Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 4 | import logging |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5 | import os |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 6 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 7 | from datetime import datetime |
| 8 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 9 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 10 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 11 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 12 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 13 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 14 | from generator.tosa_arg_gen import TosaArgGen |
| 15 | from generator.tosa_arg_gen import TosaQuantGen |
| 16 | from generator.tosa_arg_gen import TosaTensorGen |
| 17 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 18 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 19 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 20 | from generator.tosa_error_if import TosaErrorValidator |
| 21 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 22 | from generator.tosa_random_gen import TosaHashRandomGenerator |
| 23 | from generator.tosa_random_gen import TosaRandomGenerator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 24 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 25 | from tosa.DType import DType |
| 26 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 27 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 28 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 29 | // SPDX-License-Identifier: Apache-2.0 |
| 30 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 31 | """ |
| 32 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 33 | logging.basicConfig() |
| 34 | logger = logging.getLogger("tosa_verif_build_tests") |
| 35 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 36 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 37 | class TosaTestGen: |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 38 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 39 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 40 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 41 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 42 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 43 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 44 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 45 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 46 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 47 | def __init__(self, args): |
| 48 | self.args = args |
| 49 | self.basePath = args.output_dir |
| 50 | self.random_seed = args.random_seed |
| 51 | self.ser = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 52 | self.createDynamicOpLists() |
| 53 | self.initOpListDefaults() |
| 54 | self.quantGen = TosaQuantGen() |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 55 | self.global_rng = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 56 | # Force makeShape to do a specific starting shape |
| 57 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 58 | # JSON schema validation |
| 59 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 60 | # Data generator library is sometimes needed for compliance set up |
| 61 | # even if we are generating the data later (lazy_data_generation) |
| 62 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 63 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 64 | # Work out floating point range |
| 65 | def convertFPRange(rangeFP, maxFP): |
| 66 | # Converts program arguments of max/-max to FP max |
| 67 | vals = [] |
| 68 | for v in rangeFP: |
| 69 | if v == "max": |
| 70 | v = maxFP |
| 71 | elif v == "-max": |
| 72 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 73 | elif v < 0: |
| 74 | # Trim to minimum data type value |
| 75 | v = max(v, -maxFP) |
| 76 | elif v > 0: |
| 77 | # Trim to maximum data type value |
| 78 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 79 | vals.append(v) |
| 80 | return tuple(sorted(vals)) |
| 81 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 82 | self.random_dtype_range = { |
| 83 | DType.SHAPE: tuple(self.args.tensor_shape_range[0:2]) |
| 84 | } |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 85 | for dtype in (DType.FP32, DType.FP16, DType.BF16, DType.FP8E4M3, DType.FP8E5M2): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 86 | self.random_dtype_range[dtype] = convertFPRange( |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 87 | args.tensor_fp_value_range, |
| 88 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 89 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 90 | self.resetGlobalRNG() |
| 91 | |
| 92 | def resetGlobalRNG(self): |
| 93 | self.global_rng = TosaRandomGenerator(self.random_seed, self.random_dtype_range) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 94 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 95 | def createSerializer(self, opName, testPath): |
| 96 | self.testPath = os.path.join(opName, testPath) |
| 97 | |
| 98 | fullPath = os.path.join(self.basePath, self.testPath) |
| 99 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 100 | # Embed const data in the flatbuffer |
| 101 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 102 | if self.args.lazy_data_gen: |
| 103 | # Lazy data generation - so make constants files |
| 104 | constMode = ts.ConstMode.INPUTS |
| 105 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 106 | constMode = ts.ConstMode.EMBED_DUMP |
| 107 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 108 | |
| 109 | def getSerializer(self): |
| 110 | return self.ser |
| 111 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 112 | def serialize(self, testName, metaData=None, tags=None): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 113 | path = Path(self.basePath) / self.testPath |
| 114 | |
| 115 | # Write out TOSA flatbuffer binary |
| 116 | path_fb = path / f"{testName}.tosa" |
| 117 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 118 | fd.write(self.ser.serialize()) |
| 119 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 120 | # Get JSON descriptor from serializer |
| 121 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 122 | |
| 123 | if metaData: |
| 124 | # Add extra meta data to desc.json |
| 125 | desc["meta"] = metaData |
| 126 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 127 | if tags: |
| 128 | desc["tag"] = tags |
| 129 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 130 | # Validate desc.json before we output it |
| 131 | self.descSchemaValidator.validate_config(desc) |
| 132 | |
| 133 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 134 | if "data_gen" in metaData: |
| 135 | if self.args.lazy_data_gen: |
| 136 | # Output datagen meta data as CPP data |
| 137 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 138 | with path_md.open("w") as fd: |
| 139 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 140 | fd.write("// Test meta data for data generation setup\n\n") |
| 141 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 142 | json.dump(metaData["data_gen"], fd) |
| 143 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 144 | if "compliance" in metaData: |
| 145 | # Output datagen meta data as CPP data |
| 146 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 147 | with path_md.open("w") as fd: |
| 148 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 149 | fd.write("// Test meta data for compliance validation\n\n") |
| 150 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 151 | json.dump(metaData["compliance"], fd) |
| 152 | fd.write(')";\n\n') |
| 153 | |
| 154 | # Write desc.json |
| 155 | path_desc = path / "desc.json" |
| 156 | with path_desc.open("w") as fd: |
| 157 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 158 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 159 | def buildPlaceholderTensors(self, rng, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 160 | placeholders = [] |
| 161 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 162 | assert len(shape_list) == len(dtype_list) |
| 163 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 164 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 165 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 166 | if not self.args.lazy_data_gen: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 167 | arr = rng.randTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 168 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 169 | |
| 170 | return placeholders |
| 171 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 172 | def buildConstTensors(self, rng, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 173 | consts = [] |
| 174 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 175 | assert len(shape_list) == len(dtype_list) |
| 176 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 177 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 178 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 179 | if not self.args.lazy_data_gen: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 180 | arr = rng.randTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 181 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 182 | |
| 183 | return consts |
| 184 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 185 | def makeShape(self, rng, rank): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 186 | if self.targetted_shape: |
| 187 | return np.int32(self.targetted_shape) |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 188 | else: |
| 189 | return np.int32( |
| 190 | rng.integers( |
| 191 | low=self.args.tensor_shape_range[0], |
| 192 | high=self.args.tensor_shape_range[1], |
| 193 | size=rank, |
| 194 | ) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 195 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 196 | |
| 197 | def setTargetShape(self, shape): |
| 198 | self.targetted_shape = shape |
| 199 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 200 | def shapeStr(self, shape): |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 201 | assert shape is not None |
| 202 | if len(shape) > 0: |
| 203 | # Rank > 0 |
| 204 | return "x".join([str(d) for d in shape]) |
| 205 | else: |
| 206 | # Rank 0 |
| 207 | return "0" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 208 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 209 | def typeStr(self, dtype): |
| 210 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 211 | assert len(dtype) >= 2 |
| 212 | strs = [self.typeStr(t) for t in dtype] |
| 213 | # Limit types to the first 2 as the 3rd is the accumulator |
| 214 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 215 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 216 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 217 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 218 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 219 | raise Exception( |
| 220 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 221 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 222 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 223 | def constrictBatchSize(self, shape): |
| 224 | # Limit the batch size unless an explicit target shape set |
| 225 | if self.args.max_batch_size and not self.args.target_shapes: |
| 226 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 227 | return shape |
| 228 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 229 | def makeDimension(self, rng): |
| 230 | return rng.randInt( |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 231 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 232 | ) |
| 233 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 234 | def tensorComplianceMetaData( |
| 235 | self, op, inputType, argsDict, outputTensor, errorName |
| 236 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 237 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 238 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 239 | Op.MATMUL, |
| 240 | Op.CONV2D, |
| 241 | Op.FULLY_CONNECTED, |
| 242 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 243 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 244 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 245 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 246 | if ( |
| 247 | errorName |
| 248 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 249 | or ( |
| 250 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 251 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 252 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 253 | ): |
| 254 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 255 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 256 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 257 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 258 | compliance_tens = { |
| 259 | "mode": None, |
| 260 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 261 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 262 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 263 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 264 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 265 | compliance_tens["dot_product_info"] = { |
| 266 | "s": argsDict["s"], |
Suraj Sudhir | b5fcfc0 | 2024-04-16 16:14:36 -0700 | [diff] [blame^] | 267 | "ks": ( |
| 268 | int(argsDict["ksb"]) if "ksb" in argsDict else int(argsDict["ks"]) |
| 269 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 270 | } |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 271 | elif argsDict["dg_type"] == gtu.DataGenType.FP_SPECIAL: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 272 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 273 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 274 | mode = gtu.ComplianceMode.ULP |
| 275 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 276 | elif "compliance" in op and "relative" in op["compliance"]: |
| 277 | mode = gtu.ComplianceMode.RELATIVE |
| 278 | compliance_tens["relative_info"] = { |
| 279 | "max": argsDict["max_abs_value"], |
| 280 | "scale": op["compliance"]["relative"], |
| 281 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 282 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 283 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 284 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 285 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 286 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 287 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 288 | compliance_tens["abs_error_info"] = { |
| 289 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 290 | } |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 291 | elif op["op"] in (Op.SIN, Op.COS): |
| 292 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | 1eb1455 | 2024-04-11 16:21:54 +0100 | [diff] [blame] | 293 | if "compliance" in op: |
| 294 | normal_divisor = op["compliance"].get("abs_error_normal_divisor", 1) |
| 295 | bound_addition = op["compliance"].get("abs_error_bound_addition", 0) |
| 296 | else: |
| 297 | normal_divisor = 1 |
| 298 | bound_addition = 0 |
| 299 | |
| 300 | compliance_tens["abs_error_info"] = { |
| 301 | "normal_divisor": normal_divisor, |
| 302 | "bound_as_magnitude": True, |
| 303 | "bound_addition": bound_addition, |
| 304 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 305 | else: |
| 306 | mode = gtu.ComplianceMode.EXACT |
| 307 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 308 | |
| 309 | return compliance_tens |
| 310 | |
| 311 | # Build Op functions |
| 312 | # Create the output tensor (calling OutputShaper as needed) |
| 313 | # Do final tweaks to attributes (if necessary for errorIf) |
| 314 | # Add Op into graph |
| 315 | # Return resulting tensor information or BuildInfo |
| 316 | |
| 317 | class BuildInfo: |
| 318 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 319 | |
| 320 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 321 | if isinstance(resultTensor, list): |
| 322 | assert complianceDict is None or isinstance(complianceDict, list) |
| 323 | self.resultTensorList = resultTensor |
| 324 | self.complianceDictList = complianceDict |
| 325 | else: |
| 326 | self.resultTensorList = [resultTensor] |
| 327 | if complianceDict is None: |
| 328 | self.complianceDictList = None |
| 329 | else: |
| 330 | self.complianceDictList = [complianceDict] |
| 331 | |
| 332 | def getComplianceInfo(self): |
| 333 | if self.complianceDictList is None: |
| 334 | return None |
| 335 | else: |
| 336 | tens_dict = {} |
| 337 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 338 | if comp is not None: |
| 339 | tens_dict[tens.name] = comp |
| 340 | |
| 341 | if tens_dict: |
| 342 | # Have some compliance data, so return the info |
| 343 | compliance = { |
| 344 | "version": "0.1", |
| 345 | "tensors": tens_dict, |
| 346 | } |
| 347 | else: |
| 348 | compliance = None |
| 349 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 350 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 351 | def build_unary( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 352 | self, |
| 353 | rng, |
| 354 | op, |
| 355 | inputs, |
| 356 | args_dict, |
| 357 | validator_fcns=None, |
| 358 | error_name=None, |
| 359 | qinfo=None, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 360 | ): |
| 361 | assert len(inputs) == 1 |
| 362 | a = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 363 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 364 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 365 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 366 | |
| 367 | # Ensure new output type has correct qinfo |
| 368 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 369 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 370 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 371 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, a.dtype), |
| 372 | TosaQuantGen.getZeroPoint( |
| 373 | rng, self.args.zeropoint, result_tensor.dtype |
| 374 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 375 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 376 | |
| 377 | # Invalidate Input/Output list for error if checks. |
| 378 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 379 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 380 | pCount, cCount = op["operands"] |
| 381 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 382 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 383 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 384 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 385 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 386 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 387 | self.ser, |
| 388 | validator_fcns, |
| 389 | error_name, |
| 390 | op=op, |
| 391 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 392 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 393 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 394 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 395 | input_list=input_list, |
| 396 | output_list=output_list, |
| 397 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 398 | ): |
| 399 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 400 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 401 | attr = None |
| 402 | if op["op"] == Op.NEGATE: |
| 403 | attr = ts.TosaSerializerAttribute() |
| 404 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 405 | |
| 406 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 407 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 408 | compliance = self.tensorComplianceMetaData( |
| 409 | op, a.dtype, args_dict, result_tensor, error_name |
| 410 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 411 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 412 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 413 | def build_binary_broadcast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 414 | 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] | 415 | ): |
| 416 | assert len(inputs) == 2 |
| 417 | a, b = inputs |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 418 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 419 | |
| 420 | # Invalidate Input/Output list for error if checks. |
| 421 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 422 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 423 | pCount, cCount = op["operands"] |
| 424 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 425 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 426 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 427 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 428 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 429 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 430 | self.ser, |
| 431 | validator_fcns, |
| 432 | error_name, |
| 433 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 434 | input1=a, |
| 435 | input2=b, |
| 436 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 437 | output_dtype=result_tensor.dtype, |
| 438 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 439 | input_list=input_list, |
| 440 | output_list=output_list, |
| 441 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 442 | ): |
| 443 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 444 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 445 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 446 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 447 | compliance = self.tensorComplianceMetaData( |
| 448 | op, a.dtype, args_dict, result_tensor, error_name |
| 449 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 450 | |
| 451 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 452 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 453 | def build_arithmetic_right_shift( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 454 | self, |
| 455 | rng, |
| 456 | op, |
| 457 | inputs, |
| 458 | args_dict, |
| 459 | validator_fcns=None, |
| 460 | error_name=None, |
| 461 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 462 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 463 | assert len(inputs) == 2 |
| 464 | a, b = inputs |
| 465 | round = args_dict["round"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 466 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 467 | |
| 468 | # Invalidate Input/Output list for error if checks. |
| 469 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 470 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 471 | pCount, cCount = op["operands"] |
| 472 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 473 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 474 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 475 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 476 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 477 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 478 | self.ser, |
| 479 | validator_fcns, |
| 480 | error_name, |
| 481 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 482 | input1=a, |
| 483 | input2=b, |
| 484 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 485 | output_dtype=result_tensor.dtype, |
| 486 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 487 | input_list=input_list, |
| 488 | output_list=output_list, |
| 489 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 490 | ): |
| 491 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 492 | |
| 493 | attr = ts.TosaSerializerAttribute() |
| 494 | attr.ArithmeticRightShiftAttribute(round) |
| 495 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 496 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 497 | |
| 498 | compliance = self.tensorComplianceMetaData( |
| 499 | op, a.dtype, args_dict, result_tensor, error_name |
| 500 | ) |
| 501 | |
| 502 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 503 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 504 | def build_mul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 505 | self, |
| 506 | rng, |
| 507 | op, |
| 508 | inputs, |
| 509 | args_dict, |
| 510 | validator_fcns=None, |
| 511 | error_name=None, |
| 512 | qinfo=None, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 513 | ): |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 514 | # Note that mul is binary operator but it has a shift value tensor |
| 515 | assert len(inputs) == 3 |
| 516 | a, b, s = inputs |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 517 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 518 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 519 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 520 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 521 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 522 | result_tensor.setDtype(DType.INT32) |
| 523 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 524 | if error_name == ErrorIf.WrongOutputType: |
| 525 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 526 | outputDType = rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 527 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 528 | |
| 529 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 530 | input_list = [a.name, b.name, s.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 531 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 532 | pCount, cCount = op["operands"] |
| 533 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 534 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 535 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 536 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 537 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 538 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 539 | self.ser, |
| 540 | validator_fcns, |
| 541 | error_name, |
| 542 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 543 | input1=a, |
| 544 | input2=b, |
| 545 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 546 | output_dtype=result_tensor.dtype, |
| 547 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 548 | input_list=input_list, |
| 549 | output_list=output_list, |
| 550 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 551 | ): |
| 552 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 553 | |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 554 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 555 | |
| 556 | compliance = self.tensorComplianceMetaData( |
| 557 | op, a.dtype, args_dict, result_tensor, error_name |
| 558 | ) |
| 559 | |
| 560 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 561 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 562 | def build_table( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 563 | self, |
| 564 | rng, |
| 565 | op, |
| 566 | inputs, |
| 567 | args_dict, |
| 568 | validator_fcns=None, |
| 569 | error_name=None, |
| 570 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 571 | ): |
| 572 | assert len(inputs) == 1 |
| 573 | a = inputs[0] |
| 574 | table = args_dict["table"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 575 | result_tensor = OutputShaper.tableOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 576 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 577 | attr = ts.TosaSerializerAttribute() |
| 578 | attr.TableAttribute(table) |
| 579 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 580 | # Invalidate Input/Output list for error if checks. |
| 581 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 582 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 583 | pCount, cCount = op["operands"] |
| 584 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 585 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 586 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 587 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 588 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 589 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 590 | self.ser, |
| 591 | validator_fcns, |
| 592 | error_name, |
| 593 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 594 | input_shape=a.shape, |
| 595 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 596 | output_dtype=result_tensor.dtype, |
| 597 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 598 | input_list=input_list, |
| 599 | output_list=output_list, |
| 600 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 601 | ): |
| 602 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 603 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 604 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 605 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 606 | compliance = self.tensorComplianceMetaData( |
| 607 | op, a.dtype, args_dict, result_tensor, error_name |
| 608 | ) |
| 609 | |
| 610 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 611 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 612 | def build_select( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 613 | self, |
| 614 | rng, |
| 615 | op, |
| 616 | inputs, |
| 617 | args_dict, |
| 618 | validator_fcns=None, |
| 619 | error_name=None, |
| 620 | qinfo=None, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 621 | ): |
| 622 | assert len(inputs) == 3 |
| 623 | cond, a, b = inputs |
| 624 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 625 | result_tensor = OutputShaper.selectOp(self.ser, rng, cond, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 626 | |
| 627 | # Invalidate Input/Output list for error if checks. |
| 628 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 629 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 630 | pCount, cCount = op["operands"] |
| 631 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 632 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 633 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 634 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 635 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 636 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 637 | self.ser, |
| 638 | validator_fcns, |
| 639 | error_name, |
| 640 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 641 | input1=cond, |
| 642 | input2=a, |
| 643 | input3=b, |
| 644 | input_shape=a.shape, |
| 645 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 646 | output_dtype=result_tensor.dtype, |
| 647 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 648 | input_list=input_list, |
| 649 | output_list=output_list, |
| 650 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 651 | ): |
| 652 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 653 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 654 | self.ser.addOperator( |
| 655 | op["op"], |
| 656 | input_list, |
| 657 | output_list, |
| 658 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 659 | compliance = self.tensorComplianceMetaData( |
| 660 | op, a.dtype, args_dict, result_tensor, error_name |
| 661 | ) |
| 662 | |
| 663 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 664 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 665 | def build_comparison( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 666 | self, |
| 667 | rng, |
| 668 | op, |
| 669 | inputs, |
| 670 | args_dict, |
| 671 | validator_fcns=None, |
| 672 | error_name=None, |
| 673 | qinfo=None, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 674 | ): |
| 675 | assert len(inputs) == 2 |
| 676 | a, b = inputs |
| 677 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 678 | result_tensor = OutputShaper.binaryComparisonOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 679 | |
| 680 | # Invalidate Input/Output list for error if checks. |
| 681 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 682 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 683 | pCount, cCount = op["operands"] |
| 684 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 685 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 686 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 687 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 688 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 689 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 690 | self.ser, |
| 691 | validator_fcns, |
| 692 | error_name, |
| 693 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 694 | input1=a, |
| 695 | input2=b, |
| 696 | input_shape=a.shape, |
| 697 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 698 | output_shape=result_tensor.shape, |
| 699 | output_dtype=result_tensor.dtype, |
| 700 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 701 | input_list=input_list, |
| 702 | output_list=output_list, |
| 703 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 704 | ): |
| 705 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 706 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 707 | self.ser.addOperator( |
| 708 | op["op"], |
| 709 | input_list, |
| 710 | output_list, |
| 711 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 712 | |
| 713 | compliance = self.tensorComplianceMetaData( |
| 714 | op, a.dtype, args_dict, result_tensor, error_name |
| 715 | ) |
| 716 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 717 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 718 | def build_argmax( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 719 | self, rng, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 720 | ): |
| 721 | assert len(inputs) == 1 |
| 722 | a = inputs[0] |
| 723 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 724 | result_tensor = OutputShaper.argmaxOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 725 | |
| 726 | # Invalidate Input/Output list for error if checks. |
| 727 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 728 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 729 | pCount, cCount = op["operands"] |
| 730 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 731 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 732 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 733 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 734 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 735 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 736 | self.ser, |
| 737 | validator_fcns, |
| 738 | error_name, |
| 739 | op=op, |
| 740 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 741 | input_shape=a.shape, |
| 742 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 743 | output_shape=result_tensor.shape, |
| 744 | output_dtype=result_tensor.dtype, |
| 745 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 746 | input_list=input_list, |
| 747 | output_list=output_list, |
| 748 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 749 | ): |
| 750 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 751 | |
| 752 | attr = ts.TosaSerializerAttribute() |
| 753 | attr.AxisAttribute(axis) |
| 754 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 755 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 756 | |
| 757 | compliance = self.tensorComplianceMetaData( |
| 758 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 759 | ) |
| 760 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 761 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 762 | def build_pool2d( |
| 763 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 764 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 765 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 766 | inputs, |
| 767 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 768 | validator_fcns=None, |
| 769 | error_name=None, |
| 770 | qinfo=None, |
| 771 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 772 | assert len(inputs) == 1 |
| 773 | input = inputs[0] |
| 774 | # max_pool has no accum_dtype |
| 775 | accum_dtype = ( |
| 776 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 777 | ) |
| 778 | stride = args_dict["stride"] |
| 779 | pad = args_dict["pad"] |
| 780 | kernel = args_dict["kernel"] |
| 781 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 782 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 783 | self.ser, rng, input, kernel, stride, pad, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 784 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 785 | |
| 786 | # Ensure new output type has correct qinfo |
| 787 | if error_name == ErrorIf.WrongInputType: |
| 788 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 789 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 790 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, input.dtype), |
| 791 | TosaQuantGen.getZeroPoint( |
| 792 | rng, self.args.zeropoint, result_tensor.dtype |
| 793 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 794 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 795 | |
| 796 | # Invalidate Input/Output list for error if checks. |
| 797 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 798 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 799 | pCount, cCount = op["operands"] |
| 800 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 801 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 802 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 803 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 804 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 805 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 806 | self.ser, |
| 807 | validator_fcns, |
| 808 | error_name, |
| 809 | op=op, |
| 810 | input_shape=input.shape, |
| 811 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 812 | output_shape=result_tensor.shape, |
| 813 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 814 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 815 | kernel=kernel, |
| 816 | stride=stride, |
| 817 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 818 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 819 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 820 | input_list=input_list, |
| 821 | output_list=output_list, |
| 822 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 823 | ): |
| 824 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 825 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 826 | if qinfo is None: |
| 827 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 828 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 829 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 830 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 831 | |
| 832 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 833 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 834 | compliance = self.tensorComplianceMetaData( |
| 835 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 836 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 837 | |
| 838 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 839 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 840 | def build_conv2d( |
| 841 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 842 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 843 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 844 | inputs, |
| 845 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 846 | validator_fcns=None, |
| 847 | error_name=None, |
| 848 | qinfo=None, |
| 849 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 850 | assert len(inputs) == 3 |
| 851 | ifm, filter, bias = inputs |
| 852 | accum_dtype = args_dict["acc_type"] |
| 853 | strides = args_dict["stride"] |
| 854 | padding = args_dict["pad"] |
| 855 | dilations = args_dict["dilation"] |
| 856 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 857 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 858 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 859 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 860 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 861 | ifm, |
| 862 | filter, |
| 863 | accum_dtype, |
| 864 | strides, |
| 865 | padding, |
| 866 | dilations, |
| 867 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 868 | ) |
| 869 | |
| 870 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 871 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 872 | DType.INT8, |
| 873 | DType.UINT8, |
| 874 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 875 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 876 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 877 | TosaQuantGen.getZeroPoint( |
| 878 | rng, self.args.zeropoint, result_tensor.dtype |
| 879 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 880 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 881 | |
| 882 | # Invalidate Input/Output list for error_if checks. |
| 883 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 884 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 885 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 886 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 887 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 888 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 889 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 890 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 891 | self.ser, |
| 892 | validator_fcns, |
| 893 | error_name, |
| 894 | op=op, |
| 895 | input_dtype=ifm.dtype, |
| 896 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 897 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 898 | qinfo=qinfo, |
| 899 | input_list=input_list, |
| 900 | num_operands=num_operands, |
| 901 | output_list=output_list, |
| 902 | pad=padding, |
| 903 | stride=strides, |
| 904 | dilation=dilations, |
| 905 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 906 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 907 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 908 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 909 | ): |
| 910 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 911 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 912 | # TODO - Test local_bound, for now set local bound attribute to False |
| 913 | local_bound = False |
| 914 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 915 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 916 | attr.ConvAttribute( |
| 917 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 918 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 919 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 920 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 921 | |
| 922 | compliance = self.tensorComplianceMetaData( |
| 923 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 924 | ) |
| 925 | |
| 926 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 927 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 928 | def build_conv3d( |
| 929 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 930 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 931 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 932 | inputs, |
| 933 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 934 | validator_fcns=None, |
| 935 | error_name=None, |
| 936 | qinfo=None, |
| 937 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 938 | assert len(inputs) == 3 |
| 939 | ifm, filter, bias = inputs |
| 940 | accum_dtype = args_dict["acc_type"] |
| 941 | strides = args_dict["stride"] |
| 942 | padding = args_dict["pad"] |
| 943 | dilations = args_dict["dilation"] |
| 944 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 945 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 946 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 947 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 948 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 949 | ifm, |
| 950 | filter, |
| 951 | accum_dtype, |
| 952 | strides, |
| 953 | padding, |
| 954 | dilations, |
| 955 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 956 | ) |
| 957 | |
| 958 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 959 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 960 | DType.INT8, |
| 961 | DType.UINT8, |
| 962 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 963 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 964 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 965 | TosaQuantGen.getZeroPoint( |
| 966 | rng, self.args.zeropoint, result_tensor.dtype |
| 967 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 968 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 969 | |
| 970 | # Invalidate Input/Output list for error_if checks. |
| 971 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 972 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 973 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 974 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 975 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 976 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 977 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 978 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 979 | self.ser, |
| 980 | validator_fcns, |
| 981 | error_name, |
| 982 | op=op, |
| 983 | input_dtype=ifm.dtype, |
| 984 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 985 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 986 | qinfo=qinfo, |
| 987 | input_list=input_list, |
| 988 | num_operands=num_operands, |
| 989 | output_list=output_list, |
| 990 | pad=padding, |
| 991 | stride=strides, |
| 992 | dilation=dilations, |
| 993 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 994 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 995 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 996 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 997 | ): |
| 998 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 999 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1000 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1001 | local_bound = False |
| 1002 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1003 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1004 | attr.ConvAttribute( |
| 1005 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 1006 | ) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1007 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1008 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1009 | |
| 1010 | compliance = self.tensorComplianceMetaData( |
| 1011 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1012 | ) |
| 1013 | |
| 1014 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1015 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1016 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1017 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1018 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1019 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1020 | inputs, |
| 1021 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1022 | validator_fcns=None, |
| 1023 | error_name=None, |
| 1024 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1025 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1026 | assert len(inputs) == 3 |
| 1027 | ifm, filter, bias = inputs |
| 1028 | accum_dtype = args_dict["acc_type"] |
| 1029 | strides = args_dict["stride"] |
| 1030 | out_pad = args_dict["pad"] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1031 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1032 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1033 | result_tensor = OutputShaper.transposeConv2DOp( |
Suraj Sudhir | b5fcfc0 | 2024-04-16 16:14:36 -0700 | [diff] [blame^] | 1034 | self.ser, rng, ifm, filter, accum_dtype, strides, out_pad, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1035 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1036 | |
| 1037 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1038 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1039 | DType.INT8, |
| 1040 | DType.UINT8, |
| 1041 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1042 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1043 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1044 | TosaQuantGen.getZeroPoint( |
| 1045 | rng, self.args.zeropoint, result_tensor.dtype |
| 1046 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1047 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1048 | |
| 1049 | # Invalidate Input/Output list for error_if checks. |
| 1050 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1051 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1052 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1053 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1054 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1055 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1056 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1057 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1058 | self.ser, |
| 1059 | validator_fcns, |
| 1060 | error_name, |
| 1061 | op=op, |
| 1062 | input_dtype=ifm.dtype, |
| 1063 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1064 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1065 | qinfo=qinfo, |
| 1066 | input_list=input_list, |
| 1067 | num_operands=num_operands, |
| 1068 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1069 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1070 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1071 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1072 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1073 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1074 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1075 | ): |
| 1076 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1077 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1078 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1079 | local_bound = False |
| 1080 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1081 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1082 | attr.TransposeConvAttribute( |
Suraj Sudhir | b5fcfc0 | 2024-04-16 16:14:36 -0700 | [diff] [blame^] | 1083 | out_pad, strides, qinfo[0], qinfo[1], local_bound, accum_dtype |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1084 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1085 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1086 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1087 | |
| 1088 | compliance = self.tensorComplianceMetaData( |
| 1089 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1090 | ) |
| 1091 | |
| 1092 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1093 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1094 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1095 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1096 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1097 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1098 | inputs, |
| 1099 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1100 | validator_fcns=None, |
| 1101 | error_name=None, |
| 1102 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1103 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1104 | assert len(inputs) == 3 |
| 1105 | ifm, filter, bias = inputs |
| 1106 | accum_dtype = args_dict["acc_type"] |
| 1107 | strides = args_dict["stride"] |
| 1108 | padding = args_dict["pad"] |
| 1109 | dilations = args_dict["dilation"] |
| 1110 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1111 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1112 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1113 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1114 | ifm, |
| 1115 | filter, |
| 1116 | accum_dtype, |
| 1117 | strides, |
| 1118 | padding, |
| 1119 | dilations, |
| 1120 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1121 | ) |
| 1122 | |
| 1123 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1124 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1125 | DType.INT8, |
| 1126 | DType.UINT8, |
| 1127 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1128 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1129 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1130 | TosaQuantGen.getZeroPoint( |
| 1131 | rng, self.args.zeropoint, result_tensor.dtype |
| 1132 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1133 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1134 | |
| 1135 | # Invalidate Input/Output list for error_if checks. |
| 1136 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1137 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1138 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1139 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1140 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1141 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1142 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1143 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1144 | self.ser, |
| 1145 | validator_fcns, |
| 1146 | error_name, |
| 1147 | op=op, |
| 1148 | input_dtype=ifm.dtype, |
| 1149 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1150 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1151 | qinfo=qinfo, |
| 1152 | input_list=input_list, |
| 1153 | num_operands=num_operands, |
| 1154 | output_list=output_list, |
| 1155 | pad=padding, |
| 1156 | stride=strides, |
| 1157 | dilation=dilations, |
| 1158 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1159 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1160 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1161 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1162 | ): |
| 1163 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1164 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1165 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1166 | local_bound = False |
| 1167 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1168 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1169 | attr.ConvAttribute( |
| 1170 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 1171 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1172 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1173 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1174 | |
| 1175 | compliance = self.tensorComplianceMetaData( |
| 1176 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1177 | ) |
| 1178 | |
| 1179 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1180 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1181 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1182 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1183 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1184 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1185 | inputs, |
| 1186 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1187 | validator_fcns=None, |
| 1188 | error_name=None, |
| 1189 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1190 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1191 | assert len(inputs) == 3 |
| 1192 | ifm, filter, bias = inputs |
| 1193 | accum_dtype = args_dict["acc_type"] |
| 1194 | |
| 1195 | result_tensor = OutputShaper.fullyConnectedOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1196 | self.ser, rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1197 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1198 | |
| 1199 | # Invalidate Input/Output list for error if checks. |
| 1200 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1201 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1202 | pCount, cCount = op["operands"] |
| 1203 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1204 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1205 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1206 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1207 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1208 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1209 | self.ser, |
| 1210 | validator_fcns, |
| 1211 | error_name, |
| 1212 | op=op, |
| 1213 | input_shape=ifm.shape, |
| 1214 | input_dtype=ifm.dtype, |
| 1215 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1216 | output_shape=result_tensor.shape, |
| 1217 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1218 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1219 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1220 | input_list=input_list, |
| 1221 | output_list=output_list, |
| 1222 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1223 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1224 | ): |
| 1225 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1226 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1227 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1228 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1229 | |
| 1230 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1231 | |
| 1232 | compliance = self.tensorComplianceMetaData( |
| 1233 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1234 | ) |
| 1235 | |
| 1236 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1237 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1238 | def build_matmul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1239 | self, |
| 1240 | rng, |
| 1241 | op, |
| 1242 | inputs, |
| 1243 | args_dict, |
| 1244 | validator_fcns=None, |
| 1245 | error_name=None, |
| 1246 | qinfo=None, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1247 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1248 | assert len(inputs) == 2 |
| 1249 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1250 | accum_dtype = args_dict["acc_type"] |
| 1251 | result_tensor = OutputShaper.matmulOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1252 | self.ser, rng, a, b, accum_dtype, error_name |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1253 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1254 | |
| 1255 | # Invalidate Input/Output list for error if checks. |
| 1256 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1257 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1258 | pCount, cCount = op["operands"] |
| 1259 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1260 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1261 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1262 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1263 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1264 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1265 | self.ser, |
| 1266 | validator_fcns, |
| 1267 | error_name, |
| 1268 | op=op, |
| 1269 | input_shape=a.shape, |
| 1270 | input_dtype=a.dtype, |
| 1271 | input2_shape=b.shape, |
| 1272 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1273 | output_shape=result_tensor.shape, |
| 1274 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1275 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1276 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1277 | input_list=input_list, |
| 1278 | output_list=output_list, |
| 1279 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1280 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1281 | ): |
| 1282 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1283 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1284 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1285 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1286 | |
| 1287 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1288 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1289 | compliance = self.tensorComplianceMetaData( |
| 1290 | op, a.dtype, args_dict, result_tensor, error_name |
| 1291 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1292 | |
| 1293 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1294 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1295 | def build_reduce( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1296 | 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] | 1297 | ): |
| 1298 | assert len(inputs) == 1 |
| 1299 | a = inputs[0] |
| 1300 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1301 | result_tensor = OutputShaper.reduceOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1302 | |
| 1303 | # Invalidate Input/Output list for error if checks. |
| 1304 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1305 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1306 | pCount, cCount = op["operands"] |
| 1307 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1308 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1309 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1310 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1311 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1312 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1313 | self.ser, |
| 1314 | validator_fcns, |
| 1315 | error_name, |
| 1316 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1317 | axis=axis, |
| 1318 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1319 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1320 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1321 | output_dtype=result_tensor.dtype, |
| 1322 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1323 | input_list=input_list, |
| 1324 | output_list=output_list, |
| 1325 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1326 | ): |
| 1327 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1328 | |
| 1329 | attr = ts.TosaSerializerAttribute() |
| 1330 | attr.AxisAttribute(axis) |
| 1331 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1332 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1333 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1334 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1335 | # Number of products - needed for compliance |
| 1336 | args_dict["n"] = a.shape[axis] |
| 1337 | |
| 1338 | compliance = self.tensorComplianceMetaData( |
| 1339 | op, a.dtype, args_dict, result_tensor, error_name |
| 1340 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1341 | |
| 1342 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1343 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1344 | def build_clamp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1345 | self, |
| 1346 | rng, |
| 1347 | op, |
| 1348 | inputs, |
| 1349 | args_dict, |
| 1350 | validator_fcns=None, |
| 1351 | error_name=None, |
| 1352 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1353 | ): |
| 1354 | assert len(inputs) == 1 |
| 1355 | a = inputs[0] |
| 1356 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1357 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1358 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1359 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1360 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1361 | if error_name == ErrorIf.MaxSmallerMin: |
| 1362 | # Make sure the numbers are different to invoke this error |
| 1363 | while v[0] == v[1]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1364 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1365 | max_val = min(v) |
| 1366 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1367 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1368 | max_val = max(v) |
| 1369 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1370 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1371 | # Invalidate Input/Output list for error if checks. |
| 1372 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1373 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1374 | pCount, cCount = op["operands"] |
| 1375 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1376 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1377 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1378 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1379 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1380 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1381 | self.ser, |
| 1382 | validator_fcns, |
| 1383 | error_name, |
| 1384 | op=op, |
| 1385 | max_val=max_val, |
| 1386 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1387 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1388 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1389 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1390 | output_dtype=result_tensor.dtype, |
| 1391 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1392 | input_list=input_list, |
| 1393 | output_list=output_list, |
| 1394 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1395 | ): |
| 1396 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1397 | |
| 1398 | attr = ts.TosaSerializerAttribute() |
Tai Ly | 5d0e9c7 | 2024-04-05 01:19:31 +0000 | [diff] [blame] | 1399 | min_val_as_bytes = ts.TosaSerializer.convertDataToUint8Vec(a.dtype, [min_val]) |
| 1400 | max_val_as_bytes = ts.TosaSerializer.convertDataToUint8Vec(a.dtype, [max_val]) |
| 1401 | |
| 1402 | # align to 8 bytes |
| 1403 | while (len(min_val_as_bytes) % 8) != 0: |
| 1404 | min_val_as_bytes.append(0) |
| 1405 | while (len(max_val_as_bytes) % 8) != 0: |
| 1406 | max_val_as_bytes.append(0) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1407 | |
| 1408 | 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] | 1409 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1410 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1411 | |
| 1412 | compliance = self.tensorComplianceMetaData( |
| 1413 | op, a.dtype, args_dict, result_tensor, error_name |
| 1414 | ) |
| 1415 | |
| 1416 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1417 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1418 | def build_activation( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1419 | self, |
| 1420 | rng, |
| 1421 | op, |
| 1422 | inputs, |
| 1423 | args_dict, |
| 1424 | validator_fcns=None, |
| 1425 | error_name=None, |
| 1426 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1427 | ): |
| 1428 | assert len(inputs) == 1 |
| 1429 | a = inputs[0] |
| 1430 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1431 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1432 | |
| 1433 | # Invalidate Input/Output list for error if checks. |
| 1434 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1435 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1436 | pCount, cCount = op["operands"] |
| 1437 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1438 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1439 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1440 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1441 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1442 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1443 | self.ser, |
| 1444 | validator_fcns, |
| 1445 | error_name, |
| 1446 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1447 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1448 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1449 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1450 | output_dtype=result_tensor.dtype, |
| 1451 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1452 | input_list=input_list, |
| 1453 | output_list=output_list, |
| 1454 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1455 | ): |
| 1456 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1457 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1458 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1459 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1460 | compliance = self.tensorComplianceMetaData( |
| 1461 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1462 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1463 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1464 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1465 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1466 | def build_concat( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1467 | self, |
| 1468 | rng, |
| 1469 | op, |
| 1470 | inputs, |
| 1471 | args_dict, |
| 1472 | validator_fcns=None, |
| 1473 | error_name=None, |
| 1474 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1475 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1476 | if op["op"] == Op.CONCAT_SHAPE: |
| 1477 | axis = 0 |
| 1478 | else: |
| 1479 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1480 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1481 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1482 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1483 | result_tensor = OutputShaper.concatOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1484 | self.ser, rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1485 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1486 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1487 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1488 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1489 | input_tensor_names.append(tensor.name) |
| 1490 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1491 | # Invalidate Input/Output list for error if checks. |
| 1492 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1493 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1494 | pCount, cCount = op["operands"] |
| 1495 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1496 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1497 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1498 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1499 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1500 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1501 | self.ser, |
| 1502 | validator_fcns, |
| 1503 | error_name, |
| 1504 | op=op, |
| 1505 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1506 | input_shape=inputs[0].shape, |
| 1507 | output_shape=result_tensor.shape, |
| 1508 | input_dtype=inputs[0].dtype, |
| 1509 | output_dtype=result_tensor.dtype, |
| 1510 | inputs=inputs, |
| 1511 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1512 | input_list=input_list, |
| 1513 | output_list=output_list, |
| 1514 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1515 | ): |
| 1516 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1517 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1518 | if op["op"] == Op.CONCAT: |
| 1519 | attr = ts.TosaSerializerAttribute() |
| 1520 | attr.AxisAttribute(axis) |
| 1521 | else: |
| 1522 | assert op["op"] == Op.CONCAT_SHAPE |
| 1523 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1524 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1525 | |
| 1526 | compliance = self.tensorComplianceMetaData( |
| 1527 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1528 | ) |
| 1529 | |
| 1530 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1531 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1532 | def build_pad( |
| 1533 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1534 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1535 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1536 | inputs, |
| 1537 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1538 | validator_fcns=None, |
| 1539 | error_name=None, |
| 1540 | qinfo=None, |
| 1541 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1542 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1543 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1544 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1545 | padding = args_dict["pad"] |
| 1546 | pad_const_int = args_dict["pad_const_int"] |
| 1547 | pad_const_float = args_dict["pad_const_fp"] |
| 1548 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1549 | result_tensor = OutputShaper.padOp(self.ser, rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1550 | |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1551 | # get pad_const_val_as_bytes from either pad_const_float or pad_const_int |
| 1552 | if gtu.dtypeIsFloat(a.dtype): |
Tai Ly | 5d0e9c7 | 2024-04-05 01:19:31 +0000 | [diff] [blame] | 1553 | pad_const_val_as_bytes = ts.TosaSerializer.convertDataToUint8Vec( |
| 1554 | a.dtype, [pad_const_float] |
| 1555 | ) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1556 | else: |
Tai Ly | 5d0e9c7 | 2024-04-05 01:19:31 +0000 | [diff] [blame] | 1557 | pad_const_val_as_bytes = ts.TosaSerializer.convertDataToUint8Vec( |
| 1558 | a.dtype, [pad_const_int] |
| 1559 | ) |
| 1560 | |
| 1561 | # align to 8 bytes |
| 1562 | while (len(pad_const_val_as_bytes) % 8) != 0: |
| 1563 | pad_const_val_as_bytes.append(0) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1564 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1565 | attr = ts.TosaSerializerAttribute() |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1566 | attr.PadAttribute(self.ser.builder, pad_const_val_as_bytes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1567 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1568 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1569 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1570 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1571 | pCount, cCount = op["operands"] |
| 1572 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1573 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1574 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1575 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1576 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1577 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1578 | self.ser, |
| 1579 | validator_fcns, |
| 1580 | error_name, |
| 1581 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1582 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1583 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1584 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1585 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1586 | pad=padding, |
| 1587 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1588 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1589 | input_list=input_list, |
| 1590 | output_list=output_list, |
| 1591 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1592 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1593 | ): |
| 1594 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1595 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1596 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1597 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1598 | compliance = self.tensorComplianceMetaData( |
| 1599 | op, a.dtype, args_dict, result_tensor, error_name |
| 1600 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1601 | |
| 1602 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1603 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1604 | def build_dim( |
| 1605 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1606 | rng, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1607 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1608 | inputs, |
| 1609 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1610 | validator_fcns=None, |
| 1611 | error_name=None, |
| 1612 | qinfo=None, |
| 1613 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1614 | assert len(inputs) == 1 |
| 1615 | a = inputs[0] |
| 1616 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1617 | result_tensor = OutputShaper.dimOp(self.ser, rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1618 | |
| 1619 | # Invalidate Input/Output list for error if checks. |
| 1620 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1621 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1622 | pCount, cCount = op["operands"] |
| 1623 | num_operands = pCount + cCount |
| 1624 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1625 | rng, error_name, input_list, output_list |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1626 | ) |
| 1627 | |
| 1628 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1629 | self.ser, |
| 1630 | validator_fcns, |
| 1631 | error_name, |
| 1632 | op=op, |
| 1633 | axis=axis, |
| 1634 | input_shape=a.shape, |
| 1635 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1636 | output_shape=result_tensor.shape, |
| 1637 | output_dtype=result_tensor.dtype, |
| 1638 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1639 | input_list=input_list, |
| 1640 | output_list=output_list, |
| 1641 | num_operands=num_operands, |
| 1642 | ): |
| 1643 | return None |
| 1644 | |
| 1645 | attr = ts.TosaSerializerAttribute() |
| 1646 | attr.AxisAttribute(axis) |
| 1647 | |
| 1648 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1649 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1650 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1651 | def build_reshape( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1652 | self, |
| 1653 | rng, |
| 1654 | op, |
| 1655 | inputs, |
| 1656 | args_dict, |
| 1657 | validator_fcns=None, |
| 1658 | error_name=None, |
| 1659 | qinfo=None, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1660 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1661 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1662 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1663 | shape = inputs[1] |
| 1664 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1665 | result_tensor = OutputShaper.reshapeOp(self.ser, rng, a, shape_attr, error_name) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1666 | |
| 1667 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1668 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1669 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1670 | pCount, cCount = op["operands"] |
| 1671 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1672 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1673 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1674 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1675 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1676 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1677 | self.ser, |
| 1678 | validator_fcns, |
| 1679 | error_name, |
| 1680 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1681 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1682 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1683 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1684 | output_dtype=result_tensor.dtype, |
| 1685 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1686 | input_list=input_list, |
| 1687 | output_list=output_list, |
| 1688 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1689 | ): |
| 1690 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1691 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1692 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1693 | |
| 1694 | compliance = self.tensorComplianceMetaData( |
| 1695 | op, a.dtype, args_dict, result_tensor, error_name |
| 1696 | ) |
| 1697 | |
| 1698 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1699 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1700 | def build_reverse( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1701 | self, |
| 1702 | rng, |
| 1703 | op, |
| 1704 | inputs, |
| 1705 | args_dict, |
| 1706 | validator_fcns=None, |
| 1707 | error_name=None, |
| 1708 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1709 | ): |
| 1710 | assert len(inputs) == 1 |
| 1711 | a = inputs[0] |
| 1712 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1713 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1714 | |
| 1715 | # Invalidate Input/Output list for error if checks. |
| 1716 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1717 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1718 | pCount, cCount = op["operands"] |
| 1719 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1720 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1721 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1722 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1723 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1724 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1725 | self.ser, |
| 1726 | validator_fcns, |
| 1727 | error_name, |
| 1728 | op=op, |
| 1729 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1730 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1731 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1732 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1733 | output_dtype=result_tensor.dtype, |
| 1734 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1735 | input_list=input_list, |
| 1736 | output_list=output_list, |
| 1737 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1738 | ): |
| 1739 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1740 | |
| 1741 | attr = ts.TosaSerializerAttribute() |
| 1742 | attr.AxisAttribute(axis) |
| 1743 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1744 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1745 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1746 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1747 | def build_transpose( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1748 | self, |
| 1749 | rng, |
| 1750 | op, |
| 1751 | inputs, |
| 1752 | args_dict, |
| 1753 | validator_fcns=None, |
| 1754 | error_name=None, |
| 1755 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1756 | ): |
| 1757 | assert len(inputs) == 1 |
| 1758 | a = inputs[0] |
| 1759 | perms = args_dict["perms"] |
| 1760 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1761 | result_tensor = OutputShaper.transposeOp(self.ser, rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1762 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1763 | attr = ts.TosaSerializerAttribute() |
| 1764 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1765 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1766 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1767 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1768 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1769 | pCount, cCount = op["operands"] |
| 1770 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1771 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1772 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1773 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1774 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1775 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1776 | self.ser, |
| 1777 | validator_fcns, |
| 1778 | error_name, |
| 1779 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1780 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1781 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1782 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1783 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1784 | output_dtype=result_tensor.dtype, |
| 1785 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1786 | input_list=input_list, |
| 1787 | output_list=output_list, |
| 1788 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1789 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1790 | ): |
| 1791 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1792 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1793 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1794 | |
| 1795 | compliance = self.tensorComplianceMetaData( |
| 1796 | op, a.dtype, args_dict, result_tensor, error_name |
| 1797 | ) |
| 1798 | |
| 1799 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1800 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1801 | def build_slice( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1802 | self, |
| 1803 | rng, |
| 1804 | op, |
| 1805 | inputs, |
| 1806 | args_dict, |
| 1807 | validator_fcns=None, |
| 1808 | error_name=None, |
| 1809 | qinfo=None, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1810 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1811 | assert len(inputs) == 3 |
| 1812 | a, start_var, size_var = inputs |
| 1813 | start_const = args_dict["start"] |
| 1814 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1815 | |
| 1816 | result_tensor = OutputShaper.sliceOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1817 | self.ser, rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1818 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1819 | |
| 1820 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1821 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1822 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1823 | pCount, cCount = op["operands"] |
| 1824 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1825 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1826 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1827 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1828 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1829 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1830 | self.ser, |
| 1831 | validator_fcns, |
| 1832 | error_name, |
| 1833 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1834 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1835 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1836 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1837 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1838 | start=start_const, |
| 1839 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1840 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1841 | input_list=input_list, |
| 1842 | output_list=output_list, |
| 1843 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1844 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1845 | ): |
| 1846 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1847 | |
Tai Ly | 8ead6c4 | 2024-02-14 22:35:44 +0000 | [diff] [blame] | 1848 | self.ser.addOperator(op["op"], input_list, output_list) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1849 | |
| 1850 | compliance = self.tensorComplianceMetaData( |
| 1851 | op, a.dtype, args_dict, result_tensor, error_name |
| 1852 | ) |
| 1853 | |
| 1854 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1855 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1856 | def build_tile( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1857 | self, |
| 1858 | rng, |
| 1859 | op, |
| 1860 | inputs, |
| 1861 | args_dict, |
| 1862 | validator_fcns=None, |
| 1863 | error_name=None, |
| 1864 | qinfo=None, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1865 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1866 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1867 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1868 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1869 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1870 | result_tensor = OutputShaper.tileOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1871 | self.ser, rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1872 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1873 | |
| 1874 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1875 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1876 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1877 | pCount, cCount = op["operands"] |
| 1878 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1879 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1880 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1881 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1882 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1883 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1884 | self.ser, |
| 1885 | validator_fcns, |
| 1886 | error_name, |
| 1887 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1888 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1889 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1890 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1891 | output_dtype=result_tensor.dtype, |
| 1892 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1893 | input_list=input_list, |
| 1894 | output_list=output_list, |
| 1895 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1896 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1897 | ): |
| 1898 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1899 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1900 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1901 | |
| 1902 | compliance = self.tensorComplianceMetaData( |
| 1903 | op, a.dtype, args_dict, result_tensor, error_name |
| 1904 | ) |
| 1905 | |
| 1906 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1907 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1908 | def build_gather( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1909 | self, |
| 1910 | rng, |
| 1911 | op, |
| 1912 | inputs, |
| 1913 | args_dict, |
| 1914 | validator_fcns=None, |
| 1915 | error_name=None, |
| 1916 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1917 | ): |
| 1918 | assert len(inputs) == 2 |
| 1919 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1920 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1921 | result_tensor = OutputShaper.gatherOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1922 | self.ser, rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1923 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1924 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1925 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1926 | input_list = [values.name, indices.name] |
| 1927 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1928 | pCount, cCount = op["operands"] |
| 1929 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1930 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1931 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1932 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1933 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1934 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1935 | self.ser, |
| 1936 | validator_fcns, |
| 1937 | error_name, |
| 1938 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1939 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1940 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1941 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1942 | output_dtype=result_tensor.dtype, |
| 1943 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1944 | input_list=input_list, |
| 1945 | output_list=output_list, |
| 1946 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1947 | ): |
| 1948 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1949 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1950 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1951 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1952 | compliance = self.tensorComplianceMetaData( |
| 1953 | op, values.dtype, args_dict, result_tensor, error_name |
| 1954 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1955 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1956 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1957 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1958 | def build_scatter( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1959 | self, |
| 1960 | rng, |
| 1961 | op, |
| 1962 | inputs, |
| 1963 | args_dict, |
| 1964 | validator_fcns=None, |
| 1965 | error_name=None, |
| 1966 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1967 | ): |
| 1968 | assert len(inputs) == 3 |
| 1969 | values_in, indices, input = inputs |
| 1970 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1971 | self.ser, rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1972 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1973 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1974 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1975 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1976 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1977 | pCount, cCount = op["operands"] |
| 1978 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1979 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1980 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1981 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1982 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1983 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1984 | self.ser, |
| 1985 | validator_fcns, |
| 1986 | error_name, |
| 1987 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1988 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1989 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1990 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1991 | output_dtype=result_tensor.dtype, |
| 1992 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1993 | input_list=input_list, |
| 1994 | output_list=output_list, |
| 1995 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1996 | ): |
| 1997 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1998 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1999 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2000 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 2001 | compliance = self.tensorComplianceMetaData( |
| 2002 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 2003 | ) |
| 2004 | |
| 2005 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 2006 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2007 | def build_resize( |
| 2008 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2009 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2010 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2011 | inputs, |
| 2012 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2013 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2014 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2015 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2016 | ): |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2017 | assert len(inputs) == 4 |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2018 | input = inputs[0] |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2019 | scale_input = inputs[1] |
| 2020 | offset_input = inputs[2] |
| 2021 | border_input = inputs[3] |
| 2022 | |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2023 | mode = args_dict["mode"] |
| 2024 | scale = args_dict["scale"] |
| 2025 | offset = args_dict["offset"] |
| 2026 | border = args_dict["border"] |
| 2027 | output_dtype = args_dict["output_dtype"] |
| 2028 | |
| 2029 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2030 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2031 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2032 | input, |
| 2033 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2034 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2035 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2036 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2037 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2038 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2039 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2040 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2041 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2042 | # Invalidate Input/Output list for error if checks. |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2043 | input_list = [ |
| 2044 | input.name, |
| 2045 | scale_input.name, |
| 2046 | offset_input.name, |
| 2047 | border_input.name, |
| 2048 | ] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2049 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2050 | pCount, cCount = op["operands"] |
| 2051 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2052 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2053 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2054 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2055 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2056 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2057 | self.ser, |
| 2058 | validator_fcns, |
| 2059 | error_name, |
| 2060 | op=op, |
| 2061 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2062 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2063 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2064 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2065 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2066 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2067 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2068 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2069 | input_list=input_list, |
| 2070 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2071 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2072 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2073 | ): |
| 2074 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2075 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2076 | attr = ts.TosaSerializerAttribute() |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2077 | # write empty scale/offset/border into ResizeAttribute |
| 2078 | attr.ResizeAttribute([], [], [], mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2079 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2080 | |
| 2081 | compliance = self.tensorComplianceMetaData( |
| 2082 | op, input.dtype, args_dict, result_tensor, error_name |
| 2083 | ) |
| 2084 | |
| 2085 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2086 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2087 | def build_const( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2088 | self, |
| 2089 | rng, |
| 2090 | op, |
| 2091 | inputs, |
| 2092 | args_dict, |
| 2093 | validator_fcns=None, |
| 2094 | error_name=None, |
| 2095 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2096 | ): |
| 2097 | assert len(inputs) == 1 |
| 2098 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2099 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2100 | |
| 2101 | compliance = self.tensorComplianceMetaData( |
| 2102 | op, val.dtype, args_dict, val, error_name |
| 2103 | ) |
| 2104 | |
| 2105 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2106 | |
| 2107 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2108 | def build_cast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2109 | self, |
| 2110 | rng, |
| 2111 | op, |
| 2112 | inputs, |
| 2113 | args_dict, |
| 2114 | validator_fcns=None, |
| 2115 | error_name=None, |
| 2116 | qinfo=None, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2117 | ): |
| 2118 | assert len(inputs) == 1 |
| 2119 | val = inputs[0] |
| 2120 | out_dtype = args_dict["out_type"] |
| 2121 | |
| 2122 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2123 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2124 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2125 | |
| 2126 | # Invalidate Input/Output list for error if checks. |
| 2127 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2128 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2129 | pCount, cCount = op["operands"] |
| 2130 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2131 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2132 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2133 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2134 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2135 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2136 | self.ser, |
| 2137 | validator_fcns, |
| 2138 | error_name, |
| 2139 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2140 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2141 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2142 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2143 | output_dtype=result_tensor.dtype, |
| 2144 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2145 | input_list=input_list, |
| 2146 | output_list=output_list, |
| 2147 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2148 | ): |
| 2149 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2150 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2151 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2152 | |
| 2153 | compliance = self.tensorComplianceMetaData( |
| 2154 | op, val.dtype, args_dict, result_tensor, error_name |
| 2155 | ) |
| 2156 | |
| 2157 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2158 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2159 | def build_rescale( |
| 2160 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2161 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2162 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2163 | inputs, |
| 2164 | args_dict, |
| 2165 | validator_fcns=None, |
| 2166 | error_name=None, |
| 2167 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2168 | ): |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2169 | assert len(inputs) == 3 |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2170 | val = inputs[0] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2171 | multiplier_val = inputs[1] |
| 2172 | shift_val = inputs[2] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2173 | out_dtype = args_dict["output_dtype"] |
| 2174 | scale32 = args_dict["scale"] |
| 2175 | double_round = args_dict["double_round"] |
| 2176 | per_channel = args_dict["per_channel"] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2177 | shift_arr = args_dict["shift"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2178 | multiplier_arr = args_dict["multiplier"] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2179 | |
| 2180 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2181 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2182 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2183 | |
| 2184 | if per_channel: |
| 2185 | nc = val.shape[-1] |
| 2186 | else: |
| 2187 | nc = 1 |
| 2188 | |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2189 | in_type_width = gtu.dtypeWidth(val.dtype) |
| 2190 | out_type_width = gtu.dtypeWidth(out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2191 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2192 | input_unsigned = False |
| 2193 | output_unsigned = False |
| 2194 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2195 | if val.dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2196 | input_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2197 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2198 | elif val.dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2199 | input_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2200 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2201 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2202 | elif error_name in [ |
| 2203 | ErrorIf.InputZeroPointNotZero, |
| 2204 | ErrorIf.U16InputZeroPointNotValid, |
| 2205 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2206 | input_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2207 | if input_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2208 | input_zp = input_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2209 | in_type_width += 1 |
| 2210 | elif val.dtype == DType.UINT16: |
| 2211 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2212 | input_zp = rng.choice([0, 32768]) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2213 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2214 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2215 | else: |
| 2216 | input_zp = 0 |
| 2217 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2218 | if out_dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2219 | output_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2220 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2221 | elif out_dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2222 | output_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2223 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2224 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2225 | elif error_name in [ |
| 2226 | ErrorIf.OutputZeroPointNotZero, |
| 2227 | ErrorIf.U16OutputZeroPointNotValid, |
| 2228 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2229 | output_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2230 | if output_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2231 | output_zp = output_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2232 | out_type_width += 1 |
| 2233 | elif out_dtype == DType.UINT16: |
| 2234 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2235 | output_zp = rng.choice([0, 32768]) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2236 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2237 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2238 | else: |
| 2239 | output_zp = 0 |
| 2240 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2241 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2242 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2243 | |
| 2244 | for i in range(nc): |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2245 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2246 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2247 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2248 | logger.debug( |
| 2249 | f"build_rescale: multiplier={multiplier_arr} shift={shift_arr} inzp={input_zp} outzp={output_zp}" |
| 2250 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2251 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2252 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2253 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2254 | assert val.placeholderFilename |
| 2255 | values = np.load( |
| 2256 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2257 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2258 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2259 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2260 | 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] | 2261 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2262 | # Check we can safely convert to the expected dtype |
| 2263 | assert ( |
| 2264 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2265 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2266 | ) |
| 2267 | |
| 2268 | # Force casting to output datatype |
| 2269 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2270 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2271 | if not np.all(np.array_equal(values, val_adj)): |
| 2272 | # Values changed so overwrite file with new values |
| 2273 | np.save( |
| 2274 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2275 | val_adj, |
| 2276 | False, |
| 2277 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2278 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2279 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2280 | input_list = [val.name, multiplier_val.name, shift_val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2281 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2282 | pCount, cCount = op["operands"] |
| 2283 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2284 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2285 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2286 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2287 | |
| 2288 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2289 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2290 | self.ser, |
| 2291 | validator_fcns, |
| 2292 | error_name, |
| 2293 | op=op, |
| 2294 | input_dtype=val.dtype, |
| 2295 | output_dtype=out_dtype, |
| 2296 | input_shape=val.shape, |
| 2297 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2298 | scale32=scale32, |
| 2299 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2300 | input_list=input_list, |
| 2301 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2302 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2303 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2304 | ): |
| 2305 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2306 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2307 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2308 | attr.RescaleAttribute( |
| 2309 | input_zp, |
| 2310 | output_zp, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2311 | scale32, |
| 2312 | double_round, |
| 2313 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2314 | input_unsigned, |
| 2315 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2316 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2317 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2318 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2319 | |
| 2320 | compliance = self.tensorComplianceMetaData( |
| 2321 | op, val.dtype, args_dict, result_tensor, error_name |
| 2322 | ) |
| 2323 | |
| 2324 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2325 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2326 | def _get_condition_tensor(self, rng, op, cond, error_name): |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2327 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2328 | cond_type = gtu.get_wrong_output_type(op, rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2329 | else: |
| 2330 | cond_type = DType.BOOL |
| 2331 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2332 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2333 | if choice == 1: |
| 2334 | cond_shape = [2] |
| 2335 | else: |
| 2336 | cond_shape = [1, 2] |
| 2337 | else: |
| 2338 | # Must be of size 1 (rank 0) |
| 2339 | cond_shape = [] |
| 2340 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2341 | return cond_tens |
| 2342 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2343 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2344 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2345 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2346 | op, |
| 2347 | inputs, |
| 2348 | args_dict, |
| 2349 | validator_fcns=None, |
| 2350 | error_name=None, |
| 2351 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2352 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2353 | # 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] | 2354 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2355 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2356 | assert len(inputs) == 2 |
| 2357 | then_tens, else_tens = inputs |
| 2358 | |
| 2359 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2360 | |
| 2361 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2362 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2363 | |
| 2364 | # Make then/else tensors |
| 2365 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2366 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2367 | dtype = DType.INT32 |
| 2368 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2369 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2370 | if error_name in [ |
| 2371 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2372 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2373 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2374 | incorrect_shape = deepcopy(then_tens.shape) |
| 2375 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2376 | incorrect_shape[i] += ( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2377 | rng.choice([-3, -2, 2, 3]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2378 | if incorrect_shape[i] > 3 |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2379 | else rng.choice([1, 2, 4]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2380 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2381 | incorrect_arr = np.int32(rng.integers(0, 256, size=incorrect_shape)) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2382 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2383 | then_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
| 2384 | else_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2385 | |
| 2386 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2387 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2388 | |
| 2389 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2390 | then_block = "THEN_BLOCK" |
| 2391 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2392 | attr = ts.TosaSerializerAttribute() |
| 2393 | attr.CondIfAttribute(then_block, else_block) |
| 2394 | |
| 2395 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2396 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2397 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2398 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2399 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2400 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2401 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2402 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2403 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2404 | self.ser.addOutputTensor(then_tens) |
| 2405 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2406 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2407 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2408 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2409 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2410 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2411 | self.ser.addOutputTensor(else_tens) |
| 2412 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2413 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2414 | self.ser, |
| 2415 | validator_fcns, |
| 2416 | error_name, |
| 2417 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2418 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2419 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2420 | ): |
| 2421 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2422 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2423 | compliance = self.tensorComplianceMetaData( |
| 2424 | op, dtype, args_dict, result_tensor, error_name |
| 2425 | ) |
| 2426 | |
| 2427 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2428 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2429 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2430 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2431 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2432 | op, |
| 2433 | inputs, |
| 2434 | args_dict, |
| 2435 | validator_fcns=None, |
| 2436 | error_name=None, |
| 2437 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2438 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2439 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2440 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2441 | assert len(inputs) == 2 |
| 2442 | a, b = inputs |
| 2443 | |
| 2444 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2445 | |
| 2446 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2447 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2448 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2449 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2450 | |
| 2451 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2452 | then_block = "THEN_BLOCK" |
| 2453 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2454 | attr = ts.TosaSerializerAttribute() |
| 2455 | attr.CondIfAttribute(then_block, else_block) |
| 2456 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2457 | if error_name in [ |
| 2458 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2459 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2460 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2461 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2462 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2463 | incorrect_shape = a.shape.copy() |
| 2464 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2465 | incorrect_shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2466 | incorrect_block_input = deepcopy(a) |
| 2467 | incorrect_block_input.shape = incorrect_shape |
| 2468 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2469 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2470 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2471 | 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] | 2472 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2473 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2474 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2475 | 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] | 2476 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2477 | then_op, else_op = ( |
| 2478 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2479 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2480 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2481 | else: |
| 2482 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2483 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2484 | # Determine the element-wise binary operation that compliance will need to |
| 2485 | # check the results of |
| 2486 | compliance_op = then_op if cond else else_op |
| 2487 | |
| 2488 | 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] | 2489 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2490 | if ( |
| 2491 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2492 | and block == then_block |
| 2493 | ) or ( |
| 2494 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2495 | and block == else_block |
| 2496 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2497 | self.ser.addInputTensor(incorrect_block_input) |
| 2498 | self.ser.addInputTensor(b) |
| 2499 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2500 | elif ( |
| 2501 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2502 | and block == then_block |
| 2503 | ) or ( |
| 2504 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2505 | and block == else_block |
| 2506 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2507 | self.ser.addInputTensor(a) |
| 2508 | self.ser.addInputTensor(b) |
| 2509 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2510 | else: |
| 2511 | self.ser.addInputTensor(a) |
| 2512 | self.ser.addInputTensor(b) |
| 2513 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2514 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2515 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2516 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2517 | self.ser, |
| 2518 | validator_fcns, |
| 2519 | error_name, |
| 2520 | op=op, |
| 2521 | a=a, |
| 2522 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2523 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2524 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2525 | ): |
| 2526 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2527 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2528 | compliance = self.tensorComplianceMetaData( |
| 2529 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2530 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2531 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2532 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2533 | |
| 2534 | def build_while_loop( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2535 | self, |
| 2536 | rng, |
| 2537 | op, |
| 2538 | inputs, |
| 2539 | args_dict, |
| 2540 | validator_fcns=None, |
| 2541 | error_name=None, |
| 2542 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2543 | ): |
| 2544 | assert len(inputs) == 1 |
| 2545 | a = inputs[0] |
| 2546 | iter_val = args_dict["iterations"] |
| 2547 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2548 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2549 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2550 | cond_block = "COND_BLOCK" |
| 2551 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2552 | |
| 2553 | attr = ts.TosaSerializerAttribute() |
| 2554 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2555 | |
| 2556 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2557 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2558 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2559 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2560 | |
| 2561 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2562 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2563 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2564 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2565 | incorrect_acc = deepcopy(acc) |
| 2566 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2567 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2568 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2569 | else: |
| 2570 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2571 | |
| 2572 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2573 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2574 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2575 | [iter.name, a.name, acc.name], |
| 2576 | [iter_out.name, a_out.name, acc_out.name], |
| 2577 | attr, |
| 2578 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2579 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2580 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2581 | if error_name in [ |
| 2582 | ErrorIf.InputListCondGraphMismatch, |
| 2583 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2584 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2585 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2586 | incorrect_iter = deepcopy(iter) |
| 2587 | for i in range(len(incorrect_iter.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2588 | incorrect_iter.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2589 | if len(incorrect_iter.shape) == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2590 | incorrect_iter.shape.append(rng.choice([-3, -2, 2, 3])) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2591 | |
| 2592 | incorrect_acc = deepcopy(acc) |
| 2593 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2594 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2595 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2596 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2597 | self.ser.addBasicBlock(cond_block) |
| 2598 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2599 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2600 | self.ser.addInputTensor(incorrect_iter) |
| 2601 | self.ser.addInputTensor(a) |
| 2602 | self.ser.addInputTensor(incorrect_acc) |
| 2603 | else: |
| 2604 | self.ser.addInputTensor(iter) |
| 2605 | self.ser.addInputTensor(a) |
| 2606 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2607 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2608 | |
| 2609 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2610 | cond_type = rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2611 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2612 | cond_type = DType.BOOL |
| 2613 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2614 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2615 | if choice == 1: |
| 2616 | cond_shape = [3] |
| 2617 | else: |
| 2618 | cond_shape = [1, 2] |
| 2619 | else: |
| 2620 | cond_shape = [] |
| 2621 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2622 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2623 | 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] | 2624 | |
| 2625 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2626 | # 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] | 2627 | self.ser.addBasicBlock(body_block) |
| 2628 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2629 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2630 | self.ser.addInputTensor(incorrect_iter) |
| 2631 | self.ser.addInputTensor(a) |
| 2632 | self.ser.addInputTensor(incorrect_acc) |
| 2633 | else: |
| 2634 | self.ser.addInputTensor(iter) |
| 2635 | self.ser.addInputTensor(a) |
| 2636 | self.ser.addInputTensor(acc) |
| 2637 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2638 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2639 | |
| 2640 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2641 | iter_body_out = self.ser.addIntermediate( |
| 2642 | incorrect_iter.shape, incorrect_iter.dtype |
| 2643 | ) |
| 2644 | acc_body_out = self.ser.addIntermediate( |
| 2645 | incorrect_acc.shape, incorrect_acc.dtype |
| 2646 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2647 | else: |
| 2648 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2649 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2650 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2651 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2652 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2653 | self.ser.addOutputTensor(iter_body_out) |
| 2654 | self.ser.addOutputTensor(a) |
| 2655 | self.ser.addOutputTensor(acc_body_out) |
| 2656 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2657 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2658 | self.ser, |
| 2659 | validator_fcns, |
| 2660 | error_name, |
| 2661 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2662 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2663 | ): |
| 2664 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2665 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2666 | compliance = self.tensorComplianceMetaData( |
| 2667 | op, a.dtype, args_dict, acc_out, error_name |
| 2668 | ) |
| 2669 | |
| 2670 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2671 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2672 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2673 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2674 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2675 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2676 | inputs, |
| 2677 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2678 | validator_fcns=None, |
| 2679 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2680 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2681 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2682 | assert len(inputs) == 2 |
| 2683 | val1, val2 = inputs |
| 2684 | inverse = args_dict["inverse"] |
| 2685 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2686 | results = OutputShaper.fft2dOp(self.ser, rng, val1, val2, error_name) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2687 | |
| 2688 | input_names = [val1.name, val2.name] |
| 2689 | pCount, cCount = op["operands"] |
| 2690 | num_operands = pCount + cCount |
| 2691 | |
| 2692 | output_names = [res.name for res in results] |
| 2693 | output_shapes = [res.shape for res in results] |
| 2694 | output_dtypes = [res.dtype for res in results] |
| 2695 | |
| 2696 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2697 | rng, error_name, input_names, output_names |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2698 | ) |
| 2699 | |
| 2700 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2701 | self.ser, |
| 2702 | validator_fcns, |
| 2703 | error_name, |
| 2704 | op=op, |
| 2705 | inverse=inverse, |
| 2706 | input1=val1, |
| 2707 | input2=val2, |
| 2708 | input_shape=val1.shape, |
| 2709 | input_dtype=val1.dtype, |
| 2710 | output_shape=output_shapes, |
| 2711 | output_dtype=output_dtypes, |
| 2712 | result_tensors=results, |
| 2713 | input_list=input_names, |
| 2714 | output_list=output_names, |
| 2715 | num_operands=num_operands, |
| 2716 | ): |
| 2717 | return None |
| 2718 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2719 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2720 | local_bound = False |
| 2721 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2722 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2723 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2724 | |
| 2725 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2726 | |
| 2727 | compliance = [] |
| 2728 | for res in results: |
| 2729 | compliance.append( |
| 2730 | self.tensorComplianceMetaData( |
| 2731 | op, val1.dtype, args_dict, res, error_name |
| 2732 | ) |
| 2733 | ) |
| 2734 | |
| 2735 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2736 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2737 | def build_rfft2d( |
| 2738 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2739 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2740 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2741 | inputs, |
| 2742 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2743 | validator_fcns=None, |
| 2744 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2745 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2746 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2747 | assert len(inputs) == 1 |
| 2748 | val = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2749 | results = OutputShaper.rfft2dOp(self.ser, rng, val, error_name) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2750 | |
| 2751 | input_names = [val.name] |
| 2752 | pCount, cCount = op["operands"] |
| 2753 | num_operands = pCount + cCount |
| 2754 | |
| 2755 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2756 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2757 | output_dtypes = [res.dtype for res in results] |
| 2758 | |
| 2759 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2760 | rng, error_name, input_names, output_names |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2761 | ) |
| 2762 | |
| 2763 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2764 | self.ser, |
| 2765 | validator_fcns, |
| 2766 | error_name, |
| 2767 | op=op, |
| 2768 | input_shape=val.shape, |
| 2769 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2770 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2771 | output_dtype=output_dtypes, |
| 2772 | result_tensors=results, |
| 2773 | input_list=input_names, |
| 2774 | output_list=output_names, |
| 2775 | num_operands=num_operands, |
| 2776 | ): |
| 2777 | return None |
| 2778 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2779 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2780 | local_bound = False |
| 2781 | |
| 2782 | attr = ts.TosaSerializerAttribute() |
| 2783 | attr.RFFTAttribute(local_bound) |
| 2784 | |
| 2785 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2786 | |
| 2787 | compliance = [] |
| 2788 | for res in results: |
| 2789 | compliance.append( |
| 2790 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2791 | ) |
| 2792 | |
| 2793 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2794 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2795 | def build_shape_op( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2796 | self, |
| 2797 | rng, |
| 2798 | op, |
| 2799 | inputs, |
| 2800 | args_dict, |
| 2801 | validator_fcns=None, |
| 2802 | error_name=None, |
| 2803 | qinfo=None, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2804 | ): |
| 2805 | assert len(inputs) == 2 |
| 2806 | a, b = inputs |
| 2807 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2808 | result_tensor = OutputShaper.addShapeOp(self.ser, rng, a, b, error_name) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2809 | |
| 2810 | # Invalidate Input/Output list for error if checks. |
| 2811 | input_list = [a.name, b.name] |
| 2812 | output_list = [result_tensor.name] |
| 2813 | pCount, cCount = op["operands"] |
| 2814 | num_operands = pCount + cCount |
| 2815 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2816 | self, error_name, input_list, output_list |
| 2817 | ) |
| 2818 | |
| 2819 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2820 | self.ser, |
| 2821 | validator_fcns, |
| 2822 | error_name, |
| 2823 | op=op, |
| 2824 | input1=a, |
| 2825 | input2=b, |
| 2826 | input_shape=a.shape, |
| 2827 | input_dtype=a.dtype, |
| 2828 | output_shape=result_tensor.shape, |
| 2829 | output_dtype=result_tensor.dtype, |
| 2830 | result_tensors=[result_tensor], |
| 2831 | input_list=input_list, |
| 2832 | output_list=output_list, |
| 2833 | num_operands=num_operands, |
| 2834 | ): |
| 2835 | return None |
| 2836 | |
| 2837 | self.ser.addOperator( |
| 2838 | op["op"], |
| 2839 | input_list, |
| 2840 | output_list, |
| 2841 | ) |
| 2842 | compliance = self.tensorComplianceMetaData( |
| 2843 | op, a.dtype, args_dict, result_tensor, error_name |
| 2844 | ) |
| 2845 | |
| 2846 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2847 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2848 | def create_filter_lists( |
| 2849 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2850 | ): |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 2851 | # Create a default testing rank range |
| 2852 | if testType == "positive": |
| 2853 | # 0-3 inclusive to keep test sizes reasonably small. |
| 2854 | default_test_rank_range = range(0, 4) |
| 2855 | else: |
| 2856 | # Some errors do not work with rank 0, use 1-3 |
| 2857 | default_test_rank_range = range(1, 4) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2858 | |
| 2859 | # Calculate the filters based on what is requested and what the operator allows |
| 2860 | rmin, rmax = op["rank"] |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 2861 | |
| 2862 | if shapeFilter: |
| 2863 | # Specified shapes - ignore rank filter and default to op ranks below |
| 2864 | rankFilter = None |
| 2865 | ranksToCheck = [] |
| 2866 | elif rankFilter is None: |
| 2867 | # No set rank filter so ensure default behaviour is bounded |
| 2868 | ranksToCheck = default_test_rank_range |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2869 | else: |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 2870 | ranksToCheck = rankFilter |
| 2871 | |
| 2872 | cleanRankFilter = [] |
| 2873 | # Ensure rank values are allowed by operator |
| 2874 | for rank in ranksToCheck: |
| 2875 | if rank >= rmin and rank <= rmax: |
| 2876 | cleanRankFilter.append(rank) |
| 2877 | |
| 2878 | if shapeFilter or (len(cleanRankFilter) == 0 and rankFilter is None): |
| 2879 | # Shapes specified or default test ranks didn't meet |
| 2880 | # op requirements - so just use op ranks |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2881 | cleanRankFilter = range(rmin, rmax + 1) |
| 2882 | |
| 2883 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2884 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2885 | if dtypeFilter is not None: |
| 2886 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2887 | # Create list of operator dtypes filtered by requested dtypes |
| 2888 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2889 | if dtype in dtypeFilter or ( |
| 2890 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2891 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2892 | cleanDtypeFilter.append(dtype) |
| 2893 | else: |
| 2894 | cleanDtypeFilter = dtypes |
| 2895 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 2896 | if not shapeFilter: |
| 2897 | shapeFilter = [None] |
| 2898 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2899 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2900 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2901 | "shapeFilter": shapeFilter, |
| 2902 | "rankFilter": cleanRankFilter, |
| 2903 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2904 | } |
| 2905 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2906 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2907 | if validator is not None: |
| 2908 | validator_info = validator(check=False, op=op) |
| 2909 | else: |
| 2910 | return None |
| 2911 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2912 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2913 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2914 | # Set parameters as required |
| 2915 | if error_arguments["rank"] is not None: |
| 2916 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2917 | else: |
| 2918 | rankFilter = cleanRankFilter |
| 2919 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2920 | if error_arguments["dtype"] is not None: |
| 2921 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2922 | else: |
| 2923 | dtypeFilter = cleanDtypeFilter |
| 2924 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2925 | if error_arguments["shape"] is not None: |
| 2926 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2927 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2928 | shapeFilter = shapeFilter[ |
| 2929 | :2 |
| 2930 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2931 | |
| 2932 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2933 | "shapeFilter": shapeFilter, |
| 2934 | "rankFilter": rankFilter, |
| 2935 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2936 | } |
| 2937 | return filterDict |
| 2938 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2939 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2940 | self, |
| 2941 | opName, |
| 2942 | shapeFilter=[None], |
| 2943 | rankFilter=None, |
| 2944 | dtypeFilter=None, |
| 2945 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2946 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2947 | |
| 2948 | try: |
| 2949 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2950 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2951 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2952 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2953 | if not self.args.stable_rng: |
| 2954 | # Initialize a new random number generator per op |
| 2955 | self.resetGlobalRNG() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2956 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2957 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2958 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2959 | # Test list consists of a tuple of: |
| 2960 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2961 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2962 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2963 | error_if_validators = op["error_if_validators"] |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 2964 | num_error_types_created = 0 |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2965 | else: |
| 2966 | error_if_validators = [None] |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 2967 | num_error_types_created = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2968 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2969 | for validator in error_if_validators: |
| 2970 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2971 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2972 | else: |
| 2973 | error_name = None |
| 2974 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2975 | filterDict = self.create_filter_lists( |
| 2976 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2977 | ) |
| 2978 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2979 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2980 | cleanRankFilter = filterDict["rankFilter"] |
| 2981 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2982 | cleanShapeFilter = filterDict["shapeFilter"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2983 | logger.debug( |
| 2984 | f"genOpTestList: Error={error_name}, Filters S={cleanShapeFilter}, R={cleanRankFilter}, T={cleanDtypeFilter}" |
| 2985 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2986 | |
| 2987 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2988 | for t in cleanDtypeFilter: |
| 2989 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2990 | # Filter out by rank |
| 2991 | if shape is not None and len(shape) != r: |
| 2992 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2993 | self.setTargetShape(shape) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2994 | typeStr = self.typeStr(t) |
| 2995 | if self.args.stable_rng: |
| 2996 | shape_rng = TosaHashRandomGenerator( |
| 2997 | self.random_seed, |
| 2998 | [opName, r, typeStr], |
| 2999 | self.random_dtype_range, |
| 3000 | ) |
| 3001 | else: |
| 3002 | shape_rng = self.global_rng |
| 3003 | shapeList = tgen_fcn(self, shape_rng, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3004 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3005 | shapeStr = self.shapeStr(shapeList[0]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3006 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3007 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 3008 | argList = [] |
| 3009 | if agen_fcn: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3010 | if self.args.stable_rng: |
| 3011 | arg_rng = TosaHashRandomGenerator( |
| 3012 | self.random_seed, |
| 3013 | [opName, shapeStr, typeStr], |
| 3014 | self.random_dtype_range, |
| 3015 | ) |
| 3016 | else: |
| 3017 | arg_rng = self.global_rng |
| 3018 | |
| 3019 | argList = agen_fcn( |
| 3020 | self, arg_rng, opName, shapeList, t, error_name |
| 3021 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3022 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3023 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3024 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3025 | for argStr, args in argList: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3026 | # Create the test name string - for example: add_1x2x3_i32 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3027 | if testType == "positive": |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3028 | name_parts = [opName, shapeStr, typeStr] |
| 3029 | else: |
| 3030 | assert testType == "negative" |
| 3031 | name_parts = [ |
| 3032 | opName, |
| 3033 | "ERRORIF", |
| 3034 | error_name, |
| 3035 | shapeStr, |
| 3036 | typeStr, |
| 3037 | ] |
| 3038 | if argStr: |
| 3039 | name_parts.append(argStr) |
| 3040 | testStr = "_".join(name_parts) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3041 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3042 | testList.append( |
| 3043 | (opName, testStr, t, error_name, shapeList, args) |
| 3044 | ) |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3045 | if error_name is not None: |
| 3046 | # Check the last test is of the error we wanted |
| 3047 | if len(testList) == 0 or testList[-1][3] != error_name: |
| 3048 | if self.args.level8k: |
| 3049 | logger.info(f"Missing {error_name} tests due to level8k mode") |
| 3050 | else: |
| 3051 | logger.error(f"ERROR: Failed to create any {error_name} tests") |
| 3052 | logger.debug( |
| 3053 | "Last test created: {}".format( |
| 3054 | testList[-1] if testList else None |
| 3055 | ) |
| 3056 | ) |
| 3057 | else: |
| 3058 | # Successfully created at least one ERRROR_IF test |
| 3059 | num_error_types_created += 1 |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3060 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3061 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3062 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 3063 | if "invalid_test_validators" in op: |
| 3064 | invalid_test_validators = op["invalid_test_validators"] |
| 3065 | clean_testList = [] |
| 3066 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3067 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3068 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3069 | if validator_fcn( |
| 3070 | opName=test[0], |
| 3071 | input_dtype=test[2], |
| 3072 | shapeList=test[4], |
| 3073 | args=test[5], |
| 3074 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3075 | remove_test = True |
| 3076 | if not remove_test: |
| 3077 | clean_testList.append(test) |
| 3078 | testList = clean_testList |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3079 | else: |
| 3080 | if num_error_types_created is not None and not self.args.level8k: |
| 3081 | remaining_error_types = ( |
| 3082 | len(error_if_validators) - num_error_types_created |
| 3083 | ) |
| 3084 | if remaining_error_types: |
| 3085 | raise Exception( |
| 3086 | f"Failed to create {remaining_error_types} error types for {opName}" |
| 3087 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3088 | |
| 3089 | return testList |
| 3090 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3091 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3092 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3093 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3094 | try: |
| 3095 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3096 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3097 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3098 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3099 | logger.info(f"Creating {testStr}") |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3100 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3101 | # Create a serializer |
| 3102 | self.createSerializer(opName, testStr) |
| 3103 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3104 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3105 | if "error_if_validators" in op: |
| 3106 | error_if_validators = op["error_if_validators"] |
| 3107 | else: |
| 3108 | error_if_validators = None |
| 3109 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3110 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3111 | num_operands = pCount + cCount |
| 3112 | |
| 3113 | if isinstance(dtype_or_dtypeList, list): |
| 3114 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3115 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3116 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3117 | else: |
| 3118 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3119 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3120 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3121 | assert ( |
| 3122 | len(shapeList) == num_operands |
| 3123 | ), "shapeList length {} must match number of operands {}".format( |
| 3124 | len(shapeList), num_operands |
| 3125 | ) |
| 3126 | assert ( |
| 3127 | len(dtypeList) == num_operands |
| 3128 | ), "dtypeList length {} must match number of operands {}".format( |
| 3129 | len(dtypeList), num_operands |
| 3130 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3131 | |
| 3132 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3133 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3134 | except KeyError: |
| 3135 | qgen = None |
| 3136 | |
| 3137 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3138 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3139 | # Set the random number generator |
| 3140 | if self.args.stable_rng: |
| 3141 | build_rng = TosaHashRandomGenerator( |
| 3142 | self.random_seed, [testStr], self.random_dtype_range |
| 3143 | ) |
| 3144 | else: |
| 3145 | build_rng = self.global_rng |
| 3146 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3147 | if qgen is not None: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3148 | qinfo = qgen( |
| 3149 | build_rng, self.args.zeropoint, op, dtype_or_dtypeList, error_name |
| 3150 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3151 | else: |
| 3152 | qinfo = None |
| 3153 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3154 | # Extra meta data for the desc.json |
| 3155 | tensMeta = {} |
| 3156 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3157 | # Check we are using the new interface with an argsDict dictionary |
| 3158 | assert isinstance( |
| 3159 | argsDict, dict |
| 3160 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3161 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3162 | # New interface with args info in dictionary |
| 3163 | assert "dg_type" in argsDict |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3164 | tvgInfo = tvgen_fcn( |
| 3165 | self, build_rng, opName, dtypeList, shapeList, argsDict, error_name |
| 3166 | ) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3167 | if tvgInfo.dataGenDict: |
| 3168 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3169 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3170 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3171 | tags = argsDict.get("tags", None) |
| 3172 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3173 | result = build_fcn( |
| 3174 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3175 | build_rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3176 | op, |
| 3177 | tens, |
| 3178 | argsDict, |
| 3179 | validator_fcns=error_if_validators, |
| 3180 | error_name=error_name, |
| 3181 | qinfo=qinfo, |
| 3182 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3183 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3184 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3185 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3186 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3187 | # Add the compliance meta data (if any) |
| 3188 | compliance = result.getComplianceInfo() |
| 3189 | if compliance: |
| 3190 | tensMeta["compliance"] = compliance |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3191 | self.serialize("test", tensMeta, tags) |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3192 | return True |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3193 | else: |
| 3194 | # The test is not valid |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3195 | logger.error(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3196 | return False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3197 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3198 | def createDynamicOpLists(self): |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3199 | # Find all the ops marked as templates |
| 3200 | templateKeys = [] |
| 3201 | for opName in self.TOSA_OP_LIST: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3202 | try: |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3203 | if self.TOSA_OP_LIST[opName]["template"]: |
| 3204 | templateKeys.append(opName) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3205 | except KeyError: |
| 3206 | pass |
| 3207 | |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3208 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3209 | |
| 3210 | # Add dynamic ops based on kernel sizes |
| 3211 | for opName in templateKeys: |
| 3212 | assert opName.endswith("_TEMPLATE"), "Found incorrect template" |
| 3213 | realName = opName[: len(opName) - len("_TEMPLATE")] |
| 3214 | template = self.TOSA_OP_LIST[opName] |
| 3215 | k_rank = 3 if realName == "conv3d" else 2 |
| 3216 | |
| 3217 | # Choose kernels to build tests for from the template or args |
| 3218 | if self.args.level8k: |
| 3219 | if k_rank == 3: |
| 3220 | kernels = [[1, bigK, 1], [2, 2, bigK]] |
| 3221 | else: |
| 3222 | kernels = [[1, bigK], [bigK, 2]] |
| 3223 | else: |
| 3224 | kernels = [] |
| 3225 | if len(self.args.conv_kernels) > 0: |
| 3226 | kernels = [k for k in self.args.conv_kernels if len(k) == k_rank] |
| 3227 | if len(kernels) == 0: |
| 3228 | logger.debug( |
| 3229 | f"{realName} op using defaults as no rank {k_rank} kernels found in {self.args.conv_kernels}" |
| 3230 | ) |
| 3231 | if len(kernels) == 0: |
| 3232 | # Fallback to use the defined template kernels |
| 3233 | kernels = self.TOSA_OP_LIST[opName]["filter"] |
| 3234 | |
| 3235 | # Dynamically create ops for listed kernel sizes |
| 3236 | for k in kernels: |
| 3237 | kernelStr = "x".join([str(d) for d in k]) |
| 3238 | testName = f"{realName}_{kernelStr}" |
| 3239 | kernelOp = template.copy() |
| 3240 | kernelOp["filter"] = k |
| 3241 | kernelOp["template"] = False |
| 3242 | kernelOp["real_name"] = realName |
| 3243 | self.TOSA_OP_LIST[testName] = kernelOp |
| 3244 | |
| 3245 | # Delete the template after having created the dynamic ops |
| 3246 | del self.TOSA_OP_LIST[opName] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3247 | |
| 3248 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3249 | """Fill in default fields for ops if they aren't already specified. |
| 3250 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3251 | for op in self.TOSA_OP_LIST: |
| 3252 | |
| 3253 | # Required fields |
| 3254 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3255 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3256 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3257 | raise Exception( |
| 3258 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3259 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3260 | |
| 3261 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3262 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3263 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3264 | raise Exception( |
| 3265 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3266 | op |
| 3267 | ) |
| 3268 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3269 | |
| 3270 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3271 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3272 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3273 | raise Exception( |
| 3274 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3275 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3276 | |
| 3277 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3278 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3279 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3280 | raise Exception( |
| 3281 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3282 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3283 | |
| 3284 | # Put in default rank range, if missing |
| 3285 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3286 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3287 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3288 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3289 | |
| 3290 | # Tensor operator list |
| 3291 | # 'op': op name |
| 3292 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3293 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3294 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3295 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3296 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3297 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3298 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3299 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3300 | TYPE_INT_FP = [ |
| 3301 | DType.INT8, |
| 3302 | DType.INT16, |
| 3303 | DType.INT32, |
| 3304 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3305 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3306 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3307 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3308 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3309 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3310 | TYPE_FI32 = [ |
| 3311 | DType.FP32, |
| 3312 | DType.FP16, |
| 3313 | DType.BF16, |
| 3314 | DType.INT32, |
| 3315 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3316 | TYPE_FIB = [ |
| 3317 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3318 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3319 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3320 | DType.INT8, |
| 3321 | DType.INT16, |
| 3322 | DType.INT32, |
| 3323 | DType.BOOL, |
| 3324 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3325 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3326 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3327 | TYPE_NARROW_INT_FP = [ |
| 3328 | DType.INT8, |
| 3329 | DType.INT16, |
| 3330 | DType.FP16, |
| 3331 | DType.BF16, |
| 3332 | DType.FP32, |
| 3333 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3334 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3335 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3336 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3337 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3338 | [DType.INT8, DType.INT8, DType.INT32], |
| 3339 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3340 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3341 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3342 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3343 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3344 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3345 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3346 | ] |
| 3347 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 3348 | DEFAULT_RANK_RANGE = (0, gtu.MAX_TENSOR_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3349 | |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3350 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3351 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3352 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3353 | PSEUDO_RANDOM_DATAGEN = { |
| 3354 | DType.FP16: (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3355 | DType.FP32: (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3356 | } |
| 3357 | DOT_PRODUCT_DATAGEN = { |
| 3358 | DType.FP16: (gtu.DataGenType.DOT_PRODUCT,), |
| 3359 | DType.FP32: (gtu.DataGenType.DOT_PRODUCT,), |
| 3360 | } |
| 3361 | EW_UNARY_DATAGEN = { |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 3362 | DType.FP16: (gtu.DataGenType.PSEUDO_RANDOM, gtu.DataGenType.FULL_RANGE), |
| 3363 | } |
| 3364 | PR_FS_DATAGEN = { |
| 3365 | DType.FP16: (gtu.DataGenType.PSEUDO_RANDOM, gtu.DataGenType.FP_SPECIAL), |
| 3366 | DType.FP32: (gtu.DataGenType.PSEUDO_RANDOM, gtu.DataGenType.FP_SPECIAL), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3367 | } |
| 3368 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3369 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3370 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3371 | "argmax": { |
| 3372 | "op": Op.ARGMAX, |
| 3373 | "operands": (1, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 3374 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3375 | "build_fcn": ( |
| 3376 | build_argmax, |
| 3377 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3378 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3379 | TosaArgGen.agAxis, |
| 3380 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3381 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3382 | "error_if_validators": ( |
| 3383 | TosaErrorValidator.evAxisSmallerZero, |
| 3384 | TosaErrorValidator.evAxisLargerRank, |
| 3385 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3386 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3387 | TosaErrorValidator.evWrongRank, |
| 3388 | TosaErrorValidator.evWrongInputType, |
| 3389 | TosaErrorValidator.evWrongOutputType, |
| 3390 | TosaErrorValidator.evWrongInputList, |
| 3391 | TosaErrorValidator.evWrongOutputList, |
| 3392 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3393 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3394 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3395 | "avg_pool2d": { |
| 3396 | "op": Op.AVG_POOL2D, |
| 3397 | "operands": (1, 0), |
| 3398 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3399 | "build_fcn": ( |
| 3400 | build_pool2d, |
| 3401 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3402 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3403 | TosaArgGen.agPooling, |
| 3404 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3405 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3406 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3407 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3408 | "error_if_validators": ( |
| 3409 | TosaErrorValidator.evKernelSmallerOne, |
| 3410 | TosaErrorValidator.evStrideSmallerOne, |
| 3411 | TosaErrorValidator.evPadSmallerZero, |
| 3412 | TosaErrorValidator.evWrongRank, |
| 3413 | TosaErrorValidator.evWrongInputType, |
| 3414 | TosaErrorValidator.evWrongOutputType, |
| 3415 | TosaErrorValidator.evWrongInputList, |
| 3416 | TosaErrorValidator.evWrongOutputList, |
| 3417 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3418 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3419 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3420 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3421 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3422 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3423 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3424 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3425 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3426 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3427 | "conv2d_TEMPLATE": { |
| 3428 | "op": Op.CONV2D, |
| 3429 | "operands": (1, 2), |
| 3430 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3431 | "build_fcn": ( |
| 3432 | build_conv2d, |
| 3433 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3434 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3435 | TosaArgGen.agConv, |
| 3436 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3437 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3438 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3439 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3440 | "error_if_validators": ( |
| 3441 | TosaErrorValidator.evWrongInputType, |
| 3442 | TosaErrorValidator.evWrongOutputType, |
| 3443 | TosaErrorValidator.evWrongInputList, |
| 3444 | TosaErrorValidator.evWrongOutputList, |
| 3445 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3446 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3447 | TosaErrorValidator.evPadSmallerZero, |
| 3448 | TosaErrorValidator.evStrideSmallerOne, |
| 3449 | TosaErrorValidator.evDilationSmallerOne, |
| 3450 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3451 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3452 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3453 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3454 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3455 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3456 | "broadcastable_bias": True, |
| 3457 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3458 | "template": True, |
| 3459 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3460 | # Templated operator. Filled in by createDynamicOpLists |
| 3461 | "conv3d_TEMPLATE": { |
| 3462 | "op": Op.CONV3D, |
| 3463 | "operands": (1, 2), |
| 3464 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3465 | "build_fcn": ( |
| 3466 | build_conv3d, |
| 3467 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3468 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3469 | TosaArgGen.agConv, |
| 3470 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3471 | "qgen": TosaQuantGen.qgConv, |
| 3472 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3473 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3474 | "error_if_validators": ( |
| 3475 | TosaErrorValidator.evWrongInputType, |
| 3476 | TosaErrorValidator.evWrongOutputType, |
| 3477 | TosaErrorValidator.evWrongInputList, |
| 3478 | TosaErrorValidator.evWrongOutputList, |
| 3479 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3480 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3481 | TosaErrorValidator.evPadSmallerZero, |
| 3482 | TosaErrorValidator.evStrideSmallerOne, |
| 3483 | TosaErrorValidator.evDilationSmallerOne, |
| 3484 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3485 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3486 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3487 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3488 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3489 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3490 | "filter": KERNELS_3D, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3491 | "template": True, |
| 3492 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3493 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3494 | "depthwise_conv2d_TEMPLATE": { |
| 3495 | "op": Op.DEPTHWISE_CONV2D, |
| 3496 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3497 | "rank": (4, 4), |
| 3498 | "build_fcn": ( |
| 3499 | build_depthwise_conv2d, |
| 3500 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3501 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3502 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3503 | ), |
| 3504 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3505 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3506 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3507 | "error_if_validators": ( |
| 3508 | TosaErrorValidator.evWrongInputType, |
| 3509 | TosaErrorValidator.evWrongOutputType, |
| 3510 | TosaErrorValidator.evWrongInputList, |
| 3511 | TosaErrorValidator.evWrongOutputList, |
| 3512 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3513 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3514 | TosaErrorValidator.evPadSmallerZero, |
| 3515 | TosaErrorValidator.evStrideSmallerOne, |
| 3516 | TosaErrorValidator.evDilationSmallerOne, |
| 3517 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3518 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3519 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3520 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3521 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3522 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3523 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3524 | "template": True, |
| 3525 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3526 | "fully_connected": { |
| 3527 | "op": Op.FULLY_CONNECTED, |
| 3528 | "operands": (1, 2), |
| 3529 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3530 | "build_fcn": ( |
| 3531 | build_fully_connected, |
| 3532 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3533 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3534 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3535 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3536 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3537 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3538 | "error_if_validators": ( |
| 3539 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3540 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3541 | TosaErrorValidator.evWrongRank, |
| 3542 | TosaErrorValidator.evWrongInputType, |
| 3543 | TosaErrorValidator.evWrongOutputType, |
| 3544 | TosaErrorValidator.evWrongInputList, |
| 3545 | TosaErrorValidator.evWrongOutputList, |
| 3546 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3547 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3548 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3549 | "matmul": { |
| 3550 | "op": Op.MATMUL, |
| 3551 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3552 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3553 | "build_fcn": ( |
| 3554 | build_matmul, |
| 3555 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3556 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3557 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3558 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3559 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3560 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3561 | "error_if_validators": ( |
| 3562 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3563 | TosaErrorValidator.evWrongRank, |
| 3564 | TosaErrorValidator.evWrongInputType, |
| 3565 | TosaErrorValidator.evWrongOutputType, |
| 3566 | TosaErrorValidator.evWrongInputList, |
| 3567 | TosaErrorValidator.evWrongOutputList, |
| 3568 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3569 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3570 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3571 | "max_pool2d": { |
| 3572 | "op": Op.MAX_POOL2D, |
| 3573 | "operands": (1, 0), |
| 3574 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3575 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3576 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3577 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3578 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3579 | TosaArgGen.agPooling, |
| 3580 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3581 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3582 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3583 | "error_if_validators": ( |
| 3584 | TosaErrorValidator.evKernelSmallerOne, |
| 3585 | TosaErrorValidator.evStrideSmallerOne, |
| 3586 | TosaErrorValidator.evPadSmallerZero, |
| 3587 | TosaErrorValidator.evWrongRank, |
| 3588 | TosaErrorValidator.evWrongInputType, |
| 3589 | TosaErrorValidator.evWrongOutputType, |
| 3590 | TosaErrorValidator.evWrongInputList, |
| 3591 | TosaErrorValidator.evWrongOutputList, |
| 3592 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3593 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3594 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3595 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3596 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3597 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3598 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3599 | "transpose_conv2d_TEMPLATE": { |
| 3600 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3601 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3602 | "rank": (4, 4), |
| 3603 | "build_fcn": ( |
| 3604 | build_transpose_conv2d, |
| 3605 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3606 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3607 | TosaArgGen.agTransposeConv2D, |
| 3608 | ), |
| 3609 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3610 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3611 | "invalid_test_validators": ( |
| 3612 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3613 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3614 | ), |
| 3615 | "error_if_validators": ( |
| 3616 | TosaErrorValidator.evWrongInputType, |
| 3617 | TosaErrorValidator.evWrongOutputType, |
| 3618 | TosaErrorValidator.evWrongInputList, |
| 3619 | TosaErrorValidator.evWrongOutputList, |
| 3620 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3621 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3622 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3623 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3624 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3625 | TosaErrorValidator.evConvOutputShapeMismatch, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3626 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3627 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3628 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3629 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3630 | "template": True, |
| 3631 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3632 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3633 | "clamp": { |
| 3634 | "op": Op.CLAMP, |
| 3635 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3636 | "build_fcn": ( |
| 3637 | build_clamp, |
| 3638 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3639 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3640 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3641 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3642 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3643 | "error_if_validators": ( |
| 3644 | TosaErrorValidator.evMaxSmallerMin, |
| 3645 | TosaErrorValidator.evWrongInputType, |
| 3646 | TosaErrorValidator.evWrongOutputType, |
| 3647 | TosaErrorValidator.evWrongInputList, |
| 3648 | TosaErrorValidator.evWrongOutputList, |
| 3649 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3650 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3651 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3652 | "sigmoid": { |
| 3653 | "op": Op.SIGMOID, |
| 3654 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3655 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3656 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3657 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3658 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3659 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3660 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3661 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3662 | "error_if_validators": ( |
| 3663 | TosaErrorValidator.evWrongInputType, |
| 3664 | TosaErrorValidator.evWrongOutputType, |
| 3665 | TosaErrorValidator.evWrongInputList, |
| 3666 | TosaErrorValidator.evWrongOutputList, |
| 3667 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3668 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3669 | }, |
| 3670 | "tanh": { |
| 3671 | "op": Op.TANH, |
| 3672 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3673 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3674 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3675 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3676 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3677 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3678 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3679 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3680 | "error_if_validators": ( |
| 3681 | TosaErrorValidator.evWrongInputType, |
| 3682 | TosaErrorValidator.evWrongOutputType, |
| 3683 | TosaErrorValidator.evWrongInputList, |
| 3684 | TosaErrorValidator.evWrongOutputList, |
| 3685 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3686 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3687 | "compliance": { |
| 3688 | "abs_error_lower_bound": 0.5, |
| 3689 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3690 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3691 | "erf": { |
| 3692 | "op": Op.ERF, |
| 3693 | "operands": (1, 0), |
| 3694 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3695 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3696 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3697 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3698 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3699 | ), |
| 3700 | "types": TYPE_FP, |
| 3701 | "error_if_validators": ( |
| 3702 | TosaErrorValidator.evWrongInputType, |
| 3703 | TosaErrorValidator.evWrongOutputType, |
| 3704 | TosaErrorValidator.evWrongInputList, |
| 3705 | TosaErrorValidator.evWrongOutputList, |
| 3706 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3707 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3708 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3709 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3710 | # Elementwise Binary Operators |
| 3711 | "add": { |
| 3712 | "op": Op.ADD, |
| 3713 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3714 | "build_fcn": ( |
| 3715 | build_binary_broadcast, |
| 3716 | TosaTensorGen.tgBroadcastFuzz, |
| 3717 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3718 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3719 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3720 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3721 | "error_if_validators": ( |
| 3722 | TosaErrorValidator.evRankMismatch, |
| 3723 | TosaErrorValidator.evWrongInputType, |
| 3724 | TosaErrorValidator.evWrongOutputType, |
| 3725 | TosaErrorValidator.evWrongInputList, |
| 3726 | TosaErrorValidator.evWrongOutputList, |
| 3727 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3728 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3729 | ), |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 3730 | "data_gen": PR_FS_DATAGEN, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3731 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3732 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3733 | "arithmetic_right_shift": { |
| 3734 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3735 | "operands": (2, 0), |
| 3736 | "build_fcn": ( |
| 3737 | build_arithmetic_right_shift, |
| 3738 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3739 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3740 | TosaArgGen.agArithmeticRightShift, |
| 3741 | ), |
| 3742 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3743 | "error_if_validators": ( |
| 3744 | TosaErrorValidator.evRankMismatch, |
| 3745 | TosaErrorValidator.evWrongInputType, |
| 3746 | TosaErrorValidator.evWrongOutputType, |
| 3747 | TosaErrorValidator.evWrongInputList, |
| 3748 | TosaErrorValidator.evWrongOutputList, |
| 3749 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3750 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3751 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3752 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3753 | "bitwise_and": { |
| 3754 | "op": Op.BITWISE_AND, |
| 3755 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3756 | "build_fcn": ( |
| 3757 | build_binary_broadcast, |
| 3758 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3759 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3760 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3761 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3762 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3763 | "error_if_validators": ( |
| 3764 | TosaErrorValidator.evRankMismatch, |
| 3765 | TosaErrorValidator.evWrongInputType, |
| 3766 | TosaErrorValidator.evWrongOutputType, |
| 3767 | TosaErrorValidator.evWrongInputList, |
| 3768 | TosaErrorValidator.evWrongOutputList, |
| 3769 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3770 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3771 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3772 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3773 | "bitwise_or": { |
| 3774 | "op": Op.BITWISE_OR, |
| 3775 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3776 | "build_fcn": ( |
| 3777 | build_binary_broadcast, |
| 3778 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3779 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3780 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3781 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3782 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3783 | "error_if_validators": ( |
| 3784 | TosaErrorValidator.evRankMismatch, |
| 3785 | TosaErrorValidator.evWrongInputType, |
| 3786 | TosaErrorValidator.evWrongOutputType, |
| 3787 | TosaErrorValidator.evWrongInputList, |
| 3788 | TosaErrorValidator.evWrongOutputList, |
| 3789 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3790 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3791 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3792 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3793 | "bitwise_xor": { |
| 3794 | "op": Op.BITWISE_XOR, |
| 3795 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3796 | "build_fcn": ( |
| 3797 | build_binary_broadcast, |
| 3798 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3799 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3800 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3801 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3802 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3803 | "error_if_validators": ( |
| 3804 | TosaErrorValidator.evRankMismatch, |
| 3805 | TosaErrorValidator.evWrongInputType, |
| 3806 | TosaErrorValidator.evWrongOutputType, |
| 3807 | TosaErrorValidator.evWrongInputList, |
| 3808 | TosaErrorValidator.evWrongOutputList, |
| 3809 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3810 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3811 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3812 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3813 | "intdiv": { |
| 3814 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3815 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3816 | "build_fcn": ( |
| 3817 | build_binary_broadcast, |
| 3818 | TosaTensorGen.tgBroadcastFuzz, |
| 3819 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3820 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3821 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3822 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3823 | "error_if_validators": ( |
| 3824 | TosaErrorValidator.evRankMismatch, |
| 3825 | TosaErrorValidator.evWrongInputType, |
| 3826 | TosaErrorValidator.evWrongOutputType, |
| 3827 | TosaErrorValidator.evWrongInputList, |
| 3828 | TosaErrorValidator.evWrongOutputList, |
| 3829 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3830 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3831 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3832 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3833 | "logical_and": { |
| 3834 | "op": Op.LOGICAL_AND, |
| 3835 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3836 | "build_fcn": ( |
| 3837 | build_binary_broadcast, |
| 3838 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3839 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3840 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3841 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3842 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3843 | "error_if_validators": ( |
| 3844 | TosaErrorValidator.evRankMismatch, |
| 3845 | TosaErrorValidator.evWrongInputType, |
| 3846 | TosaErrorValidator.evWrongOutputType, |
| 3847 | TosaErrorValidator.evWrongInputList, |
| 3848 | TosaErrorValidator.evWrongOutputList, |
| 3849 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3850 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3851 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3852 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3853 | "logical_left_shift": { |
| 3854 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3855 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3856 | "build_fcn": ( |
| 3857 | build_binary_broadcast, |
| 3858 | TosaTensorGen.tgBroadcastFuzz, |
| 3859 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3860 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3861 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3862 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3863 | "error_if_validators": ( |
| 3864 | TosaErrorValidator.evRankMismatch, |
| 3865 | TosaErrorValidator.evWrongInputType, |
| 3866 | TosaErrorValidator.evWrongOutputType, |
| 3867 | TosaErrorValidator.evWrongInputList, |
| 3868 | TosaErrorValidator.evWrongOutputList, |
| 3869 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3870 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3871 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3872 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3873 | "logical_right_shift": { |
| 3874 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3875 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3876 | "build_fcn": ( |
| 3877 | build_binary_broadcast, |
| 3878 | TosaTensorGen.tgBroadcastFuzz, |
| 3879 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3880 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3881 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3882 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3883 | "error_if_validators": ( |
| 3884 | TosaErrorValidator.evRankMismatch, |
| 3885 | TosaErrorValidator.evWrongInputType, |
| 3886 | TosaErrorValidator.evWrongOutputType, |
| 3887 | TosaErrorValidator.evWrongInputList, |
| 3888 | TosaErrorValidator.evWrongOutputList, |
| 3889 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3890 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3891 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3892 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3893 | "logical_or": { |
| 3894 | "op": Op.LOGICAL_OR, |
| 3895 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3896 | "build_fcn": ( |
| 3897 | build_binary_broadcast, |
| 3898 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3899 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3900 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3901 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3902 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3903 | "error_if_validators": ( |
| 3904 | TosaErrorValidator.evRankMismatch, |
| 3905 | TosaErrorValidator.evWrongInputType, |
| 3906 | TosaErrorValidator.evWrongOutputType, |
| 3907 | TosaErrorValidator.evWrongInputList, |
| 3908 | TosaErrorValidator.evWrongOutputList, |
| 3909 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3910 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3911 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3912 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3913 | "logical_xor": { |
| 3914 | "op": Op.LOGICAL_XOR, |
| 3915 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3916 | "build_fcn": ( |
| 3917 | build_binary_broadcast, |
| 3918 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3919 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3920 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3921 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3922 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3923 | "error_if_validators": ( |
| 3924 | TosaErrorValidator.evRankMismatch, |
| 3925 | TosaErrorValidator.evWrongInputType, |
| 3926 | TosaErrorValidator.evWrongOutputType, |
| 3927 | TosaErrorValidator.evWrongInputList, |
| 3928 | TosaErrorValidator.evWrongOutputList, |
| 3929 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3930 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3931 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3932 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3933 | "maximum": { |
| 3934 | "op": Op.MAXIMUM, |
| 3935 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3936 | "build_fcn": ( |
| 3937 | build_binary_broadcast, |
| 3938 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3939 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3940 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3941 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3942 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3943 | "error_if_validators": ( |
| 3944 | TosaErrorValidator.evRankMismatch, |
| 3945 | TosaErrorValidator.evWrongInputType, |
| 3946 | TosaErrorValidator.evWrongOutputType, |
| 3947 | TosaErrorValidator.evWrongInputList, |
| 3948 | TosaErrorValidator.evWrongOutputList, |
| 3949 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3950 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3951 | ), |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 3952 | "data_gen": PR_FS_DATAGEN, |
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 | "minimum": { |
| 3955 | "op": Op.MINIMUM, |
| 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 | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3960 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3961 | TosaArgGen.agNone, |
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_FI32, |
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 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3973 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3974 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3975 | "mul": { |
| 3976 | "op": Op.MUL, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3977 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3978 | "build_fcn": ( |
| 3979 | build_mul, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3980 | TosaTensorGen.tgMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3981 | TosaTensorValuesGen.tvgMul, |
| 3982 | TosaArgGen.agMul, |
| 3983 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3984 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3985 | "error_if_validators": ( |
| 3986 | TosaErrorValidator.evWrongInputType, |
| 3987 | TosaErrorValidator.evWrongOutputType, |
| 3988 | TosaErrorValidator.evWrongInputList, |
| 3989 | TosaErrorValidator.evWrongOutputList, |
| 3990 | TosaErrorValidator.evRankMismatch, |
| 3991 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3992 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3993 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3994 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3995 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3996 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3997 | "pow": { |
| 3998 | "op": Op.POW, |
| 3999 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4000 | "build_fcn": ( |
| 4001 | build_binary_broadcast, |
| 4002 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4003 | TosaTensorValuesGen.tvgPow, |
| 4004 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4005 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4006 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4007 | "error_if_validators": ( |
| 4008 | TosaErrorValidator.evRankMismatch, |
| 4009 | TosaErrorValidator.evWrongInputType, |
| 4010 | TosaErrorValidator.evWrongOutputType, |
| 4011 | TosaErrorValidator.evWrongInputList, |
| 4012 | TosaErrorValidator.evWrongOutputList, |
| 4013 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4014 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4015 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4016 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4017 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4018 | "sub": { |
| 4019 | "op": Op.SUB, |
| 4020 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4021 | "build_fcn": ( |
| 4022 | build_binary_broadcast, |
| 4023 | TosaTensorGen.tgBroadcastFuzz, |
| 4024 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4025 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4026 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4027 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4028 | "error_if_validators": ( |
| 4029 | TosaErrorValidator.evRankMismatch, |
| 4030 | TosaErrorValidator.evWrongInputType, |
| 4031 | TosaErrorValidator.evWrongOutputType, |
| 4032 | TosaErrorValidator.evWrongInputList, |
| 4033 | TosaErrorValidator.evWrongOutputList, |
| 4034 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4035 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4036 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4037 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4038 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4039 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4040 | "table": { |
| 4041 | "op": Op.TABLE, |
| 4042 | # Use the automatic generation functions to create the input array |
| 4043 | # but create the table tensor in the build function, as it may be |
| 4044 | # a different type from the input |
| 4045 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4046 | "build_fcn": ( |
| 4047 | build_table, |
| 4048 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 4049 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4050 | TosaArgGen.agTable, |
| 4051 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4052 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4053 | "error_if_validators": ( |
| 4054 | TosaErrorValidator.evWrongInputType, |
| 4055 | TosaErrorValidator.evWrongOutputType, |
| 4056 | TosaErrorValidator.evWrongInputList, |
| 4057 | TosaErrorValidator.evWrongOutputList, |
| 4058 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4059 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4060 | # Elementwise Unary operators |
| 4061 | "abs": { |
| 4062 | "op": Op.ABS, |
| 4063 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4064 | "build_fcn": ( |
| 4065 | build_unary, |
| 4066 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4067 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4068 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4069 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4070 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4071 | "error_if_validators": ( |
| 4072 | TosaErrorValidator.evWrongInputType, |
| 4073 | TosaErrorValidator.evWrongOutputType, |
| 4074 | TosaErrorValidator.evWrongInputList, |
| 4075 | TosaErrorValidator.evWrongOutputList, |
| 4076 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4077 | "data_gen": EW_UNARY_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4078 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4079 | "bitwise_not": { |
| 4080 | "op": Op.BITWISE_NOT, |
| 4081 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4082 | "build_fcn": ( |
| 4083 | build_unary, |
| 4084 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4085 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4086 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4087 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4088 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4089 | "error_if_validators": ( |
| 4090 | TosaErrorValidator.evWrongInputType, |
| 4091 | TosaErrorValidator.evWrongOutputType, |
| 4092 | TosaErrorValidator.evWrongInputList, |
| 4093 | TosaErrorValidator.evWrongOutputList, |
| 4094 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4095 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4096 | "ceil": { |
| 4097 | "op": Op.CEIL, |
| 4098 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4099 | "build_fcn": ( |
| 4100 | build_unary, |
| 4101 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4102 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4103 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4104 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4105 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4106 | "error_if_validators": ( |
| 4107 | TosaErrorValidator.evWrongInputType, |
| 4108 | TosaErrorValidator.evWrongOutputType, |
| 4109 | TosaErrorValidator.evWrongInputList, |
| 4110 | TosaErrorValidator.evWrongOutputList, |
| 4111 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4112 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4113 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4114 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4115 | "clz": { |
| 4116 | "op": Op.CLZ, |
| 4117 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4118 | "build_fcn": ( |
| 4119 | build_unary, |
| 4120 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4121 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4122 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4123 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4124 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4125 | "error_if_validators": ( |
| 4126 | TosaErrorValidator.evWrongInputType, |
| 4127 | TosaErrorValidator.evWrongOutputType, |
| 4128 | TosaErrorValidator.evWrongInputList, |
| 4129 | TosaErrorValidator.evWrongOutputList, |
| 4130 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4131 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4132 | "cos": { |
| 4133 | "op": Op.COS, |
| 4134 | "operands": (1, 0), |
| 4135 | "build_fcn": ( |
| 4136 | build_unary, |
| 4137 | TosaTensorGen.tgBasic, |
| 4138 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4139 | TosaArgGen.agNone, |
| 4140 | ), |
| 4141 | "types": TYPE_FP, |
| 4142 | "error_if_validators": ( |
| 4143 | TosaErrorValidator.evWrongInputType, |
| 4144 | TosaErrorValidator.evWrongOutputType, |
| 4145 | TosaErrorValidator.evWrongInputList, |
| 4146 | TosaErrorValidator.evWrongOutputList, |
| 4147 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4148 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 1eb1455 | 2024-04-11 16:21:54 +0100 | [diff] [blame] | 4149 | "compliance": { |
| 4150 | "abs_error_normal_divisor": 2, |
| 4151 | "abs_error_bound_addition": 1, |
| 4152 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4153 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4154 | "exp": { |
| 4155 | "op": Op.EXP, |
| 4156 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4157 | "build_fcn": ( |
| 4158 | build_unary, |
| 4159 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4160 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4161 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4162 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4163 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4164 | "error_if_validators": ( |
| 4165 | TosaErrorValidator.evWrongInputType, |
| 4166 | TosaErrorValidator.evWrongOutputType, |
| 4167 | TosaErrorValidator.evWrongInputList, |
| 4168 | TosaErrorValidator.evWrongOutputList, |
| 4169 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4170 | "data_gen": EW_UNARY_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4171 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4172 | "floor": { |
| 4173 | "op": Op.FLOOR, |
| 4174 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4175 | "build_fcn": ( |
| 4176 | build_unary, |
| 4177 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4178 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4179 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4180 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4181 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4182 | "error_if_validators": ( |
| 4183 | TosaErrorValidator.evWrongInputType, |
| 4184 | TosaErrorValidator.evWrongOutputType, |
| 4185 | TosaErrorValidator.evWrongInputList, |
| 4186 | TosaErrorValidator.evWrongOutputList, |
| 4187 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4188 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4189 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4190 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4191 | "log": { |
| 4192 | "op": Op.LOG, |
| 4193 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4194 | "build_fcn": ( |
| 4195 | build_unary, |
| 4196 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4197 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4198 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4199 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4200 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4201 | "error_if_validators": ( |
| 4202 | TosaErrorValidator.evWrongInputType, |
| 4203 | TosaErrorValidator.evWrongOutputType, |
| 4204 | TosaErrorValidator.evWrongInputList, |
| 4205 | TosaErrorValidator.evWrongOutputList, |
| 4206 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4207 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4208 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4209 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4210 | "logical_not": { |
| 4211 | "op": Op.LOGICAL_NOT, |
| 4212 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4213 | "build_fcn": ( |
| 4214 | build_unary, |
| 4215 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4216 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4217 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4218 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4219 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4220 | "error_if_validators": ( |
| 4221 | TosaErrorValidator.evWrongInputType, |
| 4222 | TosaErrorValidator.evWrongOutputType, |
| 4223 | TosaErrorValidator.evWrongInputList, |
| 4224 | TosaErrorValidator.evWrongOutputList, |
| 4225 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4226 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4227 | "negate": { |
| 4228 | "op": Op.NEGATE, |
| 4229 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4230 | "build_fcn": ( |
| 4231 | build_unary, |
| 4232 | TosaTensorGen.tgBasic, |
| 4233 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4234 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4235 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4236 | "qgen": TosaQuantGen.qgUnary, |
| 4237 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4238 | "error_if_validators": ( |
| 4239 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4240 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4241 | TosaErrorValidator.evWrongInputType, |
| 4242 | TosaErrorValidator.evWrongOutputType, |
| 4243 | TosaErrorValidator.evWrongInputList, |
| 4244 | TosaErrorValidator.evWrongOutputList, |
| 4245 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4246 | "data_gen": EW_UNARY_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4247 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4248 | "reciprocal": { |
| 4249 | "op": Op.RECIPROCAL, |
| 4250 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4251 | "build_fcn": ( |
| 4252 | build_unary, |
| 4253 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4254 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4255 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4256 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4257 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4258 | "error_if_validators": ( |
| 4259 | TosaErrorValidator.evWrongInputType, |
| 4260 | TosaErrorValidator.evWrongOutputType, |
| 4261 | TosaErrorValidator.evWrongInputList, |
| 4262 | TosaErrorValidator.evWrongOutputList, |
| 4263 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4264 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4265 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4266 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4267 | "rsqrt": { |
| 4268 | "op": Op.RSQRT, |
| 4269 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4270 | "build_fcn": ( |
| 4271 | build_unary, |
| 4272 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4273 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4274 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4275 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4276 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4277 | "error_if_validators": ( |
| 4278 | TosaErrorValidator.evWrongInputType, |
| 4279 | TosaErrorValidator.evWrongOutputType, |
| 4280 | TosaErrorValidator.evWrongInputList, |
| 4281 | TosaErrorValidator.evWrongOutputList, |
| 4282 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4283 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4284 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4285 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4286 | "sin": { |
| 4287 | "op": Op.SIN, |
| 4288 | "operands": (1, 0), |
| 4289 | "build_fcn": ( |
| 4290 | build_unary, |
| 4291 | TosaTensorGen.tgBasic, |
| 4292 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4293 | TosaArgGen.agNone, |
| 4294 | ), |
| 4295 | "types": TYPE_FP, |
| 4296 | "error_if_validators": ( |
| 4297 | TosaErrorValidator.evWrongInputType, |
| 4298 | TosaErrorValidator.evWrongOutputType, |
| 4299 | TosaErrorValidator.evWrongInputList, |
| 4300 | TosaErrorValidator.evWrongOutputList, |
| 4301 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4302 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4303 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4304 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4305 | # Elementwise Ternary operators |
| 4306 | "select": { |
| 4307 | "op": Op.SELECT, |
| 4308 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4309 | "build_fcn": ( |
| 4310 | build_select, |
| 4311 | TosaTensorGen.tgBroadcastFuzz, |
| 4312 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4313 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4314 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4315 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4316 | "error_if_validators": ( |
| 4317 | TosaErrorValidator.evRankMismatch, |
| 4318 | TosaErrorValidator.evWrongInputType, |
| 4319 | TosaErrorValidator.evWrongOutputType, |
| 4320 | TosaErrorValidator.evWrongInputList, |
| 4321 | TosaErrorValidator.evWrongOutputList, |
| 4322 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4323 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4324 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4325 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4326 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4327 | # Comparison operators |
| 4328 | "equal": { |
| 4329 | "op": Op.EQUAL, |
| 4330 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4331 | "build_fcn": ( |
| 4332 | build_comparison, |
| 4333 | TosaTensorGen.tgBroadcastFuzz, |
| 4334 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4335 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4336 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4337 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4338 | "error_if_validators": ( |
| 4339 | TosaErrorValidator.evRankMismatch, |
| 4340 | TosaErrorValidator.evWrongInputType, |
| 4341 | TosaErrorValidator.evWrongOutputType, |
| 4342 | TosaErrorValidator.evWrongInputList, |
| 4343 | TosaErrorValidator.evWrongOutputList, |
| 4344 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4345 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4346 | ), |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 4347 | "data_gen": PR_FS_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4348 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4349 | "greater_equal": { |
| 4350 | "op": Op.GREATER_EQUAL, |
| 4351 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4352 | "build_fcn": ( |
| 4353 | build_comparison, |
| 4354 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4355 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4356 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4357 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4358 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4359 | "error_if_validators": ( |
| 4360 | TosaErrorValidator.evRankMismatch, |
| 4361 | TosaErrorValidator.evWrongInputType, |
| 4362 | TosaErrorValidator.evWrongOutputType, |
| 4363 | TosaErrorValidator.evWrongInputList, |
| 4364 | TosaErrorValidator.evWrongOutputList, |
| 4365 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4366 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4367 | ), |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 4368 | "data_gen": PR_FS_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4369 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4370 | "greater": { |
| 4371 | "op": Op.GREATER, |
| 4372 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4373 | "build_fcn": ( |
| 4374 | build_comparison, |
| 4375 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4376 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4377 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4378 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4379 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4380 | "error_if_validators": ( |
| 4381 | TosaErrorValidator.evRankMismatch, |
| 4382 | TosaErrorValidator.evWrongInputType, |
| 4383 | TosaErrorValidator.evWrongOutputType, |
| 4384 | TosaErrorValidator.evWrongInputList, |
| 4385 | TosaErrorValidator.evWrongOutputList, |
| 4386 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4387 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4388 | ), |
evacha01 | 4a20511 | 2024-03-08 16:39:24 +0000 | [diff] [blame] | 4389 | "data_gen": PR_FS_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4390 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4391 | # Reduction operators |
| 4392 | "reduce_all": { |
| 4393 | "op": Op.REDUCE_ALL, |
| 4394 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4395 | "build_fcn": ( |
| 4396 | build_reduce, |
| 4397 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4398 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4399 | TosaArgGen.agAxis, |
| 4400 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4401 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4402 | "error_if_validators": ( |
| 4403 | TosaErrorValidator.evAxisLargerRank, |
| 4404 | TosaErrorValidator.evAxisSmallerZero, |
| 4405 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4406 | TosaErrorValidator.evWrongInputType, |
| 4407 | TosaErrorValidator.evWrongOutputType, |
| 4408 | TosaErrorValidator.evWrongRank, |
| 4409 | TosaErrorValidator.evWrongInputList, |
| 4410 | TosaErrorValidator.evWrongOutputList, |
| 4411 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4412 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4413 | "reduce_any": { |
| 4414 | "op": Op.REDUCE_ANY, |
| 4415 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4416 | "build_fcn": ( |
| 4417 | build_reduce, |
| 4418 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4419 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4420 | TosaArgGen.agAxis, |
| 4421 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4422 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4423 | "error_if_validators": ( |
| 4424 | TosaErrorValidator.evAxisLargerRank, |
| 4425 | TosaErrorValidator.evAxisSmallerZero, |
| 4426 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4427 | TosaErrorValidator.evWrongInputType, |
| 4428 | TosaErrorValidator.evWrongOutputType, |
| 4429 | TosaErrorValidator.evWrongRank, |
| 4430 | TosaErrorValidator.evWrongInputList, |
| 4431 | TosaErrorValidator.evWrongOutputList, |
| 4432 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4433 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4434 | "reduce_max": { |
| 4435 | "op": Op.REDUCE_MAX, |
| 4436 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4437 | "build_fcn": ( |
| 4438 | build_reduce, |
| 4439 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4440 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4441 | TosaArgGen.agAxis, |
| 4442 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4443 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4444 | "error_if_validators": ( |
| 4445 | TosaErrorValidator.evAxisLargerRank, |
| 4446 | TosaErrorValidator.evAxisSmallerZero, |
| 4447 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4448 | TosaErrorValidator.evWrongInputType, |
| 4449 | TosaErrorValidator.evWrongOutputType, |
| 4450 | TosaErrorValidator.evWrongRank, |
| 4451 | TosaErrorValidator.evWrongInputList, |
| 4452 | TosaErrorValidator.evWrongOutputList, |
| 4453 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4454 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4455 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4456 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4457 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4458 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4459 | "build_fcn": ( |
| 4460 | build_reduce, |
| 4461 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4462 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4463 | TosaArgGen.agAxis, |
| 4464 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4465 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4466 | "error_if_validators": ( |
| 4467 | TosaErrorValidator.evAxisLargerRank, |
| 4468 | TosaErrorValidator.evAxisSmallerZero, |
| 4469 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4470 | TosaErrorValidator.evWrongInputType, |
| 4471 | TosaErrorValidator.evWrongOutputType, |
| 4472 | TosaErrorValidator.evWrongRank, |
| 4473 | TosaErrorValidator.evWrongInputList, |
| 4474 | TosaErrorValidator.evWrongOutputList, |
| 4475 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4476 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4477 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4478 | "reduce_product": { |
| 4479 | "op": Op.REDUCE_PRODUCT, |
| 4480 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4481 | "build_fcn": ( |
| 4482 | build_reduce, |
| 4483 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4484 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4485 | TosaArgGen.agAxis, |
| 4486 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4487 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4488 | "error_if_validators": ( |
| 4489 | TosaErrorValidator.evAxisLargerRank, |
| 4490 | TosaErrorValidator.evAxisSmallerZero, |
| 4491 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4492 | TosaErrorValidator.evWrongInputType, |
| 4493 | TosaErrorValidator.evWrongOutputType, |
| 4494 | TosaErrorValidator.evWrongRank, |
| 4495 | TosaErrorValidator.evWrongInputList, |
| 4496 | TosaErrorValidator.evWrongOutputList, |
| 4497 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4498 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4499 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4500 | "reduce_sum": { |
| 4501 | "op": Op.REDUCE_SUM, |
| 4502 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4503 | "build_fcn": ( |
| 4504 | build_reduce, |
| 4505 | TosaTensorGen.tgBasic, |
| 4506 | TosaTensorValuesGen.tvgReduceSum, |
| 4507 | TosaArgGen.agAxis, |
| 4508 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4509 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4510 | "error_if_validators": ( |
| 4511 | TosaErrorValidator.evAxisLargerRank, |
| 4512 | TosaErrorValidator.evAxisSmallerZero, |
| 4513 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4514 | TosaErrorValidator.evWrongInputType, |
| 4515 | TosaErrorValidator.evWrongOutputType, |
| 4516 | TosaErrorValidator.evWrongRank, |
| 4517 | TosaErrorValidator.evWrongInputList, |
| 4518 | TosaErrorValidator.evWrongOutputList, |
| 4519 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4520 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4521 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4522 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4523 | "concat": { |
| 4524 | "op": Op.CONCAT, |
| 4525 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4526 | "build_fcn": ( |
| 4527 | build_concat, |
| 4528 | TosaTensorGen.tgConcat, |
| 4529 | TosaTensorValuesGen.tvgConcat, |
| 4530 | TosaArgGen.agAxis, |
| 4531 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4532 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4533 | "error_if_validators": ( |
| 4534 | TosaErrorValidator.evAxisLargerRank, |
| 4535 | TosaErrorValidator.evAxisSmallerZero, |
| 4536 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4537 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4538 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4539 | TosaErrorValidator.evWrongInputType, |
| 4540 | TosaErrorValidator.evWrongOutputType, |
| 4541 | TosaErrorValidator.evWrongOutputList, |
| 4542 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4543 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4544 | }, |
| 4545 | "pad": { |
| 4546 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4547 | "operands": (2, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4548 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4549 | "build_fcn": ( |
| 4550 | build_pad, |
| 4551 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4552 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4553 | TosaArgGen.agPad, |
| 4554 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4555 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4556 | "error_if_validators": ( |
| 4557 | TosaErrorValidator.evWrongInputType, |
| 4558 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4559 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4560 | TosaErrorValidator.evWrongOutputType, |
| 4561 | TosaErrorValidator.evWrongInputList, |
| 4562 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4563 | TosaErrorValidator.evRankMismatch, |
| 4564 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4565 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4566 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4567 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4568 | "dim": { |
| 4569 | "op": Op.DIM, |
| 4570 | "operands": (1, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4571 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4572 | "build_fcn": ( |
| 4573 | build_dim, |
| 4574 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4575 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4576 | TosaArgGen.agAxis, |
| 4577 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4578 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4579 | "error_if_validators": ( |
| 4580 | TosaErrorValidator.evAxisLargerRank, |
| 4581 | TosaErrorValidator.evAxisSmallerZero, |
| 4582 | TosaErrorValidator.evWrongInputType, |
| 4583 | TosaErrorValidator.evWrongInputList, |
| 4584 | TosaErrorValidator.evWrongOutputList, |
| 4585 | TosaErrorValidator.evWrongRank, |
| 4586 | ), |
| 4587 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4588 | "reshape": { |
| 4589 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4590 | "operands": (2, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4591 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4592 | "build_fcn": ( |
| 4593 | build_reshape, |
| 4594 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4595 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4596 | TosaArgGen.agReshape, |
| 4597 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4598 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4599 | "error_if_validators": ( |
| 4600 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4601 | TosaErrorValidator.evWrongInputType, |
| 4602 | TosaErrorValidator.evWrongOutputType, |
| 4603 | TosaErrorValidator.evWrongInputList, |
| 4604 | TosaErrorValidator.evWrongOutputList, |
| 4605 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4606 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4607 | }, |
| 4608 | "reverse": { |
| 4609 | "op": Op.REVERSE, |
| 4610 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4611 | "build_fcn": ( |
| 4612 | build_reverse, |
| 4613 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4614 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4615 | TosaArgGen.agAxis, |
| 4616 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4617 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4618 | "error_if_validators": ( |
| 4619 | TosaErrorValidator.evAxisSmallerZero, |
| 4620 | TosaErrorValidator.evAxisLargerRank, |
| 4621 | TosaErrorValidator.evWrongInputType, |
| 4622 | TosaErrorValidator.evWrongOutputType, |
| 4623 | TosaErrorValidator.evWrongInputList, |
| 4624 | TosaErrorValidator.evWrongOutputList, |
| 4625 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4626 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4627 | }, |
| 4628 | "slice": { |
| 4629 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4630 | "operands": (3, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4631 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4632 | "build_fcn": ( |
| 4633 | build_slice, |
| 4634 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4635 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4636 | TosaArgGen.agSlice, |
| 4637 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4638 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4639 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4640 | # TODO Turn off these error categories for now as the reference |
| 4641 | # model cannot allocate memory space for empty tensor. We probably |
| 4642 | # can report an accurate error messege at the right place during |
| 4643 | # exeuction. |
| 4644 | # TosaErrorValidator.evStartSmallerZero, |
| 4645 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4646 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4647 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4648 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4649 | TosaErrorValidator.evWrongRank, |
| 4650 | TosaErrorValidator.evWrongInputType, |
| 4651 | TosaErrorValidator.evWrongOutputType, |
| 4652 | TosaErrorValidator.evWrongInputList, |
| 4653 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4654 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4655 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4656 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4657 | }, |
| 4658 | "tile": { |
| 4659 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4660 | "operands": (2, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4661 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4662 | "build_fcn": ( |
| 4663 | build_tile, |
| 4664 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4665 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4666 | TosaArgGen.agTile, |
| 4667 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4668 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4669 | "error_if_validators": ( |
| 4670 | TosaErrorValidator.evWrongInputType, |
| 4671 | TosaErrorValidator.evWrongOutputType, |
| 4672 | TosaErrorValidator.evWrongInputList, |
| 4673 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4674 | TosaErrorValidator.evRankMismatch, |
| 4675 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4676 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4677 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4678 | }, |
| 4679 | "transpose": { |
| 4680 | "op": Op.TRANSPOSE, |
| 4681 | "operands": (1, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 4682 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4683 | "build_fcn": ( |
| 4684 | build_transpose, |
| 4685 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4686 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4687 | TosaArgGen.agTranspose, |
| 4688 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4689 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4690 | "error_if_validators": ( |
| 4691 | TosaErrorValidator.evIndexOutsideBounds, |
| 4692 | TosaErrorValidator.evIndexUsedTwice, |
| 4693 | TosaErrorValidator.evWrongInputType, |
| 4694 | TosaErrorValidator.evWrongOutputType, |
| 4695 | TosaErrorValidator.evWrongInputList, |
| 4696 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4697 | TosaErrorValidator.evWrongRank, |
| 4698 | TosaErrorValidator.evRankMismatch, |
| 4699 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4700 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4701 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4702 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4703 | # Data nodes |
| 4704 | "const": { |
| 4705 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4706 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4707 | "build_fcn": ( |
| 4708 | build_const, |
| 4709 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4710 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4711 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4712 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4713 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4714 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4715 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4716 | "identity": { |
| 4717 | "op": Op.IDENTITY, |
| 4718 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4719 | "build_fcn": ( |
| 4720 | build_unary, |
| 4721 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4722 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4723 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4724 | ), |
evacha01 | 1adff83 | 2024-03-06 17:33:44 +0000 | [diff] [blame] | 4725 | "types": TYPE_FIB + [DType.INT4, DType.INT48], |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4726 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4727 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4728 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4729 | "gather": { |
| 4730 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4731 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4732 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4733 | "build_fcn": ( |
| 4734 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4735 | TosaTensorGen.tgGather, |
| 4736 | TosaTensorValuesGen.tvgGather, |
| 4737 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4738 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4739 | "types": ( |
| 4740 | DType.INT8, |
| 4741 | DType.INT16, |
| 4742 | DType.INT32, |
| 4743 | DType.FP16, |
| 4744 | DType.BF16, |
| 4745 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4746 | DType.FP8E4M3, |
| 4747 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4748 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4749 | "error_if_validators": ( |
| 4750 | TosaErrorValidator.evWrongInputType, |
| 4751 | TosaErrorValidator.evWrongOutputType, |
| 4752 | TosaErrorValidator.evWrongInputList, |
| 4753 | TosaErrorValidator.evWrongOutputList, |
| 4754 | TosaErrorValidator.evWrongRank, |
| 4755 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4756 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4757 | }, |
| 4758 | "scatter": { |
| 4759 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4760 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4761 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4762 | "build_fcn": ( |
| 4763 | build_scatter, |
| 4764 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4765 | TosaTensorValuesGen.tvgScatter, |
| 4766 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4767 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4768 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4769 | "error_if_validators": ( |
| 4770 | TosaErrorValidator.evWrongInputType, |
| 4771 | TosaErrorValidator.evWrongOutputType, |
| 4772 | TosaErrorValidator.evWrongInputList, |
| 4773 | TosaErrorValidator.evWrongOutputList, |
| 4774 | TosaErrorValidator.evWrongRank, |
| 4775 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4776 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4777 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4778 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4779 | "resize": { |
| 4780 | "op": Op.RESIZE, |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 4781 | "operands": (4, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4782 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4783 | "build_fcn": ( |
| 4784 | build_resize, |
| 4785 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4786 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4787 | TosaArgGen.agResize, |
| 4788 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4789 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4790 | "invalid_test_validators": ( |
| 4791 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4792 | ), |
| 4793 | "error_if_validators": ( |
| 4794 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4795 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4796 | TosaErrorValidator.evScaleNLargerMax, |
| 4797 | TosaErrorValidator.evScaleDLargerMax, |
| 4798 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4799 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4800 | TosaErrorValidator.evBorderSmallerMin, |
| 4801 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4802 | TosaErrorValidator.evWrongInputType, |
| 4803 | TosaErrorValidator.evWrongOutputType, |
| 4804 | TosaErrorValidator.evWrongRank, |
| 4805 | TosaErrorValidator.evWrongInputList, |
| 4806 | TosaErrorValidator.evWrongOutputList, |
| 4807 | TosaErrorValidator.evBatchMismatch, |
| 4808 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4809 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4810 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4811 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4812 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4813 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4814 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4815 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4816 | "cast": { |
| 4817 | "op": Op.CAST, |
| 4818 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4819 | "build_fcn": ( |
| 4820 | build_cast, |
| 4821 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4822 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4823 | TosaArgGen.agCast, |
| 4824 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4825 | "types": ( |
| 4826 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4827 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4828 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4829 | DType.INT8, |
| 4830 | DType.INT16, |
| 4831 | DType.INT32, |
| 4832 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4833 | DType.FP8E4M3, |
| 4834 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4835 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4836 | "error_if_validators": ( |
| 4837 | TosaErrorValidator.evWrongInputType, |
| 4838 | TosaErrorValidator.evWrongOutputType, |
| 4839 | TosaErrorValidator.evWrongInputList, |
| 4840 | TosaErrorValidator.evWrongOutputList, |
| 4841 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4842 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4843 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4844 | }, |
| 4845 | "rescale": { |
| 4846 | "op": Op.RESCALE, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4847 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4848 | "build_fcn": ( |
| 4849 | build_rescale, |
| 4850 | TosaTensorGen.tgBasic, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4851 | TosaTensorValuesGen.tvgRescale, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4852 | TosaArgGen.agRescale, |
| 4853 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4854 | "types": [ |
| 4855 | DType.UINT8, |
| 4856 | DType.INT8, |
| 4857 | DType.INT16, |
| 4858 | DType.INT32, |
| 4859 | DType.INT48, |
| 4860 | DType.UINT16, |
| 4861 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4862 | "error_if_validators": ( |
| 4863 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4864 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4865 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4866 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4867 | TosaErrorValidator.evScaleTrue, |
| 4868 | TosaErrorValidator.evScaleNotTrue, |
| 4869 | TosaErrorValidator.evWrongInputType, |
| 4870 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4871 | TosaErrorValidator.evWrongInputList, |
| 4872 | TosaErrorValidator.evWrongOutputList, |
| 4873 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4874 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4875 | # Custom |
| 4876 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4877 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4878 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4879 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4880 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4881 | "cond_if_const": { |
| 4882 | "op": Op.COND_IF, |
| 4883 | "operands": (0, 2), |
| 4884 | "build_fcn": ( |
| 4885 | build_cond_if_const, |
| 4886 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4887 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4888 | TosaArgGen.agCondIf, |
| 4889 | ), |
| 4890 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4891 | "error_if_validators": ( |
| 4892 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4893 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4894 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4895 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4896 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4897 | }, |
| 4898 | "cond_if_binary": { |
| 4899 | "op": Op.COND_IF, |
| 4900 | "operands": (2, 0), |
| 4901 | "build_fcn": ( |
| 4902 | build_cond_if_binary, |
| 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 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4907 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4908 | "error_if_validators": ( |
| 4909 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4910 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4911 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4912 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4913 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4914 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4915 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4916 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4917 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4918 | "while_loop": { |
| 4919 | "op": Op.WHILE_LOOP, |
| 4920 | "operands": (0, 1), |
| 4921 | "build_fcn": ( |
| 4922 | build_while_loop, |
| 4923 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4924 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4925 | TosaArgGen.agWhileLoop, |
| 4926 | ), |
| 4927 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4928 | "error_if_validators": ( |
| 4929 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4930 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4931 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4932 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4933 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4934 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4935 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4936 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4937 | "fft2d": { |
| 4938 | "op": Op.FFT2D, |
| 4939 | "operands": (2, 0), |
| 4940 | "rank": (3, 3), |
| 4941 | "build_fcn": ( |
| 4942 | build_fft2d, |
| 4943 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4944 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4945 | TosaArgGen.agFFT2d, |
| 4946 | ), |
| 4947 | "types": [DType.FP32], |
| 4948 | "error_if_validators": ( |
| 4949 | TosaErrorValidator.evWrongInputType, |
| 4950 | TosaErrorValidator.evWrongOutputType, |
| 4951 | TosaErrorValidator.evWrongInputList, |
| 4952 | TosaErrorValidator.evWrongOutputList, |
| 4953 | TosaErrorValidator.evWrongRank, |
| 4954 | TosaErrorValidator.evBatchMismatch, |
| 4955 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4956 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4957 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4958 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4959 | "data_gen": DOT_PRODUCT_DATAGEN, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4960 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4961 | "rfft2d": { |
| 4962 | "op": Op.RFFT2D, |
| 4963 | "operands": (1, 0), |
| 4964 | "rank": (3, 3), |
| 4965 | "build_fcn": ( |
| 4966 | build_rfft2d, |
| 4967 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4968 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4969 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4970 | ), |
| 4971 | "types": [DType.FP32], |
| 4972 | "error_if_validators": ( |
| 4973 | TosaErrorValidator.evWrongInputType, |
| 4974 | TosaErrorValidator.evWrongOutputType, |
| 4975 | TosaErrorValidator.evWrongInputList, |
| 4976 | TosaErrorValidator.evWrongOutputList, |
| 4977 | TosaErrorValidator.evWrongRank, |
| 4978 | TosaErrorValidator.evBatchMismatch, |
| 4979 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4980 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4981 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4982 | "data_gen": DOT_PRODUCT_DATAGEN, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4983 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4984 | # Shape |
| 4985 | "add_shape": { |
| 4986 | "op": Op.ADD_SHAPE, |
| 4987 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4988 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4989 | "build_fcn": ( |
| 4990 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4991 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4992 | TosaTensorValuesGen.tvgAddSub, |
| 4993 | TosaArgGen.agNone, |
| 4994 | ), |
| 4995 | "types": [DType.SHAPE], |
| 4996 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4997 | }, |
| 4998 | "sub_shape": { |
| 4999 | "op": Op.SUB_SHAPE, |
| 5000 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5001 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5002 | "build_fcn": ( |
| 5003 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5004 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5005 | TosaTensorValuesGen.tvgAddSub, |
| 5006 | TosaArgGen.agNone, |
| 5007 | ), |
| 5008 | "types": [DType.SHAPE], |
| 5009 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5010 | }, |
| 5011 | "mul_shape": { |
| 5012 | "op": Op.MUL_SHAPE, |
| 5013 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5014 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5015 | "build_fcn": ( |
| 5016 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5017 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5018 | TosaTensorValuesGen.tvgMul, |
| 5019 | TosaArgGen.agNone, |
| 5020 | ), |
| 5021 | "types": [DType.SHAPE], |
| 5022 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5023 | }, |
| 5024 | "div_shape": { |
| 5025 | "op": Op.DIV_SHAPE, |
| 5026 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5027 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5028 | "build_fcn": ( |
| 5029 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5030 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5031 | TosaTensorValuesGen.tvgIntDiv, |
| 5032 | TosaArgGen.agNone, |
| 5033 | ), |
| 5034 | "types": [DType.SHAPE], |
| 5035 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5036 | }, |
| 5037 | "concat_shape": { |
| 5038 | "op": Op.CONCAT_SHAPE, |
| 5039 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5040 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5041 | "build_fcn": ( |
| 5042 | build_concat, |
| 5043 | TosaTensorGen.tgConcat, |
| 5044 | TosaTensorValuesGen.tvgConcat, |
| 5045 | TosaArgGen.agNone, |
| 5046 | ), |
| 5047 | "types": [DType.SHAPE], |
| 5048 | "error_if_validators": (), |
| 5049 | }, |
| 5050 | "const_shape": { |
| 5051 | "op": Op.CONST_SHAPE, |
| 5052 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5053 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5054 | "build_fcn": ( |
| 5055 | build_const, |
| 5056 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 5057 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5058 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5059 | ), |
| 5060 | "types": [DType.SHAPE], |
| 5061 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5062 | } |
| 5063 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5064 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5065 | class OutputShaper: |
| 5066 | # Methods in this class compute the expected output shape and datatype |
| 5067 | # for common classes of operations |
| 5068 | def __init__(self): |
| 5069 | pass |
| 5070 | |
| 5071 | # These methods return arguments that can be used for |
| 5072 | # creating a new output tensor |
| 5073 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5074 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 5075 | if error_name != ErrorIf.RankMismatch: |
| 5076 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5077 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5078 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5079 | # Work out broadcasted output shape (when not ERRORIF test) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5080 | shape = [] |
| 5081 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5082 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5083 | shape.append(b.shape[i]) |
| 5084 | else: |
| 5085 | shape.append(a.shape[i]) |
| 5086 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5087 | if len(shape) > 0 and error_name == ErrorIf.DimensionMismatch: |
| 5088 | # Can only create this error for rank > 0 |
| 5089 | fuzz_idx = rng.integers(0, len(shape)) |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5090 | shape[fuzz_idx] += 1 |
| 5091 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5092 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5093 | all_dtypes = [ |
| 5094 | DType.INT8, |
| 5095 | DType.INT16, |
| 5096 | DType.INT32, |
| 5097 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5098 | DType.FP16, |
| 5099 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5100 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5101 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5102 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5103 | outputDType = rng.choice(wrong_dtypes) |
| 5104 | else: |
| 5105 | outputDType = a.dtype |
| 5106 | |
| 5107 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5108 | |
| 5109 | @staticmethod |
| 5110 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5111 | assert len(a.shape) == len(b.shape) |
| 5112 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5113 | |
| 5114 | shape = [] |
| 5115 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5116 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5117 | shape.append(a.shape[i]) |
| 5118 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5119 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5120 | |
| 5121 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5122 | def unaryOp(ser, rng, a, error_name=None): |
| 5123 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5124 | all_dtypes = [ |
| 5125 | DType.INT8, |
| 5126 | DType.INT16, |
| 5127 | DType.INT32, |
| 5128 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5129 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5130 | DType.FP16, |
| 5131 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5132 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5133 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5134 | outputDType = rng.choice(wrong_dtypes) |
| 5135 | else: |
| 5136 | outputDType = a.dtype |
| 5137 | |
| 5138 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5139 | |
| 5140 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5141 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5142 | if error_name != ErrorIf.RankMismatch: |
| 5143 | 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] | 5144 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5145 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5146 | # Work out broadcasted output shape (when not ERRORIF test) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5147 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5148 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5149 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5150 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5151 | else: |
| 5152 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5153 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5154 | if len(shape) > 0 and error_name == ErrorIf.DimensionMismatch: |
| 5155 | # Can only create this error for rank > 0 |
| 5156 | fuzz_idx = rng.integers(0, len(shape)) |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5157 | shape[fuzz_idx] += 1 |
| 5158 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5159 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5160 | all_dtypes = [ |
| 5161 | DType.INT8, |
| 5162 | DType.INT16, |
| 5163 | DType.INT32, |
| 5164 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5165 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5166 | DType.FP16, |
| 5167 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5168 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5169 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5170 | outputDType = rng.choice(wrong_dtypes) |
| 5171 | else: |
| 5172 | outputDType = a.dtype |
| 5173 | |
| 5174 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5175 | |
| 5176 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5177 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5178 | if error_name != ErrorIf.RankMismatch: |
| 5179 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5180 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5181 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5182 | # Work out broadcasted output shape |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5183 | shape = [] |
| 5184 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5185 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5186 | shape.append(b.shape[i]) |
| 5187 | else: |
| 5188 | shape.append(a.shape[i]) |
| 5189 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 5190 | if len(shape) > 0 and error_name == ErrorIf.DimensionMismatch: |
| 5191 | # Can only create this error for rank > 0 |
| 5192 | fuzz_idx = rng.integers(0, len(shape)) |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5193 | shape[fuzz_idx] += 1 |
| 5194 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5195 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5196 | wrong_dtypes = [ |
| 5197 | DType.INT8, |
| 5198 | DType.INT16, |
| 5199 | DType.INT32, |
| 5200 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5201 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5202 | DType.FP16, |
| 5203 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5204 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5205 | outputDType = rng.choice(wrong_dtypes) |
| 5206 | else: |
| 5207 | outputDType = DType.BOOL |
| 5208 | |
| 5209 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5210 | |
| 5211 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5212 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5213 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5214 | if error_name not in [ |
| 5215 | ErrorIf.AxisSmallerZero, |
| 5216 | ErrorIf.AxisLargerRank, |
| 5217 | ErrorIf.ShapeOfAxisNotOne, |
| 5218 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5219 | shape[axis] = 1 |
| 5220 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5221 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5222 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5223 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5224 | all_dtypes = [ |
| 5225 | DType.INT8, |
| 5226 | DType.INT16, |
| 5227 | DType.INT32, |
| 5228 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5229 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5230 | DType.FP16, |
| 5231 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5232 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5233 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5234 | outputDType = rng.choice(wrong_dtypes) |
| 5235 | else: |
| 5236 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5237 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5238 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5239 | |
| 5240 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5241 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5242 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5243 | |
| 5244 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5245 | del shape[axis] |
| 5246 | |
| 5247 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5248 | remove = rng.choice([True, False]) |
| 5249 | if remove and len(shape) > 1: |
| 5250 | del shape[0] |
| 5251 | else: |
| 5252 | shape.append(1) |
| 5253 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5254 | for i in range(len(shape)): |
| 5255 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5256 | |
| 5257 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5258 | all_dtypes = [ |
| 5259 | DType.INT8, |
| 5260 | DType.INT16, |
| 5261 | DType.INT32, |
| 5262 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5263 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5264 | DType.FP16, |
| 5265 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5266 | DType.FP8E4M3, |
| 5267 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5268 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5269 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5270 | outputDType = rng.choice(wrong_dtypes) |
| 5271 | else: |
| 5272 | outputDType = DType.INT32 |
| 5273 | |
| 5274 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5275 | |
| 5276 | @staticmethod |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5277 | def _get_conv_output_type(input_dtype): |
| 5278 | if input_dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 5279 | return input_dtype |
| 5280 | elif input_dtype in (DType.FP8E4M3, DType.FP8E5M2): |
| 5281 | return DType.FP16 |
| 5282 | elif input_dtype in (DType.INT8, DType.INT4): |
| 5283 | return DType.INT32 |
| 5284 | elif input_dtype in (DType.INT16,): |
| 5285 | return DType.INT48 |
| 5286 | assert True, f"Unsupported convolution data type {input_dtype}" |
| 5287 | |
| 5288 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5289 | def conv2dOp( |
| 5290 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5291 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5292 | |
| 5293 | # IFM: NHWC |
| 5294 | # Filter: OHWI |
| 5295 | # OFM: NHWC |
| 5296 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5297 | h = ( |
| 5298 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5299 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5300 | + padding[0] |
| 5301 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5302 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5303 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5304 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5305 | w = ( |
| 5306 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5307 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5308 | + padding[2] |
| 5309 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5310 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5311 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5312 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5313 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5314 | choices = [1, 2, 3] |
| 5315 | change = rng.choice(choices) |
| 5316 | # increment in multiples of stride to not hit non-integer error case |
| 5317 | if change in [1, 3]: |
| 5318 | h = h + (rng.choice(choices) * strides[0]) |
| 5319 | if change in [2, 3]: |
| 5320 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5321 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5322 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5323 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5324 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5325 | # Pick some potentially correct output dtype if input type is incorrect |
| 5326 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5327 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5328 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5329 | |
| 5330 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5331 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5332 | excludes = [DType.FP16, DType.FP32] |
Jeremy Johnson | 80fd9b8 | 2024-03-12 11:46:50 +0000 | [diff] [blame] | 5333 | elif ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5334 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5335 | else: |
| 5336 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5337 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5338 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5339 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5340 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5341 | |
| 5342 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5343 | def conv3dOp( |
| 5344 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5345 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5346 | |
| 5347 | # IFM: NDHWC |
| 5348 | # Filter: ODHWI |
| 5349 | # OFM: NDHWC |
| 5350 | |
| 5351 | d = ( |
| 5352 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5353 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5354 | + padding[0] |
| 5355 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5356 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5357 | ) // strides[0] + 1 |
| 5358 | |
| 5359 | h = ( |
| 5360 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5361 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5362 | + padding[2] |
| 5363 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5364 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5365 | ) // strides[1] + 1 |
| 5366 | |
| 5367 | w = ( |
| 5368 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5369 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5370 | + padding[4] |
| 5371 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5372 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5373 | ) // strides[2] + 1 |
| 5374 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5375 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5376 | choices = [1, 2, 3, 4] |
| 5377 | change = rng.choice(choices) |
| 5378 | # increment in multiples of stride to not hit non-integer error case |
| 5379 | if change in [1, 4]: |
| 5380 | d = d + (rng.choice(choices) * strides[0]) |
| 5381 | if change in [2, 4]: |
| 5382 | h = h + (rng.choice(choices) * strides[1]) |
| 5383 | if change in [3, 4]: |
| 5384 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5385 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5386 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5387 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5388 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5389 | # Pick some potentially correct output dtype if input type is incorrect |
| 5390 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5391 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5392 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5393 | |
| 5394 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5395 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5396 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5397 | else: |
| 5398 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5399 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5400 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5401 | |
| 5402 | return ser.addOutput(ofm_shape, out_dtype) |
| 5403 | |
| 5404 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5405 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5406 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5407 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5408 | # IFM: NHWC |
| 5409 | # Filter: HWCM |
| 5410 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5411 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5412 | h = ( |
| 5413 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5414 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5415 | + padding[0] |
| 5416 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5417 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5418 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5419 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5420 | w = ( |
| 5421 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5422 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5423 | + padding[2] |
| 5424 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5425 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5426 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5427 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5428 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5429 | choices = [1, 2, 3] |
| 5430 | change = rng.choice(choices) |
| 5431 | # increment in multiples of stride to not hit non-integer error case |
| 5432 | if change in [1, 3]: |
| 5433 | h = h + (rng.choice(choices) * strides[0]) |
| 5434 | if change in [2, 3]: |
| 5435 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5436 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5437 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5438 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5439 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5440 | # Pick some potentially correct output dtype if input type is incorrect |
| 5441 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5442 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5443 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5444 | |
| 5445 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5446 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5447 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5448 | else: |
| 5449 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5450 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5451 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5452 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5453 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5454 | |
| 5455 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5456 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5457 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5458 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5459 | # 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] | 5460 | h = 1 |
| 5461 | w = 1 |
| 5462 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5463 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5464 | 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] | 5465 | |
| 5466 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5467 | choices = [1, 2, 3] |
| 5468 | change = rng.choice(choices) |
| 5469 | # increment in multiples of stride to not hit non-integer error case |
| 5470 | if change in [1, 3]: |
| 5471 | h = h + (rng.choice(choices) * stride[0]) |
| 5472 | if change in [2, 3]: |
| 5473 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5474 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5475 | |
| 5476 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5477 | all_dtypes = [ |
| 5478 | DType.INT8, |
| 5479 | DType.INT16, |
| 5480 | DType.INT32, |
| 5481 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5482 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5483 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5484 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5485 | DType.FP8E4M3, |
| 5486 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5487 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5488 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5489 | outputDType = rng.choice(wrong_dtypes) |
| 5490 | else: |
| 5491 | outputDType = ifm.dtype |
| 5492 | |
| 5493 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5494 | |
| 5495 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5496 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5497 | # input: N, IC |
| 5498 | # filter: OC, IC |
| 5499 | # output: N, OC |
| 5500 | |
| 5501 | output_shape = [input.shape[0], filter.shape[0]] |
| 5502 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5503 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5504 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5505 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5506 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5507 | |
| 5508 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5509 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5510 | # a: N, H, C |
| 5511 | # b: N, C, W |
| 5512 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5513 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5514 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5515 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5516 | if error_name == ErrorIf.WrongOutputType: |
| 5517 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5518 | incorrect_types = ( |
| 5519 | DType.INT4, |
| 5520 | DType.INT8, |
| 5521 | DType.INT16, |
| 5522 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5523 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5524 | DType.FP16, |
| 5525 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5526 | DType.FP8E4M3, |
| 5527 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5528 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5529 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5530 | incorrect_types = ( |
| 5531 | DType.INT4, |
| 5532 | DType.INT8, |
| 5533 | DType.INT16, |
| 5534 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5535 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5536 | DType.FP16, |
| 5537 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5538 | DType.FP8E4M3, |
| 5539 | DType.FP8E5M2, |
| 5540 | ) |
| 5541 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5542 | incorrect_types = ( |
| 5543 | DType.INT4, |
| 5544 | DType.INT8, |
| 5545 | DType.INT16, |
| 5546 | DType.INT32, |
| 5547 | DType.INT48, |
| 5548 | DType.FP32, |
| 5549 | DType.BF16, |
| 5550 | DType.FP8E4M3, |
| 5551 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5552 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5553 | elif ( |
| 5554 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5555 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5556 | incorrect_types = ( |
| 5557 | DType.INT4, |
| 5558 | DType.INT8, |
| 5559 | DType.INT16, |
| 5560 | DType.INT32, |
| 5561 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5562 | DType.FP8E4M3, |
| 5563 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5564 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5565 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5566 | elif error_name == ErrorIf.WrongInputType: |
| 5567 | # Pick some potentially correct output dtype if input type is incorrect |
| 5568 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5569 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5570 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5571 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5572 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5573 | |
| 5574 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5575 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5576 | input1 = inputs[0] |
| 5577 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5578 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5579 | # 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] | 5580 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5581 | if not ( |
| 5582 | # unable to concat tensors of different ranks |
| 5583 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5584 | # unable to concat tensors along an invalid axis |
| 5585 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5586 | ): |
| 5587 | for tensor in remaining_inputs: |
| 5588 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5589 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5590 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5591 | output_shape[axis] += rng.integers(5, 10) |
| 5592 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5593 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5594 | all_dtypes = { |
| 5595 | DType.INT8, |
| 5596 | DType.INT16, |
| 5597 | DType.INT32, |
| 5598 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5599 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5600 | DType.FP16, |
| 5601 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5602 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5603 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5604 | outputDType = rng.choice(wrong_dtypes) |
| 5605 | else: |
| 5606 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5607 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5608 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5609 | |
| 5610 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5611 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5612 | |
| 5613 | output_shape = a.shape.copy() |
| 5614 | |
| 5615 | for i in range(len(output_shape)): |
| 5616 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5617 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5618 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5619 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5620 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5621 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5622 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5623 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5624 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5625 | all_dtypes = [ |
| 5626 | DType.INT8, |
| 5627 | DType.INT16, |
| 5628 | DType.INT32, |
| 5629 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5630 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5631 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5632 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5633 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5634 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5635 | outputDType = rng.choice(wrong_dtypes) |
| 5636 | else: |
| 5637 | outputDType = a.dtype |
| 5638 | |
| 5639 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5640 | |
| 5641 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5642 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5643 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5644 | |
| 5645 | if error_name == ErrorIf.WrongOutputType: |
| 5646 | all_dtypes = [ |
| 5647 | DType.INT8, |
| 5648 | DType.INT16, |
| 5649 | DType.INT32, |
| 5650 | DType.INT48, |
| 5651 | DType.FP32, |
| 5652 | DType.FP16, |
| 5653 | DType.BF16, |
| 5654 | ] |
| 5655 | wrong_dtypes = list(set(all_dtypes)) |
| 5656 | outputDType = rng.choice(wrong_dtypes) |
| 5657 | else: |
| 5658 | outputDType = DType.SHAPE |
| 5659 | |
| 5660 | return ser.addOutput(output_shape, outputDType) |
| 5661 | |
| 5662 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5663 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5664 | output_shape = shape.copy() |
| 5665 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5666 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5667 | for i in range(len(output_shape)): |
| 5668 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5669 | |
| 5670 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5671 | all_dtypes = [ |
| 5672 | DType.INT8, |
| 5673 | DType.INT16, |
| 5674 | DType.INT32, |
| 5675 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5676 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5677 | DType.FP16, |
| 5678 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5679 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5680 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5681 | outputDType = rng.choice(wrong_dtypes) |
| 5682 | else: |
| 5683 | outputDType = a.dtype |
| 5684 | |
| 5685 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5686 | |
| 5687 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5688 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5689 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5690 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5691 | all_dtypes = [ |
| 5692 | DType.INT8, |
| 5693 | DType.INT16, |
| 5694 | DType.INT32, |
| 5695 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5696 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5697 | DType.FP16, |
| 5698 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5699 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5700 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5701 | outputDType = rng.choice(wrong_dtypes) |
| 5702 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5703 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5704 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5705 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5706 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5707 | for index in range(len(output_shape)): |
| 5708 | if output_shape[index] <= 2: |
| 5709 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5710 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5711 | output_shape[index] = output_shape[index] + rng.choice( |
| 5712 | [-2, -1, 1, 2] |
| 5713 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5714 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5715 | output_shape = input.shape.copy() |
| 5716 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5717 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5718 | |
| 5719 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5720 | |
| 5721 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5722 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5723 | |
| 5724 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5725 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5726 | |
| 5727 | for i in range(len(output_shape)): |
| 5728 | output_shape[i] = a.shape[i] * multiples[i] |
| 5729 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5730 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5731 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5732 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5733 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5734 | all_dtypes = [ |
| 5735 | DType.INT8, |
| 5736 | DType.INT16, |
| 5737 | DType.INT32, |
| 5738 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5739 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5740 | DType.FP16, |
| 5741 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5742 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5743 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5744 | outputDType = rng.choice(wrong_dtypes) |
| 5745 | else: |
| 5746 | outputDType = a.dtype |
| 5747 | |
| 5748 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5749 | |
| 5750 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5751 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5752 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5753 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5754 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5755 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5756 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5757 | for i in range(len(output_shape)): |
| 5758 | output_shape[i] = a.shape[perms[i]] |
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 == ErrorIf.TensorSizeInputOutputMismatch: |
| 5761 | for i in range(len(output_shape)): |
| 5762 | output_shape[i] += rng.integers(1, 10) |
| 5763 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5764 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5765 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5766 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5767 | all_dtypes = [ |
| 5768 | DType.INT8, |
| 5769 | DType.INT16, |
| 5770 | DType.INT32, |
| 5771 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5772 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5773 | DType.FP16, |
| 5774 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5775 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5776 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5777 | outputDType = rng.choice(wrong_dtypes) |
| 5778 | else: |
| 5779 | outputDType = a.dtype |
| 5780 | |
| 5781 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5782 | |
| 5783 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5784 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5785 | if error_name != ErrorIf.WrongRank: |
| 5786 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5787 | assert len(indices.shape) == 2 |
| 5788 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5789 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5790 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5791 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5792 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5793 | all_dtypes = [ |
| 5794 | DType.INT8, |
| 5795 | DType.INT16, |
| 5796 | DType.INT32, |
| 5797 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5798 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5799 | DType.FP16, |
| 5800 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5801 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5802 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5803 | outputDType = rng.choice(wrong_dtypes) |
| 5804 | else: |
| 5805 | outputDType = values.dtype |
| 5806 | |
| 5807 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5808 | |
| 5809 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5810 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5811 | if error_name != ErrorIf.WrongRank: |
| 5812 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5813 | assert len(indices.shape) == 2 |
| 5814 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5815 | assert values_in.shape[0] == indices.shape[0] # N |
| 5816 | assert input.shape[1] == indices.shape[1] # W |
| 5817 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5818 | |
| 5819 | output_shape = values_in.shape |
| 5820 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5821 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5822 | all_dtypes = [ |
| 5823 | DType.INT8, |
| 5824 | DType.INT16, |
| 5825 | DType.INT32, |
| 5826 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5827 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5828 | DType.FP16, |
| 5829 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5830 | DType.FP8E4M3, |
| 5831 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5832 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5833 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5834 | outputDType = rng.choice(wrong_dtypes) |
| 5835 | else: |
| 5836 | outputDType = values_in.dtype |
| 5837 | |
| 5838 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5839 | |
| 5840 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5841 | def tableOp(ser, rng, input, error_name=None): |
| 5842 | # Same shape as the input, dtype dependent on input dtype |
| 5843 | if error_name != ErrorIf.WrongInputType: |
| 5844 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5845 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5846 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5847 | wrong_dtypes = [ |
| 5848 | DType.INT8, |
| 5849 | DType.INT16, |
| 5850 | DType.INT32, |
| 5851 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5852 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5853 | DType.FP16, |
| 5854 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5855 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5856 | wrong_dtypes.remove(output_dtype) |
| 5857 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5858 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5859 | |
| 5860 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5861 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5862 | serializer, |
| 5863 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5864 | input, |
| 5865 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5866 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5867 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5868 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5869 | input_dtype, |
| 5870 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5871 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5872 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5873 | # Calculate OH, OW |
| 5874 | scale_y_n = scale[0] |
| 5875 | scale_y_d = scale[1] |
| 5876 | scale_x_n = scale[2] |
| 5877 | scale_x_d = scale[3] |
| 5878 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5879 | scale_y_n = max(scale_y_n, 1) |
| 5880 | scale_y_d = max(scale_y_d, 1) |
| 5881 | scale_x_n = max(scale_x_n, 1) |
| 5882 | scale_x_d = max(scale_x_d, 1) |
| 5883 | |
| 5884 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5885 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5886 | |
| 5887 | if error_name is not None: |
| 5888 | # Make sure the output tensor is valid, which can occur when |
| 5889 | # scale, offset or border have been changed for ERROR_IFs |
| 5890 | oh = max(oh, 1) |
| 5891 | ow = max(ow, 1) |
| 5892 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5893 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5894 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5895 | |
| 5896 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5897 | choices = [1, 2, 3] |
| 5898 | change = rng.choice(choices) |
| 5899 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5900 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5901 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5902 | oh -= scale_y_d |
| 5903 | assert oh > 0 # Should have been caught in agResize |
| 5904 | else: |
| 5905 | oh += scale_y_d |
| 5906 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5907 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5908 | ow -= scale_x_d |
| 5909 | assert ow > 0 # Should have been caught in agResize |
| 5910 | else: |
| 5911 | ow += scale_x_d |
| 5912 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5913 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5914 | output_dims = [ |
| 5915 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5916 | oh, |
| 5917 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5918 | input.shape[0], |
| 5919 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5920 | elif error_name == ErrorIf.BatchMismatch: |
| 5921 | output_dims = [ |
| 5922 | input.shape[0] + rng.integers(1, 10), |
| 5923 | oh, |
| 5924 | ow, |
| 5925 | input.shape[3], |
| 5926 | ] |
| 5927 | elif error_name == ErrorIf.ChannelMismatch: |
| 5928 | output_dims = [ |
| 5929 | input.shape[0], |
| 5930 | oh, |
| 5931 | ow, |
| 5932 | input.shape[3] + rng.integers(1, 10), |
| 5933 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5934 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5935 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5936 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5937 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5938 | |
| 5939 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5940 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5941 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5942 | |
| 5943 | @staticmethod |
Suraj Sudhir | b5fcfc0 | 2024-04-16 16:14:36 -0700 | [diff] [blame^] | 5944 | def transposeConv2DOp( |
| 5945 | ser, rng, ifm, filter, accum_dtype, strides, padding, error_name=None |
| 5946 | ): |
| 5947 | |
| 5948 | h = (ifm.shape[1] - 1) * strides[0] + padding[0] + padding[1] + filter.shape[1] |
| 5949 | |
| 5950 | w = (ifm.shape[2] - 1) * strides[1] + padding[2] + padding[3] + filter.shape[2] |
| 5951 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5952 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5953 | choices = [1, 2, 3] |
| 5954 | change = rng.choice(choices) |
| 5955 | if change in [1, 3]: |
Suraj Sudhir | b5fcfc0 | 2024-04-16 16:14:36 -0700 | [diff] [blame^] | 5956 | h = h + rng.choice(choices) |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5957 | if change in [2, 3]: |
Suraj Sudhir | b5fcfc0 | 2024-04-16 16:14:36 -0700 | [diff] [blame^] | 5958 | w = w + rng.choice(choices) |
| 5959 | |
| 5960 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5961 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5962 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5963 | # Pick some potentially correct output dtype if input type is incorrect |
| 5964 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5965 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5966 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5967 | |
| 5968 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5969 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5970 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5971 | else: |
| 5972 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5973 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5974 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5975 | |
Suraj Sudhir | b5fcfc0 | 2024-04-16 16:14:36 -0700 | [diff] [blame^] | 5976 | return ser.addOutput(ofm_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5977 | |
| 5978 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5979 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5980 | outputs = [] |
| 5981 | |
| 5982 | assert ifm1.dtype == ifm2.dtype |
| 5983 | input_dtype = ifm1.dtype |
| 5984 | |
| 5985 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5986 | assert ifm1.shape == ifm2.shape |
| 5987 | |
| 5988 | input_shape = ifm1.shape |
| 5989 | if error_name != ErrorIf.WrongRank: |
| 5990 | assert len(input_shape) == 3 |
| 5991 | |
| 5992 | output_shape = input_shape.copy() |
| 5993 | output_dtype = input_dtype |
| 5994 | |
| 5995 | if error_name == ErrorIf.WrongOutputType: |
| 5996 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5997 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5998 | output_dtype = rng.choice(wrong_dtypes) |
| 5999 | elif error_name == ErrorIf.BatchMismatch: |
| 6000 | output_shape[0] += rng.integers(1, 10) |
| 6001 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 6002 | modify_dim = rng.choice([1, 2]) |
| 6003 | output_shape[modify_dim] += rng.integers(1, 10) |
| 6004 | |
| 6005 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6006 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6007 | return outputs |
| 6008 | |
| 6009 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6010 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 6011 | outputs = [] |
| 6012 | |
| 6013 | input_shape = value.shape |
| 6014 | if error_name != ErrorIf.WrongRank: |
| 6015 | assert len(input_shape) == 3 |
| 6016 | |
| 6017 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 6018 | |
| 6019 | output_dtype = value.dtype |
| 6020 | if error_name == ErrorIf.WrongOutputType: |
| 6021 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6022 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6023 | output_dtype = rng.choice(wrong_dtypes) |
| 6024 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 6025 | output_shape[0] += rng.integers(1, 10) |
| 6026 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 6027 | modify_dim = rng.choice([1, 2]) |
| 6028 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6029 | |
| 6030 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6031 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6032 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6033 | |
| 6034 | @staticmethod |
| 6035 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 6036 | if error_name != ErrorIf.RankMismatch: |
| 6037 | assert len(a.shape) == len(b.shape) |
| 6038 | assert a.dtype == b.dtype |
| 6039 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 6040 | shape = a.shape.copy() |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6041 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 6042 | # Do not expect rank 0 tests! |
| 6043 | assert len(shape) > 0 |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6044 | if error_name == ErrorIf.DimensionMismatch: |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame] | 6045 | # Can only create this error for rank > 0 |
| 6046 | fuzz_idx = rng.integers(0, len(shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6047 | shape[fuzz_idx] += 1 |
| 6048 | |
| 6049 | if error_name == ErrorIf.WrongOutputType: |
| 6050 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 6051 | outputDType = rng.choice(wrong_dtypes) |
| 6052 | else: |
| 6053 | outputDType = DType.SHAPE |
| 6054 | return ser.addOutput(shape, outputDType) |