Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 4 | import logging |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5 | import os |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 6 | import struct |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 7 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 8 | from datetime import datetime |
| 9 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 10 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 11 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 12 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 13 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 14 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 15 | from generator.tosa_arg_gen import TosaArgGen |
| 16 | from generator.tosa_arg_gen import TosaQuantGen |
| 17 | from generator.tosa_arg_gen import TosaTensorGen |
| 18 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 19 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 20 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 21 | from generator.tosa_error_if import TosaErrorValidator |
| 22 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 23 | from generator.tosa_random_gen import TosaHashRandomGenerator |
| 24 | from generator.tosa_random_gen import TosaRandomGenerator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 25 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 26 | from tosa.DType import DType |
| 27 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 28 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 29 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 30 | // SPDX-License-Identifier: Apache-2.0 |
| 31 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 32 | """ |
| 33 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 34 | logging.basicConfig() |
| 35 | logger = logging.getLogger("tosa_verif_build_tests") |
| 36 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 37 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 38 | class TosaTestGen: |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 39 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 40 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 41 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 42 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 43 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 44 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 45 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 46 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 47 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 48 | def __init__(self, args): |
| 49 | self.args = args |
| 50 | self.basePath = args.output_dir |
| 51 | self.random_seed = args.random_seed |
| 52 | self.ser = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 53 | self.createDynamicOpLists() |
| 54 | self.initOpListDefaults() |
| 55 | self.quantGen = TosaQuantGen() |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 56 | self.global_rng = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 57 | # Force makeShape to do a specific starting shape |
| 58 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 59 | # JSON schema validation |
| 60 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 61 | # Data generator library is sometimes needed for compliance set up |
| 62 | # even if we are generating the data later (lazy_data_generation) |
| 63 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 64 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 65 | # Work out floating point range |
| 66 | def convertFPRange(rangeFP, maxFP): |
| 67 | # Converts program arguments of max/-max to FP max |
| 68 | vals = [] |
| 69 | for v in rangeFP: |
| 70 | if v == "max": |
| 71 | v = maxFP |
| 72 | elif v == "-max": |
| 73 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 74 | elif v < 0: |
| 75 | # Trim to minimum data type value |
| 76 | v = max(v, -maxFP) |
| 77 | elif v > 0: |
| 78 | # Trim to maximum data type value |
| 79 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 80 | vals.append(v) |
| 81 | return tuple(sorted(vals)) |
| 82 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 83 | self.random_dtype_range = { |
| 84 | DType.SHAPE: tuple(self.args.tensor_shape_range[0:2]) |
| 85 | } |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 86 | 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] | 87 | self.random_dtype_range[dtype] = convertFPRange( |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 88 | args.tensor_fp_value_range, |
| 89 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 90 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 91 | self.resetGlobalRNG() |
| 92 | |
| 93 | def resetGlobalRNG(self): |
| 94 | self.global_rng = TosaRandomGenerator(self.random_seed, self.random_dtype_range) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 95 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 96 | def createSerializer(self, opName, testPath): |
| 97 | self.testPath = os.path.join(opName, testPath) |
| 98 | |
| 99 | fullPath = os.path.join(self.basePath, self.testPath) |
| 100 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 101 | # Embed const data in the flatbuffer |
| 102 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 103 | if self.args.lazy_data_gen: |
| 104 | # Lazy data generation - so make constants files |
| 105 | constMode = ts.ConstMode.INPUTS |
| 106 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 107 | constMode = ts.ConstMode.EMBED_DUMP |
| 108 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 109 | |
| 110 | def getSerializer(self): |
| 111 | return self.ser |
| 112 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 113 | def serialize(self, testName, metaData=None, tags=None): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 114 | path = Path(self.basePath) / self.testPath |
| 115 | |
| 116 | # Write out TOSA flatbuffer binary |
| 117 | path_fb = path / f"{testName}.tosa" |
| 118 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 119 | fd.write(self.ser.serialize()) |
| 120 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 121 | # Get JSON descriptor from serializer |
| 122 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 123 | |
| 124 | if metaData: |
| 125 | # Add extra meta data to desc.json |
| 126 | desc["meta"] = metaData |
| 127 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 128 | if tags: |
| 129 | desc["tag"] = tags |
| 130 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 131 | # Validate desc.json before we output it |
| 132 | self.descSchemaValidator.validate_config(desc) |
| 133 | |
| 134 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 135 | if "data_gen" in metaData: |
| 136 | if self.args.lazy_data_gen: |
| 137 | # Output datagen meta data as CPP data |
| 138 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 139 | with path_md.open("w") as fd: |
| 140 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 141 | fd.write("// Test meta data for data generation setup\n\n") |
| 142 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 143 | json.dump(metaData["data_gen"], fd) |
| 144 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 145 | if "compliance" in metaData: |
| 146 | # Output datagen meta data as CPP data |
| 147 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 148 | with path_md.open("w") as fd: |
| 149 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 150 | fd.write("// Test meta data for compliance validation\n\n") |
| 151 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 152 | json.dump(metaData["compliance"], fd) |
| 153 | fd.write(')";\n\n') |
| 154 | |
| 155 | # Write desc.json |
| 156 | path_desc = path / "desc.json" |
| 157 | with path_desc.open("w") as fd: |
| 158 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 159 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 160 | def buildPlaceholderTensors(self, rng, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 161 | placeholders = [] |
| 162 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 163 | assert len(shape_list) == len(dtype_list) |
| 164 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 165 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 166 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 167 | if not self.args.lazy_data_gen: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 168 | arr = rng.randTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 169 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 170 | |
| 171 | return placeholders |
| 172 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 173 | def buildConstTensors(self, rng, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 174 | consts = [] |
| 175 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 176 | assert len(shape_list) == len(dtype_list) |
| 177 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 178 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 179 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 180 | if not self.args.lazy_data_gen: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 181 | arr = rng.randTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 182 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 183 | |
| 184 | return consts |
| 185 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 186 | def makeShape(self, rng, rank): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 187 | if self.targetted_shape: |
| 188 | return np.int32(self.targetted_shape) |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 189 | else: |
| 190 | return np.int32( |
| 191 | rng.integers( |
| 192 | low=self.args.tensor_shape_range[0], |
| 193 | high=self.args.tensor_shape_range[1], |
| 194 | size=rank, |
| 195 | ) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 196 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 197 | |
| 198 | def setTargetShape(self, shape): |
| 199 | self.targetted_shape = shape |
| 200 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 201 | def shapeStr(self, shape): |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 202 | assert shape is not None |
| 203 | if len(shape) > 0: |
| 204 | # Rank > 0 |
| 205 | return "x".join([str(d) for d in shape]) |
| 206 | else: |
| 207 | # Rank 0 |
| 208 | return "0" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 209 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 210 | def typeStr(self, dtype): |
| 211 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 212 | assert len(dtype) >= 2 |
| 213 | strs = [self.typeStr(t) for t in dtype] |
| 214 | # Limit types to the first 2 as the 3rd is the accumulator |
| 215 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 216 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 217 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 218 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 219 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 220 | raise Exception( |
| 221 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 222 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 223 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 224 | def constrictBatchSize(self, shape): |
| 225 | # Limit the batch size unless an explicit target shape set |
| 226 | if self.args.max_batch_size and not self.args.target_shapes: |
| 227 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 228 | return shape |
| 229 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 230 | def makeDimension(self, rng): |
| 231 | return rng.randInt( |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 232 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 233 | ) |
| 234 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 235 | def tensorComplianceMetaData( |
| 236 | self, op, inputType, argsDict, outputTensor, errorName |
| 237 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 238 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 239 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 240 | Op.MATMUL, |
| 241 | Op.CONV2D, |
| 242 | Op.FULLY_CONNECTED, |
| 243 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 244 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 245 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 246 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 247 | if ( |
| 248 | errorName |
| 249 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 250 | or ( |
| 251 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 252 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 253 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 254 | ): |
| 255 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 256 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 257 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 258 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 259 | compliance_tens = { |
| 260 | "mode": None, |
| 261 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 262 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 263 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 264 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 265 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 266 | compliance_tens["dot_product_info"] = { |
| 267 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 268 | "ks": int(argsDict["ksb"]) |
| 269 | if "ksb" in argsDict |
| 270 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 271 | } |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 272 | elif argsDict["dg_type"] == gtu.DataGenType.SPECIAL: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 273 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 274 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 275 | mode = gtu.ComplianceMode.ULP |
| 276 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 277 | elif "compliance" in op and "relative" in op["compliance"]: |
| 278 | mode = gtu.ComplianceMode.RELATIVE |
| 279 | compliance_tens["relative_info"] = { |
| 280 | "max": argsDict["max_abs_value"], |
| 281 | "scale": op["compliance"]["relative"], |
| 282 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 283 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 284 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 285 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 286 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 287 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 288 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 289 | compliance_tens["abs_error_info"] = { |
| 290 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 291 | } |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 292 | elif op["op"] in (Op.SIN, Op.COS): |
| 293 | mode = gtu.ComplianceMode.ABS_ERROR |
| 294 | if "compliance" in op and "abs_error_normal_divisor" in op["compliance"]: |
| 295 | compliance_tens["abs_error_info"] = { |
| 296 | "normal_divisor": op["compliance"]["abs_error_normal_divisor"] |
| 297 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 298 | else: |
| 299 | mode = gtu.ComplianceMode.EXACT |
| 300 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 301 | |
| 302 | return compliance_tens |
| 303 | |
| 304 | # Build Op functions |
| 305 | # Create the output tensor (calling OutputShaper as needed) |
| 306 | # Do final tweaks to attributes (if necessary for errorIf) |
| 307 | # Add Op into graph |
| 308 | # Return resulting tensor information or BuildInfo |
| 309 | |
| 310 | class BuildInfo: |
| 311 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 312 | |
| 313 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 314 | if isinstance(resultTensor, list): |
| 315 | assert complianceDict is None or isinstance(complianceDict, list) |
| 316 | self.resultTensorList = resultTensor |
| 317 | self.complianceDictList = complianceDict |
| 318 | else: |
| 319 | self.resultTensorList = [resultTensor] |
| 320 | if complianceDict is None: |
| 321 | self.complianceDictList = None |
| 322 | else: |
| 323 | self.complianceDictList = [complianceDict] |
| 324 | |
| 325 | def getComplianceInfo(self): |
| 326 | if self.complianceDictList is None: |
| 327 | return None |
| 328 | else: |
| 329 | tens_dict = {} |
| 330 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 331 | if comp is not None: |
| 332 | tens_dict[tens.name] = comp |
| 333 | |
| 334 | if tens_dict: |
| 335 | # Have some compliance data, so return the info |
| 336 | compliance = { |
| 337 | "version": "0.1", |
| 338 | "tensors": tens_dict, |
| 339 | } |
| 340 | else: |
| 341 | compliance = None |
| 342 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 343 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 344 | def build_unary( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 345 | self, |
| 346 | rng, |
| 347 | op, |
| 348 | inputs, |
| 349 | args_dict, |
| 350 | validator_fcns=None, |
| 351 | error_name=None, |
| 352 | qinfo=None, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 353 | ): |
| 354 | assert len(inputs) == 1 |
| 355 | a = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 356 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 357 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 358 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 359 | |
| 360 | # Ensure new output type has correct qinfo |
| 361 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 362 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 363 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 364 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, a.dtype), |
| 365 | TosaQuantGen.getZeroPoint( |
| 366 | rng, self.args.zeropoint, result_tensor.dtype |
| 367 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 368 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 369 | |
| 370 | # Invalidate Input/Output list for error if checks. |
| 371 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 372 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 373 | pCount, cCount = op["operands"] |
| 374 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 375 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 376 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 377 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 378 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 379 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 380 | self.ser, |
| 381 | validator_fcns, |
| 382 | error_name, |
| 383 | op=op, |
| 384 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 385 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 386 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 387 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 388 | input_list=input_list, |
| 389 | output_list=output_list, |
| 390 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 391 | ): |
| 392 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 393 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 394 | attr = None |
| 395 | if op["op"] == Op.NEGATE: |
| 396 | attr = ts.TosaSerializerAttribute() |
| 397 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 398 | |
| 399 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 400 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 401 | compliance = self.tensorComplianceMetaData( |
| 402 | op, a.dtype, args_dict, result_tensor, error_name |
| 403 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 404 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 405 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 406 | def build_binary_broadcast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 407 | 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] | 408 | ): |
| 409 | assert len(inputs) == 2 |
| 410 | a, b = inputs |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 411 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 412 | |
| 413 | # Invalidate Input/Output list for error if checks. |
| 414 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 415 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 416 | pCount, cCount = op["operands"] |
| 417 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 418 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 419 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 420 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 421 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 422 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 423 | self.ser, |
| 424 | validator_fcns, |
| 425 | error_name, |
| 426 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 427 | input1=a, |
| 428 | input2=b, |
| 429 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 430 | output_dtype=result_tensor.dtype, |
| 431 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 432 | input_list=input_list, |
| 433 | output_list=output_list, |
| 434 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 435 | ): |
| 436 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 437 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 438 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 439 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 440 | compliance = self.tensorComplianceMetaData( |
| 441 | op, a.dtype, args_dict, result_tensor, error_name |
| 442 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 443 | |
| 444 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 445 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 446 | def build_arithmetic_right_shift( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 447 | self, |
| 448 | rng, |
| 449 | op, |
| 450 | inputs, |
| 451 | args_dict, |
| 452 | validator_fcns=None, |
| 453 | error_name=None, |
| 454 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 455 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 456 | assert len(inputs) == 2 |
| 457 | a, b = inputs |
| 458 | round = args_dict["round"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 459 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 460 | |
| 461 | # Invalidate Input/Output list for error if checks. |
| 462 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 463 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 464 | pCount, cCount = op["operands"] |
| 465 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 466 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 467 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 468 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 469 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 470 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 471 | self.ser, |
| 472 | validator_fcns, |
| 473 | error_name, |
| 474 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 475 | input1=a, |
| 476 | input2=b, |
| 477 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 478 | output_dtype=result_tensor.dtype, |
| 479 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 480 | input_list=input_list, |
| 481 | output_list=output_list, |
| 482 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 483 | ): |
| 484 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 485 | |
| 486 | attr = ts.TosaSerializerAttribute() |
| 487 | attr.ArithmeticRightShiftAttribute(round) |
| 488 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 489 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 490 | |
| 491 | compliance = self.tensorComplianceMetaData( |
| 492 | op, a.dtype, args_dict, result_tensor, error_name |
| 493 | ) |
| 494 | |
| 495 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 496 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 497 | def build_mul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 498 | self, |
| 499 | rng, |
| 500 | op, |
| 501 | inputs, |
| 502 | args_dict, |
| 503 | validator_fcns=None, |
| 504 | error_name=None, |
| 505 | qinfo=None, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 506 | ): |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 507 | # Note that mul is binary operator but it has a shift value tensor |
| 508 | assert len(inputs) == 3 |
| 509 | a, b, s = inputs |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 510 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 511 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 512 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 513 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 514 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 515 | result_tensor.setDtype(DType.INT32) |
| 516 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 517 | if error_name == ErrorIf.WrongOutputType: |
| 518 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 519 | outputDType = rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 520 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 521 | |
| 522 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 523 | input_list = [a.name, b.name, s.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 524 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 525 | pCount, cCount = op["operands"] |
| 526 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 527 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 528 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 529 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 530 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 531 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 532 | self.ser, |
| 533 | validator_fcns, |
| 534 | error_name, |
| 535 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 536 | input1=a, |
| 537 | input2=b, |
| 538 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 539 | output_dtype=result_tensor.dtype, |
| 540 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 541 | input_list=input_list, |
| 542 | output_list=output_list, |
| 543 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 544 | ): |
| 545 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 546 | |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 547 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 548 | |
| 549 | compliance = self.tensorComplianceMetaData( |
| 550 | op, a.dtype, args_dict, result_tensor, error_name |
| 551 | ) |
| 552 | |
| 553 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 554 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 555 | def build_table( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 556 | self, |
| 557 | rng, |
| 558 | op, |
| 559 | inputs, |
| 560 | args_dict, |
| 561 | validator_fcns=None, |
| 562 | error_name=None, |
| 563 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 564 | ): |
| 565 | assert len(inputs) == 1 |
| 566 | a = inputs[0] |
| 567 | table = args_dict["table"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 568 | result_tensor = OutputShaper.tableOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 569 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 570 | attr = ts.TosaSerializerAttribute() |
| 571 | attr.TableAttribute(table) |
| 572 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 573 | # Invalidate Input/Output list for error if checks. |
| 574 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 575 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 576 | pCount, cCount = op["operands"] |
| 577 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 578 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 579 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 580 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 581 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 582 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 583 | self.ser, |
| 584 | validator_fcns, |
| 585 | error_name, |
| 586 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 587 | input_shape=a.shape, |
| 588 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 589 | output_dtype=result_tensor.dtype, |
| 590 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 591 | input_list=input_list, |
| 592 | output_list=output_list, |
| 593 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 594 | ): |
| 595 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 596 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 597 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 598 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 599 | compliance = self.tensorComplianceMetaData( |
| 600 | op, a.dtype, args_dict, result_tensor, error_name |
| 601 | ) |
| 602 | |
| 603 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 604 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 605 | def build_select( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 606 | self, |
| 607 | rng, |
| 608 | op, |
| 609 | inputs, |
| 610 | args_dict, |
| 611 | validator_fcns=None, |
| 612 | error_name=None, |
| 613 | qinfo=None, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 614 | ): |
| 615 | assert len(inputs) == 3 |
| 616 | cond, a, b = inputs |
| 617 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 618 | result_tensor = OutputShaper.selectOp(self.ser, rng, cond, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 619 | |
| 620 | # Invalidate Input/Output list for error if checks. |
| 621 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 622 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 623 | pCount, cCount = op["operands"] |
| 624 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 625 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 626 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 627 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 628 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 629 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 630 | self.ser, |
| 631 | validator_fcns, |
| 632 | error_name, |
| 633 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 634 | input1=cond, |
| 635 | input2=a, |
| 636 | input3=b, |
| 637 | input_shape=a.shape, |
| 638 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 639 | output_dtype=result_tensor.dtype, |
| 640 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 641 | input_list=input_list, |
| 642 | output_list=output_list, |
| 643 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 644 | ): |
| 645 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 646 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 647 | self.ser.addOperator( |
| 648 | op["op"], |
| 649 | input_list, |
| 650 | output_list, |
| 651 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 652 | compliance = self.tensorComplianceMetaData( |
| 653 | op, a.dtype, args_dict, result_tensor, error_name |
| 654 | ) |
| 655 | |
| 656 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 657 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 658 | def build_comparison( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 659 | self, |
| 660 | rng, |
| 661 | op, |
| 662 | inputs, |
| 663 | args_dict, |
| 664 | validator_fcns=None, |
| 665 | error_name=None, |
| 666 | qinfo=None, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 667 | ): |
| 668 | assert len(inputs) == 2 |
| 669 | a, b = inputs |
| 670 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 671 | result_tensor = OutputShaper.binaryComparisonOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 672 | |
| 673 | # Invalidate Input/Output list for error if checks. |
| 674 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 675 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 676 | pCount, cCount = op["operands"] |
| 677 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 678 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 679 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 680 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 681 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 682 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 683 | self.ser, |
| 684 | validator_fcns, |
| 685 | error_name, |
| 686 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 687 | input1=a, |
| 688 | input2=b, |
| 689 | input_shape=a.shape, |
| 690 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 691 | output_shape=result_tensor.shape, |
| 692 | output_dtype=result_tensor.dtype, |
| 693 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 694 | input_list=input_list, |
| 695 | output_list=output_list, |
| 696 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 697 | ): |
| 698 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 699 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 700 | self.ser.addOperator( |
| 701 | op["op"], |
| 702 | input_list, |
| 703 | output_list, |
| 704 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 705 | |
| 706 | compliance = self.tensorComplianceMetaData( |
| 707 | op, a.dtype, args_dict, result_tensor, error_name |
| 708 | ) |
| 709 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 710 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 711 | def build_argmax( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 712 | self, rng, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 713 | ): |
| 714 | assert len(inputs) == 1 |
| 715 | a = inputs[0] |
| 716 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 717 | result_tensor = OutputShaper.argmaxOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 718 | |
| 719 | # Invalidate Input/Output list for error if checks. |
| 720 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 721 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 722 | pCount, cCount = op["operands"] |
| 723 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 724 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 725 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 726 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 727 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 728 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 729 | self.ser, |
| 730 | validator_fcns, |
| 731 | error_name, |
| 732 | op=op, |
| 733 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 734 | input_shape=a.shape, |
| 735 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 736 | output_shape=result_tensor.shape, |
| 737 | output_dtype=result_tensor.dtype, |
| 738 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 739 | input_list=input_list, |
| 740 | output_list=output_list, |
| 741 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 742 | ): |
| 743 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 744 | |
| 745 | attr = ts.TosaSerializerAttribute() |
| 746 | attr.AxisAttribute(axis) |
| 747 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 748 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 749 | |
| 750 | compliance = self.tensorComplianceMetaData( |
| 751 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 752 | ) |
| 753 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 754 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 755 | def build_pool2d( |
| 756 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 757 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 758 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 759 | inputs, |
| 760 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 761 | validator_fcns=None, |
| 762 | error_name=None, |
| 763 | qinfo=None, |
| 764 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 765 | assert len(inputs) == 1 |
| 766 | input = inputs[0] |
| 767 | # max_pool has no accum_dtype |
| 768 | accum_dtype = ( |
| 769 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 770 | ) |
| 771 | stride = args_dict["stride"] |
| 772 | pad = args_dict["pad"] |
| 773 | kernel = args_dict["kernel"] |
| 774 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 775 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 776 | self.ser, rng, input, kernel, stride, pad, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 777 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 778 | |
| 779 | # Ensure new output type has correct qinfo |
| 780 | if error_name == ErrorIf.WrongInputType: |
| 781 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 782 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 783 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, input.dtype), |
| 784 | TosaQuantGen.getZeroPoint( |
| 785 | rng, self.args.zeropoint, result_tensor.dtype |
| 786 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 787 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 788 | |
| 789 | # Invalidate Input/Output list for error if checks. |
| 790 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 791 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 792 | pCount, cCount = op["operands"] |
| 793 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 794 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 795 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 796 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 797 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 798 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 799 | self.ser, |
| 800 | validator_fcns, |
| 801 | error_name, |
| 802 | op=op, |
| 803 | input_shape=input.shape, |
| 804 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 805 | output_shape=result_tensor.shape, |
| 806 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 807 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 808 | kernel=kernel, |
| 809 | stride=stride, |
| 810 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 811 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 812 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 813 | input_list=input_list, |
| 814 | output_list=output_list, |
| 815 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 816 | ): |
| 817 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 818 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 819 | if qinfo is None: |
| 820 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 821 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 822 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 823 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 824 | |
| 825 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 826 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 827 | compliance = self.tensorComplianceMetaData( |
| 828 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 829 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 830 | |
| 831 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 832 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 833 | def build_conv2d( |
| 834 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 835 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 836 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 837 | inputs, |
| 838 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 839 | validator_fcns=None, |
| 840 | error_name=None, |
| 841 | qinfo=None, |
| 842 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 843 | assert len(inputs) == 3 |
| 844 | ifm, filter, bias = inputs |
| 845 | accum_dtype = args_dict["acc_type"] |
| 846 | strides = args_dict["stride"] |
| 847 | padding = args_dict["pad"] |
| 848 | dilations = args_dict["dilation"] |
| 849 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 850 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 851 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 852 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 853 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 854 | ifm, |
| 855 | filter, |
| 856 | accum_dtype, |
| 857 | strides, |
| 858 | padding, |
| 859 | dilations, |
| 860 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 861 | ) |
| 862 | |
| 863 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 864 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 865 | DType.INT8, |
| 866 | DType.UINT8, |
| 867 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 868 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 869 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 870 | TosaQuantGen.getZeroPoint( |
| 871 | rng, self.args.zeropoint, result_tensor.dtype |
| 872 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 873 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 874 | |
| 875 | # Invalidate Input/Output list for error_if checks. |
| 876 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 877 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 878 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 879 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 880 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 881 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 882 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 883 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 884 | self.ser, |
| 885 | validator_fcns, |
| 886 | error_name, |
| 887 | op=op, |
| 888 | input_dtype=ifm.dtype, |
| 889 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 890 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 891 | qinfo=qinfo, |
| 892 | input_list=input_list, |
| 893 | num_operands=num_operands, |
| 894 | output_list=output_list, |
| 895 | pad=padding, |
| 896 | stride=strides, |
| 897 | dilation=dilations, |
| 898 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 899 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 900 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 901 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 902 | ): |
| 903 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 904 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 905 | # TODO - Test local_bound, for now set local bound attribute to False |
| 906 | local_bound = False |
| 907 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 908 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 909 | attr.ConvAttribute( |
| 910 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 911 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 912 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 913 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 914 | |
| 915 | compliance = self.tensorComplianceMetaData( |
| 916 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 917 | ) |
| 918 | |
| 919 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 920 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 921 | def build_conv3d( |
| 922 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 923 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 924 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 925 | inputs, |
| 926 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 927 | validator_fcns=None, |
| 928 | error_name=None, |
| 929 | qinfo=None, |
| 930 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 931 | assert len(inputs) == 3 |
| 932 | ifm, filter, bias = inputs |
| 933 | accum_dtype = args_dict["acc_type"] |
| 934 | strides = args_dict["stride"] |
| 935 | padding = args_dict["pad"] |
| 936 | dilations = args_dict["dilation"] |
| 937 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 938 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 939 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 940 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 941 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 942 | ifm, |
| 943 | filter, |
| 944 | accum_dtype, |
| 945 | strides, |
| 946 | padding, |
| 947 | dilations, |
| 948 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 949 | ) |
| 950 | |
| 951 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 952 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 953 | DType.INT8, |
| 954 | DType.UINT8, |
| 955 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 956 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 957 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 958 | TosaQuantGen.getZeroPoint( |
| 959 | rng, self.args.zeropoint, result_tensor.dtype |
| 960 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 961 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 962 | |
| 963 | # Invalidate Input/Output list for error_if checks. |
| 964 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 965 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 966 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 967 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 968 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 969 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 970 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 971 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 972 | self.ser, |
| 973 | validator_fcns, |
| 974 | error_name, |
| 975 | op=op, |
| 976 | input_dtype=ifm.dtype, |
| 977 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 978 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 979 | qinfo=qinfo, |
| 980 | input_list=input_list, |
| 981 | num_operands=num_operands, |
| 982 | output_list=output_list, |
| 983 | pad=padding, |
| 984 | stride=strides, |
| 985 | dilation=dilations, |
| 986 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 987 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 988 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 989 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 990 | ): |
| 991 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 992 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 993 | # TODO - Test local_bound, for now set local bound attribute to False |
| 994 | local_bound = False |
| 995 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 996 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 997 | attr.ConvAttribute( |
| 998 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 999 | ) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1000 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1001 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1002 | |
| 1003 | compliance = self.tensorComplianceMetaData( |
| 1004 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1005 | ) |
| 1006 | |
| 1007 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1008 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1009 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1010 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1011 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1012 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1013 | inputs, |
| 1014 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1015 | validator_fcns=None, |
| 1016 | error_name=None, |
| 1017 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1018 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1019 | assert len(inputs) == 3 |
| 1020 | ifm, filter, bias = inputs |
| 1021 | accum_dtype = args_dict["acc_type"] |
| 1022 | strides = args_dict["stride"] |
| 1023 | out_pad = args_dict["pad"] |
| 1024 | output_shape = args_dict["out_shape"] |
| 1025 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1026 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1027 | result_tensor = OutputShaper.transposeConv2DOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1028 | self.ser, rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1029 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1030 | |
| 1031 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1032 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1033 | DType.INT8, |
| 1034 | DType.UINT8, |
| 1035 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1036 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1037 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1038 | TosaQuantGen.getZeroPoint( |
| 1039 | rng, self.args.zeropoint, result_tensor.dtype |
| 1040 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1041 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1042 | |
| 1043 | # Invalidate Input/Output list for error_if checks. |
| 1044 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1045 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1046 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1047 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1048 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1049 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1050 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1051 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1052 | self.ser, |
| 1053 | validator_fcns, |
| 1054 | error_name, |
| 1055 | op=op, |
| 1056 | input_dtype=ifm.dtype, |
| 1057 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1058 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1059 | qinfo=qinfo, |
| 1060 | input_list=input_list, |
| 1061 | num_operands=num_operands, |
| 1062 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1063 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1064 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1065 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1066 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1067 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1068 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1069 | ): |
| 1070 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1071 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1072 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1073 | local_bound = False |
| 1074 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1075 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1076 | attr.TransposeConvAttribute( |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1077 | out_pad, strides, output_shape, qinfo[0], qinfo[1], local_bound, accum_dtype |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1078 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1079 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1080 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1081 | |
| 1082 | compliance = self.tensorComplianceMetaData( |
| 1083 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1084 | ) |
| 1085 | |
| 1086 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1087 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1088 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1089 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1090 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1091 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1092 | inputs, |
| 1093 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1094 | validator_fcns=None, |
| 1095 | error_name=None, |
| 1096 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1097 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1098 | assert len(inputs) == 3 |
| 1099 | ifm, filter, bias = inputs |
| 1100 | accum_dtype = args_dict["acc_type"] |
| 1101 | strides = args_dict["stride"] |
| 1102 | padding = args_dict["pad"] |
| 1103 | dilations = args_dict["dilation"] |
| 1104 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1105 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1106 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1107 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1108 | ifm, |
| 1109 | filter, |
| 1110 | accum_dtype, |
| 1111 | strides, |
| 1112 | padding, |
| 1113 | dilations, |
| 1114 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1115 | ) |
| 1116 | |
| 1117 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1118 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1119 | DType.INT8, |
| 1120 | DType.UINT8, |
| 1121 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1122 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1123 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1124 | TosaQuantGen.getZeroPoint( |
| 1125 | rng, self.args.zeropoint, result_tensor.dtype |
| 1126 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1127 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1128 | |
| 1129 | # Invalidate Input/Output list for error_if checks. |
| 1130 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1131 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1132 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1133 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1134 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1135 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1136 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1137 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1138 | self.ser, |
| 1139 | validator_fcns, |
| 1140 | error_name, |
| 1141 | op=op, |
| 1142 | input_dtype=ifm.dtype, |
| 1143 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1144 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1145 | qinfo=qinfo, |
| 1146 | input_list=input_list, |
| 1147 | num_operands=num_operands, |
| 1148 | output_list=output_list, |
| 1149 | pad=padding, |
| 1150 | stride=strides, |
| 1151 | dilation=dilations, |
| 1152 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1153 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1154 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1155 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1156 | ): |
| 1157 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1158 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1159 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1160 | local_bound = False |
| 1161 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1162 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1163 | attr.ConvAttribute( |
| 1164 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 1165 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1166 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1167 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1168 | |
| 1169 | compliance = self.tensorComplianceMetaData( |
| 1170 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1171 | ) |
| 1172 | |
| 1173 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1174 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1175 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1176 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1177 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1178 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1179 | inputs, |
| 1180 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1181 | validator_fcns=None, |
| 1182 | error_name=None, |
| 1183 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1184 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1185 | assert len(inputs) == 3 |
| 1186 | ifm, filter, bias = inputs |
| 1187 | accum_dtype = args_dict["acc_type"] |
| 1188 | |
| 1189 | result_tensor = OutputShaper.fullyConnectedOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1190 | self.ser, rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1191 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1192 | |
| 1193 | # Invalidate Input/Output list for error if checks. |
| 1194 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1195 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1196 | pCount, cCount = op["operands"] |
| 1197 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1198 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1199 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1200 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1201 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1202 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1203 | self.ser, |
| 1204 | validator_fcns, |
| 1205 | error_name, |
| 1206 | op=op, |
| 1207 | input_shape=ifm.shape, |
| 1208 | input_dtype=ifm.dtype, |
| 1209 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1210 | output_shape=result_tensor.shape, |
| 1211 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1212 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1213 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1214 | input_list=input_list, |
| 1215 | output_list=output_list, |
| 1216 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1217 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1218 | ): |
| 1219 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1220 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1221 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1222 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1223 | |
| 1224 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1225 | |
| 1226 | compliance = self.tensorComplianceMetaData( |
| 1227 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1228 | ) |
| 1229 | |
| 1230 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1231 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1232 | def build_matmul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1233 | self, |
| 1234 | rng, |
| 1235 | op, |
| 1236 | inputs, |
| 1237 | args_dict, |
| 1238 | validator_fcns=None, |
| 1239 | error_name=None, |
| 1240 | qinfo=None, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1241 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1242 | assert len(inputs) == 2 |
| 1243 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1244 | accum_dtype = args_dict["acc_type"] |
| 1245 | result_tensor = OutputShaper.matmulOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1246 | self.ser, rng, a, b, accum_dtype, error_name |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1247 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1248 | |
| 1249 | # Invalidate Input/Output list for error if checks. |
| 1250 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1251 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1252 | pCount, cCount = op["operands"] |
| 1253 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1254 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1255 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1256 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1257 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1258 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1259 | self.ser, |
| 1260 | validator_fcns, |
| 1261 | error_name, |
| 1262 | op=op, |
| 1263 | input_shape=a.shape, |
| 1264 | input_dtype=a.dtype, |
| 1265 | input2_shape=b.shape, |
| 1266 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1267 | output_shape=result_tensor.shape, |
| 1268 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1269 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1270 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1271 | input_list=input_list, |
| 1272 | output_list=output_list, |
| 1273 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1274 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1275 | ): |
| 1276 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1277 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1278 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1279 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1280 | |
| 1281 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1282 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1283 | compliance = self.tensorComplianceMetaData( |
| 1284 | op, a.dtype, args_dict, result_tensor, error_name |
| 1285 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1286 | |
| 1287 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1288 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1289 | def build_reduce( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1290 | 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] | 1291 | ): |
| 1292 | assert len(inputs) == 1 |
| 1293 | a = inputs[0] |
| 1294 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1295 | result_tensor = OutputShaper.reduceOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1296 | |
| 1297 | # Invalidate Input/Output list for error if checks. |
| 1298 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1299 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1300 | pCount, cCount = op["operands"] |
| 1301 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1302 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1303 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1304 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1305 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1306 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1307 | self.ser, |
| 1308 | validator_fcns, |
| 1309 | error_name, |
| 1310 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1311 | axis=axis, |
| 1312 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1313 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1314 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1315 | output_dtype=result_tensor.dtype, |
| 1316 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1317 | input_list=input_list, |
| 1318 | output_list=output_list, |
| 1319 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1320 | ): |
| 1321 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1322 | |
| 1323 | attr = ts.TosaSerializerAttribute() |
| 1324 | attr.AxisAttribute(axis) |
| 1325 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1326 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1327 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1328 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1329 | # Number of products - needed for compliance |
| 1330 | args_dict["n"] = a.shape[axis] |
| 1331 | |
| 1332 | compliance = self.tensorComplianceMetaData( |
| 1333 | op, a.dtype, args_dict, result_tensor, error_name |
| 1334 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1335 | |
| 1336 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1337 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1338 | def build_clamp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1339 | self, |
| 1340 | rng, |
| 1341 | op, |
| 1342 | inputs, |
| 1343 | args_dict, |
| 1344 | validator_fcns=None, |
| 1345 | error_name=None, |
| 1346 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1347 | ): |
| 1348 | assert len(inputs) == 1 |
| 1349 | a = inputs[0] |
| 1350 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1351 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1352 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1353 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1354 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1355 | if error_name == ErrorIf.MaxSmallerMin: |
| 1356 | # Make sure the numbers are different to invoke this error |
| 1357 | while v[0] == v[1]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1358 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1359 | max_val = min(v) |
| 1360 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1361 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1362 | max_val = max(v) |
| 1363 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1364 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1365 | # Invalidate Input/Output list for error if checks. |
| 1366 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1367 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1368 | pCount, cCount = op["operands"] |
| 1369 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1370 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1371 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1372 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1373 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1374 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1375 | self.ser, |
| 1376 | validator_fcns, |
| 1377 | error_name, |
| 1378 | op=op, |
| 1379 | max_val=max_val, |
| 1380 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1381 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1382 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1383 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1384 | output_dtype=result_tensor.dtype, |
| 1385 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1386 | input_list=input_list, |
| 1387 | output_list=output_list, |
| 1388 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1389 | ): |
| 1390 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1391 | |
| 1392 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1393 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1394 | if a.dtype == DType.FP16: |
| 1395 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1396 | min_val = min_val.astype(np.float32) |
| 1397 | max_val = max_val.astype(np.float32) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1398 | min_val_as_bytes = struct.pack("<f", min_val) |
| 1399 | max_val_as_bytes = struct.pack("<f", max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1400 | elif a.dtype in (DType.INT8, DType.INT16): |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1401 | min_val_as_bytes = struct.pack("<i", min_val) |
| 1402 | max_val_as_bytes = struct.pack("<i", max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1403 | else: |
| 1404 | # to avoid internal error for incorrect input types |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1405 | min_val_as_bytes = struct.pack("<i", 0) |
| 1406 | max_val_as_bytes = struct.pack("<i", 0) |
| 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): |
| 1553 | pad_const_val_as_bytes = struct.pack("<f", pad_const_float) |
| 1554 | else: |
| 1555 | pad_const_val_as_bytes = struct.pack("<i", pad_const_int) |
| 1556 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1557 | attr = ts.TosaSerializerAttribute() |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1558 | attr.PadAttribute(self.ser.builder, pad_const_val_as_bytes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1559 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1560 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1561 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1562 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1563 | pCount, cCount = op["operands"] |
| 1564 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1565 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1566 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1567 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1568 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1569 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1570 | self.ser, |
| 1571 | validator_fcns, |
| 1572 | error_name, |
| 1573 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1574 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1575 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1576 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1577 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1578 | pad=padding, |
| 1579 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1580 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1581 | input_list=input_list, |
| 1582 | output_list=output_list, |
| 1583 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1584 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1585 | ): |
| 1586 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1587 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1588 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1589 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1590 | compliance = self.tensorComplianceMetaData( |
| 1591 | op, a.dtype, args_dict, result_tensor, error_name |
| 1592 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1593 | |
| 1594 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1595 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1596 | def build_dim( |
| 1597 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1598 | rng, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1599 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1600 | inputs, |
| 1601 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1602 | validator_fcns=None, |
| 1603 | error_name=None, |
| 1604 | qinfo=None, |
| 1605 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1606 | assert len(inputs) == 1 |
| 1607 | a = inputs[0] |
| 1608 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1609 | result_tensor = OutputShaper.dimOp(self.ser, rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1610 | |
| 1611 | # Invalidate Input/Output list for error if checks. |
| 1612 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1613 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1614 | pCount, cCount = op["operands"] |
| 1615 | num_operands = pCount + cCount |
| 1616 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1617 | rng, error_name, input_list, output_list |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1618 | ) |
| 1619 | |
| 1620 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1621 | self.ser, |
| 1622 | validator_fcns, |
| 1623 | error_name, |
| 1624 | op=op, |
| 1625 | axis=axis, |
| 1626 | input_shape=a.shape, |
| 1627 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1628 | output_shape=result_tensor.shape, |
| 1629 | output_dtype=result_tensor.dtype, |
| 1630 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1631 | input_list=input_list, |
| 1632 | output_list=output_list, |
| 1633 | num_operands=num_operands, |
| 1634 | ): |
| 1635 | return None |
| 1636 | |
| 1637 | attr = ts.TosaSerializerAttribute() |
| 1638 | attr.AxisAttribute(axis) |
| 1639 | |
| 1640 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1641 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1642 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1643 | def build_reshape( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1644 | self, |
| 1645 | rng, |
| 1646 | op, |
| 1647 | inputs, |
| 1648 | args_dict, |
| 1649 | validator_fcns=None, |
| 1650 | error_name=None, |
| 1651 | qinfo=None, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1652 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1653 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1654 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1655 | shape = inputs[1] |
| 1656 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1657 | result_tensor = OutputShaper.reshapeOp(self.ser, rng, a, shape_attr, error_name) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1658 | |
| 1659 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1660 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1661 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1662 | pCount, cCount = op["operands"] |
| 1663 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1664 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1665 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1666 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1667 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1668 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1669 | self.ser, |
| 1670 | validator_fcns, |
| 1671 | error_name, |
| 1672 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1673 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1674 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1675 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1676 | output_dtype=result_tensor.dtype, |
| 1677 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1678 | input_list=input_list, |
| 1679 | output_list=output_list, |
| 1680 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1681 | ): |
| 1682 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1683 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1684 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1685 | |
| 1686 | compliance = self.tensorComplianceMetaData( |
| 1687 | op, a.dtype, args_dict, result_tensor, error_name |
| 1688 | ) |
| 1689 | |
| 1690 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1691 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1692 | def build_reverse( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1693 | self, |
| 1694 | rng, |
| 1695 | op, |
| 1696 | inputs, |
| 1697 | args_dict, |
| 1698 | validator_fcns=None, |
| 1699 | error_name=None, |
| 1700 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1701 | ): |
| 1702 | assert len(inputs) == 1 |
| 1703 | a = inputs[0] |
| 1704 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1705 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1706 | |
| 1707 | # Invalidate Input/Output list for error if checks. |
| 1708 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1709 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1710 | pCount, cCount = op["operands"] |
| 1711 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1712 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1713 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1714 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1715 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1716 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1717 | self.ser, |
| 1718 | validator_fcns, |
| 1719 | error_name, |
| 1720 | op=op, |
| 1721 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1722 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1723 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1724 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1725 | output_dtype=result_tensor.dtype, |
| 1726 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1727 | input_list=input_list, |
| 1728 | output_list=output_list, |
| 1729 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1730 | ): |
| 1731 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1732 | |
| 1733 | attr = ts.TosaSerializerAttribute() |
| 1734 | attr.AxisAttribute(axis) |
| 1735 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1736 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1737 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1738 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1739 | def build_transpose( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1740 | self, |
| 1741 | rng, |
| 1742 | op, |
| 1743 | inputs, |
| 1744 | args_dict, |
| 1745 | validator_fcns=None, |
| 1746 | error_name=None, |
| 1747 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1748 | ): |
| 1749 | assert len(inputs) == 1 |
| 1750 | a = inputs[0] |
| 1751 | perms = args_dict["perms"] |
| 1752 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1753 | result_tensor = OutputShaper.transposeOp(self.ser, rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1754 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1755 | attr = ts.TosaSerializerAttribute() |
| 1756 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1757 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1758 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1759 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1760 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1761 | pCount, cCount = op["operands"] |
| 1762 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1763 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1764 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1765 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1766 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1767 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1768 | self.ser, |
| 1769 | validator_fcns, |
| 1770 | error_name, |
| 1771 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1772 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1773 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1774 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1775 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1776 | output_dtype=result_tensor.dtype, |
| 1777 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1778 | input_list=input_list, |
| 1779 | output_list=output_list, |
| 1780 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1781 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1782 | ): |
| 1783 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1784 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1785 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1786 | |
| 1787 | compliance = self.tensorComplianceMetaData( |
| 1788 | op, a.dtype, args_dict, result_tensor, error_name |
| 1789 | ) |
| 1790 | |
| 1791 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1792 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1793 | def build_slice( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1794 | self, |
| 1795 | rng, |
| 1796 | op, |
| 1797 | inputs, |
| 1798 | args_dict, |
| 1799 | validator_fcns=None, |
| 1800 | error_name=None, |
| 1801 | qinfo=None, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1802 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1803 | assert len(inputs) == 3 |
| 1804 | a, start_var, size_var = inputs |
| 1805 | start_const = args_dict["start"] |
| 1806 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1807 | |
| 1808 | result_tensor = OutputShaper.sliceOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1809 | self.ser, rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1810 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1811 | |
| 1812 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1813 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1814 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1815 | pCount, cCount = op["operands"] |
| 1816 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1817 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1818 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1819 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1820 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1821 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1822 | self.ser, |
| 1823 | validator_fcns, |
| 1824 | error_name, |
| 1825 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1826 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1827 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1828 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1829 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1830 | start=start_const, |
| 1831 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1832 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1833 | input_list=input_list, |
| 1834 | output_list=output_list, |
| 1835 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1836 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1837 | ): |
| 1838 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1839 | |
Tai Ly | 8ead6c4 | 2024-02-14 22:35:44 +0000 | [diff] [blame] | 1840 | self.ser.addOperator(op["op"], input_list, output_list) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1841 | |
| 1842 | compliance = self.tensorComplianceMetaData( |
| 1843 | op, a.dtype, args_dict, result_tensor, error_name |
| 1844 | ) |
| 1845 | |
| 1846 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1847 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1848 | def build_tile( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1849 | self, |
| 1850 | rng, |
| 1851 | op, |
| 1852 | inputs, |
| 1853 | args_dict, |
| 1854 | validator_fcns=None, |
| 1855 | error_name=None, |
| 1856 | qinfo=None, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1857 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1858 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1859 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1860 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1861 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1862 | result_tensor = OutputShaper.tileOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1863 | self.ser, rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1864 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1865 | |
| 1866 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1867 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1868 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1869 | pCount, cCount = op["operands"] |
| 1870 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1871 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1872 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1873 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1874 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1875 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1876 | self.ser, |
| 1877 | validator_fcns, |
| 1878 | error_name, |
| 1879 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1880 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1881 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1882 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1883 | output_dtype=result_tensor.dtype, |
| 1884 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1885 | input_list=input_list, |
| 1886 | output_list=output_list, |
| 1887 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1888 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1889 | ): |
| 1890 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1891 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1892 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1893 | |
| 1894 | compliance = self.tensorComplianceMetaData( |
| 1895 | op, a.dtype, args_dict, result_tensor, error_name |
| 1896 | ) |
| 1897 | |
| 1898 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1899 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1900 | def build_gather( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1901 | self, |
| 1902 | rng, |
| 1903 | op, |
| 1904 | inputs, |
| 1905 | args_dict, |
| 1906 | validator_fcns=None, |
| 1907 | error_name=None, |
| 1908 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1909 | ): |
| 1910 | assert len(inputs) == 2 |
| 1911 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1912 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1913 | result_tensor = OutputShaper.gatherOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1914 | self.ser, rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1915 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1916 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1917 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1918 | input_list = [values.name, indices.name] |
| 1919 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1920 | pCount, cCount = op["operands"] |
| 1921 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1922 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1923 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1924 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1925 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1926 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1927 | self.ser, |
| 1928 | validator_fcns, |
| 1929 | error_name, |
| 1930 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1931 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1932 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1933 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1934 | output_dtype=result_tensor.dtype, |
| 1935 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1936 | input_list=input_list, |
| 1937 | output_list=output_list, |
| 1938 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1939 | ): |
| 1940 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1941 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1942 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1943 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1944 | compliance = self.tensorComplianceMetaData( |
| 1945 | op, values.dtype, args_dict, result_tensor, error_name |
| 1946 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1947 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1948 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1949 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1950 | def build_scatter( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1951 | self, |
| 1952 | rng, |
| 1953 | op, |
| 1954 | inputs, |
| 1955 | args_dict, |
| 1956 | validator_fcns=None, |
| 1957 | error_name=None, |
| 1958 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1959 | ): |
| 1960 | assert len(inputs) == 3 |
| 1961 | values_in, indices, input = inputs |
| 1962 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1963 | self.ser, rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1964 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1965 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1966 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1967 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1968 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1969 | pCount, cCount = op["operands"] |
| 1970 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1971 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1972 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1973 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1974 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1975 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1976 | self.ser, |
| 1977 | validator_fcns, |
| 1978 | error_name, |
| 1979 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1980 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1981 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1982 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1983 | output_dtype=result_tensor.dtype, |
| 1984 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1985 | input_list=input_list, |
| 1986 | output_list=output_list, |
| 1987 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1988 | ): |
| 1989 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1990 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1991 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1992 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1993 | compliance = self.tensorComplianceMetaData( |
| 1994 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1995 | ) |
| 1996 | |
| 1997 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1998 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1999 | def build_resize( |
| 2000 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2001 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2002 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2003 | inputs, |
| 2004 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2005 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2006 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2007 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2008 | ): |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2009 | assert len(inputs) == 4 |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2010 | input = inputs[0] |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2011 | scale_input = inputs[1] |
| 2012 | offset_input = inputs[2] |
| 2013 | border_input = inputs[3] |
| 2014 | |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2015 | mode = args_dict["mode"] |
| 2016 | scale = args_dict["scale"] |
| 2017 | offset = args_dict["offset"] |
| 2018 | border = args_dict["border"] |
| 2019 | output_dtype = args_dict["output_dtype"] |
| 2020 | |
| 2021 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2022 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2023 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2024 | input, |
| 2025 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2026 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2027 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2028 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2029 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2030 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2031 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2032 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2033 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2034 | # Invalidate Input/Output list for error if checks. |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2035 | input_list = [ |
| 2036 | input.name, |
| 2037 | scale_input.name, |
| 2038 | offset_input.name, |
| 2039 | border_input.name, |
| 2040 | ] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2041 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2042 | pCount, cCount = op["operands"] |
| 2043 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2044 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2045 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2046 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2047 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2048 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2049 | self.ser, |
| 2050 | validator_fcns, |
| 2051 | error_name, |
| 2052 | op=op, |
| 2053 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2054 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2055 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2056 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2057 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2058 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2059 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2060 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2061 | input_list=input_list, |
| 2062 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2063 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2064 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2065 | ): |
| 2066 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2067 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2068 | attr = ts.TosaSerializerAttribute() |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2069 | # write empty scale/offset/border into ResizeAttribute |
| 2070 | attr.ResizeAttribute([], [], [], mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2071 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2072 | |
| 2073 | compliance = self.tensorComplianceMetaData( |
| 2074 | op, input.dtype, args_dict, result_tensor, error_name |
| 2075 | ) |
| 2076 | |
| 2077 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2078 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2079 | def build_const( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2080 | self, |
| 2081 | rng, |
| 2082 | op, |
| 2083 | inputs, |
| 2084 | args_dict, |
| 2085 | validator_fcns=None, |
| 2086 | error_name=None, |
| 2087 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2088 | ): |
| 2089 | assert len(inputs) == 1 |
| 2090 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2091 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2092 | |
| 2093 | compliance = self.tensorComplianceMetaData( |
| 2094 | op, val.dtype, args_dict, val, error_name |
| 2095 | ) |
| 2096 | |
| 2097 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2098 | |
| 2099 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2100 | def build_cast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2101 | self, |
| 2102 | rng, |
| 2103 | op, |
| 2104 | inputs, |
| 2105 | args_dict, |
| 2106 | validator_fcns=None, |
| 2107 | error_name=None, |
| 2108 | qinfo=None, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2109 | ): |
| 2110 | assert len(inputs) == 1 |
| 2111 | val = inputs[0] |
| 2112 | out_dtype = args_dict["out_type"] |
| 2113 | |
| 2114 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2115 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2116 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2117 | |
| 2118 | # Invalidate Input/Output list for error if checks. |
| 2119 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2120 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2121 | pCount, cCount = op["operands"] |
| 2122 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2123 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2124 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2125 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2126 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2127 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2128 | self.ser, |
| 2129 | validator_fcns, |
| 2130 | error_name, |
| 2131 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2132 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2133 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2134 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2135 | output_dtype=result_tensor.dtype, |
| 2136 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2137 | input_list=input_list, |
| 2138 | output_list=output_list, |
| 2139 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2140 | ): |
| 2141 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2142 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2143 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2144 | |
| 2145 | compliance = self.tensorComplianceMetaData( |
| 2146 | op, val.dtype, args_dict, result_tensor, error_name |
| 2147 | ) |
| 2148 | |
| 2149 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2150 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2151 | def build_rescale( |
| 2152 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2153 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2154 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2155 | inputs, |
| 2156 | args_dict, |
| 2157 | validator_fcns=None, |
| 2158 | error_name=None, |
| 2159 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2160 | ): |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2161 | assert len(inputs) == 3 |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2162 | val = inputs[0] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2163 | multiplier_val = inputs[1] |
| 2164 | shift_val = inputs[2] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2165 | out_dtype = args_dict["output_dtype"] |
| 2166 | scale32 = args_dict["scale"] |
| 2167 | double_round = args_dict["double_round"] |
| 2168 | per_channel = args_dict["per_channel"] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2169 | shift_arr = args_dict["shift"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2170 | multiplier_arr = args_dict["multiplier"] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2171 | |
| 2172 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2173 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2174 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2175 | |
| 2176 | if per_channel: |
| 2177 | nc = val.shape[-1] |
| 2178 | else: |
| 2179 | nc = 1 |
| 2180 | |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2181 | in_type_width = gtu.dtypeWidth(val.dtype) |
| 2182 | out_type_width = gtu.dtypeWidth(out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2183 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2184 | input_unsigned = False |
| 2185 | output_unsigned = False |
| 2186 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2187 | if val.dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2188 | input_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2189 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2190 | elif val.dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2191 | input_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2192 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2193 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2194 | elif error_name in [ |
| 2195 | ErrorIf.InputZeroPointNotZero, |
| 2196 | ErrorIf.U16InputZeroPointNotValid, |
| 2197 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2198 | input_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2199 | if input_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2200 | input_zp = input_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2201 | in_type_width += 1 |
| 2202 | elif val.dtype == DType.UINT16: |
| 2203 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2204 | input_zp = rng.choice([0, 32768]) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2205 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2206 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2207 | else: |
| 2208 | input_zp = 0 |
| 2209 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2210 | if out_dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2211 | output_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2212 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2213 | elif out_dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2214 | output_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2215 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2216 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2217 | elif error_name in [ |
| 2218 | ErrorIf.OutputZeroPointNotZero, |
| 2219 | ErrorIf.U16OutputZeroPointNotValid, |
| 2220 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2221 | output_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2222 | if output_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2223 | output_zp = output_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2224 | out_type_width += 1 |
| 2225 | elif out_dtype == DType.UINT16: |
| 2226 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2227 | output_zp = rng.choice([0, 32768]) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2228 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2229 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2230 | else: |
| 2231 | output_zp = 0 |
| 2232 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2233 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2234 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2235 | |
| 2236 | for i in range(nc): |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2237 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2238 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2239 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2240 | logger.debug( |
| 2241 | f"build_rescale: multiplier={multiplier_arr} shift={shift_arr} inzp={input_zp} outzp={output_zp}" |
| 2242 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2243 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2244 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2245 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2246 | assert val.placeholderFilename |
| 2247 | values = np.load( |
| 2248 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2249 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2250 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2251 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2252 | 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] | 2253 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2254 | # Check we can safely convert to the expected dtype |
| 2255 | assert ( |
| 2256 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2257 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2258 | ) |
| 2259 | |
| 2260 | # Force casting to output datatype |
| 2261 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2262 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2263 | if not np.all(np.array_equal(values, val_adj)): |
| 2264 | # Values changed so overwrite file with new values |
| 2265 | np.save( |
| 2266 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2267 | val_adj, |
| 2268 | False, |
| 2269 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2270 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2271 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2272 | input_list = [val.name, multiplier_val.name, shift_val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2273 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2274 | pCount, cCount = op["operands"] |
| 2275 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2276 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2277 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2278 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2279 | |
| 2280 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2281 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2282 | self.ser, |
| 2283 | validator_fcns, |
| 2284 | error_name, |
| 2285 | op=op, |
| 2286 | input_dtype=val.dtype, |
| 2287 | output_dtype=out_dtype, |
| 2288 | input_shape=val.shape, |
| 2289 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2290 | scale32=scale32, |
| 2291 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2292 | input_list=input_list, |
| 2293 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2294 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2295 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2296 | ): |
| 2297 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2298 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2299 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2300 | attr.RescaleAttribute( |
| 2301 | input_zp, |
| 2302 | output_zp, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2303 | scale32, |
| 2304 | double_round, |
| 2305 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2306 | input_unsigned, |
| 2307 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2308 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2309 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2310 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2311 | |
| 2312 | compliance = self.tensorComplianceMetaData( |
| 2313 | op, val.dtype, args_dict, result_tensor, error_name |
| 2314 | ) |
| 2315 | |
| 2316 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2317 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2318 | def _get_condition_tensor(self, rng, op, cond, error_name): |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2319 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2320 | cond_type = gtu.get_wrong_output_type(op, rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2321 | else: |
| 2322 | cond_type = DType.BOOL |
| 2323 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2324 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2325 | if choice == 1: |
| 2326 | cond_shape = [2] |
| 2327 | else: |
| 2328 | cond_shape = [1, 2] |
| 2329 | else: |
| 2330 | # Must be of size 1 (rank 0) |
| 2331 | cond_shape = [] |
| 2332 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2333 | return cond_tens |
| 2334 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2335 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2336 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2337 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2338 | op, |
| 2339 | inputs, |
| 2340 | args_dict, |
| 2341 | validator_fcns=None, |
| 2342 | error_name=None, |
| 2343 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2344 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2345 | # 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] | 2346 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2347 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2348 | assert len(inputs) == 2 |
| 2349 | then_tens, else_tens = inputs |
| 2350 | |
| 2351 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2352 | |
| 2353 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2354 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2355 | |
| 2356 | # Make then/else tensors |
| 2357 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2358 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2359 | dtype = DType.INT32 |
| 2360 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2361 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2362 | if error_name in [ |
| 2363 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2364 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2365 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2366 | incorrect_shape = deepcopy(then_tens.shape) |
| 2367 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2368 | incorrect_shape[i] += ( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2369 | rng.choice([-3, -2, 2, 3]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2370 | if incorrect_shape[i] > 3 |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2371 | else rng.choice([1, 2, 4]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2372 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2373 | incorrect_arr = np.int32(rng.integers(0, 256, size=incorrect_shape)) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2374 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2375 | then_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
| 2376 | else_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2377 | |
| 2378 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2379 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2380 | |
| 2381 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2382 | then_block = "THEN_BLOCK" |
| 2383 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2384 | attr = ts.TosaSerializerAttribute() |
| 2385 | attr.CondIfAttribute(then_block, else_block) |
| 2386 | |
| 2387 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2388 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2389 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2390 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2391 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2392 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2393 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2394 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2395 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2396 | self.ser.addOutputTensor(then_tens) |
| 2397 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2398 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2399 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2400 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2401 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2402 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2403 | self.ser.addOutputTensor(else_tens) |
| 2404 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2405 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2406 | self.ser, |
| 2407 | validator_fcns, |
| 2408 | error_name, |
| 2409 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2410 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2411 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2412 | ): |
| 2413 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2414 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2415 | compliance = self.tensorComplianceMetaData( |
| 2416 | op, dtype, args_dict, result_tensor, error_name |
| 2417 | ) |
| 2418 | |
| 2419 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2420 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2421 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2422 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2423 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2424 | op, |
| 2425 | inputs, |
| 2426 | args_dict, |
| 2427 | validator_fcns=None, |
| 2428 | error_name=None, |
| 2429 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2430 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2431 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2432 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2433 | assert len(inputs) == 2 |
| 2434 | a, b = inputs |
| 2435 | |
| 2436 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2437 | |
| 2438 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2439 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2440 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2441 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2442 | |
| 2443 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2444 | then_block = "THEN_BLOCK" |
| 2445 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2446 | attr = ts.TosaSerializerAttribute() |
| 2447 | attr.CondIfAttribute(then_block, else_block) |
| 2448 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2449 | if error_name in [ |
| 2450 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2451 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2452 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2453 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2454 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2455 | incorrect_shape = a.shape.copy() |
| 2456 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2457 | incorrect_shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2458 | incorrect_block_input = deepcopy(a) |
| 2459 | incorrect_block_input.shape = incorrect_shape |
| 2460 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2461 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2462 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2463 | 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] | 2464 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2465 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2466 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2467 | 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] | 2468 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2469 | then_op, else_op = ( |
| 2470 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2471 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2472 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2473 | else: |
| 2474 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2475 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2476 | # Determine the element-wise binary operation that compliance will need to |
| 2477 | # check the results of |
| 2478 | compliance_op = then_op if cond else else_op |
| 2479 | |
| 2480 | 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] | 2481 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2482 | if ( |
| 2483 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2484 | and block == then_block |
| 2485 | ) or ( |
| 2486 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2487 | and block == else_block |
| 2488 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2489 | self.ser.addInputTensor(incorrect_block_input) |
| 2490 | self.ser.addInputTensor(b) |
| 2491 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2492 | elif ( |
| 2493 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2494 | and block == then_block |
| 2495 | ) or ( |
| 2496 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2497 | and block == else_block |
| 2498 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2499 | self.ser.addInputTensor(a) |
| 2500 | self.ser.addInputTensor(b) |
| 2501 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2502 | else: |
| 2503 | self.ser.addInputTensor(a) |
| 2504 | self.ser.addInputTensor(b) |
| 2505 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2506 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2507 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2508 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2509 | self.ser, |
| 2510 | validator_fcns, |
| 2511 | error_name, |
| 2512 | op=op, |
| 2513 | a=a, |
| 2514 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2515 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2516 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2517 | ): |
| 2518 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2519 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2520 | compliance = self.tensorComplianceMetaData( |
| 2521 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2522 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2523 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2524 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2525 | |
| 2526 | def build_while_loop( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2527 | self, |
| 2528 | rng, |
| 2529 | op, |
| 2530 | inputs, |
| 2531 | args_dict, |
| 2532 | validator_fcns=None, |
| 2533 | error_name=None, |
| 2534 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2535 | ): |
| 2536 | assert len(inputs) == 1 |
| 2537 | a = inputs[0] |
| 2538 | iter_val = args_dict["iterations"] |
| 2539 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2540 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2541 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2542 | cond_block = "COND_BLOCK" |
| 2543 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2544 | |
| 2545 | attr = ts.TosaSerializerAttribute() |
| 2546 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2547 | |
| 2548 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2549 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2550 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2551 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2552 | |
| 2553 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2554 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2555 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2556 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2557 | incorrect_acc = deepcopy(acc) |
| 2558 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2559 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2560 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2561 | else: |
| 2562 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2563 | |
| 2564 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2565 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2566 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2567 | [iter.name, a.name, acc.name], |
| 2568 | [iter_out.name, a_out.name, acc_out.name], |
| 2569 | attr, |
| 2570 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2571 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2572 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2573 | if error_name in [ |
| 2574 | ErrorIf.InputListCondGraphMismatch, |
| 2575 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2576 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2577 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2578 | incorrect_iter = deepcopy(iter) |
| 2579 | for i in range(len(incorrect_iter.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2580 | incorrect_iter.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2581 | if len(incorrect_iter.shape) == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2582 | incorrect_iter.shape.append(rng.choice([-3, -2, 2, 3])) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2583 | |
| 2584 | incorrect_acc = deepcopy(acc) |
| 2585 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2586 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2587 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2588 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2589 | self.ser.addBasicBlock(cond_block) |
| 2590 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2591 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2592 | self.ser.addInputTensor(incorrect_iter) |
| 2593 | self.ser.addInputTensor(a) |
| 2594 | self.ser.addInputTensor(incorrect_acc) |
| 2595 | else: |
| 2596 | self.ser.addInputTensor(iter) |
| 2597 | self.ser.addInputTensor(a) |
| 2598 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2599 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2600 | |
| 2601 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2602 | cond_type = rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2603 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2604 | cond_type = DType.BOOL |
| 2605 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2606 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2607 | if choice == 1: |
| 2608 | cond_shape = [3] |
| 2609 | else: |
| 2610 | cond_shape = [1, 2] |
| 2611 | else: |
| 2612 | cond_shape = [] |
| 2613 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2614 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2615 | 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] | 2616 | |
| 2617 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2618 | # 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] | 2619 | self.ser.addBasicBlock(body_block) |
| 2620 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2621 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2622 | self.ser.addInputTensor(incorrect_iter) |
| 2623 | self.ser.addInputTensor(a) |
| 2624 | self.ser.addInputTensor(incorrect_acc) |
| 2625 | else: |
| 2626 | self.ser.addInputTensor(iter) |
| 2627 | self.ser.addInputTensor(a) |
| 2628 | self.ser.addInputTensor(acc) |
| 2629 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2630 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2631 | |
| 2632 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2633 | iter_body_out = self.ser.addIntermediate( |
| 2634 | incorrect_iter.shape, incorrect_iter.dtype |
| 2635 | ) |
| 2636 | acc_body_out = self.ser.addIntermediate( |
| 2637 | incorrect_acc.shape, incorrect_acc.dtype |
| 2638 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2639 | else: |
| 2640 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2641 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2642 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2643 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2644 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2645 | self.ser.addOutputTensor(iter_body_out) |
| 2646 | self.ser.addOutputTensor(a) |
| 2647 | self.ser.addOutputTensor(acc_body_out) |
| 2648 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2649 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2650 | self.ser, |
| 2651 | validator_fcns, |
| 2652 | error_name, |
| 2653 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2654 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2655 | ): |
| 2656 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2657 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2658 | compliance = self.tensorComplianceMetaData( |
| 2659 | op, a.dtype, args_dict, acc_out, error_name |
| 2660 | ) |
| 2661 | |
| 2662 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2663 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2664 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2665 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2666 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2667 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2668 | inputs, |
| 2669 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2670 | validator_fcns=None, |
| 2671 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2672 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2673 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2674 | assert len(inputs) == 2 |
| 2675 | val1, val2 = inputs |
| 2676 | inverse = args_dict["inverse"] |
| 2677 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2678 | results = OutputShaper.fft2dOp(self.ser, rng, val1, val2, error_name) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2679 | |
| 2680 | input_names = [val1.name, val2.name] |
| 2681 | pCount, cCount = op["operands"] |
| 2682 | num_operands = pCount + cCount |
| 2683 | |
| 2684 | output_names = [res.name for res in results] |
| 2685 | output_shapes = [res.shape for res in results] |
| 2686 | output_dtypes = [res.dtype for res in results] |
| 2687 | |
| 2688 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2689 | rng, error_name, input_names, output_names |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2690 | ) |
| 2691 | |
| 2692 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2693 | self.ser, |
| 2694 | validator_fcns, |
| 2695 | error_name, |
| 2696 | op=op, |
| 2697 | inverse=inverse, |
| 2698 | input1=val1, |
| 2699 | input2=val2, |
| 2700 | input_shape=val1.shape, |
| 2701 | input_dtype=val1.dtype, |
| 2702 | output_shape=output_shapes, |
| 2703 | output_dtype=output_dtypes, |
| 2704 | result_tensors=results, |
| 2705 | input_list=input_names, |
| 2706 | output_list=output_names, |
| 2707 | num_operands=num_operands, |
| 2708 | ): |
| 2709 | return None |
| 2710 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2711 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2712 | local_bound = False |
| 2713 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2714 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2715 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2716 | |
| 2717 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2718 | |
| 2719 | compliance = [] |
| 2720 | for res in results: |
| 2721 | compliance.append( |
| 2722 | self.tensorComplianceMetaData( |
| 2723 | op, val1.dtype, args_dict, res, error_name |
| 2724 | ) |
| 2725 | ) |
| 2726 | |
| 2727 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2728 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2729 | def build_rfft2d( |
| 2730 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2731 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2732 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2733 | inputs, |
| 2734 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2735 | validator_fcns=None, |
| 2736 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2737 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2738 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2739 | assert len(inputs) == 1 |
| 2740 | val = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2741 | results = OutputShaper.rfft2dOp(self.ser, rng, val, error_name) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2742 | |
| 2743 | input_names = [val.name] |
| 2744 | pCount, cCount = op["operands"] |
| 2745 | num_operands = pCount + cCount |
| 2746 | |
| 2747 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2748 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2749 | output_dtypes = [res.dtype for res in results] |
| 2750 | |
| 2751 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2752 | rng, error_name, input_names, output_names |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2753 | ) |
| 2754 | |
| 2755 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2756 | self.ser, |
| 2757 | validator_fcns, |
| 2758 | error_name, |
| 2759 | op=op, |
| 2760 | input_shape=val.shape, |
| 2761 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2762 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2763 | output_dtype=output_dtypes, |
| 2764 | result_tensors=results, |
| 2765 | input_list=input_names, |
| 2766 | output_list=output_names, |
| 2767 | num_operands=num_operands, |
| 2768 | ): |
| 2769 | return None |
| 2770 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2771 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2772 | local_bound = False |
| 2773 | |
| 2774 | attr = ts.TosaSerializerAttribute() |
| 2775 | attr.RFFTAttribute(local_bound) |
| 2776 | |
| 2777 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2778 | |
| 2779 | compliance = [] |
| 2780 | for res in results: |
| 2781 | compliance.append( |
| 2782 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2783 | ) |
| 2784 | |
| 2785 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2786 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2787 | def build_shape_op( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2788 | self, |
| 2789 | rng, |
| 2790 | op, |
| 2791 | inputs, |
| 2792 | args_dict, |
| 2793 | validator_fcns=None, |
| 2794 | error_name=None, |
| 2795 | qinfo=None, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2796 | ): |
| 2797 | assert len(inputs) == 2 |
| 2798 | a, b = inputs |
| 2799 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2800 | result_tensor = OutputShaper.addShapeOp(self.ser, rng, a, b, error_name) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2801 | |
| 2802 | # Invalidate Input/Output list for error if checks. |
| 2803 | input_list = [a.name, b.name] |
| 2804 | output_list = [result_tensor.name] |
| 2805 | pCount, cCount = op["operands"] |
| 2806 | num_operands = pCount + cCount |
| 2807 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2808 | self, error_name, input_list, output_list |
| 2809 | ) |
| 2810 | |
| 2811 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2812 | self.ser, |
| 2813 | validator_fcns, |
| 2814 | error_name, |
| 2815 | op=op, |
| 2816 | input1=a, |
| 2817 | input2=b, |
| 2818 | input_shape=a.shape, |
| 2819 | input_dtype=a.dtype, |
| 2820 | output_shape=result_tensor.shape, |
| 2821 | output_dtype=result_tensor.dtype, |
| 2822 | result_tensors=[result_tensor], |
| 2823 | input_list=input_list, |
| 2824 | output_list=output_list, |
| 2825 | num_operands=num_operands, |
| 2826 | ): |
| 2827 | return None |
| 2828 | |
| 2829 | self.ser.addOperator( |
| 2830 | op["op"], |
| 2831 | input_list, |
| 2832 | output_list, |
| 2833 | ) |
| 2834 | compliance = self.tensorComplianceMetaData( |
| 2835 | op, a.dtype, args_dict, result_tensor, error_name |
| 2836 | ) |
| 2837 | |
| 2838 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2839 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2840 | def create_filter_lists( |
| 2841 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2842 | ): |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 2843 | # Create a default testing rank range |
| 2844 | if testType == "positive": |
| 2845 | # 0-3 inclusive to keep test sizes reasonably small. |
| 2846 | default_test_rank_range = range(0, 4) |
| 2847 | else: |
| 2848 | # Some errors do not work with rank 0, use 1-3 |
| 2849 | default_test_rank_range = range(1, 4) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2850 | |
| 2851 | # Calculate the filters based on what is requested and what the operator allows |
| 2852 | rmin, rmax = op["rank"] |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 2853 | |
| 2854 | if shapeFilter: |
| 2855 | # Specified shapes - ignore rank filter and default to op ranks below |
| 2856 | rankFilter = None |
| 2857 | ranksToCheck = [] |
| 2858 | elif rankFilter is None: |
| 2859 | # No set rank filter so ensure default behaviour is bounded |
| 2860 | ranksToCheck = default_test_rank_range |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2861 | else: |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 2862 | ranksToCheck = rankFilter |
| 2863 | |
| 2864 | cleanRankFilter = [] |
| 2865 | # Ensure rank values are allowed by operator |
| 2866 | for rank in ranksToCheck: |
| 2867 | if rank >= rmin and rank <= rmax: |
| 2868 | cleanRankFilter.append(rank) |
| 2869 | |
| 2870 | if shapeFilter or (len(cleanRankFilter) == 0 and rankFilter is None): |
| 2871 | # Shapes specified or default test ranks didn't meet |
| 2872 | # op requirements - so just use op ranks |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2873 | cleanRankFilter = range(rmin, rmax + 1) |
| 2874 | |
| 2875 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2876 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2877 | if dtypeFilter is not None: |
| 2878 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2879 | # Create list of operator dtypes filtered by requested dtypes |
| 2880 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2881 | if dtype in dtypeFilter or ( |
| 2882 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2883 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2884 | cleanDtypeFilter.append(dtype) |
| 2885 | else: |
| 2886 | cleanDtypeFilter = dtypes |
| 2887 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 2888 | if not shapeFilter: |
| 2889 | shapeFilter = [None] |
| 2890 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2891 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2892 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2893 | "shapeFilter": shapeFilter, |
| 2894 | "rankFilter": cleanRankFilter, |
| 2895 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2896 | } |
| 2897 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2898 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2899 | if validator is not None: |
| 2900 | validator_info = validator(check=False, op=op) |
| 2901 | else: |
| 2902 | return None |
| 2903 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2904 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2905 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2906 | # Set parameters as required |
| 2907 | if error_arguments["rank"] is not None: |
| 2908 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2909 | else: |
| 2910 | rankFilter = cleanRankFilter |
| 2911 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2912 | if error_arguments["dtype"] is not None: |
| 2913 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2914 | else: |
| 2915 | dtypeFilter = cleanDtypeFilter |
| 2916 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2917 | if error_arguments["shape"] is not None: |
| 2918 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2919 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2920 | shapeFilter = shapeFilter[ |
| 2921 | :2 |
| 2922 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2923 | |
| 2924 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2925 | "shapeFilter": shapeFilter, |
| 2926 | "rankFilter": rankFilter, |
| 2927 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2928 | } |
| 2929 | return filterDict |
| 2930 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2931 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2932 | self, |
| 2933 | opName, |
| 2934 | shapeFilter=[None], |
| 2935 | rankFilter=None, |
| 2936 | dtypeFilter=None, |
| 2937 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2938 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2939 | |
| 2940 | try: |
| 2941 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2942 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2943 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2944 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2945 | if not self.args.stable_rng: |
| 2946 | # Initialize a new random number generator per op |
| 2947 | self.resetGlobalRNG() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2948 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2949 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2950 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2951 | # Test list consists of a tuple of: |
| 2952 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2953 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2954 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2955 | error_if_validators = op["error_if_validators"] |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 2956 | num_error_types_created = 0 |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2957 | else: |
| 2958 | error_if_validators = [None] |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 2959 | num_error_types_created = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2960 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2961 | for validator in error_if_validators: |
| 2962 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2963 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2964 | else: |
| 2965 | error_name = None |
| 2966 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2967 | filterDict = self.create_filter_lists( |
| 2968 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2969 | ) |
| 2970 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2971 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2972 | cleanRankFilter = filterDict["rankFilter"] |
| 2973 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2974 | cleanShapeFilter = filterDict["shapeFilter"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2975 | logger.debug( |
| 2976 | f"genOpTestList: Error={error_name}, Filters S={cleanShapeFilter}, R={cleanRankFilter}, T={cleanDtypeFilter}" |
| 2977 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2978 | |
| 2979 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2980 | for t in cleanDtypeFilter: |
| 2981 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2982 | # Filter out by rank |
| 2983 | if shape is not None and len(shape) != r: |
| 2984 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2985 | self.setTargetShape(shape) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2986 | typeStr = self.typeStr(t) |
| 2987 | if self.args.stable_rng: |
| 2988 | shape_rng = TosaHashRandomGenerator( |
| 2989 | self.random_seed, |
| 2990 | [opName, r, typeStr], |
| 2991 | self.random_dtype_range, |
| 2992 | ) |
| 2993 | else: |
| 2994 | shape_rng = self.global_rng |
| 2995 | shapeList = tgen_fcn(self, shape_rng, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2996 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2997 | shapeStr = self.shapeStr(shapeList[0]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2998 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2999 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 3000 | argList = [] |
| 3001 | if agen_fcn: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3002 | if self.args.stable_rng: |
| 3003 | arg_rng = TosaHashRandomGenerator( |
| 3004 | self.random_seed, |
| 3005 | [opName, shapeStr, typeStr], |
| 3006 | self.random_dtype_range, |
| 3007 | ) |
| 3008 | else: |
| 3009 | arg_rng = self.global_rng |
| 3010 | |
| 3011 | argList = agen_fcn( |
| 3012 | self, arg_rng, opName, shapeList, t, error_name |
| 3013 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3014 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3015 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3016 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3017 | for argStr, args in argList: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3018 | # Create the test name string - for example: add_1x2x3_i32 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3019 | if testType == "positive": |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3020 | name_parts = [opName, shapeStr, typeStr] |
| 3021 | else: |
| 3022 | assert testType == "negative" |
| 3023 | name_parts = [ |
| 3024 | opName, |
| 3025 | "ERRORIF", |
| 3026 | error_name, |
| 3027 | shapeStr, |
| 3028 | typeStr, |
| 3029 | ] |
| 3030 | if argStr: |
| 3031 | name_parts.append(argStr) |
| 3032 | testStr = "_".join(name_parts) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3033 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3034 | testList.append( |
| 3035 | (opName, testStr, t, error_name, shapeList, args) |
| 3036 | ) |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3037 | if error_name is not None: |
| 3038 | # Check the last test is of the error we wanted |
| 3039 | if len(testList) == 0 or testList[-1][3] != error_name: |
| 3040 | if self.args.level8k: |
| 3041 | logger.info(f"Missing {error_name} tests due to level8k mode") |
| 3042 | else: |
| 3043 | logger.error(f"ERROR: Failed to create any {error_name} tests") |
| 3044 | logger.debug( |
| 3045 | "Last test created: {}".format( |
| 3046 | testList[-1] if testList else None |
| 3047 | ) |
| 3048 | ) |
| 3049 | else: |
| 3050 | # Successfully created at least one ERRROR_IF test |
| 3051 | num_error_types_created += 1 |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3052 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3053 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3054 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 3055 | if "invalid_test_validators" in op: |
| 3056 | invalid_test_validators = op["invalid_test_validators"] |
| 3057 | clean_testList = [] |
| 3058 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3059 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3060 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3061 | if validator_fcn( |
| 3062 | opName=test[0], |
| 3063 | input_dtype=test[2], |
| 3064 | shapeList=test[4], |
| 3065 | args=test[5], |
| 3066 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3067 | remove_test = True |
| 3068 | if not remove_test: |
| 3069 | clean_testList.append(test) |
| 3070 | testList = clean_testList |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3071 | else: |
| 3072 | if num_error_types_created is not None and not self.args.level8k: |
| 3073 | remaining_error_types = ( |
| 3074 | len(error_if_validators) - num_error_types_created |
| 3075 | ) |
| 3076 | if remaining_error_types: |
| 3077 | raise Exception( |
| 3078 | f"Failed to create {remaining_error_types} error types for {opName}" |
| 3079 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3080 | |
| 3081 | return testList |
| 3082 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3083 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3084 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3085 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3086 | try: |
| 3087 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3088 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3089 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3090 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3091 | logger.info(f"Creating {testStr}") |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3092 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3093 | # Create a serializer |
| 3094 | self.createSerializer(opName, testStr) |
| 3095 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3096 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3097 | if "error_if_validators" in op: |
| 3098 | error_if_validators = op["error_if_validators"] |
| 3099 | else: |
| 3100 | error_if_validators = None |
| 3101 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3102 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3103 | num_operands = pCount + cCount |
| 3104 | |
| 3105 | if isinstance(dtype_or_dtypeList, list): |
| 3106 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3107 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3108 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3109 | else: |
| 3110 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3111 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3112 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3113 | assert ( |
| 3114 | len(shapeList) == num_operands |
| 3115 | ), "shapeList length {} must match number of operands {}".format( |
| 3116 | len(shapeList), num_operands |
| 3117 | ) |
| 3118 | assert ( |
| 3119 | len(dtypeList) == num_operands |
| 3120 | ), "dtypeList length {} must match number of operands {}".format( |
| 3121 | len(dtypeList), num_operands |
| 3122 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3123 | |
| 3124 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3125 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3126 | except KeyError: |
| 3127 | qgen = None |
| 3128 | |
| 3129 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3130 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3131 | # Set the random number generator |
| 3132 | if self.args.stable_rng: |
| 3133 | build_rng = TosaHashRandomGenerator( |
| 3134 | self.random_seed, [testStr], self.random_dtype_range |
| 3135 | ) |
| 3136 | else: |
| 3137 | build_rng = self.global_rng |
| 3138 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3139 | if qgen is not None: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3140 | qinfo = qgen( |
| 3141 | build_rng, self.args.zeropoint, op, dtype_or_dtypeList, error_name |
| 3142 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3143 | else: |
| 3144 | qinfo = None |
| 3145 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3146 | # Extra meta data for the desc.json |
| 3147 | tensMeta = {} |
| 3148 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3149 | # Check we are using the new interface with an argsDict dictionary |
| 3150 | assert isinstance( |
| 3151 | argsDict, dict |
| 3152 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3153 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3154 | # New interface with args info in dictionary |
| 3155 | assert "dg_type" in argsDict |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3156 | tvgInfo = tvgen_fcn( |
| 3157 | self, build_rng, opName, dtypeList, shapeList, argsDict, error_name |
| 3158 | ) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3159 | if tvgInfo.dataGenDict: |
| 3160 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3161 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3162 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3163 | tags = argsDict.get("tags", None) |
| 3164 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3165 | result = build_fcn( |
| 3166 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3167 | build_rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3168 | op, |
| 3169 | tens, |
| 3170 | argsDict, |
| 3171 | validator_fcns=error_if_validators, |
| 3172 | error_name=error_name, |
| 3173 | qinfo=qinfo, |
| 3174 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3175 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3176 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3177 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3178 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3179 | # Add the compliance meta data (if any) |
| 3180 | compliance = result.getComplianceInfo() |
| 3181 | if compliance: |
| 3182 | tensMeta["compliance"] = compliance |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3183 | self.serialize("test", tensMeta, tags) |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3184 | return True |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3185 | else: |
| 3186 | # The test is not valid |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3187 | logger.error(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3188 | return False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3189 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3190 | def createDynamicOpLists(self): |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3191 | # Find all the ops marked as templates |
| 3192 | templateKeys = [] |
| 3193 | for opName in self.TOSA_OP_LIST: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3194 | try: |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3195 | if self.TOSA_OP_LIST[opName]["template"]: |
| 3196 | templateKeys.append(opName) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3197 | except KeyError: |
| 3198 | pass |
| 3199 | |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3200 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3201 | |
| 3202 | # Add dynamic ops based on kernel sizes |
| 3203 | for opName in templateKeys: |
| 3204 | assert opName.endswith("_TEMPLATE"), "Found incorrect template" |
| 3205 | realName = opName[: len(opName) - len("_TEMPLATE")] |
| 3206 | template = self.TOSA_OP_LIST[opName] |
| 3207 | k_rank = 3 if realName == "conv3d" else 2 |
| 3208 | |
| 3209 | # Choose kernels to build tests for from the template or args |
| 3210 | if self.args.level8k: |
| 3211 | if k_rank == 3: |
| 3212 | kernels = [[1, bigK, 1], [2, 2, bigK]] |
| 3213 | else: |
| 3214 | kernels = [[1, bigK], [bigK, 2]] |
| 3215 | else: |
| 3216 | kernels = [] |
| 3217 | if len(self.args.conv_kernels) > 0: |
| 3218 | kernels = [k for k in self.args.conv_kernels if len(k) == k_rank] |
| 3219 | if len(kernels) == 0: |
| 3220 | logger.debug( |
| 3221 | f"{realName} op using defaults as no rank {k_rank} kernels found in {self.args.conv_kernels}" |
| 3222 | ) |
| 3223 | if len(kernels) == 0: |
| 3224 | # Fallback to use the defined template kernels |
| 3225 | kernels = self.TOSA_OP_LIST[opName]["filter"] |
| 3226 | |
| 3227 | # Dynamically create ops for listed kernel sizes |
| 3228 | for k in kernels: |
| 3229 | kernelStr = "x".join([str(d) for d in k]) |
| 3230 | testName = f"{realName}_{kernelStr}" |
| 3231 | kernelOp = template.copy() |
| 3232 | kernelOp["filter"] = k |
| 3233 | kernelOp["template"] = False |
| 3234 | kernelOp["real_name"] = realName |
| 3235 | self.TOSA_OP_LIST[testName] = kernelOp |
| 3236 | |
| 3237 | # Delete the template after having created the dynamic ops |
| 3238 | del self.TOSA_OP_LIST[opName] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3239 | |
| 3240 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3241 | """Fill in default fields for ops if they aren't already specified. |
| 3242 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3243 | for op in self.TOSA_OP_LIST: |
| 3244 | |
| 3245 | # Required fields |
| 3246 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3247 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3248 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3249 | raise Exception( |
| 3250 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3251 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3252 | |
| 3253 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3254 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3255 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3256 | raise Exception( |
| 3257 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3258 | op |
| 3259 | ) |
| 3260 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3261 | |
| 3262 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3263 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3264 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3265 | raise Exception( |
| 3266 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3267 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3268 | |
| 3269 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3270 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3271 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3272 | raise Exception( |
| 3273 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3274 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3275 | |
| 3276 | # Put in default rank range, if missing |
| 3277 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3278 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3279 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3280 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3281 | |
| 3282 | # Tensor operator list |
| 3283 | # 'op': op name |
| 3284 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3285 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3286 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3287 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3288 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3289 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3290 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3291 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3292 | TYPE_INT_FP = [ |
| 3293 | DType.INT8, |
| 3294 | DType.INT16, |
| 3295 | DType.INT32, |
| 3296 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3297 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3298 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3299 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3300 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3301 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3302 | TYPE_FI32 = [ |
| 3303 | DType.FP32, |
| 3304 | DType.FP16, |
| 3305 | DType.BF16, |
| 3306 | DType.INT32, |
| 3307 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3308 | TYPE_FIB = [ |
| 3309 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3310 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3311 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3312 | DType.INT8, |
| 3313 | DType.INT16, |
| 3314 | DType.INT32, |
| 3315 | DType.BOOL, |
| 3316 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3317 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3318 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3319 | TYPE_NARROW_INT_FP = [ |
| 3320 | DType.INT8, |
| 3321 | DType.INT16, |
| 3322 | DType.FP16, |
| 3323 | DType.BF16, |
| 3324 | DType.FP32, |
| 3325 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3326 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3327 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3328 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3329 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3330 | [DType.INT8, DType.INT8, DType.INT32], |
| 3331 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3332 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3333 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3334 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3335 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3336 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3337 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3338 | ] |
| 3339 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 3340 | DEFAULT_RANK_RANGE = (0, gtu.MAX_TENSOR_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3341 | |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3342 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3343 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3344 | |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3345 | PSEUDO_RANDOM_DATAGEN = { |
| 3346 | DType.FP16: (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3347 | DType.FP32: (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3348 | } |
| 3349 | DOT_PRODUCT_DATAGEN = { |
| 3350 | DType.FP16: (gtu.DataGenType.DOT_PRODUCT,), |
| 3351 | DType.FP32: (gtu.DataGenType.DOT_PRODUCT,), |
| 3352 | } |
| 3353 | EW_UNARY_DATAGEN = { |
| 3354 | DType.FP16: (gtu.DataGenType.PSEUDO_RANDOM, gtu.DataGenType.FULL_RANGE) |
| 3355 | } |
| 3356 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3357 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3358 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3359 | "argmax": { |
| 3360 | "op": Op.ARGMAX, |
| 3361 | "operands": (1, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 3362 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3363 | "build_fcn": ( |
| 3364 | build_argmax, |
| 3365 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3366 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3367 | TosaArgGen.agAxis, |
| 3368 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3369 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3370 | "error_if_validators": ( |
| 3371 | TosaErrorValidator.evAxisSmallerZero, |
| 3372 | TosaErrorValidator.evAxisLargerRank, |
| 3373 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3374 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3375 | TosaErrorValidator.evWrongRank, |
| 3376 | TosaErrorValidator.evWrongInputType, |
| 3377 | TosaErrorValidator.evWrongOutputType, |
| 3378 | TosaErrorValidator.evWrongInputList, |
| 3379 | TosaErrorValidator.evWrongOutputList, |
| 3380 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3381 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3382 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3383 | "avg_pool2d": { |
| 3384 | "op": Op.AVG_POOL2D, |
| 3385 | "operands": (1, 0), |
| 3386 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3387 | "build_fcn": ( |
| 3388 | build_pool2d, |
| 3389 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3390 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3391 | TosaArgGen.agPooling, |
| 3392 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3393 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3394 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3395 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3396 | "error_if_validators": ( |
| 3397 | TosaErrorValidator.evKernelSmallerOne, |
| 3398 | TosaErrorValidator.evStrideSmallerOne, |
| 3399 | TosaErrorValidator.evPadSmallerZero, |
| 3400 | TosaErrorValidator.evWrongRank, |
| 3401 | TosaErrorValidator.evWrongInputType, |
| 3402 | TosaErrorValidator.evWrongOutputType, |
| 3403 | TosaErrorValidator.evWrongInputList, |
| 3404 | TosaErrorValidator.evWrongOutputList, |
| 3405 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3406 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3407 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3408 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3409 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3410 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3411 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3412 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3413 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3414 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3415 | "conv2d_TEMPLATE": { |
| 3416 | "op": Op.CONV2D, |
| 3417 | "operands": (1, 2), |
| 3418 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3419 | "build_fcn": ( |
| 3420 | build_conv2d, |
| 3421 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3422 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3423 | TosaArgGen.agConv, |
| 3424 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3425 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3426 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3427 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3428 | "error_if_validators": ( |
| 3429 | TosaErrorValidator.evWrongInputType, |
| 3430 | TosaErrorValidator.evWrongOutputType, |
| 3431 | TosaErrorValidator.evWrongInputList, |
| 3432 | TosaErrorValidator.evWrongOutputList, |
| 3433 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3434 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3435 | TosaErrorValidator.evPadSmallerZero, |
| 3436 | TosaErrorValidator.evStrideSmallerOne, |
| 3437 | TosaErrorValidator.evDilationSmallerOne, |
| 3438 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3439 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3440 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3441 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3442 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3443 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3444 | "broadcastable_bias": True, |
| 3445 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3446 | "template": True, |
| 3447 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3448 | # Templated operator. Filled in by createDynamicOpLists |
| 3449 | "conv3d_TEMPLATE": { |
| 3450 | "op": Op.CONV3D, |
| 3451 | "operands": (1, 2), |
| 3452 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3453 | "build_fcn": ( |
| 3454 | build_conv3d, |
| 3455 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3456 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3457 | TosaArgGen.agConv, |
| 3458 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3459 | "qgen": TosaQuantGen.qgConv, |
| 3460 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3461 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3462 | "error_if_validators": ( |
| 3463 | TosaErrorValidator.evWrongInputType, |
| 3464 | TosaErrorValidator.evWrongOutputType, |
| 3465 | TosaErrorValidator.evWrongInputList, |
| 3466 | TosaErrorValidator.evWrongOutputList, |
| 3467 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3468 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3469 | TosaErrorValidator.evPadSmallerZero, |
| 3470 | TosaErrorValidator.evStrideSmallerOne, |
| 3471 | TosaErrorValidator.evDilationSmallerOne, |
| 3472 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3473 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3474 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3475 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3476 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3477 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3478 | "filter": KERNELS_3D, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3479 | "template": True, |
| 3480 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3481 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3482 | "depthwise_conv2d_TEMPLATE": { |
| 3483 | "op": Op.DEPTHWISE_CONV2D, |
| 3484 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3485 | "rank": (4, 4), |
| 3486 | "build_fcn": ( |
| 3487 | build_depthwise_conv2d, |
| 3488 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3489 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3490 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3491 | ), |
| 3492 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3493 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3494 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3495 | "error_if_validators": ( |
| 3496 | TosaErrorValidator.evWrongInputType, |
| 3497 | TosaErrorValidator.evWrongOutputType, |
| 3498 | TosaErrorValidator.evWrongInputList, |
| 3499 | TosaErrorValidator.evWrongOutputList, |
| 3500 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3501 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3502 | TosaErrorValidator.evPadSmallerZero, |
| 3503 | TosaErrorValidator.evStrideSmallerOne, |
| 3504 | TosaErrorValidator.evDilationSmallerOne, |
| 3505 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3506 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3507 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3508 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3509 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3510 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3511 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3512 | "template": True, |
| 3513 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3514 | "fully_connected": { |
| 3515 | "op": Op.FULLY_CONNECTED, |
| 3516 | "operands": (1, 2), |
| 3517 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3518 | "build_fcn": ( |
| 3519 | build_fully_connected, |
| 3520 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3521 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3522 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3523 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3524 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3525 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3526 | "error_if_validators": ( |
| 3527 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3528 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3529 | TosaErrorValidator.evWrongRank, |
| 3530 | TosaErrorValidator.evWrongInputType, |
| 3531 | TosaErrorValidator.evWrongOutputType, |
| 3532 | TosaErrorValidator.evWrongInputList, |
| 3533 | TosaErrorValidator.evWrongOutputList, |
| 3534 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3535 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3536 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3537 | "matmul": { |
| 3538 | "op": Op.MATMUL, |
| 3539 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3540 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3541 | "build_fcn": ( |
| 3542 | build_matmul, |
| 3543 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3544 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3545 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3546 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3547 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3548 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3549 | "error_if_validators": ( |
| 3550 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3551 | TosaErrorValidator.evWrongRank, |
| 3552 | TosaErrorValidator.evWrongInputType, |
| 3553 | TosaErrorValidator.evWrongOutputType, |
| 3554 | TosaErrorValidator.evWrongInputList, |
| 3555 | TosaErrorValidator.evWrongOutputList, |
| 3556 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3557 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3558 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3559 | "max_pool2d": { |
| 3560 | "op": Op.MAX_POOL2D, |
| 3561 | "operands": (1, 0), |
| 3562 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3563 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3564 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3565 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3566 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3567 | TosaArgGen.agPooling, |
| 3568 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3569 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3570 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3571 | "error_if_validators": ( |
| 3572 | TosaErrorValidator.evKernelSmallerOne, |
| 3573 | TosaErrorValidator.evStrideSmallerOne, |
| 3574 | TosaErrorValidator.evPadSmallerZero, |
| 3575 | TosaErrorValidator.evWrongRank, |
| 3576 | TosaErrorValidator.evWrongInputType, |
| 3577 | TosaErrorValidator.evWrongOutputType, |
| 3578 | TosaErrorValidator.evWrongInputList, |
| 3579 | TosaErrorValidator.evWrongOutputList, |
| 3580 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3581 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3582 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3583 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3584 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3585 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3586 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3587 | "transpose_conv2d_TEMPLATE": { |
| 3588 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3589 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3590 | "rank": (4, 4), |
| 3591 | "build_fcn": ( |
| 3592 | build_transpose_conv2d, |
| 3593 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3594 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3595 | TosaArgGen.agTransposeConv2D, |
| 3596 | ), |
| 3597 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3598 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3599 | "invalid_test_validators": ( |
| 3600 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3601 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3602 | ), |
| 3603 | "error_if_validators": ( |
| 3604 | TosaErrorValidator.evWrongInputType, |
| 3605 | TosaErrorValidator.evWrongOutputType, |
| 3606 | TosaErrorValidator.evWrongInputList, |
| 3607 | TosaErrorValidator.evWrongOutputList, |
| 3608 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3609 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3610 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3611 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3612 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3613 | TosaErrorValidator.evConvOutputShapeMismatch, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3614 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3615 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3616 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3617 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3618 | "template": True, |
| 3619 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3620 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3621 | "clamp": { |
| 3622 | "op": Op.CLAMP, |
| 3623 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3624 | "build_fcn": ( |
| 3625 | build_clamp, |
| 3626 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3627 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3628 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3629 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3630 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3631 | "error_if_validators": ( |
| 3632 | TosaErrorValidator.evMaxSmallerMin, |
| 3633 | TosaErrorValidator.evWrongInputType, |
| 3634 | TosaErrorValidator.evWrongOutputType, |
| 3635 | TosaErrorValidator.evWrongInputList, |
| 3636 | TosaErrorValidator.evWrongOutputList, |
| 3637 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3638 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3639 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3640 | "sigmoid": { |
| 3641 | "op": Op.SIGMOID, |
| 3642 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3643 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3644 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3645 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3646 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3647 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3648 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3649 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3650 | "error_if_validators": ( |
| 3651 | TosaErrorValidator.evWrongInputType, |
| 3652 | TosaErrorValidator.evWrongOutputType, |
| 3653 | TosaErrorValidator.evWrongInputList, |
| 3654 | TosaErrorValidator.evWrongOutputList, |
| 3655 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3656 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3657 | }, |
| 3658 | "tanh": { |
| 3659 | "op": Op.TANH, |
| 3660 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3661 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3662 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3663 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3664 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3665 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3666 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3667 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3668 | "error_if_validators": ( |
| 3669 | TosaErrorValidator.evWrongInputType, |
| 3670 | TosaErrorValidator.evWrongOutputType, |
| 3671 | TosaErrorValidator.evWrongInputList, |
| 3672 | TosaErrorValidator.evWrongOutputList, |
| 3673 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3674 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3675 | "compliance": { |
| 3676 | "abs_error_lower_bound": 0.5, |
| 3677 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3678 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3679 | "erf": { |
| 3680 | "op": Op.ERF, |
| 3681 | "operands": (1, 0), |
| 3682 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3683 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3684 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3685 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3686 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3687 | ), |
| 3688 | "types": TYPE_FP, |
| 3689 | "error_if_validators": ( |
| 3690 | TosaErrorValidator.evWrongInputType, |
| 3691 | TosaErrorValidator.evWrongOutputType, |
| 3692 | TosaErrorValidator.evWrongInputList, |
| 3693 | TosaErrorValidator.evWrongOutputList, |
| 3694 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3695 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3696 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3697 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3698 | # Elementwise Binary Operators |
| 3699 | "add": { |
| 3700 | "op": Op.ADD, |
| 3701 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3702 | "build_fcn": ( |
| 3703 | build_binary_broadcast, |
| 3704 | TosaTensorGen.tgBroadcastFuzz, |
| 3705 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3706 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3707 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3708 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3709 | "error_if_validators": ( |
| 3710 | TosaErrorValidator.evRankMismatch, |
| 3711 | TosaErrorValidator.evWrongInputType, |
| 3712 | TosaErrorValidator.evWrongOutputType, |
| 3713 | TosaErrorValidator.evWrongInputList, |
| 3714 | TosaErrorValidator.evWrongOutputList, |
| 3715 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3716 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3717 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3718 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3719 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3720 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3721 | "arithmetic_right_shift": { |
| 3722 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3723 | "operands": (2, 0), |
| 3724 | "build_fcn": ( |
| 3725 | build_arithmetic_right_shift, |
| 3726 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3727 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3728 | TosaArgGen.agArithmeticRightShift, |
| 3729 | ), |
| 3730 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3731 | "error_if_validators": ( |
| 3732 | TosaErrorValidator.evRankMismatch, |
| 3733 | TosaErrorValidator.evWrongInputType, |
| 3734 | TosaErrorValidator.evWrongOutputType, |
| 3735 | TosaErrorValidator.evWrongInputList, |
| 3736 | TosaErrorValidator.evWrongOutputList, |
| 3737 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3738 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3739 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3740 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3741 | "bitwise_and": { |
| 3742 | "op": Op.BITWISE_AND, |
| 3743 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3744 | "build_fcn": ( |
| 3745 | build_binary_broadcast, |
| 3746 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3747 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3748 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3749 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3750 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3751 | "error_if_validators": ( |
| 3752 | TosaErrorValidator.evRankMismatch, |
| 3753 | TosaErrorValidator.evWrongInputType, |
| 3754 | TosaErrorValidator.evWrongOutputType, |
| 3755 | TosaErrorValidator.evWrongInputList, |
| 3756 | TosaErrorValidator.evWrongOutputList, |
| 3757 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3758 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3759 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3760 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3761 | "bitwise_or": { |
| 3762 | "op": Op.BITWISE_OR, |
| 3763 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3764 | "build_fcn": ( |
| 3765 | build_binary_broadcast, |
| 3766 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3767 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3768 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3769 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3770 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3771 | "error_if_validators": ( |
| 3772 | TosaErrorValidator.evRankMismatch, |
| 3773 | TosaErrorValidator.evWrongInputType, |
| 3774 | TosaErrorValidator.evWrongOutputType, |
| 3775 | TosaErrorValidator.evWrongInputList, |
| 3776 | TosaErrorValidator.evWrongOutputList, |
| 3777 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3778 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3779 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3780 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3781 | "bitwise_xor": { |
| 3782 | "op": Op.BITWISE_XOR, |
| 3783 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3784 | "build_fcn": ( |
| 3785 | build_binary_broadcast, |
| 3786 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3787 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3788 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3789 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3790 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3791 | "error_if_validators": ( |
| 3792 | TosaErrorValidator.evRankMismatch, |
| 3793 | TosaErrorValidator.evWrongInputType, |
| 3794 | TosaErrorValidator.evWrongOutputType, |
| 3795 | TosaErrorValidator.evWrongInputList, |
| 3796 | TosaErrorValidator.evWrongOutputList, |
| 3797 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3798 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3799 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3800 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3801 | "intdiv": { |
| 3802 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3803 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3804 | "build_fcn": ( |
| 3805 | build_binary_broadcast, |
| 3806 | TosaTensorGen.tgBroadcastFuzz, |
| 3807 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3808 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3809 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3810 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3811 | "error_if_validators": ( |
| 3812 | TosaErrorValidator.evRankMismatch, |
| 3813 | TosaErrorValidator.evWrongInputType, |
| 3814 | TosaErrorValidator.evWrongOutputType, |
| 3815 | TosaErrorValidator.evWrongInputList, |
| 3816 | TosaErrorValidator.evWrongOutputList, |
| 3817 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3818 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3819 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3820 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3821 | "logical_and": { |
| 3822 | "op": Op.LOGICAL_AND, |
| 3823 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3824 | "build_fcn": ( |
| 3825 | build_binary_broadcast, |
| 3826 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3827 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3828 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3829 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3830 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3831 | "error_if_validators": ( |
| 3832 | TosaErrorValidator.evRankMismatch, |
| 3833 | TosaErrorValidator.evWrongInputType, |
| 3834 | TosaErrorValidator.evWrongOutputType, |
| 3835 | TosaErrorValidator.evWrongInputList, |
| 3836 | TosaErrorValidator.evWrongOutputList, |
| 3837 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3838 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3839 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3840 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3841 | "logical_left_shift": { |
| 3842 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3843 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3844 | "build_fcn": ( |
| 3845 | build_binary_broadcast, |
| 3846 | TosaTensorGen.tgBroadcastFuzz, |
| 3847 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3848 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3849 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3850 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3851 | "error_if_validators": ( |
| 3852 | TosaErrorValidator.evRankMismatch, |
| 3853 | TosaErrorValidator.evWrongInputType, |
| 3854 | TosaErrorValidator.evWrongOutputType, |
| 3855 | TosaErrorValidator.evWrongInputList, |
| 3856 | TosaErrorValidator.evWrongOutputList, |
| 3857 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3858 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3859 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3860 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3861 | "logical_right_shift": { |
| 3862 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3863 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3864 | "build_fcn": ( |
| 3865 | build_binary_broadcast, |
| 3866 | TosaTensorGen.tgBroadcastFuzz, |
| 3867 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3868 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3869 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3870 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3871 | "error_if_validators": ( |
| 3872 | TosaErrorValidator.evRankMismatch, |
| 3873 | TosaErrorValidator.evWrongInputType, |
| 3874 | TosaErrorValidator.evWrongOutputType, |
| 3875 | TosaErrorValidator.evWrongInputList, |
| 3876 | TosaErrorValidator.evWrongOutputList, |
| 3877 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3878 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3879 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3880 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3881 | "logical_or": { |
| 3882 | "op": Op.LOGICAL_OR, |
| 3883 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3884 | "build_fcn": ( |
| 3885 | build_binary_broadcast, |
| 3886 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3887 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3888 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3889 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3890 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3891 | "error_if_validators": ( |
| 3892 | TosaErrorValidator.evRankMismatch, |
| 3893 | TosaErrorValidator.evWrongInputType, |
| 3894 | TosaErrorValidator.evWrongOutputType, |
| 3895 | TosaErrorValidator.evWrongInputList, |
| 3896 | TosaErrorValidator.evWrongOutputList, |
| 3897 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3898 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3899 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3900 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3901 | "logical_xor": { |
| 3902 | "op": Op.LOGICAL_XOR, |
| 3903 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3904 | "build_fcn": ( |
| 3905 | build_binary_broadcast, |
| 3906 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3907 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3908 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3909 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3910 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3911 | "error_if_validators": ( |
| 3912 | TosaErrorValidator.evRankMismatch, |
| 3913 | TosaErrorValidator.evWrongInputType, |
| 3914 | TosaErrorValidator.evWrongOutputType, |
| 3915 | TosaErrorValidator.evWrongInputList, |
| 3916 | TosaErrorValidator.evWrongOutputList, |
| 3917 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3918 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3919 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3920 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3921 | "maximum": { |
| 3922 | "op": Op.MAXIMUM, |
| 3923 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3924 | "build_fcn": ( |
| 3925 | build_binary_broadcast, |
| 3926 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3927 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3928 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3929 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3930 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3931 | "error_if_validators": ( |
| 3932 | TosaErrorValidator.evRankMismatch, |
| 3933 | TosaErrorValidator.evWrongInputType, |
| 3934 | TosaErrorValidator.evWrongOutputType, |
| 3935 | TosaErrorValidator.evWrongInputList, |
| 3936 | TosaErrorValidator.evWrongOutputList, |
| 3937 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3938 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3939 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3940 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3941 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3942 | "minimum": { |
| 3943 | "op": Op.MINIMUM, |
| 3944 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3945 | "build_fcn": ( |
| 3946 | build_binary_broadcast, |
| 3947 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3948 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3949 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3950 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3951 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3952 | "error_if_validators": ( |
| 3953 | TosaErrorValidator.evRankMismatch, |
| 3954 | TosaErrorValidator.evWrongInputType, |
| 3955 | TosaErrorValidator.evWrongOutputType, |
| 3956 | TosaErrorValidator.evWrongInputList, |
| 3957 | TosaErrorValidator.evWrongOutputList, |
| 3958 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3959 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3960 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3961 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3962 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3963 | "mul": { |
| 3964 | "op": Op.MUL, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3965 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3966 | "build_fcn": ( |
| 3967 | build_mul, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3968 | TosaTensorGen.tgMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3969 | TosaTensorValuesGen.tvgMul, |
| 3970 | TosaArgGen.agMul, |
| 3971 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3972 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3973 | "error_if_validators": ( |
| 3974 | TosaErrorValidator.evWrongInputType, |
| 3975 | TosaErrorValidator.evWrongOutputType, |
| 3976 | TosaErrorValidator.evWrongInputList, |
| 3977 | TosaErrorValidator.evWrongOutputList, |
| 3978 | TosaErrorValidator.evRankMismatch, |
| 3979 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3980 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3981 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 3982 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3983 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3984 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3985 | "pow": { |
| 3986 | "op": Op.POW, |
| 3987 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3988 | "build_fcn": ( |
| 3989 | build_binary_broadcast, |
| 3990 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3991 | TosaTensorValuesGen.tvgPow, |
| 3992 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3993 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3994 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3995 | "error_if_validators": ( |
| 3996 | TosaErrorValidator.evRankMismatch, |
| 3997 | TosaErrorValidator.evWrongInputType, |
| 3998 | TosaErrorValidator.evWrongOutputType, |
| 3999 | TosaErrorValidator.evWrongInputList, |
| 4000 | TosaErrorValidator.evWrongOutputList, |
| 4001 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4002 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4003 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4004 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4005 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4006 | "sub": { |
| 4007 | "op": Op.SUB, |
| 4008 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4009 | "build_fcn": ( |
| 4010 | build_binary_broadcast, |
| 4011 | TosaTensorGen.tgBroadcastFuzz, |
| 4012 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4013 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4014 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4015 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4016 | "error_if_validators": ( |
| 4017 | TosaErrorValidator.evRankMismatch, |
| 4018 | TosaErrorValidator.evWrongInputType, |
| 4019 | TosaErrorValidator.evWrongOutputType, |
| 4020 | TosaErrorValidator.evWrongInputList, |
| 4021 | TosaErrorValidator.evWrongOutputList, |
| 4022 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4023 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4024 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4025 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4026 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4027 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4028 | "table": { |
| 4029 | "op": Op.TABLE, |
| 4030 | # Use the automatic generation functions to create the input array |
| 4031 | # but create the table tensor in the build function, as it may be |
| 4032 | # a different type from the input |
| 4033 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4034 | "build_fcn": ( |
| 4035 | build_table, |
| 4036 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 4037 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4038 | TosaArgGen.agTable, |
| 4039 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4040 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4041 | "error_if_validators": ( |
| 4042 | TosaErrorValidator.evWrongInputType, |
| 4043 | TosaErrorValidator.evWrongOutputType, |
| 4044 | TosaErrorValidator.evWrongInputList, |
| 4045 | TosaErrorValidator.evWrongOutputList, |
| 4046 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4047 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4048 | # Elementwise Unary operators |
| 4049 | "abs": { |
| 4050 | "op": Op.ABS, |
| 4051 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4052 | "build_fcn": ( |
| 4053 | build_unary, |
| 4054 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4055 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4056 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4057 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4058 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4059 | "error_if_validators": ( |
| 4060 | TosaErrorValidator.evWrongInputType, |
| 4061 | TosaErrorValidator.evWrongOutputType, |
| 4062 | TosaErrorValidator.evWrongInputList, |
| 4063 | TosaErrorValidator.evWrongOutputList, |
| 4064 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4065 | "data_gen": EW_UNARY_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4066 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4067 | "bitwise_not": { |
| 4068 | "op": Op.BITWISE_NOT, |
| 4069 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4070 | "build_fcn": ( |
| 4071 | build_unary, |
| 4072 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4073 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4074 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4075 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4076 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4077 | "error_if_validators": ( |
| 4078 | TosaErrorValidator.evWrongInputType, |
| 4079 | TosaErrorValidator.evWrongOutputType, |
| 4080 | TosaErrorValidator.evWrongInputList, |
| 4081 | TosaErrorValidator.evWrongOutputList, |
| 4082 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4083 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4084 | "ceil": { |
| 4085 | "op": Op.CEIL, |
| 4086 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4087 | "build_fcn": ( |
| 4088 | build_unary, |
| 4089 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4090 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4091 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4092 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4093 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4094 | "error_if_validators": ( |
| 4095 | TosaErrorValidator.evWrongInputType, |
| 4096 | TosaErrorValidator.evWrongOutputType, |
| 4097 | TosaErrorValidator.evWrongInputList, |
| 4098 | TosaErrorValidator.evWrongOutputList, |
| 4099 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4100 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4101 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4102 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4103 | "clz": { |
| 4104 | "op": Op.CLZ, |
| 4105 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4106 | "build_fcn": ( |
| 4107 | build_unary, |
| 4108 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4109 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4110 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4111 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4112 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4113 | "error_if_validators": ( |
| 4114 | TosaErrorValidator.evWrongInputType, |
| 4115 | TosaErrorValidator.evWrongOutputType, |
| 4116 | TosaErrorValidator.evWrongInputList, |
| 4117 | TosaErrorValidator.evWrongOutputList, |
| 4118 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4119 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4120 | "cos": { |
| 4121 | "op": Op.COS, |
| 4122 | "operands": (1, 0), |
| 4123 | "build_fcn": ( |
| 4124 | build_unary, |
| 4125 | TosaTensorGen.tgBasic, |
| 4126 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4127 | TosaArgGen.agNone, |
| 4128 | ), |
| 4129 | "types": TYPE_FP, |
| 4130 | "error_if_validators": ( |
| 4131 | TosaErrorValidator.evWrongInputType, |
| 4132 | TosaErrorValidator.evWrongOutputType, |
| 4133 | TosaErrorValidator.evWrongInputList, |
| 4134 | TosaErrorValidator.evWrongOutputList, |
| 4135 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4136 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4137 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4138 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4139 | "exp": { |
| 4140 | "op": Op.EXP, |
| 4141 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4142 | "build_fcn": ( |
| 4143 | build_unary, |
| 4144 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4145 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4146 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4147 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4148 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4149 | "error_if_validators": ( |
| 4150 | TosaErrorValidator.evWrongInputType, |
| 4151 | TosaErrorValidator.evWrongOutputType, |
| 4152 | TosaErrorValidator.evWrongInputList, |
| 4153 | TosaErrorValidator.evWrongOutputList, |
| 4154 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4155 | "data_gen": EW_UNARY_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4156 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4157 | "floor": { |
| 4158 | "op": Op.FLOOR, |
| 4159 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4160 | "build_fcn": ( |
| 4161 | build_unary, |
| 4162 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4163 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4164 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4165 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4166 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4167 | "error_if_validators": ( |
| 4168 | TosaErrorValidator.evWrongInputType, |
| 4169 | TosaErrorValidator.evWrongOutputType, |
| 4170 | TosaErrorValidator.evWrongInputList, |
| 4171 | TosaErrorValidator.evWrongOutputList, |
| 4172 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4173 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4174 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4175 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4176 | "log": { |
| 4177 | "op": Op.LOG, |
| 4178 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4179 | "build_fcn": ( |
| 4180 | build_unary, |
| 4181 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4182 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4183 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4184 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4185 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4186 | "error_if_validators": ( |
| 4187 | TosaErrorValidator.evWrongInputType, |
| 4188 | TosaErrorValidator.evWrongOutputType, |
| 4189 | TosaErrorValidator.evWrongInputList, |
| 4190 | TosaErrorValidator.evWrongOutputList, |
| 4191 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4192 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4193 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4194 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4195 | "logical_not": { |
| 4196 | "op": Op.LOGICAL_NOT, |
| 4197 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4198 | "build_fcn": ( |
| 4199 | build_unary, |
| 4200 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4201 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4202 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4203 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4204 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4205 | "error_if_validators": ( |
| 4206 | TosaErrorValidator.evWrongInputType, |
| 4207 | TosaErrorValidator.evWrongOutputType, |
| 4208 | TosaErrorValidator.evWrongInputList, |
| 4209 | TosaErrorValidator.evWrongOutputList, |
| 4210 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4211 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4212 | "negate": { |
| 4213 | "op": Op.NEGATE, |
| 4214 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4215 | "build_fcn": ( |
| 4216 | build_unary, |
| 4217 | TosaTensorGen.tgBasic, |
| 4218 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4219 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4220 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4221 | "qgen": TosaQuantGen.qgUnary, |
| 4222 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4223 | "error_if_validators": ( |
| 4224 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4225 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4226 | TosaErrorValidator.evWrongInputType, |
| 4227 | TosaErrorValidator.evWrongOutputType, |
| 4228 | TosaErrorValidator.evWrongInputList, |
| 4229 | TosaErrorValidator.evWrongOutputList, |
| 4230 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4231 | "data_gen": EW_UNARY_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4232 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4233 | "reciprocal": { |
| 4234 | "op": Op.RECIPROCAL, |
| 4235 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4236 | "build_fcn": ( |
| 4237 | build_unary, |
| 4238 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4239 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4240 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4241 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4242 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4243 | "error_if_validators": ( |
| 4244 | TosaErrorValidator.evWrongInputType, |
| 4245 | TosaErrorValidator.evWrongOutputType, |
| 4246 | TosaErrorValidator.evWrongInputList, |
| 4247 | TosaErrorValidator.evWrongOutputList, |
| 4248 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4249 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4250 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4251 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4252 | "rsqrt": { |
| 4253 | "op": Op.RSQRT, |
| 4254 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4255 | "build_fcn": ( |
| 4256 | build_unary, |
| 4257 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4258 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4259 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4260 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4261 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4262 | "error_if_validators": ( |
| 4263 | TosaErrorValidator.evWrongInputType, |
| 4264 | TosaErrorValidator.evWrongOutputType, |
| 4265 | TosaErrorValidator.evWrongInputList, |
| 4266 | TosaErrorValidator.evWrongOutputList, |
| 4267 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4268 | "data_gen": EW_UNARY_DATAGEN, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4269 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4270 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4271 | "sin": { |
| 4272 | "op": Op.SIN, |
| 4273 | "operands": (1, 0), |
| 4274 | "build_fcn": ( |
| 4275 | build_unary, |
| 4276 | TosaTensorGen.tgBasic, |
| 4277 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4278 | TosaArgGen.agNone, |
| 4279 | ), |
| 4280 | "types": TYPE_FP, |
| 4281 | "error_if_validators": ( |
| 4282 | TosaErrorValidator.evWrongInputType, |
| 4283 | TosaErrorValidator.evWrongOutputType, |
| 4284 | TosaErrorValidator.evWrongInputList, |
| 4285 | TosaErrorValidator.evWrongOutputList, |
| 4286 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4287 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4288 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4289 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4290 | # Elementwise Ternary operators |
| 4291 | "select": { |
| 4292 | "op": Op.SELECT, |
| 4293 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4294 | "build_fcn": ( |
| 4295 | build_select, |
| 4296 | TosaTensorGen.tgBroadcastFuzz, |
| 4297 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4298 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4299 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4300 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4301 | "error_if_validators": ( |
| 4302 | TosaErrorValidator.evRankMismatch, |
| 4303 | TosaErrorValidator.evWrongInputType, |
| 4304 | TosaErrorValidator.evWrongOutputType, |
| 4305 | TosaErrorValidator.evWrongInputList, |
| 4306 | TosaErrorValidator.evWrongOutputList, |
| 4307 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4308 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4309 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4310 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4311 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4312 | # Comparison operators |
| 4313 | "equal": { |
| 4314 | "op": Op.EQUAL, |
| 4315 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4316 | "build_fcn": ( |
| 4317 | build_comparison, |
| 4318 | TosaTensorGen.tgBroadcastFuzz, |
| 4319 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4320 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4321 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4322 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4323 | "error_if_validators": ( |
| 4324 | TosaErrorValidator.evRankMismatch, |
| 4325 | TosaErrorValidator.evWrongInputType, |
| 4326 | TosaErrorValidator.evWrongOutputType, |
| 4327 | TosaErrorValidator.evWrongInputList, |
| 4328 | TosaErrorValidator.evWrongOutputList, |
| 4329 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4330 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4331 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4332 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4333 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4334 | "greater_equal": { |
| 4335 | "op": Op.GREATER_EQUAL, |
| 4336 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4337 | "build_fcn": ( |
| 4338 | build_comparison, |
| 4339 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4340 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4341 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4342 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4343 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4344 | "error_if_validators": ( |
| 4345 | TosaErrorValidator.evRankMismatch, |
| 4346 | TosaErrorValidator.evWrongInputType, |
| 4347 | TosaErrorValidator.evWrongOutputType, |
| 4348 | TosaErrorValidator.evWrongInputList, |
| 4349 | TosaErrorValidator.evWrongOutputList, |
| 4350 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4351 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4352 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4353 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4354 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4355 | "greater": { |
| 4356 | "op": Op.GREATER, |
| 4357 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4358 | "build_fcn": ( |
| 4359 | build_comparison, |
| 4360 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4361 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4362 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4363 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4364 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4365 | "error_if_validators": ( |
| 4366 | TosaErrorValidator.evRankMismatch, |
| 4367 | TosaErrorValidator.evWrongInputType, |
| 4368 | TosaErrorValidator.evWrongOutputType, |
| 4369 | TosaErrorValidator.evWrongInputList, |
| 4370 | TosaErrorValidator.evWrongOutputList, |
| 4371 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4372 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4373 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4374 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4375 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4376 | # Reduction operators |
| 4377 | "reduce_all": { |
| 4378 | "op": Op.REDUCE_ALL, |
| 4379 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4380 | "build_fcn": ( |
| 4381 | build_reduce, |
| 4382 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4383 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4384 | TosaArgGen.agAxis, |
| 4385 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4386 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4387 | "error_if_validators": ( |
| 4388 | TosaErrorValidator.evAxisLargerRank, |
| 4389 | TosaErrorValidator.evAxisSmallerZero, |
| 4390 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4391 | TosaErrorValidator.evWrongInputType, |
| 4392 | TosaErrorValidator.evWrongOutputType, |
| 4393 | TosaErrorValidator.evWrongRank, |
| 4394 | TosaErrorValidator.evWrongInputList, |
| 4395 | TosaErrorValidator.evWrongOutputList, |
| 4396 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4397 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4398 | "reduce_any": { |
| 4399 | "op": Op.REDUCE_ANY, |
| 4400 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4401 | "build_fcn": ( |
| 4402 | build_reduce, |
| 4403 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4404 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4405 | TosaArgGen.agAxis, |
| 4406 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4407 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4408 | "error_if_validators": ( |
| 4409 | TosaErrorValidator.evAxisLargerRank, |
| 4410 | TosaErrorValidator.evAxisSmallerZero, |
| 4411 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4412 | TosaErrorValidator.evWrongInputType, |
| 4413 | TosaErrorValidator.evWrongOutputType, |
| 4414 | TosaErrorValidator.evWrongRank, |
| 4415 | TosaErrorValidator.evWrongInputList, |
| 4416 | TosaErrorValidator.evWrongOutputList, |
| 4417 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4418 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4419 | "reduce_max": { |
| 4420 | "op": Op.REDUCE_MAX, |
| 4421 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4422 | "build_fcn": ( |
| 4423 | build_reduce, |
| 4424 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4425 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4426 | TosaArgGen.agAxis, |
| 4427 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4428 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4429 | "error_if_validators": ( |
| 4430 | TosaErrorValidator.evAxisLargerRank, |
| 4431 | TosaErrorValidator.evAxisSmallerZero, |
| 4432 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4433 | TosaErrorValidator.evWrongInputType, |
| 4434 | TosaErrorValidator.evWrongOutputType, |
| 4435 | TosaErrorValidator.evWrongRank, |
| 4436 | TosaErrorValidator.evWrongInputList, |
| 4437 | TosaErrorValidator.evWrongOutputList, |
| 4438 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4439 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4440 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4441 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4442 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4443 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4444 | "build_fcn": ( |
| 4445 | build_reduce, |
| 4446 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4447 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4448 | TosaArgGen.agAxis, |
| 4449 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4450 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4451 | "error_if_validators": ( |
| 4452 | TosaErrorValidator.evAxisLargerRank, |
| 4453 | TosaErrorValidator.evAxisSmallerZero, |
| 4454 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4455 | TosaErrorValidator.evWrongInputType, |
| 4456 | TosaErrorValidator.evWrongOutputType, |
| 4457 | TosaErrorValidator.evWrongRank, |
| 4458 | TosaErrorValidator.evWrongInputList, |
| 4459 | TosaErrorValidator.evWrongOutputList, |
| 4460 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4461 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4462 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4463 | "reduce_product": { |
| 4464 | "op": Op.REDUCE_PRODUCT, |
| 4465 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4466 | "build_fcn": ( |
| 4467 | build_reduce, |
| 4468 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4469 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4470 | TosaArgGen.agAxis, |
| 4471 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4472 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4473 | "error_if_validators": ( |
| 4474 | TosaErrorValidator.evAxisLargerRank, |
| 4475 | TosaErrorValidator.evAxisSmallerZero, |
| 4476 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4477 | TosaErrorValidator.evWrongInputType, |
| 4478 | TosaErrorValidator.evWrongOutputType, |
| 4479 | TosaErrorValidator.evWrongRank, |
| 4480 | TosaErrorValidator.evWrongInputList, |
| 4481 | TosaErrorValidator.evWrongOutputList, |
| 4482 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4483 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4484 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4485 | "reduce_sum": { |
| 4486 | "op": Op.REDUCE_SUM, |
| 4487 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4488 | "build_fcn": ( |
| 4489 | build_reduce, |
| 4490 | TosaTensorGen.tgBasic, |
| 4491 | TosaTensorValuesGen.tvgReduceSum, |
| 4492 | TosaArgGen.agAxis, |
| 4493 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4494 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4495 | "error_if_validators": ( |
| 4496 | TosaErrorValidator.evAxisLargerRank, |
| 4497 | TosaErrorValidator.evAxisSmallerZero, |
| 4498 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4499 | TosaErrorValidator.evWrongInputType, |
| 4500 | TosaErrorValidator.evWrongOutputType, |
| 4501 | TosaErrorValidator.evWrongRank, |
| 4502 | TosaErrorValidator.evWrongInputList, |
| 4503 | TosaErrorValidator.evWrongOutputList, |
| 4504 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4505 | "data_gen": DOT_PRODUCT_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4506 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4507 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4508 | "concat": { |
| 4509 | "op": Op.CONCAT, |
| 4510 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4511 | "build_fcn": ( |
| 4512 | build_concat, |
| 4513 | TosaTensorGen.tgConcat, |
| 4514 | TosaTensorValuesGen.tvgConcat, |
| 4515 | TosaArgGen.agAxis, |
| 4516 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4517 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4518 | "error_if_validators": ( |
| 4519 | TosaErrorValidator.evAxisLargerRank, |
| 4520 | TosaErrorValidator.evAxisSmallerZero, |
| 4521 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4522 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4523 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4524 | TosaErrorValidator.evWrongInputType, |
| 4525 | TosaErrorValidator.evWrongOutputType, |
| 4526 | TosaErrorValidator.evWrongOutputList, |
| 4527 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4528 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4529 | }, |
| 4530 | "pad": { |
| 4531 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4532 | "operands": (2, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 4533 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4534 | "build_fcn": ( |
| 4535 | build_pad, |
| 4536 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4537 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4538 | TosaArgGen.agPad, |
| 4539 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4540 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4541 | "error_if_validators": ( |
| 4542 | TosaErrorValidator.evWrongInputType, |
| 4543 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4544 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4545 | TosaErrorValidator.evWrongOutputType, |
| 4546 | TosaErrorValidator.evWrongInputList, |
| 4547 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4548 | TosaErrorValidator.evRankMismatch, |
| 4549 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4550 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4551 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4552 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4553 | "dim": { |
| 4554 | "op": Op.DIM, |
| 4555 | "operands": (1, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 4556 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4557 | "build_fcn": ( |
| 4558 | build_dim, |
| 4559 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4560 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4561 | TosaArgGen.agAxis, |
| 4562 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4563 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4564 | "error_if_validators": ( |
| 4565 | TosaErrorValidator.evAxisLargerRank, |
| 4566 | TosaErrorValidator.evAxisSmallerZero, |
| 4567 | TosaErrorValidator.evWrongInputType, |
| 4568 | TosaErrorValidator.evWrongInputList, |
| 4569 | TosaErrorValidator.evWrongOutputList, |
| 4570 | TosaErrorValidator.evWrongRank, |
| 4571 | ), |
| 4572 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4573 | "reshape": { |
| 4574 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4575 | "operands": (2, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 4576 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4577 | "build_fcn": ( |
| 4578 | build_reshape, |
| 4579 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4580 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4581 | TosaArgGen.agReshape, |
| 4582 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4583 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4584 | "error_if_validators": ( |
| 4585 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4586 | TosaErrorValidator.evWrongInputType, |
| 4587 | TosaErrorValidator.evWrongOutputType, |
| 4588 | TosaErrorValidator.evWrongInputList, |
| 4589 | TosaErrorValidator.evWrongOutputList, |
| 4590 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4591 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4592 | }, |
| 4593 | "reverse": { |
| 4594 | "op": Op.REVERSE, |
| 4595 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4596 | "build_fcn": ( |
| 4597 | build_reverse, |
| 4598 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4599 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4600 | TosaArgGen.agAxis, |
| 4601 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4602 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4603 | "error_if_validators": ( |
| 4604 | TosaErrorValidator.evAxisSmallerZero, |
| 4605 | TosaErrorValidator.evAxisLargerRank, |
| 4606 | TosaErrorValidator.evWrongInputType, |
| 4607 | TosaErrorValidator.evWrongOutputType, |
| 4608 | TosaErrorValidator.evWrongInputList, |
| 4609 | TosaErrorValidator.evWrongOutputList, |
| 4610 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4611 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4612 | }, |
| 4613 | "slice": { |
| 4614 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4615 | "operands": (3, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 4616 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4617 | "build_fcn": ( |
| 4618 | build_slice, |
| 4619 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4620 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4621 | TosaArgGen.agSlice, |
| 4622 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4623 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4624 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4625 | # TODO Turn off these error categories for now as the reference |
| 4626 | # model cannot allocate memory space for empty tensor. We probably |
| 4627 | # can report an accurate error messege at the right place during |
| 4628 | # exeuction. |
| 4629 | # TosaErrorValidator.evStartSmallerZero, |
| 4630 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4631 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4632 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4633 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4634 | TosaErrorValidator.evWrongRank, |
| 4635 | TosaErrorValidator.evWrongInputType, |
| 4636 | TosaErrorValidator.evWrongOutputType, |
| 4637 | TosaErrorValidator.evWrongInputList, |
| 4638 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4639 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4640 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4641 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4642 | }, |
| 4643 | "tile": { |
| 4644 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4645 | "operands": (2, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 4646 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4647 | "build_fcn": ( |
| 4648 | build_tile, |
| 4649 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4650 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4651 | TosaArgGen.agTile, |
| 4652 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4653 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4654 | "error_if_validators": ( |
| 4655 | TosaErrorValidator.evWrongInputType, |
| 4656 | TosaErrorValidator.evWrongOutputType, |
| 4657 | TosaErrorValidator.evWrongInputList, |
| 4658 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4659 | TosaErrorValidator.evRankMismatch, |
| 4660 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4661 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4662 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4663 | }, |
| 4664 | "transpose": { |
| 4665 | "op": Op.TRANSPOSE, |
| 4666 | "operands": (1, 0), |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 4667 | "rank": (1, gtu.MAX_TENSOR_RANK), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4668 | "build_fcn": ( |
| 4669 | build_transpose, |
| 4670 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4671 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4672 | TosaArgGen.agTranspose, |
| 4673 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4674 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4675 | "error_if_validators": ( |
| 4676 | TosaErrorValidator.evIndexOutsideBounds, |
| 4677 | TosaErrorValidator.evIndexUsedTwice, |
| 4678 | TosaErrorValidator.evWrongInputType, |
| 4679 | TosaErrorValidator.evWrongOutputType, |
| 4680 | TosaErrorValidator.evWrongInputList, |
| 4681 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4682 | TosaErrorValidator.evWrongRank, |
| 4683 | TosaErrorValidator.evRankMismatch, |
| 4684 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4685 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4686 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4687 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4688 | # Data nodes |
| 4689 | "const": { |
| 4690 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4691 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4692 | "build_fcn": ( |
| 4693 | build_const, |
| 4694 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4695 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4696 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4697 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4698 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4699 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4700 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4701 | "identity": { |
| 4702 | "op": Op.IDENTITY, |
| 4703 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4704 | "build_fcn": ( |
| 4705 | build_unary, |
| 4706 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4707 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4708 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4709 | ), |
evacha01 | 1adff83 | 2024-03-06 17:33:44 +0000 | [diff] [blame] | 4710 | "types": TYPE_FIB + [DType.INT4, DType.INT48], |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4711 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4712 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4713 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4714 | "gather": { |
| 4715 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4716 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4717 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4718 | "build_fcn": ( |
| 4719 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4720 | TosaTensorGen.tgGather, |
| 4721 | TosaTensorValuesGen.tvgGather, |
| 4722 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4723 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4724 | "types": ( |
| 4725 | DType.INT8, |
| 4726 | DType.INT16, |
| 4727 | DType.INT32, |
| 4728 | DType.FP16, |
| 4729 | DType.BF16, |
| 4730 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4731 | DType.FP8E4M3, |
| 4732 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4733 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4734 | "error_if_validators": ( |
| 4735 | TosaErrorValidator.evWrongInputType, |
| 4736 | TosaErrorValidator.evWrongOutputType, |
| 4737 | TosaErrorValidator.evWrongInputList, |
| 4738 | TosaErrorValidator.evWrongOutputList, |
| 4739 | TosaErrorValidator.evWrongRank, |
| 4740 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4741 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4742 | }, |
| 4743 | "scatter": { |
| 4744 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4745 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4746 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4747 | "build_fcn": ( |
| 4748 | build_scatter, |
| 4749 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4750 | TosaTensorValuesGen.tvgScatter, |
| 4751 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4752 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4753 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4754 | "error_if_validators": ( |
| 4755 | TosaErrorValidator.evWrongInputType, |
| 4756 | TosaErrorValidator.evWrongOutputType, |
| 4757 | TosaErrorValidator.evWrongInputList, |
| 4758 | TosaErrorValidator.evWrongOutputList, |
| 4759 | TosaErrorValidator.evWrongRank, |
| 4760 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4761 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4762 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4763 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4764 | "resize": { |
| 4765 | "op": Op.RESIZE, |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 4766 | "operands": (4, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4767 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4768 | "build_fcn": ( |
| 4769 | build_resize, |
| 4770 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4771 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4772 | TosaArgGen.agResize, |
| 4773 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4774 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4775 | "invalid_test_validators": ( |
| 4776 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4777 | ), |
| 4778 | "error_if_validators": ( |
| 4779 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4780 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4781 | TosaErrorValidator.evScaleNLargerMax, |
| 4782 | TosaErrorValidator.evScaleDLargerMax, |
| 4783 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4784 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4785 | TosaErrorValidator.evBorderSmallerMin, |
| 4786 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4787 | TosaErrorValidator.evWrongInputType, |
| 4788 | TosaErrorValidator.evWrongOutputType, |
| 4789 | TosaErrorValidator.evWrongRank, |
| 4790 | TosaErrorValidator.evWrongInputList, |
| 4791 | TosaErrorValidator.evWrongOutputList, |
| 4792 | TosaErrorValidator.evBatchMismatch, |
| 4793 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4794 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4795 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4796 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4797 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4798 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4799 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4800 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4801 | "cast": { |
| 4802 | "op": Op.CAST, |
| 4803 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4804 | "build_fcn": ( |
| 4805 | build_cast, |
| 4806 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4807 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4808 | TosaArgGen.agCast, |
| 4809 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4810 | "types": ( |
| 4811 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4812 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4813 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4814 | DType.INT8, |
| 4815 | DType.INT16, |
| 4816 | DType.INT32, |
| 4817 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4818 | DType.FP8E4M3, |
| 4819 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4820 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4821 | "error_if_validators": ( |
| 4822 | TosaErrorValidator.evWrongInputType, |
| 4823 | TosaErrorValidator.evWrongOutputType, |
| 4824 | TosaErrorValidator.evWrongInputList, |
| 4825 | TosaErrorValidator.evWrongOutputList, |
| 4826 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4827 | "data_gen": PSEUDO_RANDOM_DATAGEN, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4828 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4829 | }, |
| 4830 | "rescale": { |
| 4831 | "op": Op.RESCALE, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4832 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4833 | "build_fcn": ( |
| 4834 | build_rescale, |
| 4835 | TosaTensorGen.tgBasic, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4836 | TosaTensorValuesGen.tvgRescale, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4837 | TosaArgGen.agRescale, |
| 4838 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4839 | "types": [ |
| 4840 | DType.UINT8, |
| 4841 | DType.INT8, |
| 4842 | DType.INT16, |
| 4843 | DType.INT32, |
| 4844 | DType.INT48, |
| 4845 | DType.UINT16, |
| 4846 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4847 | "error_if_validators": ( |
| 4848 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4849 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4850 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4851 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4852 | TosaErrorValidator.evScaleTrue, |
| 4853 | TosaErrorValidator.evScaleNotTrue, |
| 4854 | TosaErrorValidator.evWrongInputType, |
| 4855 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4856 | TosaErrorValidator.evWrongInputList, |
| 4857 | TosaErrorValidator.evWrongOutputList, |
| 4858 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4859 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4860 | # Custom |
| 4861 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4862 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4863 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4864 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4865 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4866 | "cond_if_const": { |
| 4867 | "op": Op.COND_IF, |
| 4868 | "operands": (0, 2), |
| 4869 | "build_fcn": ( |
| 4870 | build_cond_if_const, |
| 4871 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4872 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4873 | TosaArgGen.agCondIf, |
| 4874 | ), |
| 4875 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4876 | "error_if_validators": ( |
| 4877 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4878 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4879 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4880 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4881 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4882 | }, |
| 4883 | "cond_if_binary": { |
| 4884 | "op": Op.COND_IF, |
| 4885 | "operands": (2, 0), |
| 4886 | "build_fcn": ( |
| 4887 | build_cond_if_binary, |
| 4888 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4889 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4890 | TosaArgGen.agCondIf, |
| 4891 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4892 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4893 | "error_if_validators": ( |
| 4894 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4895 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4896 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4897 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4898 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4899 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4900 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4901 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4902 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4903 | "while_loop": { |
| 4904 | "op": Op.WHILE_LOOP, |
| 4905 | "operands": (0, 1), |
| 4906 | "build_fcn": ( |
| 4907 | build_while_loop, |
| 4908 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4909 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4910 | TosaArgGen.agWhileLoop, |
| 4911 | ), |
| 4912 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4913 | "error_if_validators": ( |
| 4914 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4915 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4916 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4917 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4918 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4919 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4920 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4921 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4922 | "fft2d": { |
| 4923 | "op": Op.FFT2D, |
| 4924 | "operands": (2, 0), |
| 4925 | "rank": (3, 3), |
| 4926 | "build_fcn": ( |
| 4927 | build_fft2d, |
| 4928 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4929 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4930 | TosaArgGen.agFFT2d, |
| 4931 | ), |
| 4932 | "types": [DType.FP32], |
| 4933 | "error_if_validators": ( |
| 4934 | TosaErrorValidator.evWrongInputType, |
| 4935 | TosaErrorValidator.evWrongOutputType, |
| 4936 | TosaErrorValidator.evWrongInputList, |
| 4937 | TosaErrorValidator.evWrongOutputList, |
| 4938 | TosaErrorValidator.evWrongRank, |
| 4939 | TosaErrorValidator.evBatchMismatch, |
| 4940 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4941 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4942 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4943 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4944 | "data_gen": DOT_PRODUCT_DATAGEN, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4945 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4946 | "rfft2d": { |
| 4947 | "op": Op.RFFT2D, |
| 4948 | "operands": (1, 0), |
| 4949 | "rank": (3, 3), |
| 4950 | "build_fcn": ( |
| 4951 | build_rfft2d, |
| 4952 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 4953 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4954 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4955 | ), |
| 4956 | "types": [DType.FP32], |
| 4957 | "error_if_validators": ( |
| 4958 | TosaErrorValidator.evWrongInputType, |
| 4959 | TosaErrorValidator.evWrongOutputType, |
| 4960 | TosaErrorValidator.evWrongInputList, |
| 4961 | TosaErrorValidator.evWrongOutputList, |
| 4962 | TosaErrorValidator.evWrongRank, |
| 4963 | TosaErrorValidator.evBatchMismatch, |
| 4964 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4965 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4966 | ), |
evacha01 | ad8e1e2 | 2024-03-19 12:42:17 +0000 | [diff] [blame] | 4967 | "data_gen": DOT_PRODUCT_DATAGEN, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4968 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4969 | # Shape |
| 4970 | "add_shape": { |
| 4971 | "op": Op.ADD_SHAPE, |
| 4972 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4973 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4974 | "build_fcn": ( |
| 4975 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4976 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4977 | TosaTensorValuesGen.tvgAddSub, |
| 4978 | TosaArgGen.agNone, |
| 4979 | ), |
| 4980 | "types": [DType.SHAPE], |
| 4981 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4982 | }, |
| 4983 | "sub_shape": { |
| 4984 | "op": Op.SUB_SHAPE, |
| 4985 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4986 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4987 | "build_fcn": ( |
| 4988 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4989 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 4990 | TosaTensorValuesGen.tvgAddSub, |
| 4991 | TosaArgGen.agNone, |
| 4992 | ), |
| 4993 | "types": [DType.SHAPE], |
| 4994 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 4995 | }, |
| 4996 | "mul_shape": { |
| 4997 | "op": Op.MUL_SHAPE, |
| 4998 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 4999 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5000 | "build_fcn": ( |
| 5001 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5002 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5003 | TosaTensorValuesGen.tvgMul, |
| 5004 | TosaArgGen.agNone, |
| 5005 | ), |
| 5006 | "types": [DType.SHAPE], |
| 5007 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5008 | }, |
| 5009 | "div_shape": { |
| 5010 | "op": Op.DIV_SHAPE, |
| 5011 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5012 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5013 | "build_fcn": ( |
| 5014 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5015 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5016 | TosaTensorValuesGen.tvgIntDiv, |
| 5017 | TosaArgGen.agNone, |
| 5018 | ), |
| 5019 | "types": [DType.SHAPE], |
| 5020 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5021 | }, |
| 5022 | "concat_shape": { |
| 5023 | "op": Op.CONCAT_SHAPE, |
| 5024 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5025 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5026 | "build_fcn": ( |
| 5027 | build_concat, |
| 5028 | TosaTensorGen.tgConcat, |
| 5029 | TosaTensorValuesGen.tvgConcat, |
| 5030 | TosaArgGen.agNone, |
| 5031 | ), |
| 5032 | "types": [DType.SHAPE], |
| 5033 | "error_if_validators": (), |
| 5034 | }, |
| 5035 | "const_shape": { |
| 5036 | "op": Op.CONST_SHAPE, |
| 5037 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5038 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5039 | "build_fcn": ( |
| 5040 | build_const, |
| 5041 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 5042 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5043 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5044 | ), |
| 5045 | "types": [DType.SHAPE], |
| 5046 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5047 | } |
| 5048 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5049 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5050 | class OutputShaper: |
| 5051 | # Methods in this class compute the expected output shape and datatype |
| 5052 | # for common classes of operations |
| 5053 | def __init__(self): |
| 5054 | pass |
| 5055 | |
| 5056 | # These methods return arguments that can be used for |
| 5057 | # creating a new output tensor |
| 5058 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5059 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 5060 | if error_name != ErrorIf.RankMismatch: |
| 5061 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5062 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5063 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 5064 | # Work out broadcasted output shape (when not ERRORIF test) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5065 | shape = [] |
| 5066 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5067 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5068 | shape.append(b.shape[i]) |
| 5069 | else: |
| 5070 | shape.append(a.shape[i]) |
| 5071 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 5072 | if len(shape) > 0 and error_name == ErrorIf.DimensionMismatch: |
| 5073 | # Can only create this error for rank > 0 |
| 5074 | fuzz_idx = rng.integers(0, len(shape)) |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5075 | shape[fuzz_idx] += 1 |
| 5076 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5077 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5078 | all_dtypes = [ |
| 5079 | DType.INT8, |
| 5080 | DType.INT16, |
| 5081 | DType.INT32, |
| 5082 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5083 | DType.FP16, |
| 5084 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5085 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5086 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5087 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5088 | outputDType = rng.choice(wrong_dtypes) |
| 5089 | else: |
| 5090 | outputDType = a.dtype |
| 5091 | |
| 5092 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5093 | |
| 5094 | @staticmethod |
| 5095 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5096 | assert len(a.shape) == len(b.shape) |
| 5097 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5098 | |
| 5099 | shape = [] |
| 5100 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5101 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5102 | shape.append(a.shape[i]) |
| 5103 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5104 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5105 | |
| 5106 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5107 | def unaryOp(ser, rng, a, error_name=None): |
| 5108 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5109 | all_dtypes = [ |
| 5110 | DType.INT8, |
| 5111 | DType.INT16, |
| 5112 | DType.INT32, |
| 5113 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5114 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5115 | DType.FP16, |
| 5116 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5117 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5118 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5119 | outputDType = rng.choice(wrong_dtypes) |
| 5120 | else: |
| 5121 | outputDType = a.dtype |
| 5122 | |
| 5123 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5124 | |
| 5125 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5126 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5127 | if error_name != ErrorIf.RankMismatch: |
| 5128 | 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] | 5129 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5130 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 5131 | # Work out broadcasted output shape (when not ERRORIF test) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5132 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5133 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5134 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5135 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5136 | else: |
| 5137 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5138 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 5139 | if len(shape) > 0 and error_name == ErrorIf.DimensionMismatch: |
| 5140 | # Can only create this error for rank > 0 |
| 5141 | fuzz_idx = rng.integers(0, len(shape)) |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5142 | shape[fuzz_idx] += 1 |
| 5143 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5144 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5145 | all_dtypes = [ |
| 5146 | DType.INT8, |
| 5147 | DType.INT16, |
| 5148 | DType.INT32, |
| 5149 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5150 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5151 | DType.FP16, |
| 5152 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5153 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5154 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5155 | outputDType = rng.choice(wrong_dtypes) |
| 5156 | else: |
| 5157 | outputDType = a.dtype |
| 5158 | |
| 5159 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5160 | |
| 5161 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5162 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5163 | if error_name != ErrorIf.RankMismatch: |
| 5164 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5165 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5166 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 5167 | # Work out broadcasted output shape |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5168 | shape = [] |
| 5169 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5170 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5171 | shape.append(b.shape[i]) |
| 5172 | else: |
| 5173 | shape.append(a.shape[i]) |
| 5174 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 5175 | if len(shape) > 0 and error_name == ErrorIf.DimensionMismatch: |
| 5176 | # Can only create this error for rank > 0 |
| 5177 | fuzz_idx = rng.integers(0, len(shape)) |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5178 | shape[fuzz_idx] += 1 |
| 5179 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5180 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5181 | wrong_dtypes = [ |
| 5182 | DType.INT8, |
| 5183 | DType.INT16, |
| 5184 | DType.INT32, |
| 5185 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5186 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5187 | DType.FP16, |
| 5188 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5189 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5190 | outputDType = rng.choice(wrong_dtypes) |
| 5191 | else: |
| 5192 | outputDType = DType.BOOL |
| 5193 | |
| 5194 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5195 | |
| 5196 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5197 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5198 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5199 | if error_name not in [ |
| 5200 | ErrorIf.AxisSmallerZero, |
| 5201 | ErrorIf.AxisLargerRank, |
| 5202 | ErrorIf.ShapeOfAxisNotOne, |
| 5203 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5204 | shape[axis] = 1 |
| 5205 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5206 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5207 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5208 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5209 | all_dtypes = [ |
| 5210 | DType.INT8, |
| 5211 | DType.INT16, |
| 5212 | DType.INT32, |
| 5213 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5214 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5215 | DType.FP16, |
| 5216 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5217 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5218 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5219 | outputDType = rng.choice(wrong_dtypes) |
| 5220 | else: |
| 5221 | outputDType = a.dtype |
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 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5224 | |
| 5225 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5226 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5227 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5228 | |
| 5229 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5230 | del shape[axis] |
| 5231 | |
| 5232 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5233 | remove = rng.choice([True, False]) |
| 5234 | if remove and len(shape) > 1: |
| 5235 | del shape[0] |
| 5236 | else: |
| 5237 | shape.append(1) |
| 5238 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5239 | for i in range(len(shape)): |
| 5240 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5241 | |
| 5242 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5243 | all_dtypes = [ |
| 5244 | DType.INT8, |
| 5245 | DType.INT16, |
| 5246 | DType.INT32, |
| 5247 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5248 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5249 | DType.FP16, |
| 5250 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5251 | DType.FP8E4M3, |
| 5252 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5253 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5254 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5255 | outputDType = rng.choice(wrong_dtypes) |
| 5256 | else: |
| 5257 | outputDType = DType.INT32 |
| 5258 | |
| 5259 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5260 | |
| 5261 | @staticmethod |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5262 | def _get_conv_output_type(input_dtype): |
| 5263 | if input_dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 5264 | return input_dtype |
| 5265 | elif input_dtype in (DType.FP8E4M3, DType.FP8E5M2): |
| 5266 | return DType.FP16 |
| 5267 | elif input_dtype in (DType.INT8, DType.INT4): |
| 5268 | return DType.INT32 |
| 5269 | elif input_dtype in (DType.INT16,): |
| 5270 | return DType.INT48 |
| 5271 | assert True, f"Unsupported convolution data type {input_dtype}" |
| 5272 | |
| 5273 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5274 | def conv2dOp( |
| 5275 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5276 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5277 | |
| 5278 | # IFM: NHWC |
| 5279 | # Filter: OHWI |
| 5280 | # OFM: NHWC |
| 5281 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5282 | h = ( |
| 5283 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5284 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5285 | + padding[0] |
| 5286 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5287 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5288 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5289 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5290 | w = ( |
| 5291 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5292 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5293 | + padding[2] |
| 5294 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5295 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5296 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5297 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5298 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5299 | choices = [1, 2, 3] |
| 5300 | change = rng.choice(choices) |
| 5301 | # increment in multiples of stride to not hit non-integer error case |
| 5302 | if change in [1, 3]: |
| 5303 | h = h + (rng.choice(choices) * strides[0]) |
| 5304 | if change in [2, 3]: |
| 5305 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5306 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5307 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5308 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5309 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5310 | # Pick some potentially correct output dtype if input type is incorrect |
| 5311 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5312 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5313 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5314 | |
| 5315 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5316 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5317 | excludes = [DType.FP16, DType.FP32] |
Jeremy Johnson | 80fd9b8 | 2024-03-12 11:46:50 +0000 | [diff] [blame] | 5318 | elif ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5319 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5320 | else: |
| 5321 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5322 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5323 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5324 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5325 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5326 | |
| 5327 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5328 | def conv3dOp( |
| 5329 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5330 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5331 | |
| 5332 | # IFM: NDHWC |
| 5333 | # Filter: ODHWI |
| 5334 | # OFM: NDHWC |
| 5335 | |
| 5336 | d = ( |
| 5337 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5338 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5339 | + padding[0] |
| 5340 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5341 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5342 | ) // strides[0] + 1 |
| 5343 | |
| 5344 | h = ( |
| 5345 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5346 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5347 | + padding[2] |
| 5348 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5349 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5350 | ) // strides[1] + 1 |
| 5351 | |
| 5352 | w = ( |
| 5353 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5354 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5355 | + padding[4] |
| 5356 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5357 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5358 | ) // strides[2] + 1 |
| 5359 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5360 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5361 | choices = [1, 2, 3, 4] |
| 5362 | change = rng.choice(choices) |
| 5363 | # increment in multiples of stride to not hit non-integer error case |
| 5364 | if change in [1, 4]: |
| 5365 | d = d + (rng.choice(choices) * strides[0]) |
| 5366 | if change in [2, 4]: |
| 5367 | h = h + (rng.choice(choices) * strides[1]) |
| 5368 | if change in [3, 4]: |
| 5369 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5370 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5371 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5372 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5373 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5374 | # Pick some potentially correct output dtype if input type is incorrect |
| 5375 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5376 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5377 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5378 | |
| 5379 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5380 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5381 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5382 | else: |
| 5383 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5384 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5385 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5386 | |
| 5387 | return ser.addOutput(ofm_shape, out_dtype) |
| 5388 | |
| 5389 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5390 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5391 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5392 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5393 | # IFM: NHWC |
| 5394 | # Filter: HWCM |
| 5395 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5396 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5397 | h = ( |
| 5398 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5399 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5400 | + padding[0] |
| 5401 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5402 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5403 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5404 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5405 | w = ( |
| 5406 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5407 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5408 | + padding[2] |
| 5409 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5410 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5411 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5412 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5413 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5414 | choices = [1, 2, 3] |
| 5415 | change = rng.choice(choices) |
| 5416 | # increment in multiples of stride to not hit non-integer error case |
| 5417 | if change in [1, 3]: |
| 5418 | h = h + (rng.choice(choices) * strides[0]) |
| 5419 | if change in [2, 3]: |
| 5420 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5421 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5422 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5423 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5424 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5425 | # Pick some potentially correct output dtype if input type is incorrect |
| 5426 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5427 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5428 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5429 | |
| 5430 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5431 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5432 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5433 | else: |
| 5434 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5435 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5436 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5437 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5438 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5439 | |
| 5440 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5441 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5442 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5443 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5444 | # 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] | 5445 | h = 1 |
| 5446 | w = 1 |
| 5447 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5448 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5449 | 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] | 5450 | |
| 5451 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5452 | choices = [1, 2, 3] |
| 5453 | change = rng.choice(choices) |
| 5454 | # increment in multiples of stride to not hit non-integer error case |
| 5455 | if change in [1, 3]: |
| 5456 | h = h + (rng.choice(choices) * stride[0]) |
| 5457 | if change in [2, 3]: |
| 5458 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5459 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5460 | |
| 5461 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5462 | all_dtypes = [ |
| 5463 | DType.INT8, |
| 5464 | DType.INT16, |
| 5465 | DType.INT32, |
| 5466 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5467 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5468 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5469 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5470 | DType.FP8E4M3, |
| 5471 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5472 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5473 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5474 | outputDType = rng.choice(wrong_dtypes) |
| 5475 | else: |
| 5476 | outputDType = ifm.dtype |
| 5477 | |
| 5478 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5479 | |
| 5480 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5481 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5482 | # input: N, IC |
| 5483 | # filter: OC, IC |
| 5484 | # output: N, OC |
| 5485 | |
| 5486 | output_shape = [input.shape[0], filter.shape[0]] |
| 5487 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5488 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5489 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5490 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5491 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5492 | |
| 5493 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5494 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5495 | # a: N, H, C |
| 5496 | # b: N, C, W |
| 5497 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5498 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5499 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5500 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5501 | if error_name == ErrorIf.WrongOutputType: |
| 5502 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5503 | incorrect_types = ( |
| 5504 | DType.INT4, |
| 5505 | DType.INT8, |
| 5506 | DType.INT16, |
| 5507 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5508 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5509 | DType.FP16, |
| 5510 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5511 | DType.FP8E4M3, |
| 5512 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5513 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5514 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5515 | incorrect_types = ( |
| 5516 | DType.INT4, |
| 5517 | DType.INT8, |
| 5518 | DType.INT16, |
| 5519 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5520 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5521 | DType.FP16, |
| 5522 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5523 | DType.FP8E4M3, |
| 5524 | DType.FP8E5M2, |
| 5525 | ) |
| 5526 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5527 | incorrect_types = ( |
| 5528 | DType.INT4, |
| 5529 | DType.INT8, |
| 5530 | DType.INT16, |
| 5531 | DType.INT32, |
| 5532 | DType.INT48, |
| 5533 | DType.FP32, |
| 5534 | DType.BF16, |
| 5535 | DType.FP8E4M3, |
| 5536 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5537 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5538 | elif ( |
| 5539 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5540 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5541 | incorrect_types = ( |
| 5542 | DType.INT4, |
| 5543 | DType.INT8, |
| 5544 | DType.INT16, |
| 5545 | DType.INT32, |
| 5546 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5547 | DType.FP8E4M3, |
| 5548 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5549 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5550 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5551 | elif error_name == ErrorIf.WrongInputType: |
| 5552 | # Pick some potentially correct output dtype if input type is incorrect |
| 5553 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5554 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5555 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5556 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5557 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5558 | |
| 5559 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5560 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5561 | input1 = inputs[0] |
| 5562 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5563 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5564 | # 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] | 5565 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5566 | if not ( |
| 5567 | # unable to concat tensors of different ranks |
| 5568 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5569 | # unable to concat tensors along an invalid axis |
| 5570 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5571 | ): |
| 5572 | for tensor in remaining_inputs: |
| 5573 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5574 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5575 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5576 | output_shape[axis] += rng.integers(5, 10) |
| 5577 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5578 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5579 | all_dtypes = { |
| 5580 | DType.INT8, |
| 5581 | DType.INT16, |
| 5582 | DType.INT32, |
| 5583 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5584 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5585 | DType.FP16, |
| 5586 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5587 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5588 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5589 | outputDType = rng.choice(wrong_dtypes) |
| 5590 | else: |
| 5591 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5592 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5593 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5594 | |
| 5595 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5596 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5597 | |
| 5598 | output_shape = a.shape.copy() |
| 5599 | |
| 5600 | for i in range(len(output_shape)): |
| 5601 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5602 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5603 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5604 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5605 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5606 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5607 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5608 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5609 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5610 | all_dtypes = [ |
| 5611 | DType.INT8, |
| 5612 | DType.INT16, |
| 5613 | DType.INT32, |
| 5614 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5615 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5616 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5617 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5618 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5619 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5620 | outputDType = rng.choice(wrong_dtypes) |
| 5621 | else: |
| 5622 | outputDType = a.dtype |
| 5623 | |
| 5624 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5625 | |
| 5626 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5627 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5628 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5629 | |
| 5630 | if error_name == ErrorIf.WrongOutputType: |
| 5631 | all_dtypes = [ |
| 5632 | DType.INT8, |
| 5633 | DType.INT16, |
| 5634 | DType.INT32, |
| 5635 | DType.INT48, |
| 5636 | DType.FP32, |
| 5637 | DType.FP16, |
| 5638 | DType.BF16, |
| 5639 | ] |
| 5640 | wrong_dtypes = list(set(all_dtypes)) |
| 5641 | outputDType = rng.choice(wrong_dtypes) |
| 5642 | else: |
| 5643 | outputDType = DType.SHAPE |
| 5644 | |
| 5645 | return ser.addOutput(output_shape, outputDType) |
| 5646 | |
| 5647 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5648 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5649 | output_shape = shape.copy() |
| 5650 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5651 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5652 | for i in range(len(output_shape)): |
| 5653 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5654 | |
| 5655 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5656 | all_dtypes = [ |
| 5657 | DType.INT8, |
| 5658 | DType.INT16, |
| 5659 | DType.INT32, |
| 5660 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5661 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5662 | DType.FP16, |
| 5663 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5664 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5665 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5666 | outputDType = rng.choice(wrong_dtypes) |
| 5667 | else: |
| 5668 | outputDType = a.dtype |
| 5669 | |
| 5670 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5671 | |
| 5672 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5673 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5674 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5675 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5676 | all_dtypes = [ |
| 5677 | DType.INT8, |
| 5678 | DType.INT16, |
| 5679 | DType.INT32, |
| 5680 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5681 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5682 | DType.FP16, |
| 5683 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5684 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5685 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5686 | outputDType = rng.choice(wrong_dtypes) |
| 5687 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5688 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5689 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5690 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5691 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5692 | for index in range(len(output_shape)): |
| 5693 | if output_shape[index] <= 2: |
| 5694 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5695 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5696 | output_shape[index] = output_shape[index] + rng.choice( |
| 5697 | [-2, -1, 1, 2] |
| 5698 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5699 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5700 | output_shape = input.shape.copy() |
| 5701 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5702 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5703 | |
| 5704 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5705 | |
| 5706 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5707 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5708 | |
| 5709 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5710 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5711 | |
| 5712 | for i in range(len(output_shape)): |
| 5713 | output_shape[i] = a.shape[i] * multiples[i] |
| 5714 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5715 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5716 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5717 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5718 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5719 | all_dtypes = [ |
| 5720 | DType.INT8, |
| 5721 | DType.INT16, |
| 5722 | DType.INT32, |
| 5723 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5724 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5725 | DType.FP16, |
| 5726 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5727 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5728 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5729 | outputDType = rng.choice(wrong_dtypes) |
| 5730 | else: |
| 5731 | outputDType = a.dtype |
| 5732 | |
| 5733 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5734 | |
| 5735 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5736 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5737 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5738 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5739 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5740 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5741 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5742 | for i in range(len(output_shape)): |
| 5743 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5744 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5745 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5746 | for i in range(len(output_shape)): |
| 5747 | output_shape[i] += rng.integers(1, 10) |
| 5748 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5749 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5750 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5751 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5752 | all_dtypes = [ |
| 5753 | DType.INT8, |
| 5754 | DType.INT16, |
| 5755 | DType.INT32, |
| 5756 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5757 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5758 | DType.FP16, |
| 5759 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5760 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5761 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5762 | outputDType = rng.choice(wrong_dtypes) |
| 5763 | else: |
| 5764 | outputDType = a.dtype |
| 5765 | |
| 5766 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5767 | |
| 5768 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5769 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5770 | if error_name != ErrorIf.WrongRank: |
| 5771 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5772 | assert len(indices.shape) == 2 |
| 5773 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5774 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5775 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5776 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5777 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5778 | all_dtypes = [ |
| 5779 | DType.INT8, |
| 5780 | DType.INT16, |
| 5781 | DType.INT32, |
| 5782 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5783 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5784 | DType.FP16, |
| 5785 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5786 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5787 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5788 | outputDType = rng.choice(wrong_dtypes) |
| 5789 | else: |
| 5790 | outputDType = values.dtype |
| 5791 | |
| 5792 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5793 | |
| 5794 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5795 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5796 | if error_name != ErrorIf.WrongRank: |
| 5797 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5798 | assert len(indices.shape) == 2 |
| 5799 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5800 | assert values_in.shape[0] == indices.shape[0] # N |
| 5801 | assert input.shape[1] == indices.shape[1] # W |
| 5802 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5803 | |
| 5804 | output_shape = values_in.shape |
| 5805 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5806 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5807 | all_dtypes = [ |
| 5808 | DType.INT8, |
| 5809 | DType.INT16, |
| 5810 | DType.INT32, |
| 5811 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5812 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5813 | DType.FP16, |
| 5814 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5815 | DType.FP8E4M3, |
| 5816 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5817 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5818 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5819 | outputDType = rng.choice(wrong_dtypes) |
| 5820 | else: |
| 5821 | outputDType = values_in.dtype |
| 5822 | |
| 5823 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5824 | |
| 5825 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5826 | def tableOp(ser, rng, input, error_name=None): |
| 5827 | # Same shape as the input, dtype dependent on input dtype |
| 5828 | if error_name != ErrorIf.WrongInputType: |
| 5829 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5830 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5831 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5832 | wrong_dtypes = [ |
| 5833 | DType.INT8, |
| 5834 | DType.INT16, |
| 5835 | DType.INT32, |
| 5836 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5837 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5838 | DType.FP16, |
| 5839 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5840 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5841 | wrong_dtypes.remove(output_dtype) |
| 5842 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5843 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5844 | |
| 5845 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5846 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5847 | serializer, |
| 5848 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5849 | input, |
| 5850 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5851 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5852 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5853 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5854 | input_dtype, |
| 5855 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5856 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5857 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5858 | # Calculate OH, OW |
| 5859 | scale_y_n = scale[0] |
| 5860 | scale_y_d = scale[1] |
| 5861 | scale_x_n = scale[2] |
| 5862 | scale_x_d = scale[3] |
| 5863 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5864 | scale_y_n = max(scale_y_n, 1) |
| 5865 | scale_y_d = max(scale_y_d, 1) |
| 5866 | scale_x_n = max(scale_x_n, 1) |
| 5867 | scale_x_d = max(scale_x_d, 1) |
| 5868 | |
| 5869 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5870 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5871 | |
| 5872 | if error_name is not None: |
| 5873 | # Make sure the output tensor is valid, which can occur when |
| 5874 | # scale, offset or border have been changed for ERROR_IFs |
| 5875 | oh = max(oh, 1) |
| 5876 | ow = max(ow, 1) |
| 5877 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5878 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5879 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5880 | |
| 5881 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5882 | choices = [1, 2, 3] |
| 5883 | change = rng.choice(choices) |
| 5884 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5885 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5886 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5887 | oh -= scale_y_d |
| 5888 | assert oh > 0 # Should have been caught in agResize |
| 5889 | else: |
| 5890 | oh += scale_y_d |
| 5891 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5892 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5893 | ow -= scale_x_d |
| 5894 | assert ow > 0 # Should have been caught in agResize |
| 5895 | else: |
| 5896 | ow += scale_x_d |
| 5897 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5898 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5899 | output_dims = [ |
| 5900 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5901 | oh, |
| 5902 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5903 | input.shape[0], |
| 5904 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5905 | elif error_name == ErrorIf.BatchMismatch: |
| 5906 | output_dims = [ |
| 5907 | input.shape[0] + rng.integers(1, 10), |
| 5908 | oh, |
| 5909 | ow, |
| 5910 | input.shape[3], |
| 5911 | ] |
| 5912 | elif error_name == ErrorIf.ChannelMismatch: |
| 5913 | output_dims = [ |
| 5914 | input.shape[0], |
| 5915 | oh, |
| 5916 | ow, |
| 5917 | input.shape[3] + rng.integers(1, 10), |
| 5918 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5919 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5920 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5921 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5922 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5923 | |
| 5924 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5925 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5926 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5927 | |
| 5928 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5929 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5930 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5931 | choices = [1, 2, 3] |
| 5932 | change = rng.choice(choices) |
| 5933 | if change in [1, 3]: |
| 5934 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5935 | if change in [2, 3]: |
| 5936 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5937 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5938 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5939 | # Pick some potentially correct output dtype if input type is incorrect |
| 5940 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5941 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5942 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5943 | |
| 5944 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5945 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5946 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5947 | else: |
| 5948 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5949 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5950 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5951 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5952 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5953 | |
| 5954 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5955 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 5956 | outputs = [] |
| 5957 | |
| 5958 | assert ifm1.dtype == ifm2.dtype |
| 5959 | input_dtype = ifm1.dtype |
| 5960 | |
| 5961 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 5962 | assert ifm1.shape == ifm2.shape |
| 5963 | |
| 5964 | input_shape = ifm1.shape |
| 5965 | if error_name != ErrorIf.WrongRank: |
| 5966 | assert len(input_shape) == 3 |
| 5967 | |
| 5968 | output_shape = input_shape.copy() |
| 5969 | output_dtype = input_dtype |
| 5970 | |
| 5971 | if error_name == ErrorIf.WrongOutputType: |
| 5972 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5973 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5974 | output_dtype = rng.choice(wrong_dtypes) |
| 5975 | elif error_name == ErrorIf.BatchMismatch: |
| 5976 | output_shape[0] += rng.integers(1, 10) |
| 5977 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 5978 | modify_dim = rng.choice([1, 2]) |
| 5979 | output_shape[modify_dim] += rng.integers(1, 10) |
| 5980 | |
| 5981 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5982 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 5983 | return outputs |
| 5984 | |
| 5985 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5986 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 5987 | outputs = [] |
| 5988 | |
| 5989 | input_shape = value.shape |
| 5990 | if error_name != ErrorIf.WrongRank: |
| 5991 | assert len(input_shape) == 3 |
| 5992 | |
| 5993 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 5994 | |
| 5995 | output_dtype = value.dtype |
| 5996 | if error_name == ErrorIf.WrongOutputType: |
| 5997 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5998 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5999 | output_dtype = rng.choice(wrong_dtypes) |
| 6000 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 6001 | output_shape[0] += rng.integers(1, 10) |
| 6002 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 6003 | modify_dim = rng.choice([1, 2]) |
| 6004 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6005 | |
| 6006 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6007 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6008 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6009 | |
| 6010 | @staticmethod |
| 6011 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 6012 | if error_name != ErrorIf.RankMismatch: |
| 6013 | assert len(a.shape) == len(b.shape) |
| 6014 | assert a.dtype == b.dtype |
| 6015 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 6016 | shape = a.shape.copy() |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6017 | |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 6018 | # Do not expect rank 0 tests! |
| 6019 | assert len(shape) > 0 |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6020 | if error_name == ErrorIf.DimensionMismatch: |
Jeremy Johnson | 18a379d | 2024-03-28 15:53:21 +0000 | [diff] [blame^] | 6021 | # Can only create this error for rank > 0 |
| 6022 | fuzz_idx = rng.integers(0, len(shape)) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6023 | shape[fuzz_idx] += 1 |
| 6024 | |
| 6025 | if error_name == ErrorIf.WrongOutputType: |
| 6026 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 6027 | outputDType = rng.choice(wrong_dtypes) |
| 6028 | else: |
| 6029 | outputDType = DType.SHAPE |
| 6030 | return ser.addOutput(shape, outputDType) |