser.addOperator( |
| 699 | op["op"], |
| 700 | input_list, |
| 701 | output_list, |
| 702 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 703 | |
| 704 | compliance = self.tensorComplianceMetaData( |
| 705 | op, a.dtype, args_dict, result_tensor, error_name |
| 706 | ) |
| 707 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 708 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 709 | def build_argmax( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 710 | self, rng, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 711 | ): |
| 712 | assert len(inputs) == 1 |
| 713 | a = inputs[0] |
| 714 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 715 | result_tensor = OutputShaper.argmaxOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 716 | |
| 717 | # Invalidate Input/Output list for error if checks. |
| 718 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 719 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 720 | pCount, cCount = op["operands"] |
| 721 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 722 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 723 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 724 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 725 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 726 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 727 | self.ser, |
| 728 | validator_fcns, |
| 729 | error_name, |
| 730 | op=op, |
| 731 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 732 | input_shape=a.shape, |
| 733 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 734 | output_shape=result_tensor.shape, |
| 735 | output_dtype=result_tensor.dtype, |
| 736 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 737 | input_list=input_list, |
| 738 | output_list=output_list, |
| 739 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 740 | ): |
| 741 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 742 | |
| 743 | attr = ts.TosaSerializerAttribute() |
| 744 | attr.AxisAttribute(axis) |
| 745 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 746 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 747 | |
| 748 | compliance = self.tensorComplianceMetaData( |
| 749 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 750 | ) |
| 751 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 752 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 753 | def build_pool2d( |
| 754 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 755 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 756 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 757 | inputs, |
| 758 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 759 | validator_fcns=None, |
| 760 | error_name=None, |
| 761 | qinfo=None, |
| 762 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 763 | assert len(inputs) == 1 |
| 764 | input = inputs[0] |
| 765 | # max_pool has no accum_dtype |
| 766 | accum_dtype = ( |
| 767 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 768 | ) |
| 769 | stride = args_dict["stride"] |
| 770 | pad = args_dict["pad"] |
| 771 | kernel = args_dict["kernel"] |
| 772 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 773 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 774 | self.ser, rng, input, kernel, stride, pad, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 775 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 776 | |
| 777 | # Ensure new output type has correct qinfo |
| 778 | if error_name == ErrorIf.WrongInputType: |
| 779 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 780 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 781 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, input.dtype), |
| 782 | TosaQuantGen.getZeroPoint( |
| 783 | rng, self.args.zeropoint, result_tensor.dtype |
| 784 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 785 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 786 | |
| 787 | # Invalidate Input/Output list for error if checks. |
| 788 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 789 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 790 | pCount, cCount = op["operands"] |
| 791 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 792 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 793 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 794 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 795 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 796 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 797 | self.ser, |
| 798 | validator_fcns, |
| 799 | error_name, |
| 800 | op=op, |
| 801 | input_shape=input.shape, |
| 802 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 803 | output_shape=result_tensor.shape, |
| 804 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 805 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 806 | kernel=kernel, |
| 807 | stride=stride, |
| 808 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 809 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 810 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 811 | input_list=input_list, |
| 812 | output_list=output_list, |
| 813 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 814 | ): |
| 815 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 816 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 817 | if qinfo is None: |
| 818 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 819 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 820 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 821 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 822 | |
| 823 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 824 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 825 | compliance = self.tensorComplianceMetaData( |
| 826 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 827 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 828 | |
| 829 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 830 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 831 | def build_conv2d( |
| 832 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 833 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 834 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 835 | inputs, |
| 836 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 837 | validator_fcns=None, |
| 838 | error_name=None, |
| 839 | qinfo=None, |
| 840 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 841 | assert len(inputs) == 3 |
| 842 | ifm, filter, bias = inputs |
| 843 | accum_dtype = args_dict["acc_type"] |
| 844 | strides = args_dict["stride"] |
| 845 | padding = args_dict["pad"] |
| 846 | dilations = args_dict["dilation"] |
| 847 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 848 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 849 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 850 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 851 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 852 | ifm, |
| 853 | filter, |
| 854 | accum_dtype, |
| 855 | strides, |
| 856 | padding, |
| 857 | dilations, |
| 858 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 859 | ) |
| 860 | |
| 861 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 862 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 863 | DType.INT8, |
| 864 | DType.UINT8, |
| 865 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 866 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 867 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 868 | TosaQuantGen.getZeroPoint( |
| 869 | rng, self.args.zeropoint, result_tensor.dtype |
| 870 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 871 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 872 | |
| 873 | # Invalidate Input/Output list for error_if checks. |
| 874 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 875 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 876 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 877 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 878 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 879 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 880 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 881 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 882 | self.ser, |
| 883 | validator_fcns, |
| 884 | error_name, |
| 885 | op=op, |
| 886 | input_dtype=ifm.dtype, |
| 887 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 888 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 889 | qinfo=qinfo, |
| 890 | input_list=input_list, |
| 891 | num_operands=num_operands, |
| 892 | output_list=output_list, |
| 893 | pad=padding, |
| 894 | stride=strides, |
| 895 | dilation=dilations, |
| 896 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 897 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 898 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 899 | ): |
| 900 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 901 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 902 | # TODO - Test local_bound, for now set local bound attribute to False |
| 903 | local_bound = False |
| 904 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 905 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 906 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 907 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 908 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 909 | |
| 910 | compliance = self.tensorComplianceMetaData( |
| 911 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 912 | ) |
| 913 | |
| 914 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 915 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 916 | def build_conv3d( |
| 917 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 918 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 919 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 920 | inputs, |
| 921 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 922 | validator_fcns=None, |
| 923 | error_name=None, |
| 924 | qinfo=None, |
| 925 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 926 | assert len(inputs) == 3 |
| 927 | ifm, filter, bias = inputs |
| 928 | accum_dtype = args_dict["acc_type"] |
| 929 | strides = args_dict["stride"] |
| 930 | padding = args_dict["pad"] |
| 931 | dilations = args_dict["dilation"] |
| 932 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 933 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 934 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 935 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 936 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 937 | ifm, |
| 938 | filter, |
| 939 | accum_dtype, |
| 940 | strides, |
| 941 | padding, |
| 942 | dilations, |
| 943 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 944 | ) |
| 945 | |
| 946 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 947 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 948 | DType.INT8, |
| 949 | DType.UINT8, |
| 950 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 951 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 952 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 953 | TosaQuantGen.getZeroPoint( |
| 954 | rng, self.args.zeropoint, result_tensor.dtype |
| 955 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 956 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 957 | |
| 958 | # Invalidate Input/Output list for error_if checks. |
| 959 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 960 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 961 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 962 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 963 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 964 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 965 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 966 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 967 | self.ser, |
| 968 | validator_fcns, |
| 969 | error_name, |
| 970 | op=op, |
| 971 | input_dtype=ifm.dtype, |
| 972 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 973 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 974 | qinfo=qinfo, |
| 975 | input_list=input_list, |
| 976 | num_operands=num_operands, |
| 977 | output_list=output_list, |
| 978 | pad=padding, |
| 979 | stride=strides, |
| 980 | dilation=dilations, |
| 981 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 982 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 983 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 984 | ): |
| 985 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 986 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 987 | # TODO - Test local_bound, for now set local bound attribute to False |
| 988 | local_bound = False |
| 989 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 990 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 991 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 992 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 993 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 994 | |
| 995 | compliance = self.tensorComplianceMetaData( |
| 996 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 997 | ) |
| 998 | |
| 999 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1000 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1001 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1002 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1003 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1004 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1005 | inputs, |
| 1006 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1007 | validator_fcns=None, |
| 1008 | error_name=None, |
| 1009 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1010 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1011 | assert len(inputs) == 3 |
| 1012 | ifm, filter, bias = inputs |
| 1013 | accum_dtype = args_dict["acc_type"] |
| 1014 | strides = args_dict["stride"] |
| 1015 | out_pad = args_dict["pad"] |
| 1016 | output_shape = args_dict["out_shape"] |
| 1017 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1018 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1019 | result_tensor = OutputShaper.transposeConv2DOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1020 | self.ser, rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1021 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1022 | |
| 1023 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1024 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1025 | DType.INT8, |
| 1026 | DType.UINT8, |
| 1027 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1028 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1029 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1030 | TosaQuantGen.getZeroPoint( |
| 1031 | rng, self.args.zeropoint, result_tensor.dtype |
| 1032 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1033 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1034 | |
| 1035 | # Invalidate Input/Output list for error_if checks. |
| 1036 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1037 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1038 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1039 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1040 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1041 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1042 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1043 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1044 | self.ser, |
| 1045 | validator_fcns, |
| 1046 | error_name, |
| 1047 | op=op, |
| 1048 | input_dtype=ifm.dtype, |
| 1049 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1050 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1051 | qinfo=qinfo, |
| 1052 | input_list=input_list, |
| 1053 | num_operands=num_operands, |
| 1054 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1055 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1056 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1057 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1058 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1059 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1060 | ): |
| 1061 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1062 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1063 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1064 | local_bound = False |
| 1065 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1066 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1067 | attr.TransposeConvAttribute( |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1068 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1069 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1070 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1071 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1072 | |
| 1073 | compliance = self.tensorComplianceMetaData( |
| 1074 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1075 | ) |
| 1076 | |
| 1077 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1078 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1079 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1080 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1081 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1082 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1083 | inputs, |
| 1084 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1085 | validator_fcns=None, |
| 1086 | error_name=None, |
| 1087 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1088 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1089 | assert len(inputs) == 3 |
| 1090 | ifm, filter, bias = inputs |
| 1091 | accum_dtype = args_dict["acc_type"] |
| 1092 | strides = args_dict["stride"] |
| 1093 | padding = args_dict["pad"] |
| 1094 | dilations = args_dict["dilation"] |
| 1095 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1096 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1097 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1098 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1099 | ifm, |
| 1100 | filter, |
| 1101 | accum_dtype, |
| 1102 | strides, |
| 1103 | padding, |
| 1104 | dilations, |
| 1105 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1106 | ) |
| 1107 | |
| 1108 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1109 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1110 | DType.INT8, |
| 1111 | DType.UINT8, |
| 1112 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1113 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1114 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1115 | TosaQuantGen.getZeroPoint( |
| 1116 | rng, self.args.zeropoint, result_tensor.dtype |
| 1117 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1118 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1119 | |
| 1120 | # Invalidate Input/Output list for error_if checks. |
| 1121 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1122 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1123 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1124 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1125 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1126 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1127 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1128 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1129 | self.ser, |
| 1130 | validator_fcns, |
| 1131 | error_name, |
| 1132 | op=op, |
| 1133 | input_dtype=ifm.dtype, |
| 1134 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1135 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1136 | qinfo=qinfo, |
| 1137 | input_list=input_list, |
| 1138 | num_operands=num_operands, |
| 1139 | output_list=output_list, |
| 1140 | pad=padding, |
| 1141 | stride=strides, |
| 1142 | dilation=dilations, |
| 1143 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1144 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1145 | output_shape=result_tensor.shape, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1146 | ): |
| 1147 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1148 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1149 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1150 | local_bound = False |
| 1151 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1152 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1153 | attr.ConvAttribute(padding, strides, dilations, qinfo[0], qinfo[1], local_bound) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1154 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1155 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1156 | |
| 1157 | compliance = self.tensorComplianceMetaData( |
| 1158 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1159 | ) |
| 1160 | |
| 1161 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1162 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1163 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1164 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1165 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1166 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1167 | inputs, |
| 1168 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1169 | validator_fcns=None, |
| 1170 | error_name=None, |
| 1171 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1172 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1173 | assert len(inputs) == 3 |
| 1174 | ifm, filter, bias = inputs |
| 1175 | accum_dtype = args_dict["acc_type"] |
| 1176 | |
| 1177 | result_tensor = OutputShaper.fullyConnectedOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1178 | self.ser, rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1179 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1180 | |
| 1181 | # Invalidate Input/Output list for error if checks. |
| 1182 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1183 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1184 | pCount, cCount = op["operands"] |
| 1185 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1186 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1187 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1188 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1189 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1190 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1191 | self.ser, |
| 1192 | validator_fcns, |
| 1193 | error_name, |
| 1194 | op=op, |
| 1195 | input_shape=ifm.shape, |
| 1196 | input_dtype=ifm.dtype, |
| 1197 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1198 | output_shape=result_tensor.shape, |
| 1199 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1200 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1201 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1202 | input_list=input_list, |
| 1203 | output_list=output_list, |
| 1204 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1205 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1206 | ): |
| 1207 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1208 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1209 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1210 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1211 | |
| 1212 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1213 | |
| 1214 | compliance = self.tensorComplianceMetaData( |
| 1215 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1216 | ) |
| 1217 | |
| 1218 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1219 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1220 | def build_matmul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1221 | self, |
| 1222 | rng, |
| 1223 | op, |
| 1224 | inputs, |
| 1225 | args_dict, |
| 1226 | validator_fcns=None, |
| 1227 | error_name=None, |
| 1228 | qinfo=None, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1229 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1230 | assert len(inputs) == 2 |
| 1231 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1232 | accum_dtype = args_dict["acc_type"] |
| 1233 | result_tensor = OutputShaper.matmulOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1234 | self.ser, rng, a, b, accum_dtype, error_name |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1235 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1236 | |
| 1237 | # Invalidate Input/Output list for error if checks. |
| 1238 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1239 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1240 | pCount, cCount = op["operands"] |
| 1241 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1242 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1243 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1244 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1245 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1246 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1247 | self.ser, |
| 1248 | validator_fcns, |
| 1249 | error_name, |
| 1250 | op=op, |
| 1251 | input_shape=a.shape, |
| 1252 | input_dtype=a.dtype, |
| 1253 | input2_shape=b.shape, |
| 1254 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1255 | output_shape=result_tensor.shape, |
| 1256 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1257 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1258 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1259 | input_list=input_list, |
| 1260 | output_list=output_list, |
| 1261 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1262 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1263 | ): |
| 1264 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1265 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1266 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1267 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1268 | |
| 1269 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1270 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1271 | compliance = self.tensorComplianceMetaData( |
| 1272 | op, a.dtype, args_dict, result_tensor, error_name |
| 1273 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1274 | |
| 1275 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1276 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1277 | def build_reduce( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1278 | 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] | 1279 | ): |
| 1280 | assert len(inputs) == 1 |
| 1281 | a = inputs[0] |
| 1282 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1283 | result_tensor = OutputShaper.reduceOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1284 | |
| 1285 | # Invalidate Input/Output list for error if checks. |
| 1286 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1287 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1288 | pCount, cCount = op["operands"] |
| 1289 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1290 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1291 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1292 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1293 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1294 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1295 | self.ser, |
| 1296 | validator_fcns, |
| 1297 | error_name, |
| 1298 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1299 | axis=axis, |
| 1300 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1301 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1302 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1303 | output_dtype=result_tensor.dtype, |
| 1304 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1305 | input_list=input_list, |
| 1306 | output_list=output_list, |
| 1307 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1308 | ): |
| 1309 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1310 | |
| 1311 | attr = ts.TosaSerializerAttribute() |
| 1312 | attr.AxisAttribute(axis) |
| 1313 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1314 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1315 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1316 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1317 | # Number of products - needed for compliance |
| 1318 | args_dict["n"] = a.shape[axis] |
| 1319 | |
| 1320 | compliance = self.tensorComplianceMetaData( |
| 1321 | op, a.dtype, args_dict, result_tensor, error_name |
| 1322 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1323 | |
| 1324 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1325 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1326 | def build_clamp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1327 | self, |
| 1328 | rng, |
| 1329 | op, |
| 1330 | inputs, |
| 1331 | args_dict, |
| 1332 | validator_fcns=None, |
| 1333 | error_name=None, |
| 1334 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1335 | ): |
| 1336 | assert len(inputs) == 1 |
| 1337 | a = inputs[0] |
| 1338 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1339 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1340 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1341 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1342 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1343 | if error_name == ErrorIf.MaxSmallerMin: |
| 1344 | # Make sure the numbers are different to invoke this error |
| 1345 | while v[0] == v[1]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1346 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1347 | max_val = min(v) |
| 1348 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1349 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1350 | max_val = max(v) |
| 1351 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1352 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1353 | # Invalidate Input/Output list for error if checks. |
| 1354 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1355 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1356 | pCount, cCount = op["operands"] |
| 1357 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1358 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1359 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1360 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1361 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1362 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1363 | self.ser, |
| 1364 | validator_fcns, |
| 1365 | error_name, |
| 1366 | op=op, |
| 1367 | max_val=max_val, |
| 1368 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1369 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1370 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1371 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1372 | output_dtype=result_tensor.dtype, |
| 1373 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1374 | input_list=input_list, |
| 1375 | output_list=output_list, |
| 1376 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1377 | ): |
| 1378 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1379 | |
| 1380 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1381 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1382 | if a.dtype == DType.FP16: |
| 1383 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1384 | min_val = min_val.astype(np.float32) |
| 1385 | max_val = max_val.astype(np.float32) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1386 | min_val_as_bytes = struct.pack("<f", min_val) |
| 1387 | max_val_as_bytes = struct.pack("<f", max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1388 | elif a.dtype in (DType.INT8, DType.INT16): |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1389 | min_val_as_bytes = struct.pack("<i", min_val) |
| 1390 | max_val_as_bytes = struct.pack("<i", max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1391 | else: |
| 1392 | # to avoid internal error for incorrect input types |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1393 | min_val_as_bytes = struct.pack("<i", 0) |
| 1394 | max_val_as_bytes = struct.pack("<i", 0) |
| 1395 | |
| 1396 | 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] | 1397 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1398 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1399 | |
| 1400 | compliance = self.tensorComplianceMetaData( |
| 1401 | op, a.dtype, args_dict, result_tensor, error_name |
| 1402 | ) |
| 1403 | |
| 1404 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1405 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1406 | def build_activation( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1407 | self, |
| 1408 | rng, |
| 1409 | op, |
| 1410 | inputs, |
| 1411 | args_dict, |
| 1412 | validator_fcns=None, |
| 1413 | error_name=None, |
| 1414 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1415 | ): |
| 1416 | assert len(inputs) == 1 |
| 1417 | a = inputs[0] |
| 1418 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1419 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1420 | |
| 1421 | # Invalidate Input/Output list for error if checks. |
| 1422 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1423 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1424 | pCount, cCount = op["operands"] |
| 1425 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1426 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1427 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1428 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1429 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1430 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1431 | self.ser, |
| 1432 | validator_fcns, |
| 1433 | error_name, |
| 1434 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1435 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1436 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1437 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1438 | output_dtype=result_tensor.dtype, |
| 1439 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1440 | input_list=input_list, |
| 1441 | output_list=output_list, |
| 1442 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1443 | ): |
| 1444 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1445 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1446 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1447 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1448 | compliance = self.tensorComplianceMetaData( |
| 1449 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1450 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1451 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1452 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1453 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1454 | def build_concat( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1455 | self, |
| 1456 | rng, |
| 1457 | op, |
| 1458 | inputs, |
| 1459 | args_dict, |
| 1460 | validator_fcns=None, |
| 1461 | error_name=None, |
| 1462 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1463 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1464 | if op["op"] == Op.CONCAT_SHAPE: |
| 1465 | axis = 0 |
| 1466 | else: |
| 1467 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1468 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1469 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1470 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1471 | result_tensor = OutputShaper.concatOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1472 | self.ser, rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1473 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1474 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1475 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1476 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1477 | input_tensor_names.append(tensor.name) |
| 1478 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1479 | # Invalidate Input/Output list for error if checks. |
| 1480 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1481 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1482 | pCount, cCount = op["operands"] |
| 1483 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1484 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1485 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1486 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1487 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1488 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1489 | self.ser, |
| 1490 | validator_fcns, |
| 1491 | error_name, |
| 1492 | op=op, |
| 1493 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1494 | input_shape=inputs[0].shape, |
| 1495 | output_shape=result_tensor.shape, |
| 1496 | input_dtype=inputs[0].dtype, |
| 1497 | output_dtype=result_tensor.dtype, |
| 1498 | inputs=inputs, |
| 1499 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1500 | input_list=input_list, |
| 1501 | output_list=output_list, |
| 1502 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1503 | ): |
| 1504 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1505 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1506 | if op["op"] == Op.CONCAT: |
| 1507 | attr = ts.TosaSerializerAttribute() |
| 1508 | attr.AxisAttribute(axis) |
| 1509 | else: |
| 1510 | assert op["op"] == Op.CONCAT_SHAPE |
| 1511 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1512 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1513 | |
| 1514 | compliance = self.tensorComplianceMetaData( |
| 1515 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1516 | ) |
| 1517 | |
| 1518 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1519 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1520 | def build_pad( |
| 1521 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1522 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1523 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1524 | inputs, |
| 1525 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1526 | validator_fcns=None, |
| 1527 | error_name=None, |
| 1528 | qinfo=None, |
| 1529 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1530 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1531 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1532 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1533 | padding = args_dict["pad"] |
| 1534 | pad_const_int = args_dict["pad_const_int"] |
| 1535 | pad_const_float = args_dict["pad_const_fp"] |
| 1536 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1537 | result_tensor = OutputShaper.padOp(self.ser, rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1538 | |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1539 | # get pad_const_val_as_bytes from either pad_const_float or pad_const_int |
| 1540 | if gtu.dtypeIsFloat(a.dtype): |
| 1541 | pad_const_val_as_bytes = struct.pack("<f", pad_const_float) |
| 1542 | else: |
| 1543 | pad_const_val_as_bytes = struct.pack("<i", pad_const_int) |
| 1544 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1545 | attr = ts.TosaSerializerAttribute() |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1546 | attr.PadAttribute(self.ser.builder, pad_const_val_as_bytes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1547 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1548 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1549 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1550 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1551 | pCount, cCount = op["operands"] |
| 1552 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1553 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1554 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1555 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1556 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1557 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1558 | self.ser, |
| 1559 | validator_fcns, |
| 1560 | error_name, |
| 1561 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1562 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1563 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1564 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1565 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1566 | pad=padding, |
| 1567 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1568 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1569 | input_list=input_list, |
| 1570 | output_list=output_list, |
| 1571 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1572 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1573 | ): |
| 1574 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1575 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1576 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1577 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1578 | compliance = self.tensorComplianceMetaData( |
| 1579 | op, a.dtype, args_dict, result_tensor, error_name |
| 1580 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1581 | |
| 1582 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1583 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1584 | def build_dim( |
| 1585 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1586 | rng, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1587 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1588 | inputs, |
| 1589 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1590 | validator_fcns=None, |
| 1591 | error_name=None, |
| 1592 | qinfo=None, |
| 1593 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1594 | assert len(inputs) == 1 |
| 1595 | a = inputs[0] |
| 1596 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1597 | result_tensor = OutputShaper.dimOp(self.ser, rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1598 | |
| 1599 | # Invalidate Input/Output list for error if checks. |
| 1600 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1601 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1602 | pCount, cCount = op["operands"] |
| 1603 | num_operands = pCount + cCount |
| 1604 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1605 | rng, error_name, input_list, output_list |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1606 | ) |
| 1607 | |
| 1608 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1609 | self.ser, |
| 1610 | validator_fcns, |
| 1611 | error_name, |
| 1612 | op=op, |
| 1613 | axis=axis, |
| 1614 | input_shape=a.shape, |
| 1615 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1616 | output_shape=result_tensor.shape, |
| 1617 | output_dtype=result_tensor.dtype, |
| 1618 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1619 | input_list=input_list, |
| 1620 | output_list=output_list, |
| 1621 | num_operands=num_operands, |
| 1622 | ): |
| 1623 | return None |
| 1624 | |
| 1625 | attr = ts.TosaSerializerAttribute() |
| 1626 | attr.AxisAttribute(axis) |
| 1627 | |
| 1628 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1629 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1630 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1631 | def build_reshape( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1632 | self, |
| 1633 | rng, |
| 1634 | op, |
| 1635 | inputs, |
| 1636 | args_dict, |
| 1637 | validator_fcns=None, |
| 1638 | error_name=None, |
| 1639 | qinfo=None, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1640 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1641 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1642 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1643 | shape = inputs[1] |
| 1644 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1645 | result_tensor = OutputShaper.reshapeOp(self.ser, rng, a, shape_attr, error_name) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1646 | |
| 1647 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1648 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1649 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1650 | pCount, cCount = op["operands"] |
| 1651 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1652 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1653 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1654 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1655 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1656 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1657 | self.ser, |
| 1658 | validator_fcns, |
| 1659 | error_name, |
| 1660 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1661 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1662 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1663 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1664 | output_dtype=result_tensor.dtype, |
| 1665 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1666 | input_list=input_list, |
| 1667 | output_list=output_list, |
| 1668 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1669 | ): |
| 1670 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1671 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1672 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1673 | |
| 1674 | compliance = self.tensorComplianceMetaData( |
| 1675 | op, a.dtype, args_dict, result_tensor, error_name |
| 1676 | ) |
| 1677 | |
| 1678 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1679 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1680 | def build_reverse( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1681 | self, |
| 1682 | rng, |
| 1683 | op, |
| 1684 | inputs, |
| 1685 | args_dict, |
| 1686 | validator_fcns=None, |
| 1687 | error_name=None, |
| 1688 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1689 | ): |
| 1690 | assert len(inputs) == 1 |
| 1691 | a = inputs[0] |
| 1692 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1693 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1694 | |
| 1695 | # Invalidate Input/Output list for error if checks. |
| 1696 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1697 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1698 | pCount, cCount = op["operands"] |
| 1699 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1700 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1701 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1702 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1703 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1704 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1705 | self.ser, |
| 1706 | validator_fcns, |
| 1707 | error_name, |
| 1708 | op=op, |
| 1709 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1710 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1711 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1712 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1713 | output_dtype=result_tensor.dtype, |
| 1714 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1715 | input_list=input_list, |
| 1716 | output_list=output_list, |
| 1717 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1718 | ): |
| 1719 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1720 | |
| 1721 | attr = ts.TosaSerializerAttribute() |
| 1722 | attr.AxisAttribute(axis) |
| 1723 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1724 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1725 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1726 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1727 | def build_transpose( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1728 | self, |
| 1729 | rng, |
| 1730 | op, |
| 1731 | inputs, |
| 1732 | args_dict, |
| 1733 | validator_fcns=None, |
| 1734 | error_name=None, |
| 1735 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1736 | ): |
| 1737 | assert len(inputs) == 1 |
| 1738 | a = inputs[0] |
| 1739 | perms = args_dict["perms"] |
| 1740 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1741 | result_tensor = OutputShaper.transposeOp(self.ser, rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1742 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1743 | attr = ts.TosaSerializerAttribute() |
| 1744 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1745 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1746 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1747 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1748 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1749 | pCount, cCount = op["operands"] |
| 1750 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1751 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1752 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1753 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1754 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1755 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1756 | self.ser, |
| 1757 | validator_fcns, |
| 1758 | error_name, |
| 1759 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1760 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1761 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1762 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1763 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1764 | output_dtype=result_tensor.dtype, |
| 1765 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1766 | input_list=input_list, |
| 1767 | output_list=output_list, |
| 1768 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1769 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1770 | ): |
| 1771 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1772 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1773 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1774 | |
| 1775 | compliance = self.tensorComplianceMetaData( |
| 1776 | op, a.dtype, args_dict, result_tensor, error_name |
| 1777 | ) |
| 1778 | |
| 1779 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1780 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1781 | def build_slice( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1782 | self, |
| 1783 | rng, |
| 1784 | op, |
| 1785 | inputs, |
| 1786 | args_dict, |
| 1787 | validator_fcns=None, |
| 1788 | error_name=None, |
| 1789 | qinfo=None, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1790 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1791 | assert len(inputs) == 3 |
| 1792 | a, start_var, size_var = inputs |
| 1793 | start_const = args_dict["start"] |
| 1794 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1795 | |
| 1796 | result_tensor = OutputShaper.sliceOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1797 | self.ser, rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1798 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1799 | |
| 1800 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1801 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1802 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1803 | pCount, cCount = op["operands"] |
| 1804 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1805 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1806 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1807 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1808 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1809 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1810 | self.ser, |
| 1811 | validator_fcns, |
| 1812 | error_name, |
| 1813 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1814 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1815 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1816 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1817 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1818 | start=start_const, |
| 1819 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1820 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1821 | input_list=input_list, |
| 1822 | output_list=output_list, |
| 1823 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1824 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1825 | ): |
| 1826 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1827 | |
Tai Ly | 8ead6c4 | 2024-02-14 22:35:44 +0000 | [diff] [blame] | 1828 | self.ser.addOperator(op["op"], input_list, output_list) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1829 | |
| 1830 | compliance = self.tensorComplianceMetaData( |
| 1831 | op, a.dtype, args_dict, result_tensor, error_name |
| 1832 | ) |
| 1833 | |
| 1834 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1835 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1836 | def build_tile( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1837 | self, |
| 1838 | rng, |
| 1839 | op, |
| 1840 | inputs, |
| 1841 | args_dict, |
| 1842 | validator_fcns=None, |
| 1843 | error_name=None, |
| 1844 | qinfo=None, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1845 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1846 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1847 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1848 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1849 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1850 | result_tensor = OutputShaper.tileOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1851 | self.ser, rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1852 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1853 | |
| 1854 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1855 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1856 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1857 | pCount, cCount = op["operands"] |
| 1858 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1859 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1860 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1861 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1862 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1863 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1864 | self.ser, |
| 1865 | validator_fcns, |
| 1866 | error_name, |
| 1867 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1868 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1869 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1870 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1871 | output_dtype=result_tensor.dtype, |
| 1872 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1873 | input_list=input_list, |
| 1874 | output_list=output_list, |
| 1875 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1876 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1877 | ): |
| 1878 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1879 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1880 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1881 | |
| 1882 | compliance = self.tensorComplianceMetaData( |
| 1883 | op, a.dtype, args_dict, result_tensor, error_name |
| 1884 | ) |
| 1885 | |
| 1886 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1887 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1888 | def build_gather( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1889 | self, |
| 1890 | rng, |
| 1891 | op, |
| 1892 | inputs, |
| 1893 | args_dict, |
| 1894 | validator_fcns=None, |
| 1895 | error_name=None, |
| 1896 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1897 | ): |
| 1898 | assert len(inputs) == 2 |
| 1899 | values, indices = inputs |
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 | result_tensor = OutputShaper.gatherOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1902 | self.ser, rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1903 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1904 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1905 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1906 | input_list = [values.name, indices.name] |
| 1907 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1908 | pCount, cCount = op["operands"] |
| 1909 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1910 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1911 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1912 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1913 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1914 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1915 | self.ser, |
| 1916 | validator_fcns, |
| 1917 | error_name, |
| 1918 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1919 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1920 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1921 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1922 | output_dtype=result_tensor.dtype, |
| 1923 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1924 | input_list=input_list, |
| 1925 | output_list=output_list, |
| 1926 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1927 | ): |
| 1928 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1929 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1930 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1931 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1932 | compliance = self.tensorComplianceMetaData( |
| 1933 | op, values.dtype, args_dict, result_tensor, error_name |
| 1934 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1935 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1936 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1937 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1938 | def build_scatter( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1939 | self, |
| 1940 | rng, |
| 1941 | op, |
| 1942 | inputs, |
| 1943 | args_dict, |
| 1944 | validator_fcns=None, |
| 1945 | error_name=None, |
| 1946 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1947 | ): |
| 1948 | assert len(inputs) == 3 |
| 1949 | values_in, indices, input = inputs |
| 1950 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1951 | self.ser, rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1952 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1953 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1954 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1955 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1956 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1957 | pCount, cCount = op["operands"] |
| 1958 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1959 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1960 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1961 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1962 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1963 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1964 | self.ser, |
| 1965 | validator_fcns, |
| 1966 | error_name, |
| 1967 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1968 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1969 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1970 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1971 | output_dtype=result_tensor.dtype, |
| 1972 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1973 | input_list=input_list, |
| 1974 | output_list=output_list, |
| 1975 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1976 | ): |
| 1977 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1978 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1979 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1980 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1981 | compliance = self.tensorComplianceMetaData( |
| 1982 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1983 | ) |
| 1984 | |
| 1985 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1986 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1987 | def build_resize( |
| 1988 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 1989 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1990 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1991 | inputs, |
| 1992 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 1993 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1994 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1995 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1996 | ): |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 1997 | assert len(inputs) == 4 |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1998 | input = inputs[0] |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 1999 | scale_input = inputs[1] |
| 2000 | offset_input = inputs[2] |
| 2001 | border_input = inputs[3] |
| 2002 | |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2003 | mode = args_dict["mode"] |
| 2004 | scale = args_dict["scale"] |
| 2005 | offset = args_dict["offset"] |
| 2006 | border = args_dict["border"] |
| 2007 | output_dtype = args_dict["output_dtype"] |
| 2008 | |
| 2009 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2010 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2011 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2012 | input, |
| 2013 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2014 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2015 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2016 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2017 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2018 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2019 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2020 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2021 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2022 | # Invalidate Input/Output list for error if checks. |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2023 | input_list = [ |
| 2024 | input.name, |
| 2025 | scale_input.name, |
| 2026 | offset_input.name, |
| 2027 | border_input.name, |
| 2028 | ] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2029 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2030 | pCount, cCount = op["operands"] |
| 2031 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2032 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2033 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2034 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2035 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2036 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2037 | self.ser, |
| 2038 | validator_fcns, |
| 2039 | error_name, |
| 2040 | op=op, |
| 2041 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2042 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2043 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2044 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2045 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2046 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2047 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2048 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2049 | input_list=input_list, |
| 2050 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2051 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2052 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2053 | ): |
| 2054 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2055 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2056 | attr = ts.TosaSerializerAttribute() |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2057 | # write empty scale/offset/border into ResizeAttribute |
| 2058 | attr.ResizeAttribute([], [], [], mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2059 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2060 | |
| 2061 | compliance = self.tensorComplianceMetaData( |
| 2062 | op, input.dtype, args_dict, result_tensor, error_name |
| 2063 | ) |
| 2064 | |
| 2065 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2066 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2067 | def build_const( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2068 | self, |
| 2069 | rng, |
| 2070 | op, |
| 2071 | inputs, |
| 2072 | args_dict, |
| 2073 | validator_fcns=None, |
| 2074 | error_name=None, |
| 2075 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2076 | ): |
| 2077 | assert len(inputs) == 1 |
| 2078 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2079 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2080 | |
| 2081 | compliance = self.tensorComplianceMetaData( |
| 2082 | op, val.dtype, args_dict, val, error_name |
| 2083 | ) |
| 2084 | |
| 2085 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2086 | |
| 2087 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2088 | def build_cast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2089 | self, |
| 2090 | rng, |
| 2091 | op, |
| 2092 | inputs, |
| 2093 | args_dict, |
| 2094 | validator_fcns=None, |
| 2095 | error_name=None, |
| 2096 | qinfo=None, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2097 | ): |
| 2098 | assert len(inputs) == 1 |
| 2099 | val = inputs[0] |
| 2100 | out_dtype = args_dict["out_type"] |
| 2101 | |
| 2102 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2103 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2104 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2105 | |
| 2106 | # Invalidate Input/Output list for error if checks. |
| 2107 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2108 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2109 | pCount, cCount = op["operands"] |
| 2110 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2111 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2112 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2113 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2114 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2115 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2116 | self.ser, |
| 2117 | validator_fcns, |
| 2118 | error_name, |
| 2119 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2120 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2121 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2122 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2123 | output_dtype=result_tensor.dtype, |
| 2124 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2125 | input_list=input_list, |
| 2126 | output_list=output_list, |
| 2127 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2128 | ): |
| 2129 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2130 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2131 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2132 | |
| 2133 | compliance = self.tensorComplianceMetaData( |
| 2134 | op, val.dtype, args_dict, result_tensor, error_name |
| 2135 | ) |
| 2136 | |
| 2137 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2138 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2139 | def build_rescale( |
| 2140 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2141 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2142 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2143 | inputs, |
| 2144 | args_dict, |
| 2145 | validator_fcns=None, |
| 2146 | error_name=None, |
| 2147 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2148 | ): |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2149 | assert len(inputs) == 3 |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2150 | val = inputs[0] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2151 | multiplier_val = inputs[1] |
| 2152 | shift_val = inputs[2] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2153 | out_dtype = args_dict["output_dtype"] |
| 2154 | scale32 = args_dict["scale"] |
| 2155 | double_round = args_dict["double_round"] |
| 2156 | per_channel = args_dict["per_channel"] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2157 | shift_arr = args_dict["shift"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2158 | multiplier_arr = args_dict["multiplier"] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2159 | |
| 2160 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2161 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2162 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2163 | |
| 2164 | if per_channel: |
| 2165 | nc = val.shape[-1] |
| 2166 | else: |
| 2167 | nc = 1 |
| 2168 | |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2169 | in_type_width = gtu.dtypeWidth(val.dtype) |
| 2170 | out_type_width = gtu.dtypeWidth(out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2171 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2172 | input_unsigned = False |
| 2173 | output_unsigned = False |
| 2174 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2175 | if val.dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2176 | input_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2177 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2178 | elif val.dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2179 | input_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2180 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2181 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2182 | elif error_name in [ |
| 2183 | ErrorIf.InputZeroPointNotZero, |
| 2184 | ErrorIf.U16InputZeroPointNotValid, |
| 2185 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2186 | input_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2187 | if input_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2188 | input_zp = input_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2189 | in_type_width += 1 |
| 2190 | elif val.dtype == DType.UINT16: |
| 2191 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2192 | input_zp = rng.choice([0, 32768]) |
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 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2195 | else: |
| 2196 | input_zp = 0 |
| 2197 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2198 | if out_dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2199 | output_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2200 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2201 | elif out_dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2202 | output_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2203 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2204 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2205 | elif error_name in [ |
| 2206 | ErrorIf.OutputZeroPointNotZero, |
| 2207 | ErrorIf.U16OutputZeroPointNotValid, |
| 2208 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2209 | output_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2210 | if output_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2211 | output_zp = output_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2212 | out_type_width += 1 |
| 2213 | elif out_dtype == DType.UINT16: |
| 2214 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2215 | output_zp = rng.choice([0, 32768]) |
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 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2218 | else: |
| 2219 | output_zp = 0 |
| 2220 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2221 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2222 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2223 | |
| 2224 | for i in range(nc): |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2225 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2226 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2227 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2228 | logger.debug( |
| 2229 | f"build_rescale: multiplier={multiplier_arr} shift={shift_arr} inzp={input_zp} outzp={output_zp}" |
| 2230 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2231 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2232 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2233 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2234 | assert val.placeholderFilename |
| 2235 | values = np.load( |
| 2236 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2237 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2238 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2239 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2240 | 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] | 2241 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2242 | # Check we can safely convert to the expected dtype |
| 2243 | assert ( |
| 2244 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2245 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2246 | ) |
| 2247 | |
| 2248 | # Force casting to output datatype |
| 2249 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2250 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2251 | if not np.all(np.array_equal(values, val_adj)): |
| 2252 | # Values changed so overwrite file with new values |
| 2253 | np.save( |
| 2254 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2255 | val_adj, |
| 2256 | False, |
| 2257 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2258 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2259 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2260 | input_list = [val.name, multiplier_val.name, shift_val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2261 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2262 | pCount, cCount = op["operands"] |
| 2263 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2264 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2265 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2266 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2267 | |
| 2268 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2269 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2270 | self.ser, |
| 2271 | validator_fcns, |
| 2272 | error_name, |
| 2273 | op=op, |
| 2274 | input_dtype=val.dtype, |
| 2275 | output_dtype=out_dtype, |
| 2276 | input_shape=val.shape, |
| 2277 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2278 | scale32=scale32, |
| 2279 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2280 | input_list=input_list, |
| 2281 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2282 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2283 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2284 | ): |
| 2285 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2286 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2287 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2288 | attr.RescaleAttribute( |
| 2289 | input_zp, |
| 2290 | output_zp, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2291 | scale32, |
| 2292 | double_round, |
| 2293 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2294 | input_unsigned, |
| 2295 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2296 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2297 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2298 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2299 | |
| 2300 | compliance = self.tensorComplianceMetaData( |
| 2301 | op, val.dtype, args_dict, result_tensor, error_name |
| 2302 | ) |
| 2303 | |
| 2304 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2305 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2306 | def _get_condition_tensor(self, rng, op, cond, error_name): |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2307 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2308 | cond_type = gtu.get_wrong_output_type(op, rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2309 | else: |
| 2310 | cond_type = DType.BOOL |
| 2311 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2312 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2313 | if choice == 1: |
| 2314 | cond_shape = [2] |
| 2315 | else: |
| 2316 | cond_shape = [1, 2] |
| 2317 | else: |
| 2318 | # Must be of size 1 (rank 0) |
| 2319 | cond_shape = [] |
| 2320 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2321 | return cond_tens |
| 2322 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2323 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2324 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2325 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2326 | op, |
| 2327 | inputs, |
| 2328 | args_dict, |
| 2329 | validator_fcns=None, |
| 2330 | error_name=None, |
| 2331 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2332 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2333 | # 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] | 2334 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2335 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2336 | assert len(inputs) == 2 |
| 2337 | then_tens, else_tens = inputs |
| 2338 | |
| 2339 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2340 | |
| 2341 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2342 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2343 | |
| 2344 | # Make then/else tensors |
| 2345 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2346 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2347 | dtype = DType.INT32 |
| 2348 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2349 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2350 | if error_name in [ |
| 2351 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2352 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2353 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2354 | incorrect_shape = deepcopy(then_tens.shape) |
| 2355 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2356 | incorrect_shape[i] += ( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2357 | rng.choice([-3, -2, 2, 3]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2358 | if incorrect_shape[i] > 3 |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2359 | else rng.choice([1, 2, 4]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2360 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2361 | incorrect_arr = np.int32(rng.integers(0, 256, size=incorrect_shape)) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2362 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2363 | then_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
| 2364 | else_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2365 | |
| 2366 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2367 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2368 | |
| 2369 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2370 | then_block = "THEN_BLOCK" |
| 2371 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2372 | attr = ts.TosaSerializerAttribute() |
| 2373 | attr.CondIfAttribute(then_block, else_block) |
| 2374 | |
| 2375 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2376 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2377 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2378 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2379 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2380 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2381 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2382 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2383 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2384 | self.ser.addOutputTensor(then_tens) |
| 2385 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2386 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2387 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2388 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2389 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2390 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2391 | self.ser.addOutputTensor(else_tens) |
| 2392 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2393 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2394 | self.ser, |
| 2395 | validator_fcns, |
| 2396 | error_name, |
| 2397 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2398 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2399 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2400 | ): |
| 2401 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2402 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2403 | compliance = self.tensorComplianceMetaData( |
| 2404 | op, dtype, args_dict, result_tensor, error_name |
| 2405 | ) |
| 2406 | |
| 2407 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2408 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2409 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2410 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2411 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2412 | op, |
| 2413 | inputs, |
| 2414 | args_dict, |
| 2415 | validator_fcns=None, |
| 2416 | error_name=None, |
| 2417 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2418 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2419 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2420 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2421 | assert len(inputs) == 2 |
| 2422 | a, b = inputs |
| 2423 | |
| 2424 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2425 | |
| 2426 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2427 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2428 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2429 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2430 | |
| 2431 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2432 | then_block = "THEN_BLOCK" |
| 2433 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2434 | attr = ts.TosaSerializerAttribute() |
| 2435 | attr.CondIfAttribute(then_block, else_block) |
| 2436 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2437 | if error_name in [ |
| 2438 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2439 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2440 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2441 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2442 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2443 | incorrect_shape = a.shape.copy() |
| 2444 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2445 | incorrect_shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2446 | incorrect_block_input = deepcopy(a) |
| 2447 | incorrect_block_input.shape = incorrect_shape |
| 2448 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2449 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2450 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2451 | 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] | 2452 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2453 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2454 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2455 | 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] | 2456 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2457 | then_op, else_op = ( |
| 2458 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2459 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2460 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2461 | else: |
| 2462 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2463 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2464 | # Determine the element-wise binary operation that compliance will need to |
| 2465 | # check the results of |
| 2466 | compliance_op = then_op if cond else else_op |
| 2467 | |
| 2468 | 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] | 2469 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2470 | if ( |
| 2471 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2472 | and block == then_block |
| 2473 | ) or ( |
| 2474 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2475 | and block == else_block |
| 2476 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2477 | self.ser.addInputTensor(incorrect_block_input) |
| 2478 | self.ser.addInputTensor(b) |
| 2479 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2480 | elif ( |
| 2481 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2482 | and block == then_block |
| 2483 | ) or ( |
| 2484 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2485 | and block == else_block |
| 2486 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2487 | self.ser.addInputTensor(a) |
| 2488 | self.ser.addInputTensor(b) |
| 2489 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2490 | else: |
| 2491 | self.ser.addInputTensor(a) |
| 2492 | self.ser.addInputTensor(b) |
| 2493 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2494 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2495 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2496 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2497 | self.ser, |
| 2498 | validator_fcns, |
| 2499 | error_name, |
| 2500 | op=op, |
| 2501 | a=a, |
| 2502 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2503 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2504 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2505 | ): |
| 2506 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2507 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2508 | compliance = self.tensorComplianceMetaData( |
| 2509 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2510 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2511 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2512 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2513 | |
| 2514 | def build_while_loop( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2515 | self, |
| 2516 | rng, |
| 2517 | op, |
| 2518 | inputs, |
| 2519 | args_dict, |
| 2520 | validator_fcns=None, |
| 2521 | error_name=None, |
| 2522 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2523 | ): |
| 2524 | assert len(inputs) == 1 |
| 2525 | a = inputs[0] |
| 2526 | iter_val = args_dict["iterations"] |
| 2527 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2528 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2529 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2530 | cond_block = "COND_BLOCK" |
| 2531 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2532 | |
| 2533 | attr = ts.TosaSerializerAttribute() |
| 2534 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2535 | |
| 2536 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2537 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2538 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2539 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2540 | |
| 2541 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2542 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2543 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2544 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2545 | incorrect_acc = deepcopy(acc) |
| 2546 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2547 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2548 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2549 | else: |
| 2550 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2551 | |
| 2552 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2553 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2554 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2555 | [iter.name, a.name, acc.name], |
| 2556 | [iter_out.name, a_out.name, acc_out.name], |
| 2557 | attr, |
| 2558 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2559 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2560 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2561 | if error_name in [ |
| 2562 | ErrorIf.InputListCondGraphMismatch, |
| 2563 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2564 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2565 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2566 | incorrect_iter = deepcopy(iter) |
| 2567 | for i in range(len(incorrect_iter.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2568 | incorrect_iter.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2569 | if len(incorrect_iter.shape) == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2570 | incorrect_iter.shape.append(rng.choice([-3, -2, 2, 3])) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2571 | |
| 2572 | incorrect_acc = deepcopy(acc) |
| 2573 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2574 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2575 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2576 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2577 | self.ser.addBasicBlock(cond_block) |
| 2578 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2579 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2580 | self.ser.addInputTensor(incorrect_iter) |
| 2581 | self.ser.addInputTensor(a) |
| 2582 | self.ser.addInputTensor(incorrect_acc) |
| 2583 | else: |
| 2584 | self.ser.addInputTensor(iter) |
| 2585 | self.ser.addInputTensor(a) |
| 2586 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2587 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2588 | |
| 2589 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2590 | cond_type = rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2591 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2592 | cond_type = DType.BOOL |
| 2593 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2594 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2595 | if choice == 1: |
| 2596 | cond_shape = [3] |
| 2597 | else: |
| 2598 | cond_shape = [1, 2] |
| 2599 | else: |
| 2600 | cond_shape = [] |
| 2601 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2602 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2603 | 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] | 2604 | |
| 2605 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2606 | # 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] | 2607 | self.ser.addBasicBlock(body_block) |
| 2608 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2609 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2610 | self.ser.addInputTensor(incorrect_iter) |
| 2611 | self.ser.addInputTensor(a) |
| 2612 | self.ser.addInputTensor(incorrect_acc) |
| 2613 | else: |
| 2614 | self.ser.addInputTensor(iter) |
| 2615 | self.ser.addInputTensor(a) |
| 2616 | self.ser.addInputTensor(acc) |
| 2617 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2618 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2619 | |
| 2620 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2621 | iter_body_out = self.ser.addIntermediate( |
| 2622 | incorrect_iter.shape, incorrect_iter.dtype |
| 2623 | ) |
| 2624 | acc_body_out = self.ser.addIntermediate( |
| 2625 | incorrect_acc.shape, incorrect_acc.dtype |
| 2626 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2627 | else: |
| 2628 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2629 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2630 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2631 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2632 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2633 | self.ser.addOutputTensor(iter_body_out) |
| 2634 | self.ser.addOutputTensor(a) |
| 2635 | self.ser.addOutputTensor(acc_body_out) |
| 2636 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2637 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2638 | self.ser, |
| 2639 | validator_fcns, |
| 2640 | error_name, |
| 2641 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2642 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2643 | ): |
| 2644 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2645 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2646 | compliance = self.tensorComplianceMetaData( |
| 2647 | op, a.dtype, args_dict, acc_out, error_name |
| 2648 | ) |
| 2649 | |
| 2650 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2651 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2652 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2653 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2654 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2655 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2656 | inputs, |
| 2657 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2658 | validator_fcns=None, |
| 2659 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2660 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2661 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2662 | assert len(inputs) == 2 |
| 2663 | val1, val2 = inputs |
| 2664 | inverse = args_dict["inverse"] |
| 2665 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2666 | results = OutputShaper.fft2dOp(self.ser, rng, val1, val2, error_name) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2667 | |
| 2668 | input_names = [val1.name, val2.name] |
| 2669 | pCount, cCount = op["operands"] |
| 2670 | num_operands = pCount + cCount |
| 2671 | |
| 2672 | output_names = [res.name for res in results] |
| 2673 | output_shapes = [res.shape for res in results] |
| 2674 | output_dtypes = [res.dtype for res in results] |
| 2675 | |
| 2676 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2677 | rng, error_name, input_names, output_names |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2678 | ) |
| 2679 | |
| 2680 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2681 | self.ser, |
| 2682 | validator_fcns, |
| 2683 | error_name, |
| 2684 | op=op, |
| 2685 | inverse=inverse, |
| 2686 | input1=val1, |
| 2687 | input2=val2, |
| 2688 | input_shape=val1.shape, |
| 2689 | input_dtype=val1.dtype, |
| 2690 | output_shape=output_shapes, |
| 2691 | output_dtype=output_dtypes, |
| 2692 | result_tensors=results, |
| 2693 | input_list=input_names, |
| 2694 | output_list=output_names, |
| 2695 | num_operands=num_operands, |
| 2696 | ): |
| 2697 | return None |
| 2698 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2699 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2700 | local_bound = False |
| 2701 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2702 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2703 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2704 | |
| 2705 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2706 | |
| 2707 | compliance = [] |
| 2708 | for res in results: |
| 2709 | compliance.append( |
| 2710 | self.tensorComplianceMetaData( |
| 2711 | op, val1.dtype, args_dict, res, error_name |
| 2712 | ) |
| 2713 | ) |
| 2714 | |
| 2715 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2716 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2717 | def build_rfft2d( |
| 2718 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2719 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2720 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2721 | inputs, |
| 2722 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2723 | validator_fcns=None, |
| 2724 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2725 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2726 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2727 | assert len(inputs) == 1 |
| 2728 | val = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2729 | results = OutputShaper.rfft2dOp(self.ser, rng, val, error_name) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2730 | |
| 2731 | input_names = [val.name] |
| 2732 | pCount, cCount = op["operands"] |
| 2733 | num_operands = pCount + cCount |
| 2734 | |
| 2735 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2736 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2737 | output_dtypes = [res.dtype for res in results] |
| 2738 | |
| 2739 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2740 | rng, error_name, input_names, output_names |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2741 | ) |
| 2742 | |
| 2743 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2744 | self.ser, |
| 2745 | validator_fcns, |
| 2746 | error_name, |
| 2747 | op=op, |
| 2748 | input_shape=val.shape, |
| 2749 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2750 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2751 | output_dtype=output_dtypes, |
| 2752 | result_tensors=results, |
| 2753 | input_list=input_names, |
| 2754 | output_list=output_names, |
| 2755 | num_operands=num_operands, |
| 2756 | ): |
| 2757 | return None |
| 2758 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2759 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2760 | local_bound = False |
| 2761 | |
| 2762 | attr = ts.TosaSerializerAttribute() |
| 2763 | attr.RFFTAttribute(local_bound) |
| 2764 | |
| 2765 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2766 | |
| 2767 | compliance = [] |
| 2768 | for res in results: |
| 2769 | compliance.append( |
| 2770 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2771 | ) |
| 2772 | |
| 2773 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2774 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2775 | def build_shape_op( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2776 | self, |
| 2777 | rng, |
| 2778 | op, |
| 2779 | inputs, |
| 2780 | args_dict, |
| 2781 | validator_fcns=None, |
| 2782 | error_name=None, |
| 2783 | qinfo=None, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2784 | ): |
| 2785 | assert len(inputs) == 2 |
| 2786 | a, b = inputs |
| 2787 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2788 | result_tensor = OutputShaper.addShapeOp(self.ser, rng, a, b, error_name) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2789 | |
| 2790 | # Invalidate Input/Output list for error if checks. |
| 2791 | input_list = [a.name, b.name] |
| 2792 | output_list = [result_tensor.name] |
| 2793 | pCount, cCount = op["operands"] |
| 2794 | num_operands = pCount + cCount |
| 2795 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2796 | self, error_name, input_list, output_list |
| 2797 | ) |
| 2798 | |
| 2799 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2800 | self.ser, |
| 2801 | validator_fcns, |
| 2802 | error_name, |
| 2803 | op=op, |
| 2804 | input1=a, |
| 2805 | input2=b, |
| 2806 | input_shape=a.shape, |
| 2807 | input_dtype=a.dtype, |
| 2808 | output_shape=result_tensor.shape, |
| 2809 | output_dtype=result_tensor.dtype, |
| 2810 | result_tensors=[result_tensor], |
| 2811 | input_list=input_list, |
| 2812 | output_list=output_list, |
| 2813 | num_operands=num_operands, |
| 2814 | ): |
| 2815 | return None |
| 2816 | |
| 2817 | self.ser.addOperator( |
| 2818 | op["op"], |
| 2819 | input_list, |
| 2820 | output_list, |
| 2821 | ) |
| 2822 | compliance = self.tensorComplianceMetaData( |
| 2823 | op, a.dtype, args_dict, result_tensor, error_name |
| 2824 | ) |
| 2825 | |
| 2826 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2827 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2828 | def create_filter_lists( |
| 2829 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2830 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2831 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2832 | default_test_rank_range = range(1, 5) |
| 2833 | if not shapeFilter: |
| 2834 | shapeFilter = [None] |
| 2835 | |
| 2836 | # Calculate the filters based on what is requested and what the operator allows |
| 2837 | rmin, rmax = op["rank"] |
| 2838 | if rankFilter is not None: |
| 2839 | cleanRankFilter = [] |
| 2840 | # Ensure rankFilter values are allowed by operator |
| 2841 | for rank in rankFilter: |
| 2842 | if rank >= rmin and rank <= rmax: |
| 2843 | cleanRankFilter.append(rank) |
| 2844 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2845 | # Ensure default behaviour is bounded by default range or by operator, |
| 2846 | # whichever is the smaller range of ranks. |
| 2847 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2848 | cleanRankFilter = ( |
| 2849 | opRankRange |
| 2850 | if len(opRankRange) <= len(default_test_rank_range) |
| 2851 | else default_test_rank_range |
| 2852 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2853 | else: |
| 2854 | cleanRankFilter = range(rmin, rmax + 1) |
| 2855 | |
| 2856 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2857 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2858 | if dtypeFilter is not None: |
| 2859 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2860 | # Create list of operator dtypes filtered by requested dtypes |
| 2861 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2862 | if dtype in dtypeFilter or ( |
| 2863 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2864 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2865 | cleanDtypeFilter.append(dtype) |
| 2866 | else: |
| 2867 | cleanDtypeFilter = dtypes |
| 2868 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2869 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2870 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2871 | "shapeFilter": shapeFilter, |
| 2872 | "rankFilter": cleanRankFilter, |
| 2873 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2874 | } |
| 2875 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2876 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2877 | if validator is not None: |
| 2878 | validator_info = validator(check=False, op=op) |
| 2879 | else: |
| 2880 | return None |
| 2881 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2882 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2883 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2884 | # Set parameters as required |
| 2885 | if error_arguments["rank"] is not None: |
| 2886 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2887 | else: |
| 2888 | rankFilter = cleanRankFilter |
| 2889 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2890 | if error_arguments["dtype"] is not None: |
| 2891 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2892 | else: |
| 2893 | dtypeFilter = cleanDtypeFilter |
| 2894 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2895 | if error_arguments["shape"] is not None: |
| 2896 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2897 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2898 | shapeFilter = shapeFilter[ |
| 2899 | :2 |
| 2900 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2901 | |
| 2902 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2903 | "shapeFilter": shapeFilter, |
| 2904 | "rankFilter": rankFilter, |
| 2905 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2906 | } |
| 2907 | return filterDict |
| 2908 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2909 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2910 | self, |
| 2911 | opName, |
| 2912 | shapeFilter=[None], |
| 2913 | rankFilter=None, |
| 2914 | dtypeFilter=None, |
| 2915 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2916 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2917 | |
| 2918 | try: |
| 2919 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2920 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2921 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2922 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2923 | if not self.args.stable_rng: |
| 2924 | # Initialize a new random number generator per op |
| 2925 | self.resetGlobalRNG() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2926 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2927 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2928 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2929 | # Test list consists of a tuple of: |
| 2930 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2931 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2932 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2933 | error_if_validators = op["error_if_validators"] |
| 2934 | else: |
| 2935 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2936 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2937 | for validator in error_if_validators: |
| 2938 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2939 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2940 | else: |
| 2941 | error_name = None |
| 2942 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2943 | filterDict = self.create_filter_lists( |
| 2944 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2945 | ) |
| 2946 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2947 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2948 | cleanRankFilter = filterDict["rankFilter"] |
| 2949 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2950 | cleanShapeFilter = filterDict["shapeFilter"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2951 | logger.debug( |
| 2952 | f"genOpTestList: Error={error_name}, Filters S={cleanShapeFilter}, R={cleanRankFilter}, T={cleanDtypeFilter}" |
| 2953 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2954 | |
| 2955 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2956 | for t in cleanDtypeFilter: |
| 2957 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2958 | # Filter out by rank |
| 2959 | if shape is not None and len(shape) != r: |
| 2960 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2961 | self.setTargetShape(shape) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2962 | typeStr = self.typeStr(t) |
| 2963 | if self.args.stable_rng: |
| 2964 | shape_rng = TosaHashRandomGenerator( |
| 2965 | self.random_seed, |
| 2966 | [opName, r, typeStr], |
| 2967 | self.random_dtype_range, |
| 2968 | ) |
| 2969 | else: |
| 2970 | shape_rng = self.global_rng |
| 2971 | shapeList = tgen_fcn(self, shape_rng, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2972 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2973 | shapeStr = self.shapeStr(shapeList[0]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2974 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2975 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2976 | argList = [] |
| 2977 | if agen_fcn: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2978 | if self.args.stable_rng: |
| 2979 | arg_rng = TosaHashRandomGenerator( |
| 2980 | self.random_seed, |
| 2981 | [opName, shapeStr, typeStr], |
| 2982 | self.random_dtype_range, |
| 2983 | ) |
| 2984 | else: |
| 2985 | arg_rng = self.global_rng |
| 2986 | |
| 2987 | argList = agen_fcn( |
| 2988 | self, arg_rng, opName, shapeList, t, error_name |
| 2989 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2990 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2991 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2992 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2993 | for argStr, args in argList: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2994 | # Create the test name string - for example: add_1x2x3_i32 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2995 | if testType == "positive": |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 2996 | name_parts = [opName, shapeStr, typeStr] |
| 2997 | else: |
| 2998 | assert testType == "negative" |
| 2999 | name_parts = [ |
| 3000 | opName, |
| 3001 | "ERRORIF", |
| 3002 | error_name, |
| 3003 | shapeStr, |
| 3004 | typeStr, |
| 3005 | ] |
| 3006 | if argStr: |
| 3007 | name_parts.append(argStr) |
| 3008 | testStr = "_".join(name_parts) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3009 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3010 | testList.append( |
| 3011 | (opName, testStr, t, error_name, shapeList, args) |
| 3012 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3013 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3014 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3015 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 3016 | if "invalid_test_validators" in op: |
| 3017 | invalid_test_validators = op["invalid_test_validators"] |
| 3018 | clean_testList = [] |
| 3019 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3020 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3021 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3022 | if validator_fcn( |
| 3023 | opName=test[0], |
| 3024 | input_dtype=test[2], |
| 3025 | shapeList=test[4], |
| 3026 | args=test[5], |
| 3027 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3028 | remove_test = True |
| 3029 | if not remove_test: |
| 3030 | clean_testList.append(test) |
| 3031 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3032 | |
| 3033 | return testList |
| 3034 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3035 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3036 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3037 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3038 | try: |
| 3039 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3040 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3041 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3042 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3043 | logger.info(f"Creating {testStr}") |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3044 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3045 | # Create a serializer |
| 3046 | self.createSerializer(opName, testStr) |
| 3047 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3048 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3049 | if "error_if_validators" in op: |
| 3050 | error_if_validators = op["error_if_validators"] |
| 3051 | else: |
| 3052 | error_if_validators = None |
| 3053 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3054 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3055 | num_operands = pCount + cCount |
| 3056 | |
| 3057 | if isinstance(dtype_or_dtypeList, list): |
| 3058 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3059 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3060 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3061 | else: |
| 3062 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3063 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3064 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3065 | assert ( |
| 3066 | len(shapeList) == num_operands |
| 3067 | ), "shapeList length {} must match number of operands {}".format( |
| 3068 | len(shapeList), num_operands |
| 3069 | ) |
| 3070 | assert ( |
| 3071 | len(dtypeList) == num_operands |
| 3072 | ), "dtypeList length {} must match number of operands {}".format( |
| 3073 | len(dtypeList), num_operands |
| 3074 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3075 | |
| 3076 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3077 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3078 | except KeyError: |
| 3079 | qgen = None |
| 3080 | |
| 3081 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3082 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 3083 | # Set the random number generator |
| 3084 | if self.args.stable_rng: |
| 3085 | build_rng = TosaHashRandomGenerator( |
| 3086 | self.random_seed, [testStr], self.random_dtype_range |
| 3087 | ) |
| 3088 | else: |
| 3089 | build_rng = self.global_rng |
| 3090 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3091 | if qgen is not None: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 3092 | qinfo = qgen( |
| 3093 | build_rng, self.args.zeropoint, op, dtype_or_dtypeList, error_name |
| 3094 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3095 | else: |
| 3096 | qinfo = None |
| 3097 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3098 | # Extra meta data for the desc.json |
| 3099 | tensMeta = {} |
| 3100 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3101 | # Check we are using the new interface with an argsDict dictionary |
| 3102 | assert isinstance( |
| 3103 | argsDict, dict |
| 3104 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3105 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3106 | # New interface with args info in dictionary |
| 3107 | assert "dg_type" in argsDict |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 3108 | tvgInfo = tvgen_fcn( |
| 3109 | self, build_rng, opName, dtypeList, shapeList, argsDict, error_name |
| 3110 | ) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3111 | if tvgInfo.dataGenDict: |
| 3112 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3113 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3114 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3115 | result = build_fcn( |
| 3116 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame^] | 3117 | build_rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3118 | op, |
| 3119 | tens, |
| 3120 | argsDict, |
| 3121 | validator_fcns=error_if_validators, |
| 3122 | error_name=error_name, |
| 3123 | qinfo=qinfo, |
| 3124 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3125 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3126 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3127 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3128 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3129 | # Add the compliance meta data (if any) |
| 3130 | compliance = result.getComplianceInfo() |
| 3131 | if compliance: |
| 3132 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3133 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3134 | else: |
| 3135 | # The test is not valid |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3136 | logger.error(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3137 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3138 | def createDynamicOpLists(self): |
| 3139 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 3140 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 3141 | # Already created these lists (can occur when class is initialized more than once) |
| 3142 | return |
| 3143 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3144 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3145 | if not self.args.level8k: |
| 3146 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3147 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3148 | else: |
| 3149 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3150 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 3151 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3152 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3153 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3154 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 3155 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 3156 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3157 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3158 | self.TOSA_OP_LIST[testName]["real_name"] = "conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3159 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3160 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 3161 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3162 | "depthwise_conv2d_TEMPLATE" |
| 3163 | ].copy() |
| 3164 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3165 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3166 | self.TOSA_OP_LIST[testName]["real_name"] = "depthwise_conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3167 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3168 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 3169 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3170 | "transpose_conv2d_TEMPLATE" |
| 3171 | ].copy() |
| 3172 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3173 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3174 | self.TOSA_OP_LIST[testName]["real_name"] = "transpose_conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3175 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3176 | for k in KERNELS_3D: |
| 3177 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 3178 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 3179 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3180 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3181 | self.TOSA_OP_LIST[testName]["real_name"] = "conv3d" |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3182 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3183 | # Delete any templates after having created any dynamic ops |
| 3184 | # This is a two-pass operation because it's bad practice to delete |
| 3185 | # keys from dictionaries while iterating |
| 3186 | keyList = [] |
| 3187 | for k in self.TOSA_OP_LIST: |
| 3188 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3189 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3190 | keyList.append(k) |
| 3191 | continue |
| 3192 | except KeyError: |
| 3193 | pass |
| 3194 | |
| 3195 | for k in keyList: |
| 3196 | del self.TOSA_OP_LIST[k] |
| 3197 | |
| 3198 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3199 | """Fill in default fields for ops if they aren't already specified. |
| 3200 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3201 | for op in self.TOSA_OP_LIST: |
| 3202 | |
| 3203 | # Required fields |
| 3204 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3205 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3206 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3207 | raise Exception( |
| 3208 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3209 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3210 | |
| 3211 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3212 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3213 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3214 | raise Exception( |
| 3215 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3216 | op |
| 3217 | ) |
| 3218 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3219 | |
| 3220 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3221 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3222 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3223 | raise Exception( |
| 3224 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3225 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3226 | |
| 3227 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3228 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3229 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3230 | raise Exception( |
| 3231 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3232 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3233 | |
| 3234 | # Put in default rank range, if missing |
| 3235 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3236 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3237 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3238 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3239 | |
| 3240 | # Tensor operator list |
| 3241 | # 'op': op name |
| 3242 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3243 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3244 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3245 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3246 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3247 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3248 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3249 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3250 | TYPE_INT_FP = [ |
| 3251 | DType.INT8, |
| 3252 | DType.INT16, |
| 3253 | DType.INT32, |
| 3254 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3255 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3256 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3257 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3258 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3259 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3260 | TYPE_FI32 = [ |
| 3261 | DType.FP32, |
| 3262 | DType.FP16, |
| 3263 | DType.BF16, |
| 3264 | DType.INT32, |
| 3265 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3266 | TYPE_FIB = [ |
| 3267 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3268 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3269 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3270 | DType.INT8, |
| 3271 | DType.INT16, |
| 3272 | DType.INT32, |
| 3273 | DType.BOOL, |
| 3274 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3275 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3276 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3277 | TYPE_NARROW_INT_FP = [ |
| 3278 | DType.INT8, |
| 3279 | DType.INT16, |
| 3280 | DType.FP16, |
| 3281 | DType.BF16, |
| 3282 | DType.FP32, |
| 3283 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3284 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3285 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3286 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3287 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3288 | [DType.INT8, DType.INT8, DType.INT32], |
| 3289 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3290 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3291 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3292 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3293 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3294 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3295 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3296 | ] |
| 3297 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3298 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3299 | |
| 3300 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3301 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3302 | "argmax": { |
| 3303 | "op": Op.ARGMAX, |
| 3304 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3305 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3306 | "build_fcn": ( |
| 3307 | build_argmax, |
| 3308 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3309 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3310 | TosaArgGen.agAxis, |
| 3311 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3312 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3313 | "error_if_validators": ( |
| 3314 | TosaErrorValidator.evAxisSmallerZero, |
| 3315 | TosaErrorValidator.evAxisLargerRank, |
| 3316 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3317 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3318 | TosaErrorValidator.evWrongRank, |
| 3319 | TosaErrorValidator.evWrongInputType, |
| 3320 | TosaErrorValidator.evWrongOutputType, |
| 3321 | TosaErrorValidator.evWrongInputList, |
| 3322 | TosaErrorValidator.evWrongOutputList, |
| 3323 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3324 | "data_gen": { |
| 3325 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3326 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3327 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3328 | "avg_pool2d": { |
| 3329 | "op": Op.AVG_POOL2D, |
| 3330 | "operands": (1, 0), |
| 3331 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3332 | "build_fcn": ( |
| 3333 | build_pool2d, |
| 3334 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3335 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3336 | TosaArgGen.agPooling, |
| 3337 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3338 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3339 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3340 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3341 | "error_if_validators": ( |
| 3342 | TosaErrorValidator.evKernelSmallerOne, |
| 3343 | TosaErrorValidator.evStrideSmallerOne, |
| 3344 | TosaErrorValidator.evPadSmallerZero, |
| 3345 | TosaErrorValidator.evWrongRank, |
| 3346 | TosaErrorValidator.evWrongInputType, |
| 3347 | TosaErrorValidator.evWrongOutputType, |
| 3348 | TosaErrorValidator.evWrongInputList, |
| 3349 | TosaErrorValidator.evWrongOutputList, |
| 3350 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3351 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3352 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3353 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3354 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3355 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3356 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3357 | "data_gen": { |
| 3358 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3359 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3360 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3361 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3362 | "conv2d_TEMPLATE": { |
| 3363 | "op": Op.CONV2D, |
| 3364 | "operands": (1, 2), |
| 3365 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3366 | "build_fcn": ( |
| 3367 | build_conv2d, |
| 3368 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3369 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3370 | TosaArgGen.agConv, |
| 3371 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3372 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3373 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3374 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3375 | "error_if_validators": ( |
| 3376 | TosaErrorValidator.evWrongInputType, |
| 3377 | TosaErrorValidator.evWrongOutputType, |
| 3378 | TosaErrorValidator.evWrongInputList, |
| 3379 | TosaErrorValidator.evWrongOutputList, |
| 3380 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3381 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3382 | TosaErrorValidator.evPadSmallerZero, |
| 3383 | TosaErrorValidator.evStrideSmallerOne, |
| 3384 | TosaErrorValidator.evDilationSmallerOne, |
| 3385 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3386 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3387 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3388 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3389 | "data_gen": { |
| 3390 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3391 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3392 | "template": True, |
| 3393 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3394 | # Templated operator. Filled in by createDynamicOpLists |
| 3395 | "conv3d_TEMPLATE": { |
| 3396 | "op": Op.CONV3D, |
| 3397 | "operands": (1, 2), |
| 3398 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3399 | "build_fcn": ( |
| 3400 | build_conv3d, |
| 3401 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3402 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3403 | TosaArgGen.agConv, |
| 3404 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3405 | "qgen": TosaQuantGen.qgConv, |
| 3406 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3407 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3408 | "error_if_validators": ( |
| 3409 | TosaErrorValidator.evWrongInputType, |
| 3410 | TosaErrorValidator.evWrongOutputType, |
| 3411 | TosaErrorValidator.evWrongInputList, |
| 3412 | TosaErrorValidator.evWrongOutputList, |
| 3413 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3414 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3415 | TosaErrorValidator.evPadSmallerZero, |
| 3416 | TosaErrorValidator.evStrideSmallerOne, |
| 3417 | TosaErrorValidator.evDilationSmallerOne, |
| 3418 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3419 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3420 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3421 | ), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 3422 | "data_gen": { |
| 3423 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3424 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3425 | "template": True, |
| 3426 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3427 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3428 | "depthwise_conv2d_TEMPLATE": { |
| 3429 | "op": Op.DEPTHWISE_CONV2D, |
| 3430 | "operands": (1, 2), |
| 3431 | "filter": [1, 1], |
| 3432 | "rank": (4, 4), |
| 3433 | "build_fcn": ( |
| 3434 | build_depthwise_conv2d, |
| 3435 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3436 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3437 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3438 | ), |
| 3439 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3440 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3441 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3442 | "error_if_validators": ( |
| 3443 | TosaErrorValidator.evWrongInputType, |
| 3444 | TosaErrorValidator.evWrongOutputType, |
| 3445 | TosaErrorValidator.evWrongInputList, |
| 3446 | TosaErrorValidator.evWrongOutputList, |
| 3447 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3448 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3449 | TosaErrorValidator.evPadSmallerZero, |
| 3450 | TosaErrorValidator.evStrideSmallerOne, |
| 3451 | TosaErrorValidator.evDilationSmallerOne, |
| 3452 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3453 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3454 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3455 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3456 | "data_gen": { |
| 3457 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3458 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3459 | "template": True, |
| 3460 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3461 | "fully_connected": { |
| 3462 | "op": Op.FULLY_CONNECTED, |
| 3463 | "operands": (1, 2), |
| 3464 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3465 | "build_fcn": ( |
| 3466 | build_fully_connected, |
| 3467 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3468 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3469 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3470 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3471 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3472 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3473 | "error_if_validators": ( |
| 3474 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3475 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3476 | TosaErrorValidator.evWrongRank, |
| 3477 | TosaErrorValidator.evWrongInputType, |
| 3478 | TosaErrorValidator.evWrongOutputType, |
| 3479 | TosaErrorValidator.evWrongInputList, |
| 3480 | TosaErrorValidator.evWrongOutputList, |
| 3481 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3482 | "data_gen": { |
| 3483 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3484 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3485 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3486 | "matmul": { |
| 3487 | "op": Op.MATMUL, |
| 3488 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3489 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3490 | "build_fcn": ( |
| 3491 | build_matmul, |
| 3492 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3493 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3494 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3495 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3496 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3497 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3498 | "error_if_validators": ( |
| 3499 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3500 | TosaErrorValidator.evWrongRank, |
| 3501 | TosaErrorValidator.evWrongInputType, |
| 3502 | TosaErrorValidator.evWrongOutputType, |
| 3503 | TosaErrorValidator.evWrongInputList, |
| 3504 | TosaErrorValidator.evWrongOutputList, |
| 3505 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3506 | "data_gen": { |
| 3507 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3508 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3509 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3510 | "max_pool2d": { |
| 3511 | "op": Op.MAX_POOL2D, |
| 3512 | "operands": (1, 0), |
| 3513 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3514 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3515 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3516 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3517 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3518 | TosaArgGen.agPooling, |
| 3519 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3520 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3521 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3522 | "error_if_validators": ( |
| 3523 | TosaErrorValidator.evKernelSmallerOne, |
| 3524 | TosaErrorValidator.evStrideSmallerOne, |
| 3525 | TosaErrorValidator.evPadSmallerZero, |
| 3526 | TosaErrorValidator.evWrongRank, |
| 3527 | TosaErrorValidator.evWrongInputType, |
| 3528 | TosaErrorValidator.evWrongOutputType, |
| 3529 | TosaErrorValidator.evWrongInputList, |
| 3530 | TosaErrorValidator.evWrongOutputList, |
| 3531 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3532 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3533 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3534 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3535 | "data_gen": { |
| 3536 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3537 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3538 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3539 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3540 | "transpose_conv2d_TEMPLATE": { |
| 3541 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3542 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3543 | "rank": (4, 4), |
| 3544 | "build_fcn": ( |
| 3545 | build_transpose_conv2d, |
| 3546 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3547 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3548 | TosaArgGen.agTransposeConv2D, |
| 3549 | ), |
| 3550 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3551 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3552 | "invalid_test_validators": ( |
| 3553 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3554 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3555 | ), |
| 3556 | "error_if_validators": ( |
| 3557 | TosaErrorValidator.evWrongInputType, |
| 3558 | TosaErrorValidator.evWrongOutputType, |
| 3559 | TosaErrorValidator.evWrongInputList, |
| 3560 | TosaErrorValidator.evWrongOutputList, |
| 3561 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3562 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3563 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3564 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3565 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3566 | TosaErrorValidator.evConvOutputShapeMismatch, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3567 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3568 | "data_gen": { |
| 3569 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3570 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3571 | "template": True, |
| 3572 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3573 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3574 | "clamp": { |
| 3575 | "op": Op.CLAMP, |
| 3576 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3577 | "build_fcn": ( |
| 3578 | build_clamp, |
| 3579 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3580 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3581 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3582 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3583 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3584 | "error_if_validators": ( |
| 3585 | TosaErrorValidator.evMaxSmallerMin, |
| 3586 | TosaErrorValidator.evWrongInputType, |
| 3587 | TosaErrorValidator.evWrongOutputType, |
| 3588 | TosaErrorValidator.evWrongInputList, |
| 3589 | TosaErrorValidator.evWrongOutputList, |
| 3590 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3591 | "data_gen": { |
| 3592 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3593 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3594 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3595 | "sigmoid": { |
| 3596 | "op": Op.SIGMOID, |
| 3597 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3598 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3599 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3600 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3601 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3602 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3603 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3604 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3605 | "error_if_validators": ( |
| 3606 | TosaErrorValidator.evWrongInputType, |
| 3607 | TosaErrorValidator.evWrongOutputType, |
| 3608 | TosaErrorValidator.evWrongInputList, |
| 3609 | TosaErrorValidator.evWrongOutputList, |
| 3610 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3611 | "data_gen": { |
| 3612 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3613 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3614 | }, |
| 3615 | "tanh": { |
| 3616 | "op": Op.TANH, |
| 3617 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3618 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3619 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3620 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3621 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3622 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3623 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3624 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3625 | "error_if_validators": ( |
| 3626 | TosaErrorValidator.evWrongInputType, |
| 3627 | TosaErrorValidator.evWrongOutputType, |
| 3628 | TosaErrorValidator.evWrongInputList, |
| 3629 | TosaErrorValidator.evWrongOutputList, |
| 3630 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3631 | "data_gen": { |
| 3632 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3633 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3634 | "compliance": { |
| 3635 | "abs_error_lower_bound": 0.5, |
| 3636 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3637 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3638 | "erf": { |
| 3639 | "op": Op.ERF, |
| 3640 | "operands": (1, 0), |
| 3641 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3642 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3643 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3644 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3645 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3646 | ), |
| 3647 | "types": TYPE_FP, |
| 3648 | "error_if_validators": ( |
| 3649 | TosaErrorValidator.evWrongInputType, |
| 3650 | TosaErrorValidator.evWrongOutputType, |
| 3651 | TosaErrorValidator.evWrongInputList, |
| 3652 | TosaErrorValidator.evWrongOutputList, |
| 3653 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3654 | "data_gen": { |
| 3655 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3656 | }, |
| 3657 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3658 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3659 | # Elementwise Binary Operators |
| 3660 | "add": { |
| 3661 | "op": Op.ADD, |
| 3662 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3663 | "build_fcn": ( |
| 3664 | build_binary_broadcast, |
| 3665 | TosaTensorGen.tgBroadcastFuzz, |
| 3666 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3667 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3668 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3669 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3670 | "error_if_validators": ( |
| 3671 | TosaErrorValidator.evRankMismatch, |
| 3672 | TosaErrorValidator.evWrongInputType, |
| 3673 | TosaErrorValidator.evWrongOutputType, |
| 3674 | TosaErrorValidator.evWrongInputList, |
| 3675 | TosaErrorValidator.evWrongOutputList, |
| 3676 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3677 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3678 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3679 | "data_gen": { |
| 3680 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3681 | }, |
| 3682 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3683 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3684 | "arithmetic_right_shift": { |
| 3685 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3686 | "operands": (2, 0), |
| 3687 | "build_fcn": ( |
| 3688 | build_arithmetic_right_shift, |
| 3689 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3690 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3691 | TosaArgGen.agArithmeticRightShift, |
| 3692 | ), |
| 3693 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3694 | "error_if_validators": ( |
| 3695 | TosaErrorValidator.evRankMismatch, |
| 3696 | TosaErrorValidator.evWrongInputType, |
| 3697 | TosaErrorValidator.evWrongOutputType, |
| 3698 | TosaErrorValidator.evWrongInputList, |
| 3699 | TosaErrorValidator.evWrongOutputList, |
| 3700 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3701 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3702 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3703 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3704 | "bitwise_and": { |
| 3705 | "op": Op.BITWISE_AND, |
| 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, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3710 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 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_INT, |
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 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3723 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3724 | "bitwise_or": { |
| 3725 | "op": Op.BITWISE_OR, |
| 3726 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3727 | "build_fcn": ( |
| 3728 | build_binary_broadcast, |
| 3729 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3730 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3731 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3732 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3733 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3734 | "error_if_validators": ( |
| 3735 | TosaErrorValidator.evRankMismatch, |
| 3736 | TosaErrorValidator.evWrongInputType, |
| 3737 | TosaErrorValidator.evWrongOutputType, |
| 3738 | TosaErrorValidator.evWrongInputList, |
| 3739 | TosaErrorValidator.evWrongOutputList, |
| 3740 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3741 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3742 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3743 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3744 | "bitwise_xor": { |
| 3745 | "op": Op.BITWISE_XOR, |
| 3746 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3747 | "build_fcn": ( |
| 3748 | build_binary_broadcast, |
| 3749 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3750 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3751 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3752 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3753 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3754 | "error_if_validators": ( |
| 3755 | TosaErrorValidator.evRankMismatch, |
| 3756 | TosaErrorValidator.evWrongInputType, |
| 3757 | TosaErrorValidator.evWrongOutputType, |
| 3758 | TosaErrorValidator.evWrongInputList, |
| 3759 | TosaErrorValidator.evWrongOutputList, |
| 3760 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3761 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3762 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3763 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3764 | "intdiv": { |
| 3765 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3766 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3767 | "build_fcn": ( |
| 3768 | build_binary_broadcast, |
| 3769 | TosaTensorGen.tgBroadcastFuzz, |
| 3770 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3771 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3772 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3773 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3774 | "error_if_validators": ( |
| 3775 | TosaErrorValidator.evRankMismatch, |
| 3776 | TosaErrorValidator.evWrongInputType, |
| 3777 | TosaErrorValidator.evWrongOutputType, |
| 3778 | TosaErrorValidator.evWrongInputList, |
| 3779 | TosaErrorValidator.evWrongOutputList, |
| 3780 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3781 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3782 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3783 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3784 | "logical_and": { |
| 3785 | "op": Op.LOGICAL_AND, |
| 3786 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3787 | "build_fcn": ( |
| 3788 | build_binary_broadcast, |
| 3789 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3790 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3791 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3792 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3793 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3794 | "error_if_validators": ( |
| 3795 | TosaErrorValidator.evRankMismatch, |
| 3796 | TosaErrorValidator.evWrongInputType, |
| 3797 | TosaErrorValidator.evWrongOutputType, |
| 3798 | TosaErrorValidator.evWrongInputList, |
| 3799 | TosaErrorValidator.evWrongOutputList, |
| 3800 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3801 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3802 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3803 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3804 | "logical_left_shift": { |
| 3805 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3806 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3807 | "build_fcn": ( |
| 3808 | build_binary_broadcast, |
| 3809 | TosaTensorGen.tgBroadcastFuzz, |
| 3810 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3811 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3812 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3813 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3814 | "error_if_validators": ( |
| 3815 | TosaErrorValidator.evRankMismatch, |
| 3816 | TosaErrorValidator.evWrongInputType, |
| 3817 | TosaErrorValidator.evWrongOutputType, |
| 3818 | TosaErrorValidator.evWrongInputList, |
| 3819 | TosaErrorValidator.evWrongOutputList, |
| 3820 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3821 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3822 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3823 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3824 | "logical_right_shift": { |
| 3825 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3826 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3827 | "build_fcn": ( |
| 3828 | build_binary_broadcast, |
| 3829 | TosaTensorGen.tgBroadcastFuzz, |
| 3830 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3831 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3832 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3833 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3834 | "error_if_validators": ( |
| 3835 | TosaErrorValidator.evRankMismatch, |
| 3836 | TosaErrorValidator.evWrongInputType, |
| 3837 | TosaErrorValidator.evWrongOutputType, |
| 3838 | TosaErrorValidator.evWrongInputList, |
| 3839 | TosaErrorValidator.evWrongOutputList, |
| 3840 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3841 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3842 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3843 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3844 | "logical_or": { |
| 3845 | "op": Op.LOGICAL_OR, |
| 3846 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3847 | "build_fcn": ( |
| 3848 | build_binary_broadcast, |
| 3849 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3850 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3851 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3852 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3853 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3854 | "error_if_validators": ( |
| 3855 | TosaErrorValidator.evRankMismatch, |
| 3856 | TosaErrorValidator.evWrongInputType, |
| 3857 | TosaErrorValidator.evWrongOutputType, |
| 3858 | TosaErrorValidator.evWrongInputList, |
| 3859 | TosaErrorValidator.evWrongOutputList, |
| 3860 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3861 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3862 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3863 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3864 | "logical_xor": { |
| 3865 | "op": Op.LOGICAL_XOR, |
| 3866 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3867 | "build_fcn": ( |
| 3868 | build_binary_broadcast, |
| 3869 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3870 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3871 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3872 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3873 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3874 | "error_if_validators": ( |
| 3875 | TosaErrorValidator.evRankMismatch, |
| 3876 | TosaErrorValidator.evWrongInputType, |
| 3877 | TosaErrorValidator.evWrongOutputType, |
| 3878 | TosaErrorValidator.evWrongInputList, |
| 3879 | TosaErrorValidator.evWrongOutputList, |
| 3880 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3881 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3882 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3883 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3884 | "maximum": { |
| 3885 | "op": Op.MAXIMUM, |
| 3886 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3887 | "build_fcn": ( |
| 3888 | build_binary_broadcast, |
| 3889 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3890 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3891 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3892 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3893 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3894 | "error_if_validators": ( |
| 3895 | TosaErrorValidator.evRankMismatch, |
| 3896 | TosaErrorValidator.evWrongInputType, |
| 3897 | TosaErrorValidator.evWrongOutputType, |
| 3898 | TosaErrorValidator.evWrongInputList, |
| 3899 | TosaErrorValidator.evWrongOutputList, |
| 3900 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3901 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3902 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3903 | "data_gen": { |
| 3904 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3905 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3906 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3907 | "minimum": { |
| 3908 | "op": Op.MINIMUM, |
| 3909 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3910 | "build_fcn": ( |
| 3911 | build_binary_broadcast, |
| 3912 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3913 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3914 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3915 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3916 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3917 | "error_if_validators": ( |
| 3918 | TosaErrorValidator.evRankMismatch, |
| 3919 | TosaErrorValidator.evWrongInputType, |
| 3920 | TosaErrorValidator.evWrongOutputType, |
| 3921 | TosaErrorValidator.evWrongInputList, |
| 3922 | TosaErrorValidator.evWrongOutputList, |
| 3923 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3924 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3925 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3926 | "data_gen": { |
| 3927 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3928 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3929 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3930 | "mul": { |
| 3931 | "op": Op.MUL, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3932 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3933 | "build_fcn": ( |
| 3934 | build_mul, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3935 | TosaTensorGen.tgMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3936 | TosaTensorValuesGen.tvgMul, |
| 3937 | TosaArgGen.agMul, |
| 3938 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3939 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3940 | "error_if_validators": ( |
| 3941 | TosaErrorValidator.evWrongInputType, |
| 3942 | TosaErrorValidator.evWrongOutputType, |
| 3943 | TosaErrorValidator.evWrongInputList, |
| 3944 | TosaErrorValidator.evWrongOutputList, |
| 3945 | TosaErrorValidator.evRankMismatch, |
| 3946 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3947 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3948 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3949 | "data_gen": { |
| 3950 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3951 | }, |
| 3952 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3953 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3954 | "pow": { |
| 3955 | "op": Op.POW, |
| 3956 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3957 | "build_fcn": ( |
| 3958 | build_binary_broadcast, |
| 3959 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3960 | TosaTensorValuesGen.tvgPow, |
| 3961 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3962 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3963 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3964 | "error_if_validators": ( |
| 3965 | TosaErrorValidator.evRankMismatch, |
| 3966 | TosaErrorValidator.evWrongInputType, |
| 3967 | TosaErrorValidator.evWrongOutputType, |
| 3968 | TosaErrorValidator.evWrongInputList, |
| 3969 | TosaErrorValidator.evWrongOutputList, |
| 3970 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3971 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3972 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3973 | "data_gen": { |
| 3974 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3975 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3976 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3977 | "sub": { |
| 3978 | "op": Op.SUB, |
| 3979 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3980 | "build_fcn": ( |
| 3981 | build_binary_broadcast, |
| 3982 | TosaTensorGen.tgBroadcastFuzz, |
| 3983 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3984 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3985 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3986 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3987 | "error_if_validators": ( |
| 3988 | TosaErrorValidator.evRankMismatch, |
| 3989 | TosaErrorValidator.evWrongInputType, |
| 3990 | TosaErrorValidator.evWrongOutputType, |
| 3991 | TosaErrorValidator.evWrongInputList, |
| 3992 | TosaErrorValidator.evWrongOutputList, |
| 3993 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3994 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3995 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3996 | "data_gen": { |
| 3997 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3998 | }, |
| 3999 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4000 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4001 | "table": { |
| 4002 | "op": Op.TABLE, |
| 4003 | # Use the automatic generation functions to create the input array |
| 4004 | # but create the table tensor in the build function, as it may be |
| 4005 | # a different type from the input |
| 4006 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4007 | "build_fcn": ( |
| 4008 | build_table, |
| 4009 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 4010 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4011 | TosaArgGen.agTable, |
| 4012 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4013 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4014 | "error_if_validators": ( |
| 4015 | TosaErrorValidator.evWrongInputType, |
| 4016 | TosaErrorValidator.evWrongOutputType, |
| 4017 | TosaErrorValidator.evWrongInputList, |
| 4018 | TosaErrorValidator.evWrongOutputList, |
| 4019 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4020 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4021 | # Elementwise Unary operators |
| 4022 | "abs": { |
| 4023 | "op": Op.ABS, |
| 4024 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4025 | "build_fcn": ( |
| 4026 | build_unary, |
| 4027 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4028 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4029 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4030 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4031 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4032 | "error_if_validators": ( |
| 4033 | TosaErrorValidator.evWrongInputType, |
| 4034 | TosaErrorValidator.evWrongOutputType, |
| 4035 | TosaErrorValidator.evWrongInputList, |
| 4036 | TosaErrorValidator.evWrongOutputList, |
| 4037 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4038 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4039 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4040 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4041 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4042 | "bitwise_not": { |
| 4043 | "op": Op.BITWISE_NOT, |
| 4044 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4045 | "build_fcn": ( |
| 4046 | build_unary, |
| 4047 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4048 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4049 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4050 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4051 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4052 | "error_if_validators": ( |
| 4053 | TosaErrorValidator.evWrongInputType, |
| 4054 | TosaErrorValidator.evWrongOutputType, |
| 4055 | TosaErrorValidator.evWrongInputList, |
| 4056 | TosaErrorValidator.evWrongOutputList, |
| 4057 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4058 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4059 | "ceil": { |
| 4060 | "op": Op.CEIL, |
| 4061 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4062 | "build_fcn": ( |
| 4063 | build_unary, |
| 4064 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4065 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4066 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4067 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4068 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4069 | "error_if_validators": ( |
| 4070 | TosaErrorValidator.evWrongInputType, |
| 4071 | TosaErrorValidator.evWrongOutputType, |
| 4072 | TosaErrorValidator.evWrongInputList, |
| 4073 | TosaErrorValidator.evWrongOutputList, |
| 4074 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4075 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4076 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4077 | }, |
| 4078 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4079 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4080 | "clz": { |
| 4081 | "op": Op.CLZ, |
| 4082 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4083 | "build_fcn": ( |
| 4084 | build_unary, |
| 4085 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4086 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4087 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4088 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4089 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4090 | "error_if_validators": ( |
| 4091 | TosaErrorValidator.evWrongInputType, |
| 4092 | TosaErrorValidator.evWrongOutputType, |
| 4093 | TosaErrorValidator.evWrongInputList, |
| 4094 | TosaErrorValidator.evWrongOutputList, |
| 4095 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4096 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4097 | "cos": { |
| 4098 | "op": Op.COS, |
| 4099 | "operands": (1, 0), |
| 4100 | "build_fcn": ( |
| 4101 | build_unary, |
| 4102 | TosaTensorGen.tgBasic, |
| 4103 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4104 | TosaArgGen.agNone, |
| 4105 | ), |
| 4106 | "types": TYPE_FP, |
| 4107 | "error_if_validators": ( |
| 4108 | TosaErrorValidator.evWrongInputType, |
| 4109 | TosaErrorValidator.evWrongOutputType, |
| 4110 | TosaErrorValidator.evWrongInputList, |
| 4111 | TosaErrorValidator.evWrongOutputList, |
| 4112 | ), |
| 4113 | "data_gen": { |
| 4114 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4115 | }, |
| 4116 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4117 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4118 | "exp": { |
| 4119 | "op": Op.EXP, |
| 4120 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4121 | "build_fcn": ( |
| 4122 | build_unary, |
| 4123 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4124 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4125 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4126 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4127 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4128 | "error_if_validators": ( |
| 4129 | TosaErrorValidator.evWrongInputType, |
| 4130 | TosaErrorValidator.evWrongOutputType, |
| 4131 | TosaErrorValidator.evWrongInputList, |
| 4132 | TosaErrorValidator.evWrongOutputList, |
| 4133 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4134 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4135 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4136 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4137 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4138 | "floor": { |
| 4139 | "op": Op.FLOOR, |
| 4140 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4141 | "build_fcn": ( |
| 4142 | build_unary, |
| 4143 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4144 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4145 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4146 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4147 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4148 | "error_if_validators": ( |
| 4149 | TosaErrorValidator.evWrongInputType, |
| 4150 | TosaErrorValidator.evWrongOutputType, |
| 4151 | TosaErrorValidator.evWrongInputList, |
| 4152 | TosaErrorValidator.evWrongOutputList, |
| 4153 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4154 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4155 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4156 | }, |
| 4157 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4158 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4159 | "log": { |
| 4160 | "op": Op.LOG, |
| 4161 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4162 | "build_fcn": ( |
| 4163 | build_unary, |
| 4164 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4165 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4166 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4167 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4168 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4169 | "error_if_validators": ( |
| 4170 | TosaErrorValidator.evWrongInputType, |
| 4171 | TosaErrorValidator.evWrongOutputType, |
| 4172 | TosaErrorValidator.evWrongInputList, |
| 4173 | TosaErrorValidator.evWrongOutputList, |
| 4174 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4175 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4176 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4177 | }, |
| 4178 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4179 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4180 | "logical_not": { |
| 4181 | "op": Op.LOGICAL_NOT, |
| 4182 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4183 | "build_fcn": ( |
| 4184 | build_unary, |
| 4185 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4186 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4187 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4188 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4189 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4190 | "error_if_validators": ( |
| 4191 | TosaErrorValidator.evWrongInputType, |
| 4192 | TosaErrorValidator.evWrongOutputType, |
| 4193 | TosaErrorValidator.evWrongInputList, |
| 4194 | TosaErrorValidator.evWrongOutputList, |
| 4195 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4196 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4197 | "negate": { |
| 4198 | "op": Op.NEGATE, |
| 4199 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4200 | "build_fcn": ( |
| 4201 | build_unary, |
| 4202 | TosaTensorGen.tgBasic, |
| 4203 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4204 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4205 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4206 | "qgen": TosaQuantGen.qgUnary, |
| 4207 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4208 | "error_if_validators": ( |
| 4209 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4210 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4211 | TosaErrorValidator.evWrongInputType, |
| 4212 | TosaErrorValidator.evWrongOutputType, |
| 4213 | TosaErrorValidator.evWrongInputList, |
| 4214 | TosaErrorValidator.evWrongOutputList, |
| 4215 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4216 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4217 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4218 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4219 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4220 | "reciprocal": { |
| 4221 | "op": Op.RECIPROCAL, |
| 4222 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4223 | "build_fcn": ( |
| 4224 | build_unary, |
| 4225 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4226 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4227 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4228 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4229 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4230 | "error_if_validators": ( |
| 4231 | TosaErrorValidator.evWrongInputType, |
| 4232 | TosaErrorValidator.evWrongOutputType, |
| 4233 | TosaErrorValidator.evWrongInputList, |
| 4234 | TosaErrorValidator.evWrongOutputList, |
| 4235 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4236 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4237 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4238 | }, |
| 4239 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4240 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4241 | "rsqrt": { |
| 4242 | "op": Op.RSQRT, |
| 4243 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4244 | "build_fcn": ( |
| 4245 | build_unary, |
| 4246 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4247 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4248 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4249 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4250 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4251 | "error_if_validators": ( |
| 4252 | TosaErrorValidator.evWrongInputType, |
| 4253 | TosaErrorValidator.evWrongOutputType, |
| 4254 | TosaErrorValidator.evWrongInputList, |
| 4255 | TosaErrorValidator.evWrongOutputList, |
| 4256 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4257 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4258 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4259 | }, |
| 4260 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4261 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4262 | "sin": { |
| 4263 | "op": Op.SIN, |
| 4264 | "operands": (1, 0), |
| 4265 | "build_fcn": ( |
| 4266 | build_unary, |
| 4267 | TosaTensorGen.tgBasic, |
| 4268 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4269 | TosaArgGen.agNone, |
| 4270 | ), |
| 4271 | "types": TYPE_FP, |
| 4272 | "error_if_validators": ( |
| 4273 | TosaErrorValidator.evWrongInputType, |
| 4274 | TosaErrorValidator.evWrongOutputType, |
| 4275 | TosaErrorValidator.evWrongInputList, |
| 4276 | TosaErrorValidator.evWrongOutputList, |
| 4277 | ), |
| 4278 | "data_gen": { |
| 4279 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4280 | }, |
| 4281 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4282 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4283 | # Elementwise Ternary operators |
| 4284 | "select": { |
| 4285 | "op": Op.SELECT, |
| 4286 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4287 | "build_fcn": ( |
| 4288 | build_select, |
| 4289 | TosaTensorGen.tgBroadcastFuzz, |
| 4290 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4291 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4292 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4293 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4294 | "error_if_validators": ( |
| 4295 | TosaErrorValidator.evRankMismatch, |
| 4296 | TosaErrorValidator.evWrongInputType, |
| 4297 | TosaErrorValidator.evWrongOutputType, |
| 4298 | TosaErrorValidator.evWrongInputList, |
| 4299 | TosaErrorValidator.evWrongOutputList, |
| 4300 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4301 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4302 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4303 | "data_gen": { |
| 4304 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4305 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4306 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4307 | # Comparison operators |
| 4308 | "equal": { |
| 4309 | "op": Op.EQUAL, |
| 4310 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4311 | "build_fcn": ( |
| 4312 | build_comparison, |
| 4313 | TosaTensorGen.tgBroadcastFuzz, |
| 4314 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4315 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4316 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4317 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4318 | "error_if_validators": ( |
| 4319 | TosaErrorValidator.evRankMismatch, |
| 4320 | TosaErrorValidator.evWrongInputType, |
| 4321 | TosaErrorValidator.evWrongOutputType, |
| 4322 | TosaErrorValidator.evWrongInputList, |
| 4323 | TosaErrorValidator.evWrongOutputList, |
| 4324 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4325 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4326 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4327 | "data_gen": { |
| 4328 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4329 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4330 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4331 | "greater_equal": { |
| 4332 | "op": Op.GREATER_EQUAL, |
| 4333 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4334 | "build_fcn": ( |
| 4335 | build_comparison, |
| 4336 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4337 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4338 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4339 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4340 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4341 | "error_if_validators": ( |
| 4342 | TosaErrorValidator.evRankMismatch, |
| 4343 | TosaErrorValidator.evWrongInputType, |
| 4344 | TosaErrorValidator.evWrongOutputType, |
| 4345 | TosaErrorValidator.evWrongInputList, |
| 4346 | TosaErrorValidator.evWrongOutputList, |
| 4347 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4348 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4349 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4350 | "data_gen": { |
| 4351 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4352 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4353 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4354 | "greater": { |
| 4355 | "op": Op.GREATER, |
| 4356 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4357 | "build_fcn": ( |
| 4358 | build_comparison, |
| 4359 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4360 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4361 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4362 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4363 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4364 | "error_if_validators": ( |
| 4365 | TosaErrorValidator.evRankMismatch, |
| 4366 | TosaErrorValidator.evWrongInputType, |
| 4367 | TosaErrorValidator.evWrongOutputType, |
| 4368 | TosaErrorValidator.evWrongInputList, |
| 4369 | TosaErrorValidator.evWrongOutputList, |
| 4370 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4371 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4372 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4373 | "data_gen": { |
| 4374 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4375 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4376 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4377 | # Reduction operators |
| 4378 | "reduce_all": { |
| 4379 | "op": Op.REDUCE_ALL, |
| 4380 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4381 | "build_fcn": ( |
| 4382 | build_reduce, |
| 4383 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4384 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4385 | TosaArgGen.agAxis, |
| 4386 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4387 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4388 | "error_if_validators": ( |
| 4389 | TosaErrorValidator.evAxisLargerRank, |
| 4390 | TosaErrorValidator.evAxisSmallerZero, |
| 4391 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4392 | TosaErrorValidator.evWrongInputType, |
| 4393 | TosaErrorValidator.evWrongOutputType, |
| 4394 | TosaErrorValidator.evWrongRank, |
| 4395 | TosaErrorValidator.evWrongInputList, |
| 4396 | TosaErrorValidator.evWrongOutputList, |
| 4397 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4398 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4399 | "reduce_any": { |
| 4400 | "op": Op.REDUCE_ANY, |
| 4401 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4402 | "build_fcn": ( |
| 4403 | build_reduce, |
| 4404 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4405 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4406 | TosaArgGen.agAxis, |
| 4407 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4408 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4409 | "error_if_validators": ( |
| 4410 | TosaErrorValidator.evAxisLargerRank, |
| 4411 | TosaErrorValidator.evAxisSmallerZero, |
| 4412 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4413 | TosaErrorValidator.evWrongInputType, |
| 4414 | TosaErrorValidator.evWrongOutputType, |
| 4415 | TosaErrorValidator.evWrongRank, |
| 4416 | TosaErrorValidator.evWrongInputList, |
| 4417 | TosaErrorValidator.evWrongOutputList, |
| 4418 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4419 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4420 | "reduce_max": { |
| 4421 | "op": Op.REDUCE_MAX, |
| 4422 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4423 | "build_fcn": ( |
| 4424 | build_reduce, |
| 4425 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4426 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4427 | TosaArgGen.agAxis, |
| 4428 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4429 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4430 | "error_if_validators": ( |
| 4431 | TosaErrorValidator.evAxisLargerRank, |
| 4432 | TosaErrorValidator.evAxisSmallerZero, |
| 4433 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4434 | TosaErrorValidator.evWrongInputType, |
| 4435 | TosaErrorValidator.evWrongOutputType, |
| 4436 | TosaErrorValidator.evWrongRank, |
| 4437 | TosaErrorValidator.evWrongInputList, |
| 4438 | TosaErrorValidator.evWrongOutputList, |
| 4439 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4440 | "data_gen": { |
| 4441 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4442 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4443 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4444 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4445 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4446 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4447 | "build_fcn": ( |
| 4448 | build_reduce, |
| 4449 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4450 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4451 | TosaArgGen.agAxis, |
| 4452 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4453 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4454 | "error_if_validators": ( |
| 4455 | TosaErrorValidator.evAxisLargerRank, |
| 4456 | TosaErrorValidator.evAxisSmallerZero, |
| 4457 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4458 | TosaErrorValidator.evWrongInputType, |
| 4459 | TosaErrorValidator.evWrongOutputType, |
| 4460 | TosaErrorValidator.evWrongRank, |
| 4461 | TosaErrorValidator.evWrongInputList, |
| 4462 | TosaErrorValidator.evWrongOutputList, |
| 4463 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4464 | "data_gen": { |
| 4465 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4466 | }, |
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 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4488 | "data_gen": { |
| 4489 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4490 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4491 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4492 | "reduce_sum": { |
| 4493 | "op": Op.REDUCE_SUM, |
| 4494 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4495 | "build_fcn": ( |
| 4496 | build_reduce, |
| 4497 | TosaTensorGen.tgBasic, |
| 4498 | TosaTensorValuesGen.tvgReduceSum, |
| 4499 | TosaArgGen.agAxis, |
| 4500 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4501 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4502 | "error_if_validators": ( |
| 4503 | TosaErrorValidator.evAxisLargerRank, |
| 4504 | TosaErrorValidator.evAxisSmallerZero, |
| 4505 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4506 | TosaErrorValidator.evWrongInputType, |
| 4507 | TosaErrorValidator.evWrongOutputType, |
| 4508 | TosaErrorValidator.evWrongRank, |
| 4509 | TosaErrorValidator.evWrongInputList, |
| 4510 | TosaErrorValidator.evWrongOutputList, |
| 4511 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4512 | "data_gen": { |
| 4513 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4514 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4515 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4516 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4517 | "concat": { |
| 4518 | "op": Op.CONCAT, |
| 4519 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4520 | "build_fcn": ( |
| 4521 | build_concat, |
| 4522 | TosaTensorGen.tgConcat, |
| 4523 | TosaTensorValuesGen.tvgConcat, |
| 4524 | TosaArgGen.agAxis, |
| 4525 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4526 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4527 | "error_if_validators": ( |
| 4528 | TosaErrorValidator.evAxisLargerRank, |
| 4529 | TosaErrorValidator.evAxisSmallerZero, |
| 4530 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4531 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4532 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4533 | TosaErrorValidator.evWrongInputType, |
| 4534 | TosaErrorValidator.evWrongOutputType, |
| 4535 | TosaErrorValidator.evWrongOutputList, |
| 4536 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4537 | "data_gen": { |
| 4538 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4539 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4540 | }, |
| 4541 | "pad": { |
| 4542 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4543 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4544 | "build_fcn": ( |
| 4545 | build_pad, |
| 4546 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4547 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4548 | TosaArgGen.agPad, |
| 4549 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4550 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4551 | "error_if_validators": ( |
| 4552 | TosaErrorValidator.evWrongInputType, |
| 4553 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4554 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4555 | TosaErrorValidator.evWrongOutputType, |
| 4556 | TosaErrorValidator.evWrongInputList, |
| 4557 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4558 | TosaErrorValidator.evRankMismatch, |
| 4559 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4560 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4561 | "data_gen": { |
| 4562 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4563 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4564 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4565 | "dim": { |
| 4566 | "op": Op.DIM, |
| 4567 | "operands": (1, 0), |
| 4568 | "build_fcn": ( |
| 4569 | build_dim, |
| 4570 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4571 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4572 | TosaArgGen.agAxis, |
| 4573 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4574 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4575 | "error_if_validators": ( |
| 4576 | TosaErrorValidator.evAxisLargerRank, |
| 4577 | TosaErrorValidator.evAxisSmallerZero, |
| 4578 | TosaErrorValidator.evWrongInputType, |
| 4579 | TosaErrorValidator.evWrongInputList, |
| 4580 | TosaErrorValidator.evWrongOutputList, |
| 4581 | TosaErrorValidator.evWrongRank, |
| 4582 | ), |
| 4583 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4584 | "reshape": { |
| 4585 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4586 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4587 | "build_fcn": ( |
| 4588 | build_reshape, |
| 4589 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4590 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4591 | TosaArgGen.agReshape, |
| 4592 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4593 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4594 | "error_if_validators": ( |
| 4595 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4596 | TosaErrorValidator.evWrongInputType, |
| 4597 | TosaErrorValidator.evWrongOutputType, |
| 4598 | TosaErrorValidator.evWrongInputList, |
| 4599 | TosaErrorValidator.evWrongOutputList, |
| 4600 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4601 | "data_gen": { |
| 4602 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4603 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4604 | }, |
| 4605 | "reverse": { |
| 4606 | "op": Op.REVERSE, |
| 4607 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4608 | "build_fcn": ( |
| 4609 | build_reverse, |
| 4610 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4611 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4612 | TosaArgGen.agAxis, |
| 4613 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4614 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4615 | "error_if_validators": ( |
| 4616 | TosaErrorValidator.evAxisSmallerZero, |
| 4617 | TosaErrorValidator.evAxisLargerRank, |
| 4618 | TosaErrorValidator.evWrongInputType, |
| 4619 | TosaErrorValidator.evWrongOutputType, |
| 4620 | TosaErrorValidator.evWrongInputList, |
| 4621 | TosaErrorValidator.evWrongOutputList, |
| 4622 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4623 | "data_gen": { |
| 4624 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4625 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4626 | }, |
| 4627 | "slice": { |
| 4628 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4629 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4630 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4631 | "build_fcn": ( |
| 4632 | build_slice, |
| 4633 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4634 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4635 | TosaArgGen.agSlice, |
| 4636 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4637 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4638 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4639 | # TODO Turn off these error categories for now as the reference |
| 4640 | # model cannot allocate memory space for empty tensor. We probably |
| 4641 | # can report an accurate error messege at the right place during |
| 4642 | # exeuction. |
| 4643 | # TosaErrorValidator.evStartSmallerZero, |
| 4644 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4645 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4646 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4647 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4648 | TosaErrorValidator.evWrongRank, |
| 4649 | TosaErrorValidator.evWrongInputType, |
| 4650 | TosaErrorValidator.evWrongOutputType, |
| 4651 | TosaErrorValidator.evWrongInputList, |
| 4652 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4653 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4654 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4655 | "data_gen": { |
| 4656 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4657 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4658 | }, |
| 4659 | "tile": { |
| 4660 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4661 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4662 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4663 | "build_fcn": ( |
| 4664 | build_tile, |
| 4665 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4666 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4667 | TosaArgGen.agTile, |
| 4668 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4669 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4670 | "error_if_validators": ( |
| 4671 | TosaErrorValidator.evWrongInputType, |
| 4672 | TosaErrorValidator.evWrongOutputType, |
| 4673 | TosaErrorValidator.evWrongInputList, |
| 4674 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4675 | TosaErrorValidator.evRankMismatch, |
| 4676 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4677 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4678 | "data_gen": { |
| 4679 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4680 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4681 | }, |
| 4682 | "transpose": { |
| 4683 | "op": Op.TRANSPOSE, |
| 4684 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4685 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4686 | "build_fcn": ( |
| 4687 | build_transpose, |
| 4688 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4689 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4690 | TosaArgGen.agTranspose, |
| 4691 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4692 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4693 | "error_if_validators": ( |
| 4694 | TosaErrorValidator.evIndexOutsideBounds, |
| 4695 | TosaErrorValidator.evIndexUsedTwice, |
| 4696 | TosaErrorValidator.evWrongInputType, |
| 4697 | TosaErrorValidator.evWrongOutputType, |
| 4698 | TosaErrorValidator.evWrongInputList, |
| 4699 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4700 | TosaErrorValidator.evWrongRank, |
| 4701 | TosaErrorValidator.evRankMismatch, |
| 4702 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4703 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4704 | "data_gen": { |
| 4705 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4706 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4707 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4708 | # Data nodes |
| 4709 | "const": { |
| 4710 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4711 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4712 | "build_fcn": ( |
| 4713 | build_const, |
| 4714 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4715 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4716 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4717 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4718 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4719 | "data_gen": { |
| 4720 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4721 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4722 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4723 | "identity": { |
| 4724 | "op": Op.IDENTITY, |
| 4725 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4726 | "build_fcn": ( |
| 4727 | build_unary, |
| 4728 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4729 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4730 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4731 | ), |
evacha01 | 1adff83 | 2024-03-06 17:33:44 +0000 | [diff] [blame] | 4732 | "types": TYPE_FIB + [DType.INT4, DType.INT48], |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4733 | "data_gen": { |
| 4734 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4735 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4736 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4737 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4738 | "gather": { |
| 4739 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4740 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4741 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4742 | "build_fcn": ( |
| 4743 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4744 | TosaTensorGen.tgGather, |
| 4745 | TosaTensorValuesGen.tvgGather, |
| 4746 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4747 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4748 | "types": ( |
| 4749 | DType.INT8, |
| 4750 | DType.INT16, |
| 4751 | DType.INT32, |
| 4752 | DType.FP16, |
| 4753 | DType.BF16, |
| 4754 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4755 | DType.FP8E4M3, |
| 4756 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4757 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4758 | "error_if_validators": ( |
| 4759 | TosaErrorValidator.evWrongInputType, |
| 4760 | TosaErrorValidator.evWrongOutputType, |
| 4761 | TosaErrorValidator.evWrongInputList, |
| 4762 | TosaErrorValidator.evWrongOutputList, |
| 4763 | TosaErrorValidator.evWrongRank, |
| 4764 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4765 | "data_gen": { |
| 4766 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4767 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4768 | }, |
| 4769 | "scatter": { |
| 4770 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4771 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4772 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4773 | "build_fcn": ( |
| 4774 | build_scatter, |
| 4775 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4776 | TosaTensorValuesGen.tvgScatter, |
| 4777 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4778 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4779 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4780 | "error_if_validators": ( |
| 4781 | TosaErrorValidator.evWrongInputType, |
| 4782 | TosaErrorValidator.evWrongOutputType, |
| 4783 | TosaErrorValidator.evWrongInputList, |
| 4784 | TosaErrorValidator.evWrongOutputList, |
| 4785 | TosaErrorValidator.evWrongRank, |
| 4786 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4787 | "data_gen": { |
| 4788 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4789 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4790 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4791 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4792 | "resize": { |
| 4793 | "op": Op.RESIZE, |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 4794 | "operands": (4, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4795 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4796 | "build_fcn": ( |
| 4797 | build_resize, |
| 4798 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4799 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4800 | TosaArgGen.agResize, |
| 4801 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4802 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4803 | "invalid_test_validators": ( |
| 4804 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4805 | ), |
| 4806 | "error_if_validators": ( |
| 4807 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4808 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4809 | TosaErrorValidator.evScaleNLargerMax, |
| 4810 | TosaErrorValidator.evScaleDLargerMax, |
| 4811 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4812 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4813 | TosaErrorValidator.evBorderSmallerMin, |
| 4814 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4815 | TosaErrorValidator.evWrongInputType, |
| 4816 | TosaErrorValidator.evWrongOutputType, |
| 4817 | TosaErrorValidator.evWrongRank, |
| 4818 | TosaErrorValidator.evWrongInputList, |
| 4819 | TosaErrorValidator.evWrongOutputList, |
| 4820 | TosaErrorValidator.evBatchMismatch, |
| 4821 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4822 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4823 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4824 | ), |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4825 | "data_gen": { |
| 4826 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4827 | }, |
| 4828 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4829 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4830 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4831 | "cast": { |
| 4832 | "op": Op.CAST, |
| 4833 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4834 | "build_fcn": ( |
| 4835 | build_cast, |
| 4836 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4837 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4838 | TosaArgGen.agCast, |
| 4839 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4840 | "types": ( |
| 4841 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4842 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4843 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4844 | DType.INT8, |
| 4845 | DType.INT16, |
| 4846 | DType.INT32, |
| 4847 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4848 | DType.FP8E4M3, |
| 4849 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4850 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4851 | "error_if_validators": ( |
| 4852 | TosaErrorValidator.evWrongInputType, |
| 4853 | TosaErrorValidator.evWrongOutputType, |
| 4854 | TosaErrorValidator.evWrongInputList, |
| 4855 | TosaErrorValidator.evWrongOutputList, |
| 4856 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4857 | "data_gen": { |
| 4858 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4859 | }, |
| 4860 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4861 | }, |
| 4862 | "rescale": { |
| 4863 | "op": Op.RESCALE, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4864 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4865 | "build_fcn": ( |
| 4866 | build_rescale, |
| 4867 | TosaTensorGen.tgBasic, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4868 | TosaTensorValuesGen.tvgRescale, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4869 | TosaArgGen.agRescale, |
| 4870 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4871 | "types": [ |
| 4872 | DType.UINT8, |
| 4873 | DType.INT8, |
| 4874 | DType.INT16, |
| 4875 | DType.INT32, |
| 4876 | DType.INT48, |
| 4877 | DType.UINT16, |
| 4878 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4879 | "error_if_validators": ( |
| 4880 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4881 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4882 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4883 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4884 | TosaErrorValidator.evScaleTrue, |
| 4885 | TosaErrorValidator.evScaleNotTrue, |
| 4886 | TosaErrorValidator.evWrongInputType, |
| 4887 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4888 | TosaErrorValidator.evWrongInputList, |
| 4889 | TosaErrorValidator.evWrongOutputList, |
| 4890 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4891 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4892 | # Custom |
| 4893 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4894 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4895 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4896 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4897 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4898 | "cond_if_const": { |
| 4899 | "op": Op.COND_IF, |
| 4900 | "operands": (0, 2), |
| 4901 | "build_fcn": ( |
| 4902 | build_cond_if_const, |
| 4903 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4904 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4905 | TosaArgGen.agCondIf, |
| 4906 | ), |
| 4907 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4908 | "error_if_validators": ( |
| 4909 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4910 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4911 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4912 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4913 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4914 | }, |
| 4915 | "cond_if_binary": { |
| 4916 | "op": Op.COND_IF, |
| 4917 | "operands": (2, 0), |
| 4918 | "build_fcn": ( |
| 4919 | build_cond_if_binary, |
| 4920 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4921 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4922 | TosaArgGen.agCondIf, |
| 4923 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4924 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4925 | "error_if_validators": ( |
| 4926 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4927 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4928 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4929 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4930 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4931 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4932 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4933 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4934 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4935 | "while_loop": { |
| 4936 | "op": Op.WHILE_LOOP, |
| 4937 | "operands": (0, 1), |
| 4938 | "build_fcn": ( |
| 4939 | build_while_loop, |
| 4940 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4941 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4942 | TosaArgGen.agWhileLoop, |
| 4943 | ), |
| 4944 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4945 | "error_if_validators": ( |
| 4946 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4947 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4948 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4949 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4950 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4951 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4952 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4953 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4954 | "fft2d": { |
| 4955 | "op": Op.FFT2D, |
| 4956 | "operands": (2, 0), |
| 4957 | "rank": (3, 3), |
| 4958 | "build_fcn": ( |
| 4959 | build_fft2d, |
| 4960 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4961 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4962 | TosaArgGen.agFFT2d, |
| 4963 | ), |
| 4964 | "types": [DType.FP32], |
| 4965 | "error_if_validators": ( |
| 4966 | TosaErrorValidator.evWrongInputType, |
| 4967 | TosaErrorValidator.evWrongOutputType, |
| 4968 | TosaErrorValidator.evWrongInputList, |
| 4969 | TosaErrorValidator.evWrongOutputList, |
| 4970 | TosaErrorValidator.evWrongRank, |
| 4971 | TosaErrorValidator.evBatchMismatch, |
| 4972 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4973 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4974 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4975 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4976 | "data_gen": { |
| 4977 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4978 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4979 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4980 | "rfft2d": { |
| 4981 | "op": Op.RFFT2D, |
| 4982 | "operands": (1, 0), |
| 4983 | "rank": (3, 3), |
| 4984 | "build_fcn": ( |
| 4985 | build_rfft2d, |
| 4986 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4987 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4988 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4989 | ), |
| 4990 | "types": [DType.FP32], |
| 4991 | "error_if_validators": ( |
| 4992 | TosaErrorValidator.evWrongInputType, |
| 4993 | TosaErrorValidator.evWrongOutputType, |
| 4994 | TosaErrorValidator.evWrongInputList, |
| 4995 | TosaErrorValidator.evWrongOutputList, |
| 4996 | TosaErrorValidator.evWrongRank, |
| 4997 | TosaErrorValidator.evBatchMismatch, |
| 4998 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4999 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5000 | ), |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 5001 | "data_gen": { |
| 5002 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 5003 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5004 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5005 | # Shape |
| 5006 | "add_shape": { |
| 5007 | "op": Op.ADD_SHAPE, |
| 5008 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5009 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5010 | "build_fcn": ( |
| 5011 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5012 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5013 | TosaTensorValuesGen.tvgAddSub, |
| 5014 | TosaArgGen.agNone, |
| 5015 | ), |
| 5016 | "types": [DType.SHAPE], |
| 5017 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5018 | }, |
| 5019 | "sub_shape": { |
| 5020 | "op": Op.SUB_SHAPE, |
| 5021 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5022 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5023 | "build_fcn": ( |
| 5024 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5025 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5026 | TosaTensorValuesGen.tvgAddSub, |
| 5027 | TosaArgGen.agNone, |
| 5028 | ), |
| 5029 | "types": [DType.SHAPE], |
| 5030 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5031 | }, |
| 5032 | "mul_shape": { |
| 5033 | "op": Op.MUL_SHAPE, |
| 5034 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5035 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5036 | "build_fcn": ( |
| 5037 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5038 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5039 | TosaTensorValuesGen.tvgMul, |
| 5040 | TosaArgGen.agNone, |
| 5041 | ), |
| 5042 | "types": [DType.SHAPE], |
| 5043 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5044 | }, |
| 5045 | "div_shape": { |
| 5046 | "op": Op.DIV_SHAPE, |
| 5047 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5048 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5049 | "build_fcn": ( |
| 5050 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5051 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5052 | TosaTensorValuesGen.tvgIntDiv, |
| 5053 | TosaArgGen.agNone, |
| 5054 | ), |
| 5055 | "types": [DType.SHAPE], |
| 5056 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5057 | }, |
| 5058 | "concat_shape": { |
| 5059 | "op": Op.CONCAT_SHAPE, |
| 5060 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5061 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5062 | "build_fcn": ( |
| 5063 | build_concat, |
| 5064 | TosaTensorGen.tgConcat, |
| 5065 | TosaTensorValuesGen.tvgConcat, |
| 5066 | TosaArgGen.agNone, |
| 5067 | ), |
| 5068 | "types": [DType.SHAPE], |
| 5069 | "error_if_validators": (), |
| 5070 | }, |
| 5071 | "const_shape": { |
| 5072 | "op": Op.CONST_SHAPE, |
| 5073 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5074 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5075 | "build_fcn": ( |
| 5076 | build_const, |
| 5077 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 5078 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5079 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5080 | ), |
| 5081 | "types": [DType.SHAPE], |
| 5082 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5083 | } |
| 5084 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5085 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5086 | class OutputShaper: |
| 5087 | # Methods in this class compute the expected output shape and datatype |
| 5088 | # for common classes of operations |
| 5089 | def __init__(self): |
| 5090 | pass |
| 5091 | |
| 5092 | # These methods return arguments that can be used for |
| 5093 | # creating a new output tensor |
| 5094 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5095 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 5096 | if error_name != ErrorIf.RankMismatch: |
| 5097 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5098 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5099 | |
| 5100 | shape = [] |
| 5101 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5102 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5103 | shape.append(b.shape[i]) |
| 5104 | else: |
| 5105 | shape.append(a.shape[i]) |
| 5106 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5107 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5108 | if error_name == ErrorIf.DimensionMismatch: |
| 5109 | shape[fuzz_idx] += 1 |
| 5110 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5111 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5112 | all_dtypes = [ |
| 5113 | DType.INT8, |
| 5114 | DType.INT16, |
| 5115 | DType.INT32, |
| 5116 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5117 | DType.FP16, |
| 5118 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5119 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5120 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5121 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5122 | outputDType = rng.choice(wrong_dtypes) |
| 5123 | else: |
| 5124 | outputDType = a.dtype |
| 5125 | |
| 5126 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5127 | |
| 5128 | @staticmethod |
| 5129 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5130 | assert len(a.shape) == len(b.shape) |
| 5131 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5132 | |
| 5133 | shape = [] |
| 5134 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5135 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5136 | shape.append(a.shape[i]) |
| 5137 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5138 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5139 | |
| 5140 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5141 | def unaryOp(ser, rng, a, error_name=None): |
| 5142 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5143 | all_dtypes = [ |
| 5144 | DType.INT8, |
| 5145 | DType.INT16, |
| 5146 | DType.INT32, |
| 5147 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5148 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5149 | DType.FP16, |
| 5150 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5151 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5152 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5153 | outputDType = rng.choice(wrong_dtypes) |
| 5154 | else: |
| 5155 | outputDType = a.dtype |
| 5156 | |
| 5157 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5158 | |
| 5159 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5160 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5161 | if error_name != ErrorIf.RankMismatch: |
| 5162 | 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] | 5163 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5164 | |
| 5165 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5166 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5167 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5168 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5169 | else: |
| 5170 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5171 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5172 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5173 | if error_name == ErrorIf.DimensionMismatch: |
| 5174 | shape[fuzz_idx] += 1 |
| 5175 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5176 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5177 | all_dtypes = [ |
| 5178 | DType.INT8, |
| 5179 | DType.INT16, |
| 5180 | DType.INT32, |
| 5181 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5182 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5183 | DType.FP16, |
| 5184 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5185 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5186 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5187 | outputDType = rng.choice(wrong_dtypes) |
| 5188 | else: |
| 5189 | outputDType = a.dtype |
| 5190 | |
| 5191 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5192 | |
| 5193 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5194 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5195 | if error_name != ErrorIf.RankMismatch: |
| 5196 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5197 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5198 | |
| 5199 | # Do broadcast |
| 5200 | shape = [] |
| 5201 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5202 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5203 | shape.append(b.shape[i]) |
| 5204 | else: |
| 5205 | shape.append(a.shape[i]) |
| 5206 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5207 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5208 | if error_name == ErrorIf.DimensionMismatch: |
| 5209 | shape[fuzz_idx] += 1 |
| 5210 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5211 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5212 | wrong_dtypes = [ |
| 5213 | DType.INT8, |
| 5214 | DType.INT16, |
| 5215 | DType.INT32, |
| 5216 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5217 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5218 | DType.FP16, |
| 5219 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5220 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5221 | outputDType = rng.choice(wrong_dtypes) |
| 5222 | else: |
| 5223 | outputDType = DType.BOOL |
| 5224 | |
| 5225 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5226 | |
| 5227 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5228 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5229 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5230 | if error_name not in [ |
| 5231 | ErrorIf.AxisSmallerZero, |
| 5232 | ErrorIf.AxisLargerRank, |
| 5233 | ErrorIf.ShapeOfAxisNotOne, |
| 5234 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5235 | shape[axis] = 1 |
| 5236 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5237 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5238 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5239 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5240 | all_dtypes = [ |
| 5241 | DType.INT8, |
| 5242 | DType.INT16, |
| 5243 | DType.INT32, |
| 5244 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5245 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5246 | DType.FP16, |
| 5247 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5248 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5249 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5250 | outputDType = rng.choice(wrong_dtypes) |
| 5251 | else: |
| 5252 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5253 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5254 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5255 | |
| 5256 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5257 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5258 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5259 | |
| 5260 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5261 | del shape[axis] |
| 5262 | |
| 5263 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5264 | remove = rng.choice([True, False]) |
| 5265 | if remove and len(shape) > 1: |
| 5266 | del shape[0] |
| 5267 | else: |
| 5268 | shape.append(1) |
| 5269 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5270 | for i in range(len(shape)): |
| 5271 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5272 | |
| 5273 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5274 | all_dtypes = [ |
| 5275 | DType.INT8, |
| 5276 | DType.INT16, |
| 5277 | DType.INT32, |
| 5278 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5279 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5280 | DType.FP16, |
| 5281 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5282 | DType.FP8E4M3, |
| 5283 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5284 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5285 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5286 | outputDType = rng.choice(wrong_dtypes) |
| 5287 | else: |
| 5288 | outputDType = DType.INT32 |
| 5289 | |
| 5290 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5291 | |
| 5292 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5293 | def conv2dOp( |
| 5294 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5295 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5296 | |
| 5297 | # IFM: NHWC |
| 5298 | # Filter: OHWI |
| 5299 | # OFM: NHWC |
| 5300 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5301 | h = ( |
| 5302 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5303 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5304 | + padding[0] |
| 5305 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5306 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5307 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5308 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5309 | w = ( |
| 5310 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5311 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5312 | + padding[2] |
| 5313 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5314 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5315 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5316 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5317 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5318 | choices = [1, 2, 3] |
| 5319 | change = rng.choice(choices) |
| 5320 | # increment in multiples of stride to not hit non-integer error case |
| 5321 | if change in [1, 3]: |
| 5322 | h = h + (rng.choice(choices) * strides[0]) |
| 5323 | if change in [2, 3]: |
| 5324 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5325 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5326 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5327 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5328 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5329 | # Pick some potentially correct output dtype if input type is incorrect |
| 5330 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5331 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5332 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5333 | |
| 5334 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5335 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5336 | excludes = [DType.FP16, DType.FP32] |
Jeremy Johnson | 80fd9b8 | 2024-03-12 11:46:50 +0000 | [diff] [blame] | 5337 | elif ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5338 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5339 | else: |
| 5340 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5341 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5342 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5343 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5344 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5345 | |
| 5346 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5347 | def conv3dOp( |
| 5348 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5349 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5350 | |
| 5351 | # IFM: NDHWC |
| 5352 | # Filter: ODHWI |
| 5353 | # OFM: NDHWC |
| 5354 | |
| 5355 | d = ( |
| 5356 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5357 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5358 | + padding[0] |
| 5359 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5360 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5361 | ) // strides[0] + 1 |
| 5362 | |
| 5363 | h = ( |
| 5364 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5365 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5366 | + padding[2] |
| 5367 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5368 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5369 | ) // strides[1] + 1 |
| 5370 | |
| 5371 | w = ( |
| 5372 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5373 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5374 | + padding[4] |
| 5375 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5376 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5377 | ) // strides[2] + 1 |
| 5378 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5379 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5380 | choices = [1, 2, 3, 4] |
| 5381 | change = rng.choice(choices) |
| 5382 | # increment in multiples of stride to not hit non-integer error case |
| 5383 | if change in [1, 4]: |
| 5384 | d = d + (rng.choice(choices) * strides[0]) |
| 5385 | if change in [2, 4]: |
| 5386 | h = h + (rng.choice(choices) * strides[1]) |
| 5387 | if change in [3, 4]: |
| 5388 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5389 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5390 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5391 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5392 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5393 | # Pick some potentially correct output dtype if input type is incorrect |
| 5394 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5395 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5396 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5397 | |
| 5398 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5399 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5400 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5401 | else: |
| 5402 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5403 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5404 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5405 | |
| 5406 | return ser.addOutput(ofm_shape, out_dtype) |
| 5407 | |
| 5408 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5409 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5410 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5411 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5412 | # IFM: NHWC |
| 5413 | # Filter: HWCM |
| 5414 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5415 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5416 | h = ( |
| 5417 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5418 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5419 | + padding[0] |
| 5420 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5421 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5422 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5423 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5424 | w = ( |
| 5425 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5426 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5427 | + padding[2] |
| 5428 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5429 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5430 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5431 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5432 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5433 | choices = [1, 2, 3] |
| 5434 | change = rng.choice(choices) |
| 5435 | # increment in multiples of stride to not hit non-integer error case |
| 5436 | if change in [1, 3]: |
| 5437 | h = h + (rng.choice(choices) * strides[0]) |
| 5438 | if change in [2, 3]: |
| 5439 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5440 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5441 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5442 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5443 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5444 | # Pick some potentially correct output dtype if input type is incorrect |
| 5445 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5446 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5447 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5448 | |
| 5449 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5450 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5451 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5452 | else: |
| 5453 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5454 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5455 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5456 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5457 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5458 | |
| 5459 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5460 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5461 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5462 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5463 | # 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] | 5464 | h = 1 |
| 5465 | w = 1 |
| 5466 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5467 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5468 | 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] | 5469 | |
| 5470 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5471 | choices = [1, 2, 3] |
| 5472 | change = rng.choice(choices) |
| 5473 | # increment in multiples of stride to not hit non-integer error case |
| 5474 | if change in [1, 3]: |
| 5475 | h = h + (rng.choice(choices) * stride[0]) |
| 5476 | if change in [2, 3]: |
| 5477 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5478 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5479 | |
| 5480 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5481 | all_dtypes = [ |
| 5482 | DType.INT8, |
| 5483 | DType.INT16, |
| 5484 | DType.INT32, |
| 5485 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5486 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5487 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5488 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5489 | DType.FP8E4M3, |
| 5490 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5491 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5492 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5493 | outputDType = rng.choice(wrong_dtypes) |
| 5494 | else: |
| 5495 | outputDType = ifm.dtype |
| 5496 | |
| 5497 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5498 | |
| 5499 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5500 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5501 | # input: N, IC |
| 5502 | # filter: OC, IC |
| 5503 | # output: N, OC |
| 5504 | |
| 5505 | output_shape = [input.shape[0], filter.shape[0]] |
| 5506 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5507 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5508 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5509 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5510 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5511 | |
| 5512 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5513 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5514 | # a: N, H, C |
| 5515 | # b: N, C, W |
| 5516 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5517 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5518 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5519 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5520 | if error_name == ErrorIf.WrongOutputType: |
| 5521 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5522 | incorrect_types = ( |
| 5523 | DType.INT4, |
| 5524 | DType.INT8, |
| 5525 | DType.INT16, |
| 5526 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5527 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5528 | DType.FP16, |
| 5529 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5530 | DType.FP8E4M3, |
| 5531 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5532 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5533 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5534 | incorrect_types = ( |
| 5535 | DType.INT4, |
| 5536 | DType.INT8, |
| 5537 | DType.INT16, |
| 5538 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5539 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5540 | DType.FP16, |
| 5541 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5542 | DType.FP8E4M3, |
| 5543 | DType.FP8E5M2, |
| 5544 | ) |
| 5545 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5546 | incorrect_types = ( |
| 5547 | DType.INT4, |
| 5548 | DType.INT8, |
| 5549 | DType.INT16, |
| 5550 | DType.INT32, |
| 5551 | DType.INT48, |
| 5552 | DType.FP32, |
| 5553 | DType.BF16, |
| 5554 | DType.FP8E4M3, |
| 5555 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5556 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5557 | elif ( |
| 5558 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5559 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5560 | incorrect_types = ( |
| 5561 | DType.INT4, |
| 5562 | DType.INT8, |
| 5563 | DType.INT16, |
| 5564 | DType.INT32, |
| 5565 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5566 | DType.FP8E4M3, |
| 5567 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5568 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5569 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5570 | elif error_name == ErrorIf.WrongInputType: |
| 5571 | # Pick some potentially correct output dtype if input type is incorrect |
| 5572 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5573 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5574 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5575 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5576 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5577 | |
| 5578 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5579 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5580 | input1 = inputs[0] |
| 5581 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5582 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5583 | # 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] | 5584 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5585 | if not ( |
| 5586 | # unable to concat tensors of different ranks |
| 5587 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5588 | # unable to concat tensors along an invalid axis |
| 5589 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5590 | ): |
| 5591 | for tensor in remaining_inputs: |
| 5592 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5593 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5594 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5595 | output_shape[axis] += rng.integers(5, 10) |
| 5596 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5597 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5598 | all_dtypes = { |
| 5599 | DType.INT8, |
| 5600 | DType.INT16, |
| 5601 | DType.INT32, |
| 5602 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5603 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5604 | DType.FP16, |
| 5605 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5606 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5607 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5608 | outputDType = rng.choice(wrong_dtypes) |
| 5609 | else: |
| 5610 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5611 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5612 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5613 | |
| 5614 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5615 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5616 | |
| 5617 | output_shape = a.shape.copy() |
| 5618 | |
| 5619 | for i in range(len(output_shape)): |
| 5620 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5621 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5622 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5623 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5624 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5625 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5626 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5627 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5628 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5629 | all_dtypes = [ |
| 5630 | DType.INT8, |
| 5631 | DType.INT16, |
| 5632 | DType.INT32, |
| 5633 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5634 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5635 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5636 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5637 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5638 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5639 | outputDType = rng.choice(wrong_dtypes) |
| 5640 | else: |
| 5641 | outputDType = a.dtype |
| 5642 | |
| 5643 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5644 | |
| 5645 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5646 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5647 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5648 | |
| 5649 | if error_name == ErrorIf.WrongOutputType: |
| 5650 | all_dtypes = [ |
| 5651 | DType.INT8, |
| 5652 | DType.INT16, |
| 5653 | DType.INT32, |
| 5654 | DType.INT48, |
| 5655 | DType.FP32, |
| 5656 | DType.FP16, |
| 5657 | DType.BF16, |
| 5658 | ] |
| 5659 | wrong_dtypes = list(set(all_dtypes)) |
| 5660 | outputDType = rng.choice(wrong_dtypes) |
| 5661 | else: |
| 5662 | outputDType = DType.SHAPE |
| 5663 | |
| 5664 | return ser.addOutput(output_shape, outputDType) |
| 5665 | |
| 5666 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5667 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5668 | output_shape = shape.copy() |
| 5669 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5670 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5671 | for i in range(len(output_shape)): |
| 5672 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5673 | |
| 5674 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5675 | all_dtypes = [ |
| 5676 | DType.INT8, |
| 5677 | DType.INT16, |
| 5678 | DType.INT32, |
| 5679 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5680 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5681 | DType.FP16, |
| 5682 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5683 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5684 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5685 | outputDType = rng.choice(wrong_dtypes) |
| 5686 | else: |
| 5687 | outputDType = a.dtype |
| 5688 | |
| 5689 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5690 | |
| 5691 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5692 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5693 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5694 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5695 | all_dtypes = [ |
| 5696 | DType.INT8, |
| 5697 | DType.INT16, |
| 5698 | DType.INT32, |
| 5699 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5700 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5701 | DType.FP16, |
| 5702 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5703 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5704 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5705 | outputDType = rng.choice(wrong_dtypes) |
| 5706 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5707 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5708 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5709 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5710 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5711 | for index in range(len(output_shape)): |
| 5712 | if output_shape[index] <= 2: |
| 5713 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5714 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5715 | output_shape[index] = output_shape[index] + rng.choice( |
| 5716 | [-2, -1, 1, 2] |
| 5717 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5718 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5719 | output_shape = input.shape.copy() |
| 5720 | elif 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) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5722 | |
| 5723 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5724 | |
| 5725 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5726 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5727 | |
| 5728 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5729 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5730 | |
| 5731 | for i in range(len(output_shape)): |
| 5732 | output_shape[i] = a.shape[i] * multiples[i] |
| 5733 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5734 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5735 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5736 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5737 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5738 | all_dtypes = [ |
| 5739 | DType.INT8, |
| 5740 | DType.INT16, |
| 5741 | DType.INT32, |
| 5742 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5743 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5744 | DType.FP16, |
| 5745 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5746 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5747 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5748 | outputDType = rng.choice(wrong_dtypes) |
| 5749 | else: |
| 5750 | outputDType = a.dtype |
| 5751 | |
| 5752 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5753 | |
| 5754 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5755 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5756 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5757 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5758 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5759 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5760 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5761 | for i in range(len(output_shape)): |
| 5762 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5763 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5764 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5765 | for i in range(len(output_shape)): |
| 5766 | output_shape[i] += rng.integers(1, 10) |
| 5767 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5768 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5769 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5770 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5771 | all_dtypes = [ |
| 5772 | DType.INT8, |
| 5773 | DType.INT16, |
| 5774 | DType.INT32, |
| 5775 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5776 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5777 | DType.FP16, |
| 5778 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5779 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5780 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5781 | outputDType = rng.choice(wrong_dtypes) |
| 5782 | else: |
| 5783 | outputDType = a.dtype |
| 5784 | |
| 5785 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5786 | |
| 5787 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5788 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5789 | if error_name != ErrorIf.WrongRank: |
| 5790 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5791 | assert len(indices.shape) == 2 |
| 5792 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5793 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5794 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5795 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5796 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5797 | all_dtypes = [ |
| 5798 | DType.INT8, |
| 5799 | DType.INT16, |
| 5800 | DType.INT32, |
| 5801 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5802 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5803 | DType.FP16, |
| 5804 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5805 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5806 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5807 | outputDType = rng.choice(wrong_dtypes) |
| 5808 | else: |
| 5809 | outputDType = values.dtype |
| 5810 | |
| 5811 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5812 | |
| 5813 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5814 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5815 | if error_name != ErrorIf.WrongRank: |
| 5816 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5817 | assert len(indices.shape) == 2 |
| 5818 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5819 | assert values_in.shape[0] == indices.shape[0] # N |
| 5820 | assert input.shape[1] == indices.shape[1] # W |
| 5821 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5822 | |
| 5823 | output_shape = values_in.shape |
| 5824 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5825 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5826 | all_dtypes = [ |
| 5827 | DType.INT8, |
| 5828 | DType.INT16, |
| 5829 | DType.INT32, |
| 5830 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5831 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5832 | DType.FP16, |
| 5833 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5834 | DType.FP8E4M3, |
| 5835 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5836 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5837 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5838 | outputDType = rng.choice(wrong_dtypes) |
| 5839 | else: |
| 5840 | outputDType = values_in.dtype |
| 5841 | |
| 5842 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5843 | |
| 5844 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5845 | def tableOp(ser, rng, input, error_name=None): |
| 5846 | # Same shape as the input, dtype dependent on input dtype |
| 5847 | if error_name != ErrorIf.WrongInputType: |
| 5848 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5849 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5850 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5851 | wrong_dtypes = [ |
| 5852 | DType.INT8, |
| 5853 | DType.INT16, |
| 5854 | DType.INT32, |
| 5855 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5856 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5857 | DType.FP16, |
| 5858 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5859 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5860 | wrong_dtypes.remove(output_dtype) |
| 5861 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5862 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5863 | |
| 5864 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5865 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5866 | serializer, |
| 5867 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5868 | input, |
| 5869 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5870 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5871 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5872 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5873 | input_dtype, |
| 5874 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5875 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5876 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5877 | # Calculate OH, OW |
| 5878 | scale_y_n = scale[0] |
| 5879 | scale_y_d = scale[1] |
| 5880 | scale_x_n = scale[2] |
| 5881 | scale_x_d = scale[3] |
| 5882 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5883 | scale_y_n = max(scale_y_n, 1) |
| 5884 | scale_y_d = max(scale_y_d, 1) |
| 5885 | scale_x_n = max(scale_x_n, 1) |
| 5886 | scale_x_d = max(scale_x_d, 1) |
| 5887 | |
| 5888 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5889 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5890 | |
| 5891 | if error_name is not None: |
| 5892 | # Make sure the output tensor is valid, which can occur when |
| 5893 | # scale, offset or border have been changed for ERROR_IFs |
| 5894 | oh = max(oh, 1) |
| 5895 | ow = max(ow, 1) |
| 5896 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5897 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5898 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5899 | |
| 5900 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5901 | choices = [1, 2, 3] |
| 5902 | change = rng.choice(choices) |
| 5903 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5904 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5905 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5906 | oh -= scale_y_d |
| 5907 | assert oh > 0 # Should have been caught in agResize |
| 5908 | else: |
| 5909 | oh += scale_y_d |
| 5910 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5911 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5912 | ow -= scale_x_d |
| 5913 | assert ow > 0 # Should have been caught in agResize |
| 5914 | else: |
| 5915 | ow += scale_x_d |
| 5916 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5917 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5918 | output_dims = [ |
| 5919 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5920 | oh, |
| 5921 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5922 | input.shape[0], |
| 5923 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5924 | elif error_name == ErrorIf.BatchMismatch: |
| 5925 | output_dims = [ |
| 5926 | input.shape[0] + rng.integers(1, 10), |
| 5927 | oh, |
| 5928 | ow, |
| 5929 | input.shape[3], |
| 5930 | ] |
| 5931 | elif error_name == ErrorIf.ChannelMismatch: |
| 5932 | output_dims = [ |
| 5933 | input.shape[0], |
| 5934 | oh, |
| 5935 | ow, |
| 5936 | input.shape[3] + rng.integers(1, 10), |
| 5937 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5938 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5939 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5940 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5941 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5942 | |
| 5943 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5944 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5945 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5946 | |
| 5947 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5948 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5949 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5950 | choices = [1, 2, 3] |
| 5951 | change = rng.choice(choices) |
| 5952 | if change in [1, 3]: |
| 5953 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5954 | if change in [2, 3]: |
| 5955 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5956 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5957 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5958 | # Pick some potentially correct output dtype if input type is incorrect |
| 5959 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5960 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5961 | out_dtype = accum_dtype |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5962 | |
| 5963 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5964 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5965 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5966 | else: |
| 5967 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5968 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5969 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5970 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5971 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5972 | |
| 5973 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5974 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5975 | outputs = [] |
| 5976 | |
| 5977 | assert ifm1.dtype == ifm2.dtype |
| 5978 | input_dtype = ifm1.dtype |
| 5979 | |
| 5980 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5981 | assert ifm1.shape == ifm2.shape |
| 5982 | |
| 5983 | input_shape = ifm1.shape |
| 5984 | if error_name != ErrorIf.WrongRank: |
| 5985 | assert len(input_shape) == 3 |
| 5986 | |
| 5987 | output_shape = input_shape.copy() |
| 5988 | output_dtype = input_dtype |
| 5989 | |
| 5990 | if error_name == ErrorIf.WrongOutputType: |
| 5991 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5992 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5993 | output_dtype = rng.choice(wrong_dtypes) |
| 5994 | elif error_name == ErrorIf.BatchMismatch: |
| 5995 | output_shape[0] += rng.integers(1, 10) |
| 5996 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5997 | modify_dim = rng.choice([1, 2]) |
| 5998 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5999 | |
| 6000 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6001 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6002 | return outputs |
| 6003 | |
| 6004 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6005 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 6006 | outputs = [] |
| 6007 | |
| 6008 | input_shape = value.shape |
| 6009 | if error_name != ErrorIf.WrongRank: |
| 6010 | assert len(input_shape) == 3 |
| 6011 | |
| 6012 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 6013 | |
| 6014 | output_dtype = value.dtype |
| 6015 | if error_name == ErrorIf.WrongOutputType: |
| 6016 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6017 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6018 | output_dtype = rng.choice(wrong_dtypes) |
| 6019 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 6020 | output_shape[0] += rng.integers(1, 10) |
| 6021 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 6022 | modify_dim = rng.choice([1, 2]) |
| 6023 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6024 | |
| 6025 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6026 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6027 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6028 | |
| 6029 | @staticmethod |
| 6030 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 6031 | if error_name != ErrorIf.RankMismatch: |
| 6032 | assert len(a.shape) == len(b.shape) |
| 6033 | assert a.dtype == b.dtype |
| 6034 | |
| 6035 | shape = [] |
| 6036 | for i in range(len(a.shape)): |
| 6037 | shape.append(a.shape[i]) |
| 6038 | |
| 6039 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 6040 | if error_name == ErrorIf.DimensionMismatch: |
| 6041 | shape[fuzz_idx] += 1 |
| 6042 | |
| 6043 | if error_name == ErrorIf.WrongOutputType: |
| 6044 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 6045 | outputDType = rng.choice(wrong_dtypes) |
| 6046 | else: |
| 6047 | outputDType = DType.SHAPE |
| 6048 | return ser.addOutput(shape, outputDType) |