Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 4 | import logging |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5 | import os |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 6 | import struct |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 7 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 8 | from datetime import datetime |
| 9 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 10 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 11 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 12 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 13 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 14 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 15 | from generator.tosa_arg_gen import TosaArgGen |
| 16 | from generator.tosa_arg_gen import TosaQuantGen |
| 17 | from generator.tosa_arg_gen import TosaTensorGen |
| 18 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 19 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 20 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 21 | from generator.tosa_error_if import TosaErrorValidator |
| 22 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 23 | from generator.tosa_random_gen import TosaHashRandomGenerator |
| 24 | from generator.tosa_random_gen import TosaRandomGenerator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 25 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 26 | from tosa.DType import DType |
| 27 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 28 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 29 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 30 | // SPDX-License-Identifier: Apache-2.0 |
| 31 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 32 | """ |
| 33 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 34 | logging.basicConfig() |
| 35 | logger = logging.getLogger("tosa_verif_build_tests") |
| 36 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 37 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 38 | class TosaTestGen: |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 39 | # Maximum rank of tensor supported by test generator. |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 40 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 41 | TOSA_TENSOR_MAX_RANK = 6 |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 42 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 43 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 44 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 45 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 46 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 47 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 48 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 49 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 50 | def __init__(self, args): |
| 51 | self.args = args |
| 52 | self.basePath = args.output_dir |
| 53 | self.random_seed = args.random_seed |
| 54 | self.ser = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 55 | self.createDynamicOpLists() |
| 56 | self.initOpListDefaults() |
| 57 | self.quantGen = TosaQuantGen() |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 58 | self.global_rng = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 59 | # Force makeShape to do a specific starting shape |
| 60 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 61 | # JSON schema validation |
| 62 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 63 | # Data generator library is sometimes needed for compliance set up |
| 64 | # even if we are generating the data later (lazy_data_generation) |
| 65 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 66 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 67 | # Work out floating point range |
| 68 | def convertFPRange(rangeFP, maxFP): |
| 69 | # Converts program arguments of max/-max to FP max |
| 70 | vals = [] |
| 71 | for v in rangeFP: |
| 72 | if v == "max": |
| 73 | v = maxFP |
| 74 | elif v == "-max": |
| 75 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 76 | elif v < 0: |
| 77 | # Trim to minimum data type value |
| 78 | v = max(v, -maxFP) |
| 79 | elif v > 0: |
| 80 | # Trim to maximum data type value |
| 81 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 82 | vals.append(v) |
| 83 | return tuple(sorted(vals)) |
| 84 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 85 | self.random_dtype_range = { |
| 86 | DType.SHAPE: tuple(self.args.tensor_shape_range[0:2]) |
| 87 | } |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 88 | for dtype in (DType.FP32, DType.FP16, DType.BF16, DType.FP8E4M3, DType.FP8E5M2): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 89 | self.random_dtype_range[dtype] = convertFPRange( |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 90 | args.tensor_fp_value_range, |
| 91 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 92 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 93 | self.resetGlobalRNG() |
| 94 | |
| 95 | def resetGlobalRNG(self): |
| 96 | self.global_rng = TosaRandomGenerator(self.random_seed, self.random_dtype_range) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 97 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | def createSerializer(self, opName, testPath): |
| 99 | self.testPath = os.path.join(opName, testPath) |
| 100 | |
| 101 | fullPath = os.path.join(self.basePath, self.testPath) |
| 102 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 103 | # Embed const data in the flatbuffer |
| 104 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 105 | if self.args.lazy_data_gen: |
| 106 | # Lazy data generation - so make constants files |
| 107 | constMode = ts.ConstMode.INPUTS |
| 108 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 109 | constMode = ts.ConstMode.EMBED_DUMP |
| 110 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 111 | |
| 112 | def getSerializer(self): |
| 113 | return self.ser |
| 114 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 115 | def serialize(self, testName, metaData=None): |
| 116 | path = Path(self.basePath) / self.testPath |
| 117 | |
| 118 | # Write out TOSA flatbuffer binary |
| 119 | path_fb = path / f"{testName}.tosa" |
| 120 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 121 | fd.write(self.ser.serialize()) |
| 122 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 123 | # Get JSON descriptor from serializer |
| 124 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 125 | |
| 126 | if metaData: |
| 127 | # Add extra meta data to desc.json |
| 128 | desc["meta"] = metaData |
| 129 | |
| 130 | # Validate desc.json before we output it |
| 131 | self.descSchemaValidator.validate_config(desc) |
| 132 | |
| 133 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 134 | if "data_gen" in metaData: |
| 135 | if self.args.lazy_data_gen: |
| 136 | # Output datagen meta data as CPP data |
| 137 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 138 | with path_md.open("w") as fd: |
| 139 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 140 | fd.write("// Test meta data for data generation setup\n\n") |
| 141 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 142 | json.dump(metaData["data_gen"], fd) |
| 143 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 144 | if "compliance" in metaData: |
| 145 | # Output datagen meta data as CPP data |
| 146 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 147 | with path_md.open("w") as fd: |
| 148 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 149 | fd.write("// Test meta data for compliance validation\n\n") |
| 150 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 151 | json.dump(metaData["compliance"], fd) |
| 152 | fd.write(')";\n\n') |
| 153 | |
| 154 | # Write desc.json |
| 155 | path_desc = path / "desc.json" |
| 156 | with path_desc.open("w") as fd: |
| 157 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 158 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 159 | def buildPlaceholderTensors(self, rng, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 160 | placeholders = [] |
| 161 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 162 | assert len(shape_list) == len(dtype_list) |
| 163 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 164 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 165 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 166 | if not self.args.lazy_data_gen: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 167 | arr = rng.randTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 168 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 169 | |
| 170 | return placeholders |
| 171 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 172 | def buildConstTensors(self, rng, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 173 | consts = [] |
| 174 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 175 | assert len(shape_list) == len(dtype_list) |
| 176 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 177 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 178 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 179 | if not self.args.lazy_data_gen: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 180 | arr = rng.randTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 181 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 182 | |
| 183 | return consts |
| 184 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 185 | def makeShape(self, rng, rank): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 186 | if self.targetted_shape: |
| 187 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 188 | return np.int32( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 189 | rng.integers( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 190 | low=self.args.tensor_shape_range[0], |
| 191 | high=self.args.tensor_shape_range[1], |
| 192 | size=rank, |
| 193 | ) |
| 194 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 195 | |
| 196 | def setTargetShape(self, shape): |
| 197 | self.targetted_shape = shape |
| 198 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 199 | def shapeStr(self, shape): |
| 200 | |
| 201 | sStr = [] |
| 202 | # Convert to strings |
| 203 | for i in shape: |
| 204 | sStr.append(str(i)) |
| 205 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 206 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 207 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 208 | def typeStr(self, dtype): |
| 209 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 210 | assert len(dtype) >= 2 |
| 211 | strs = [self.typeStr(t) for t in dtype] |
| 212 | # Limit types to the first 2 as the 3rd is the accumulator |
| 213 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 214 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 215 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 216 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 217 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 218 | raise Exception( |
| 219 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 220 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 221 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 222 | def constrictBatchSize(self, shape): |
| 223 | # Limit the batch size unless an explicit target shape set |
| 224 | if self.args.max_batch_size and not self.args.target_shapes: |
| 225 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 226 | return shape |
| 227 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 228 | def makeDimension(self, rng): |
| 229 | return rng.randInt( |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 230 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 231 | ) |
| 232 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 233 | def tensorComplianceMetaData( |
| 234 | self, op, inputType, argsDict, outputTensor, errorName |
| 235 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 236 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 237 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 238 | Op.MATMUL, |
| 239 | Op.CONV2D, |
| 240 | Op.FULLY_CONNECTED, |
| 241 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 242 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 243 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 244 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 245 | if ( |
| 246 | errorName |
| 247 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 248 | or ( |
| 249 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 250 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 251 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 252 | ): |
| 253 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 254 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 255 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 256 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 257 | compliance_tens = { |
| 258 | "mode": None, |
| 259 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 260 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 261 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 262 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 263 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 264 | compliance_tens["dot_product_info"] = { |
| 265 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 266 | "ks": int(argsDict["ksb"]) |
| 267 | if "ksb" in argsDict |
| 268 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 269 | } |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 270 | elif argsDict["dg_type"] == gtu.DataGenType.SPECIAL: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 271 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 272 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 273 | mode = gtu.ComplianceMode.ULP |
| 274 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 275 | elif "compliance" in op and "relative" in op["compliance"]: |
| 276 | mode = gtu.ComplianceMode.RELATIVE |
| 277 | compliance_tens["relative_info"] = { |
| 278 | "max": argsDict["max_abs_value"], |
| 279 | "scale": op["compliance"]["relative"], |
| 280 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 281 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 282 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 283 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 284 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 285 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 286 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 287 | compliance_tens["abs_error_info"] = { |
| 288 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 289 | } |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 290 | elif op["op"] in (Op.SIN, Op.COS): |
| 291 | mode = gtu.ComplianceMode.ABS_ERROR |
| 292 | if "compliance" in op and "abs_error_normal_divisor" in op["compliance"]: |
| 293 | compliance_tens["abs_error_info"] = { |
| 294 | "normal_divisor": op["compliance"]["abs_error_normal_divisor"] |
| 295 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 296 | else: |
| 297 | mode = gtu.ComplianceMode.EXACT |
| 298 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 299 | |
| 300 | return compliance_tens |
| 301 | |
| 302 | # Build Op functions |
| 303 | # Create the output tensor (calling OutputShaper as needed) |
| 304 | # Do final tweaks to attributes (if necessary for errorIf) |
| 305 | # Add Op into graph |
| 306 | # Return resulting tensor information or BuildInfo |
| 307 | |
| 308 | class BuildInfo: |
| 309 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 310 | |
| 311 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 312 | if isinstance(resultTensor, list): |
| 313 | assert complianceDict is None or isinstance(complianceDict, list) |
| 314 | self.resultTensorList = resultTensor |
| 315 | self.complianceDictList = complianceDict |
| 316 | else: |
| 317 | self.resultTensorList = [resultTensor] |
| 318 | if complianceDict is None: |
| 319 | self.complianceDictList = None |
| 320 | else: |
| 321 | self.complianceDictList = [complianceDict] |
| 322 | |
| 323 | def getComplianceInfo(self): |
| 324 | if self.complianceDictList is None: |
| 325 | return None |
| 326 | else: |
| 327 | tens_dict = {} |
| 328 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 329 | if comp is not None: |
| 330 | tens_dict[tens.name] = comp |
| 331 | |
| 332 | if tens_dict: |
| 333 | # Have some compliance data, so return the info |
| 334 | compliance = { |
| 335 | "version": "0.1", |
| 336 | "tensors": tens_dict, |
| 337 | } |
| 338 | else: |
| 339 | compliance = None |
| 340 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 341 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 342 | def build_unary( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 343 | self, |
| 344 | rng, |
| 345 | op, |
| 346 | inputs, |
| 347 | args_dict, |
| 348 | validator_fcns=None, |
| 349 | error_name=None, |
| 350 | qinfo=None, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 351 | ): |
| 352 | assert len(inputs) == 1 |
| 353 | a = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 354 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 355 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 356 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 357 | |
| 358 | # Ensure new output type has correct qinfo |
| 359 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 360 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 361 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 362 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, a.dtype), |
| 363 | TosaQuantGen.getZeroPoint( |
| 364 | rng, self.args.zeropoint, result_tensor.dtype |
| 365 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 366 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 367 | |
| 368 | # Invalidate Input/Output list for error if checks. |
| 369 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 370 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 371 | pCount, cCount = op["operands"] |
| 372 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 373 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 374 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 375 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 376 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 377 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 378 | self.ser, |
| 379 | validator_fcns, |
| 380 | error_name, |
| 381 | op=op, |
| 382 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 383 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 384 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 385 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 386 | input_list=input_list, |
| 387 | output_list=output_list, |
| 388 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 389 | ): |
| 390 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 391 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 392 | attr = None |
| 393 | if op["op"] == Op.NEGATE: |
| 394 | attr = ts.TosaSerializerAttribute() |
| 395 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 396 | |
| 397 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 398 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 399 | compliance = self.tensorComplianceMetaData( |
| 400 | op, a.dtype, args_dict, result_tensor, error_name |
| 401 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 402 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 403 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 404 | def build_binary_broadcast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 405 | self, rng, op, inputs, args_dict, validator_fcns, error_name=None, qinfo=None |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 406 | ): |
| 407 | assert len(inputs) == 2 |
| 408 | a, b = inputs |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 409 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 410 | |
| 411 | # Invalidate Input/Output list for error if checks. |
| 412 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 413 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 414 | pCount, cCount = op["operands"] |
| 415 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 416 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 417 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 418 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 419 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 420 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 421 | self.ser, |
| 422 | validator_fcns, |
| 423 | error_name, |
| 424 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 425 | input1=a, |
| 426 | input2=b, |
| 427 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 428 | output_dtype=result_tensor.dtype, |
| 429 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 430 | input_list=input_list, |
| 431 | output_list=output_list, |
| 432 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 433 | ): |
| 434 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 435 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 436 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 437 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 438 | compliance = self.tensorComplianceMetaData( |
| 439 | op, a.dtype, args_dict, result_tensor, error_name |
| 440 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 441 | |
| 442 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 443 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 444 | def build_arithmetic_right_shift( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 445 | self, |
| 446 | rng, |
| 447 | op, |
| 448 | inputs, |
| 449 | args_dict, |
| 450 | validator_fcns=None, |
| 451 | error_name=None, |
| 452 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 453 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 454 | assert len(inputs) == 2 |
| 455 | a, b = inputs |
| 456 | round = args_dict["round"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 457 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 458 | |
| 459 | # Invalidate Input/Output list for error if checks. |
| 460 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 461 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 462 | pCount, cCount = op["operands"] |
| 463 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 464 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 465 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 466 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 467 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 468 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 469 | self.ser, |
| 470 | validator_fcns, |
| 471 | error_name, |
| 472 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 473 | input1=a, |
| 474 | input2=b, |
| 475 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 476 | output_dtype=result_tensor.dtype, |
| 477 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 478 | input_list=input_list, |
| 479 | output_list=output_list, |
| 480 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 481 | ): |
| 482 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 483 | |
| 484 | attr = ts.TosaSerializerAttribute() |
| 485 | attr.ArithmeticRightShiftAttribute(round) |
| 486 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 487 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 488 | |
| 489 | compliance = self.tensorComplianceMetaData( |
| 490 | op, a.dtype, args_dict, result_tensor, error_name |
| 491 | ) |
| 492 | |
| 493 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 494 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 495 | def build_mul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 496 | self, |
| 497 | rng, |
| 498 | op, |
| 499 | inputs, |
| 500 | args_dict, |
| 501 | validator_fcns=None, |
| 502 | error_name=None, |
| 503 | qinfo=None, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 504 | ): |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 505 | # Note that mul is binary operator but it has a shift value tensor |
| 506 | assert len(inputs) == 3 |
| 507 | a, b, s = inputs |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 508 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 509 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 510 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 511 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 512 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 513 | result_tensor.setDtype(DType.INT32) |
| 514 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 515 | if error_name == ErrorIf.WrongOutputType: |
| 516 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 517 | outputDType = rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 518 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 519 | |
| 520 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 521 | input_list = [a.name, b.name, s.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 522 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 523 | pCount, cCount = op["operands"] |
| 524 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 525 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 526 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 527 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 528 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 529 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 530 | self.ser, |
| 531 | validator_fcns, |
| 532 | error_name, |
| 533 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 534 | input1=a, |
| 535 | input2=b, |
| 536 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 537 | output_dtype=result_tensor.dtype, |
| 538 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 539 | input_list=input_list, |
| 540 | output_list=output_list, |
| 541 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 542 | ): |
| 543 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 544 | |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 545 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 546 | |
| 547 | compliance = self.tensorComplianceMetaData( |
| 548 | op, a.dtype, args_dict, result_tensor, error_name |
| 549 | ) |
| 550 | |
| 551 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 552 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 553 | def build_table( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 554 | self, |
| 555 | rng, |
| 556 | op, |
| 557 | inputs, |
| 558 | args_dict, |
| 559 | validator_fcns=None, |
| 560 | error_name=None, |
| 561 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 562 | ): |
| 563 | assert len(inputs) == 1 |
| 564 | a = inputs[0] |
| 565 | table = args_dict["table"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 566 | result_tensor = OutputShaper.tableOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 567 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 568 | attr = ts.TosaSerializerAttribute() |
| 569 | attr.TableAttribute(table) |
| 570 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 571 | # Invalidate Input/Output list for error if checks. |
| 572 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 573 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 574 | pCount, cCount = op["operands"] |
| 575 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 576 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 577 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 578 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 579 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 580 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 581 | self.ser, |
| 582 | validator_fcns, |
| 583 | error_name, |
| 584 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 585 | input_shape=a.shape, |
| 586 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 587 | output_dtype=result_tensor.dtype, |
| 588 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 589 | input_list=input_list, |
| 590 | output_list=output_list, |
| 591 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 592 | ): |
| 593 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 594 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 595 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 596 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 597 | compliance = self.tensorComplianceMetaData( |
| 598 | op, a.dtype, args_dict, result_tensor, error_name |
| 599 | ) |
| 600 | |
| 601 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 602 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 603 | def build_select( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 604 | self, |
| 605 | rng, |
| 606 | op, |
| 607 | inputs, |
| 608 | args_dict, |
| 609 | validator_fcns=None, |
| 610 | error_name=None, |
| 611 | qinfo=None, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 612 | ): |
| 613 | assert len(inputs) == 3 |
| 614 | cond, a, b = inputs |
| 615 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 616 | result_tensor = OutputShaper.selectOp(self.ser, rng, cond, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 617 | |
| 618 | # Invalidate Input/Output list for error if checks. |
| 619 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 620 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 621 | pCount, cCount = op["operands"] |
| 622 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 623 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 624 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 625 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 626 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 627 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 628 | self.ser, |
| 629 | validator_fcns, |
| 630 | error_name, |
| 631 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 632 | input1=cond, |
| 633 | input2=a, |
| 634 | input3=b, |
| 635 | input_shape=a.shape, |
| 636 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 637 | output_dtype=result_tensor.dtype, |
| 638 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 639 | input_list=input_list, |
| 640 | output_list=output_list, |
| 641 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 642 | ): |
| 643 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 644 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 645 | self.ser.addOperator( |
| 646 | op["op"], |
| 647 | input_list, |
| 648 | output_list, |
| 649 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 650 | compliance = self.tensorComplianceMetaData( |
| 651 | op, a.dtype, args_dict, result_tensor, error_name |
| 652 | ) |
| 653 | |
| 654 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 655 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 656 | def build_comparison( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 657 | self, |
| 658 | rng, |
| 659 | op, |
| 660 | inputs, |
| 661 | args_dict, |
| 662 | validator_fcns=None, |
| 663 | error_name=None, |
| 664 | qinfo=None, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 665 | ): |
| 666 | assert len(inputs) == 2 |
| 667 | a, b = inputs |
| 668 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 669 | result_tensor = OutputShaper.binaryComparisonOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 670 | |
| 671 | # Invalidate Input/Output list for error if checks. |
| 672 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 673 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 674 | pCount, cCount = op["operands"] |
| 675 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 676 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 677 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 678 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 679 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 680 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 681 | self.ser, |
| 682 | validator_fcns, |
| 683 | error_name, |
| 684 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 685 | input1=a, |
| 686 | input2=b, |
| 687 | input_shape=a.shape, |
| 688 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 689 | output_shape=result_tensor.shape, |
| 690 | output_dtype=result_tensor.dtype, |
| 691 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 692 | input_list=input_list, |
| 693 | output_list=output_list, |
| 694 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 695 | ): |
| 696 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 697 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 698 | self.ser.addOperator( |
| 699 | op["op"], |
| 700 | input_list, |
| 701 | output_list, |
| 702 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 703 | |
| 704 | compliance = self.tensorComplianceMetaData( |
| 705 | op, a.dtype, args_dict, result_tensor, error_name |
| 706 | ) |
| 707 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 708 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 709 | def build_argmax( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 710 | self, rng, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 711 | ): |
| 712 | assert len(inputs) == 1 |
| 713 | a = inputs[0] |
| 714 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 715 | result_tensor = OutputShaper.argmaxOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 716 | |
| 717 | # Invalidate Input/Output list for error if checks. |
| 718 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 719 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 720 | pCount, cCount = op["operands"] |
| 721 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 722 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 723 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 724 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 725 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 726 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 727 | self.ser, |
| 728 | validator_fcns, |
| 729 | error_name, |
| 730 | op=op, |
| 731 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 732 | input_shape=a.shape, |
| 733 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 734 | output_shape=result_tensor.shape, |
| 735 | output_dtype=result_tensor.dtype, |
| 736 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 737 | input_list=input_list, |
| 738 | output_list=output_list, |
| 739 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 740 | ): |
| 741 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 742 | |
| 743 | attr = ts.TosaSerializerAttribute() |
| 744 | attr.AxisAttribute(axis) |
| 745 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 746 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 747 | |
| 748 | compliance = self.tensorComplianceMetaData( |
| 749 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 750 | ) |
| 751 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 752 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 753 | def build_pool2d( |
| 754 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 755 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 756 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 757 | inputs, |
| 758 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 759 | validator_fcns=None, |
| 760 | error_name=None, |
| 761 | qinfo=None, |
| 762 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 763 | assert len(inputs) == 1 |
| 764 | input = inputs[0] |
| 765 | # max_pool has no accum_dtype |
| 766 | accum_dtype = ( |
| 767 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 768 | ) |
| 769 | stride = args_dict["stride"] |
| 770 | pad = args_dict["pad"] |
| 771 | kernel = args_dict["kernel"] |
| 772 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 773 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 774 | self.ser, rng, input, kernel, stride, pad, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 775 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 776 | |
| 777 | # Ensure new output type has correct qinfo |
| 778 | if error_name == ErrorIf.WrongInputType: |
| 779 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 780 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 781 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, input.dtype), |
| 782 | TosaQuantGen.getZeroPoint( |
| 783 | rng, self.args.zeropoint, result_tensor.dtype |
| 784 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 785 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 786 | |
| 787 | # Invalidate Input/Output list for error if checks. |
| 788 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 789 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 790 | pCount, cCount = op["operands"] |
| 791 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 792 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 793 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 794 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 795 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 796 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 797 | self.ser, |
| 798 | validator_fcns, |
| 799 | error_name, |
| 800 | op=op, |
| 801 | input_shape=input.shape, |
| 802 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 803 | output_shape=result_tensor.shape, |
| 804 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 805 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 806 | kernel=kernel, |
| 807 | stride=stride, |
| 808 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 809 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 810 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 811 | input_list=input_list, |
| 812 | output_list=output_list, |
| 813 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 814 | ): |
| 815 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 816 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 817 | if qinfo is None: |
| 818 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 819 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 820 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 821 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 822 | |
| 823 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 824 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 825 | compliance = self.tensorComplianceMetaData( |
| 826 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 827 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 828 | |
| 829 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 830 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 831 | def build_conv2d( |
| 832 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 833 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 834 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 835 | inputs, |
| 836 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 837 | validator_fcns=None, |
| 838 | error_name=None, |
| 839 | qinfo=None, |
| 840 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 841 | assert len(inputs) == 3 |
| 842 | ifm, filter, bias = inputs |
| 843 | accum_dtype = args_dict["acc_type"] |
| 844 | strides = args_dict["stride"] |
| 845 | padding = args_dict["pad"] |
| 846 | dilations = args_dict["dilation"] |
| 847 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 848 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 849 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 850 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 851 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 852 | ifm, |
| 853 | filter, |
| 854 | accum_dtype, |
| 855 | strides, |
| 856 | padding, |
| 857 | dilations, |
| 858 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 859 | ) |
| 860 | |
| 861 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 862 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 863 | DType.INT8, |
| 864 | DType.UINT8, |
| 865 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 866 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 867 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 868 | TosaQuantGen.getZeroPoint( |
| 869 | rng, self.args.zeropoint, result_tensor.dtype |
| 870 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 871 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 872 | |
| 873 | # Invalidate Input/Output list for error_if checks. |
| 874 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 875 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 876 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 877 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 878 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 879 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 880 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 881 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 882 | self.ser, |
| 883 | validator_fcns, |
| 884 | error_name, |
| 885 | op=op, |
| 886 | input_dtype=ifm.dtype, |
| 887 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 888 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 889 | qinfo=qinfo, |
| 890 | input_list=input_list, |
| 891 | num_operands=num_operands, |
| 892 | output_list=output_list, |
| 893 | pad=padding, |
| 894 | stride=strides, |
| 895 | dilation=dilations, |
| 896 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 897 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 898 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 899 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 900 | ): |
| 901 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 902 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 903 | # TODO - Test local_bound, for now set local bound attribute to False |
| 904 | local_bound = False |
| 905 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 906 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 907 | attr.ConvAttribute( |
| 908 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 909 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 910 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 911 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 912 | |
| 913 | compliance = self.tensorComplianceMetaData( |
| 914 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 915 | ) |
| 916 | |
| 917 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 918 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 919 | def build_conv3d( |
| 920 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 921 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 922 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 923 | inputs, |
| 924 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 925 | validator_fcns=None, |
| 926 | error_name=None, |
| 927 | qinfo=None, |
| 928 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 929 | assert len(inputs) == 3 |
| 930 | ifm, filter, bias = inputs |
| 931 | accum_dtype = args_dict["acc_type"] |
| 932 | strides = args_dict["stride"] |
| 933 | padding = args_dict["pad"] |
| 934 | dilations = args_dict["dilation"] |
| 935 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 936 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 937 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 938 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 939 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 940 | ifm, |
| 941 | filter, |
| 942 | accum_dtype, |
| 943 | strides, |
| 944 | padding, |
| 945 | dilations, |
| 946 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 947 | ) |
| 948 | |
| 949 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 950 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 951 | DType.INT8, |
| 952 | DType.UINT8, |
| 953 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 954 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 955 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 956 | TosaQuantGen.getZeroPoint( |
| 957 | rng, self.args.zeropoint, result_tensor.dtype |
| 958 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 959 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 960 | |
| 961 | # Invalidate Input/Output list for error_if checks. |
| 962 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 963 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 964 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 965 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 966 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 967 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 968 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 969 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 970 | self.ser, |
| 971 | validator_fcns, |
| 972 | error_name, |
| 973 | op=op, |
| 974 | input_dtype=ifm.dtype, |
| 975 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 976 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 977 | qinfo=qinfo, |
| 978 | input_list=input_list, |
| 979 | num_operands=num_operands, |
| 980 | output_list=output_list, |
| 981 | pad=padding, |
| 982 | stride=strides, |
| 983 | dilation=dilations, |
| 984 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 985 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 986 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 987 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 988 | ): |
| 989 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 990 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 991 | # TODO - Test local_bound, for now set local bound attribute to False |
| 992 | local_bound = False |
| 993 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 994 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 995 | attr.ConvAttribute( |
| 996 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 997 | ) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 998 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 999 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 1000 | |
| 1001 | compliance = self.tensorComplianceMetaData( |
| 1002 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1003 | ) |
| 1004 | |
| 1005 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1006 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1007 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1008 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1009 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1010 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1011 | inputs, |
| 1012 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1013 | validator_fcns=None, |
| 1014 | error_name=None, |
| 1015 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1016 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1017 | assert len(inputs) == 3 |
| 1018 | ifm, filter, bias = inputs |
| 1019 | accum_dtype = args_dict["acc_type"] |
| 1020 | strides = args_dict["stride"] |
| 1021 | out_pad = args_dict["pad"] |
| 1022 | output_shape = args_dict["out_shape"] |
| 1023 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1024 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1025 | result_tensor = OutputShaper.transposeConv2DOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1026 | self.ser, rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1027 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1028 | |
| 1029 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1030 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1031 | DType.INT8, |
| 1032 | DType.UINT8, |
| 1033 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1034 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1035 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1036 | TosaQuantGen.getZeroPoint( |
| 1037 | rng, self.args.zeropoint, result_tensor.dtype |
| 1038 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1039 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1040 | |
| 1041 | # Invalidate Input/Output list for error_if checks. |
| 1042 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1043 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1044 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1045 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1046 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1047 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1048 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1049 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1050 | self.ser, |
| 1051 | validator_fcns, |
| 1052 | error_name, |
| 1053 | op=op, |
| 1054 | input_dtype=ifm.dtype, |
| 1055 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1056 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1057 | qinfo=qinfo, |
| 1058 | input_list=input_list, |
| 1059 | num_operands=num_operands, |
| 1060 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1061 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1062 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1063 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1064 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1065 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 1066 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1067 | ): |
| 1068 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1069 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1070 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1071 | local_bound = False |
| 1072 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1073 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1074 | attr.TransposeConvAttribute( |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 1075 | 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] | 1076 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1077 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1078 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1079 | |
| 1080 | compliance = self.tensorComplianceMetaData( |
| 1081 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1082 | ) |
| 1083 | |
| 1084 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1085 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1086 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1087 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1088 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1089 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1090 | inputs, |
| 1091 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1092 | validator_fcns=None, |
| 1093 | error_name=None, |
| 1094 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1095 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1096 | assert len(inputs) == 3 |
| 1097 | ifm, filter, bias = inputs |
| 1098 | accum_dtype = args_dict["acc_type"] |
| 1099 | strides = args_dict["stride"] |
| 1100 | padding = args_dict["pad"] |
| 1101 | dilations = args_dict["dilation"] |
| 1102 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1103 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1104 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1105 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1106 | ifm, |
| 1107 | filter, |
| 1108 | accum_dtype, |
| 1109 | strides, |
| 1110 | padding, |
| 1111 | dilations, |
| 1112 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1113 | ) |
| 1114 | |
| 1115 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1116 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1117 | DType.INT8, |
| 1118 | DType.UINT8, |
| 1119 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1120 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1121 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1122 | TosaQuantGen.getZeroPoint( |
| 1123 | rng, self.args.zeropoint, result_tensor.dtype |
| 1124 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1125 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1126 | |
| 1127 | # Invalidate Input/Output list for error_if checks. |
| 1128 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1129 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1130 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1131 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1132 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1133 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1134 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1135 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1136 | self.ser, |
| 1137 | validator_fcns, |
| 1138 | error_name, |
| 1139 | op=op, |
| 1140 | input_dtype=ifm.dtype, |
| 1141 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1142 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1143 | qinfo=qinfo, |
| 1144 | input_list=input_list, |
| 1145 | num_operands=num_operands, |
| 1146 | output_list=output_list, |
| 1147 | pad=padding, |
| 1148 | stride=strides, |
| 1149 | dilation=dilations, |
| 1150 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1151 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1152 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 1153 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1154 | ): |
| 1155 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1156 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1157 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1158 | local_bound = False |
| 1159 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1160 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 1161 | attr.ConvAttribute( |
| 1162 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 1163 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1164 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1165 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1166 | |
| 1167 | compliance = self.tensorComplianceMetaData( |
| 1168 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1169 | ) |
| 1170 | |
| 1171 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1172 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1173 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1174 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1175 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1176 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1177 | inputs, |
| 1178 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1179 | validator_fcns=None, |
| 1180 | error_name=None, |
| 1181 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1182 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1183 | assert len(inputs) == 3 |
| 1184 | ifm, filter, bias = inputs |
| 1185 | accum_dtype = args_dict["acc_type"] |
| 1186 | |
| 1187 | result_tensor = OutputShaper.fullyConnectedOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1188 | self.ser, rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1189 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1190 | |
| 1191 | # Invalidate Input/Output list for error if checks. |
| 1192 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1193 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1194 | pCount, cCount = op["operands"] |
| 1195 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1196 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1197 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1198 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1199 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1200 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1201 | self.ser, |
| 1202 | validator_fcns, |
| 1203 | error_name, |
| 1204 | op=op, |
| 1205 | input_shape=ifm.shape, |
| 1206 | input_dtype=ifm.dtype, |
| 1207 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1208 | output_shape=result_tensor.shape, |
| 1209 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1210 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1211 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1212 | input_list=input_list, |
| 1213 | output_list=output_list, |
| 1214 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1215 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1216 | ): |
| 1217 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1218 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1219 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1220 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1221 | |
| 1222 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1223 | |
| 1224 | compliance = self.tensorComplianceMetaData( |
| 1225 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1226 | ) |
| 1227 | |
| 1228 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1229 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1230 | def build_matmul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1231 | self, |
| 1232 | rng, |
| 1233 | op, |
| 1234 | inputs, |
| 1235 | args_dict, |
| 1236 | validator_fcns=None, |
| 1237 | error_name=None, |
| 1238 | qinfo=None, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1239 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1240 | assert len(inputs) == 2 |
| 1241 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1242 | accum_dtype = args_dict["acc_type"] |
| 1243 | result_tensor = OutputShaper.matmulOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1244 | self.ser, rng, a, b, accum_dtype, error_name |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1245 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1246 | |
| 1247 | # Invalidate Input/Output list for error if checks. |
| 1248 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1249 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1250 | pCount, cCount = op["operands"] |
| 1251 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1252 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1253 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1254 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1255 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1256 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1257 | self.ser, |
| 1258 | validator_fcns, |
| 1259 | error_name, |
| 1260 | op=op, |
| 1261 | input_shape=a.shape, |
| 1262 | input_dtype=a.dtype, |
| 1263 | input2_shape=b.shape, |
| 1264 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1265 | output_shape=result_tensor.shape, |
| 1266 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1267 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1268 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1269 | input_list=input_list, |
| 1270 | output_list=output_list, |
| 1271 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1272 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1273 | ): |
| 1274 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1275 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1276 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1277 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1278 | |
| 1279 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1280 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1281 | compliance = self.tensorComplianceMetaData( |
| 1282 | op, a.dtype, args_dict, result_tensor, error_name |
| 1283 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1284 | |
| 1285 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1286 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1287 | def build_reduce( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1288 | 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] | 1289 | ): |
| 1290 | assert len(inputs) == 1 |
| 1291 | a = inputs[0] |
| 1292 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1293 | result_tensor = OutputShaper.reduceOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1294 | |
| 1295 | # Invalidate Input/Output list for error if checks. |
| 1296 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1297 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1298 | pCount, cCount = op["operands"] |
| 1299 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1300 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1301 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1302 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1303 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1304 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1305 | self.ser, |
| 1306 | validator_fcns, |
| 1307 | error_name, |
| 1308 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1309 | axis=axis, |
| 1310 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1311 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1312 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1313 | output_dtype=result_tensor.dtype, |
| 1314 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1315 | input_list=input_list, |
| 1316 | output_list=output_list, |
| 1317 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1318 | ): |
| 1319 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1320 | |
| 1321 | attr = ts.TosaSerializerAttribute() |
| 1322 | attr.AxisAttribute(axis) |
| 1323 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1324 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1325 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1326 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1327 | # Number of products - needed for compliance |
| 1328 | args_dict["n"] = a.shape[axis] |
| 1329 | |
| 1330 | compliance = self.tensorComplianceMetaData( |
| 1331 | op, a.dtype, args_dict, result_tensor, error_name |
| 1332 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1333 | |
| 1334 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1335 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1336 | def build_clamp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1337 | self, |
| 1338 | rng, |
| 1339 | op, |
| 1340 | inputs, |
| 1341 | args_dict, |
| 1342 | validator_fcns=None, |
| 1343 | error_name=None, |
| 1344 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1345 | ): |
| 1346 | assert len(inputs) == 1 |
| 1347 | a = inputs[0] |
| 1348 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1349 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1350 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1351 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1352 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1353 | if error_name == ErrorIf.MaxSmallerMin: |
| 1354 | # Make sure the numbers are different to invoke this error |
| 1355 | while v[0] == v[1]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1356 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1357 | max_val = min(v) |
| 1358 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1359 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1360 | max_val = max(v) |
| 1361 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1362 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1363 | # Invalidate Input/Output list for error if checks. |
| 1364 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1365 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1366 | pCount, cCount = op["operands"] |
| 1367 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1368 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1369 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1370 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1371 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1372 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1373 | self.ser, |
| 1374 | validator_fcns, |
| 1375 | error_name, |
| 1376 | op=op, |
| 1377 | max_val=max_val, |
| 1378 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1379 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1380 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1381 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1382 | output_dtype=result_tensor.dtype, |
| 1383 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1384 | input_list=input_list, |
| 1385 | output_list=output_list, |
| 1386 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1387 | ): |
| 1388 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1389 | |
| 1390 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1391 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1392 | if a.dtype == DType.FP16: |
| 1393 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1394 | min_val = min_val.astype(np.float32) |
| 1395 | max_val = max_val.astype(np.float32) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1396 | min_val_as_bytes = struct.pack("<f", min_val) |
| 1397 | max_val_as_bytes = struct.pack("<f", max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1398 | elif a.dtype in (DType.INT8, DType.INT16): |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1399 | min_val_as_bytes = struct.pack("<i", min_val) |
| 1400 | max_val_as_bytes = struct.pack("<i", max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1401 | else: |
| 1402 | # to avoid internal error for incorrect input types |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1403 | min_val_as_bytes = struct.pack("<i", 0) |
| 1404 | max_val_as_bytes = struct.pack("<i", 0) |
| 1405 | |
| 1406 | 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] | 1407 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1408 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1409 | |
| 1410 | compliance = self.tensorComplianceMetaData( |
| 1411 | op, a.dtype, args_dict, result_tensor, error_name |
| 1412 | ) |
| 1413 | |
| 1414 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1415 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1416 | def build_activation( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1417 | self, |
| 1418 | rng, |
| 1419 | op, |
| 1420 | inputs, |
| 1421 | args_dict, |
| 1422 | validator_fcns=None, |
| 1423 | error_name=None, |
| 1424 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1425 | ): |
| 1426 | assert len(inputs) == 1 |
| 1427 | a = inputs[0] |
| 1428 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1429 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1430 | |
| 1431 | # Invalidate Input/Output list for error if checks. |
| 1432 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1433 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1434 | pCount, cCount = op["operands"] |
| 1435 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1436 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1437 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1438 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1439 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1440 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1441 | self.ser, |
| 1442 | validator_fcns, |
| 1443 | error_name, |
| 1444 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1445 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1446 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1447 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1448 | output_dtype=result_tensor.dtype, |
| 1449 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1450 | input_list=input_list, |
| 1451 | output_list=output_list, |
| 1452 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1453 | ): |
| 1454 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1455 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1456 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1457 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1458 | compliance = self.tensorComplianceMetaData( |
| 1459 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1460 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1461 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1462 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1463 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1464 | def build_concat( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1465 | self, |
| 1466 | rng, |
| 1467 | op, |
| 1468 | inputs, |
| 1469 | args_dict, |
| 1470 | validator_fcns=None, |
| 1471 | error_name=None, |
| 1472 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1473 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1474 | if op["op"] == Op.CONCAT_SHAPE: |
| 1475 | axis = 0 |
| 1476 | else: |
| 1477 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1478 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1479 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1480 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1481 | result_tensor = OutputShaper.concatOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1482 | self.ser, rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1483 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1484 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1485 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1486 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1487 | input_tensor_names.append(tensor.name) |
| 1488 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1489 | # Invalidate Input/Output list for error if checks. |
| 1490 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1491 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1492 | pCount, cCount = op["operands"] |
| 1493 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1494 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1495 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1496 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1497 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1498 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1499 | self.ser, |
| 1500 | validator_fcns, |
| 1501 | error_name, |
| 1502 | op=op, |
| 1503 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1504 | input_shape=inputs[0].shape, |
| 1505 | output_shape=result_tensor.shape, |
| 1506 | input_dtype=inputs[0].dtype, |
| 1507 | output_dtype=result_tensor.dtype, |
| 1508 | inputs=inputs, |
| 1509 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1510 | input_list=input_list, |
| 1511 | output_list=output_list, |
| 1512 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1513 | ): |
| 1514 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1515 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1516 | if op["op"] == Op.CONCAT: |
| 1517 | attr = ts.TosaSerializerAttribute() |
| 1518 | attr.AxisAttribute(axis) |
| 1519 | else: |
| 1520 | assert op["op"] == Op.CONCAT_SHAPE |
| 1521 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1522 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1523 | |
| 1524 | compliance = self.tensorComplianceMetaData( |
| 1525 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1526 | ) |
| 1527 | |
| 1528 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1529 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1530 | def build_pad( |
| 1531 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1532 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1533 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1534 | inputs, |
| 1535 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1536 | validator_fcns=None, |
| 1537 | error_name=None, |
| 1538 | qinfo=None, |
| 1539 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1540 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1541 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1542 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1543 | padding = args_dict["pad"] |
| 1544 | pad_const_int = args_dict["pad_const_int"] |
| 1545 | pad_const_float = args_dict["pad_const_fp"] |
| 1546 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1547 | result_tensor = OutputShaper.padOp(self.ser, rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1548 | |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1549 | # get pad_const_val_as_bytes from either pad_const_float or pad_const_int |
| 1550 | if gtu.dtypeIsFloat(a.dtype): |
| 1551 | pad_const_val_as_bytes = struct.pack("<f", pad_const_float) |
| 1552 | else: |
| 1553 | pad_const_val_as_bytes = struct.pack("<i", pad_const_int) |
| 1554 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1555 | attr = ts.TosaSerializerAttribute() |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1556 | attr.PadAttribute(self.ser.builder, pad_const_val_as_bytes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1557 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1558 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1559 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1560 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1561 | pCount, cCount = op["operands"] |
| 1562 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1563 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1564 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1565 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1566 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1567 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1568 | self.ser, |
| 1569 | validator_fcns, |
| 1570 | error_name, |
| 1571 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1572 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1573 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1574 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1575 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1576 | pad=padding, |
| 1577 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1578 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1579 | input_list=input_list, |
| 1580 | output_list=output_list, |
| 1581 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1582 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1583 | ): |
| 1584 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1585 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1586 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1587 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1588 | compliance = self.tensorComplianceMetaData( |
| 1589 | op, a.dtype, args_dict, result_tensor, error_name |
| 1590 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1591 | |
| 1592 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1593 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1594 | def build_dim( |
| 1595 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1596 | rng, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1597 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1598 | inputs, |
| 1599 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1600 | validator_fcns=None, |
| 1601 | error_name=None, |
| 1602 | qinfo=None, |
| 1603 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1604 | assert len(inputs) == 1 |
| 1605 | a = inputs[0] |
| 1606 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1607 | result_tensor = OutputShaper.dimOp(self.ser, rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1608 | |
| 1609 | # Invalidate Input/Output list for error if checks. |
| 1610 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1611 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1612 | pCount, cCount = op["operands"] |
| 1613 | num_operands = pCount + cCount |
| 1614 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1615 | rng, error_name, input_list, output_list |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1616 | ) |
| 1617 | |
| 1618 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1619 | self.ser, |
| 1620 | validator_fcns, |
| 1621 | error_name, |
| 1622 | op=op, |
| 1623 | axis=axis, |
| 1624 | input_shape=a.shape, |
| 1625 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1626 | output_shape=result_tensor.shape, |
| 1627 | output_dtype=result_tensor.dtype, |
| 1628 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1629 | input_list=input_list, |
| 1630 | output_list=output_list, |
| 1631 | num_operands=num_operands, |
| 1632 | ): |
| 1633 | return None |
| 1634 | |
| 1635 | attr = ts.TosaSerializerAttribute() |
| 1636 | attr.AxisAttribute(axis) |
| 1637 | |
| 1638 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1639 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1640 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1641 | def build_reshape( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1642 | self, |
| 1643 | rng, |
| 1644 | op, |
| 1645 | inputs, |
| 1646 | args_dict, |
| 1647 | validator_fcns=None, |
| 1648 | error_name=None, |
| 1649 | qinfo=None, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1650 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1651 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1652 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1653 | shape = inputs[1] |
| 1654 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1655 | result_tensor = OutputShaper.reshapeOp(self.ser, rng, a, shape_attr, error_name) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1656 | |
| 1657 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1658 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1659 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1660 | pCount, cCount = op["operands"] |
| 1661 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1662 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1663 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1664 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1665 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1666 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1667 | self.ser, |
| 1668 | validator_fcns, |
| 1669 | error_name, |
| 1670 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1671 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1672 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1673 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1674 | output_dtype=result_tensor.dtype, |
| 1675 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1676 | input_list=input_list, |
| 1677 | output_list=output_list, |
| 1678 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1679 | ): |
| 1680 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1681 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1682 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1683 | |
| 1684 | compliance = self.tensorComplianceMetaData( |
| 1685 | op, a.dtype, args_dict, result_tensor, error_name |
| 1686 | ) |
| 1687 | |
| 1688 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1689 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1690 | def build_reverse( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1691 | self, |
| 1692 | rng, |
| 1693 | op, |
| 1694 | inputs, |
| 1695 | args_dict, |
| 1696 | validator_fcns=None, |
| 1697 | error_name=None, |
| 1698 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1699 | ): |
| 1700 | assert len(inputs) == 1 |
| 1701 | a = inputs[0] |
| 1702 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1703 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1704 | |
| 1705 | # Invalidate Input/Output list for error if checks. |
| 1706 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1707 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1708 | pCount, cCount = op["operands"] |
| 1709 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1710 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1711 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1712 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1713 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1714 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1715 | self.ser, |
| 1716 | validator_fcns, |
| 1717 | error_name, |
| 1718 | op=op, |
| 1719 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1720 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1721 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1722 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1723 | output_dtype=result_tensor.dtype, |
| 1724 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1725 | input_list=input_list, |
| 1726 | output_list=output_list, |
| 1727 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1728 | ): |
| 1729 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1730 | |
| 1731 | attr = ts.TosaSerializerAttribute() |
| 1732 | attr.AxisAttribute(axis) |
| 1733 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1734 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1735 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1736 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1737 | def build_transpose( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1738 | self, |
| 1739 | rng, |
| 1740 | op, |
| 1741 | inputs, |
| 1742 | args_dict, |
| 1743 | validator_fcns=None, |
| 1744 | error_name=None, |
| 1745 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1746 | ): |
| 1747 | assert len(inputs) == 1 |
| 1748 | a = inputs[0] |
| 1749 | perms = args_dict["perms"] |
| 1750 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1751 | result_tensor = OutputShaper.transposeOp(self.ser, rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1752 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1753 | attr = ts.TosaSerializerAttribute() |
| 1754 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1755 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1756 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1757 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1758 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1759 | pCount, cCount = op["operands"] |
| 1760 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1761 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1762 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1763 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1764 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1765 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1766 | self.ser, |
| 1767 | validator_fcns, |
| 1768 | error_name, |
| 1769 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1770 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1771 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1772 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1773 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1774 | output_dtype=result_tensor.dtype, |
| 1775 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1776 | input_list=input_list, |
| 1777 | output_list=output_list, |
| 1778 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1779 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1780 | ): |
| 1781 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1782 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1783 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1784 | |
| 1785 | compliance = self.tensorComplianceMetaData( |
| 1786 | op, a.dtype, args_dict, result_tensor, error_name |
| 1787 | ) |
| 1788 | |
| 1789 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1790 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1791 | def build_slice( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1792 | self, |
| 1793 | rng, |
| 1794 | op, |
| 1795 | inputs, |
| 1796 | args_dict, |
| 1797 | validator_fcns=None, |
| 1798 | error_name=None, |
| 1799 | qinfo=None, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1800 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1801 | assert len(inputs) == 3 |
| 1802 | a, start_var, size_var = inputs |
| 1803 | start_const = args_dict["start"] |
| 1804 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1805 | |
| 1806 | result_tensor = OutputShaper.sliceOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1807 | self.ser, rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1808 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1809 | |
| 1810 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1811 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1812 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1813 | pCount, cCount = op["operands"] |
| 1814 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1815 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1816 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1817 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1818 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1819 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1820 | self.ser, |
| 1821 | validator_fcns, |
| 1822 | error_name, |
| 1823 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1824 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1825 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1826 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1827 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1828 | start=start_const, |
| 1829 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1830 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1831 | input_list=input_list, |
| 1832 | output_list=output_list, |
| 1833 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1834 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1835 | ): |
| 1836 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1837 | |
Tai Ly | 8ead6c4 | 2024-02-14 22:35:44 +0000 | [diff] [blame] | 1838 | self.ser.addOperator(op["op"], input_list, output_list) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1839 | |
| 1840 | compliance = self.tensorComplianceMetaData( |
| 1841 | op, a.dtype, args_dict, result_tensor, error_name |
| 1842 | ) |
| 1843 | |
| 1844 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1845 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1846 | def build_tile( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1847 | self, |
| 1848 | rng, |
| 1849 | op, |
| 1850 | inputs, |
| 1851 | args_dict, |
| 1852 | validator_fcns=None, |
| 1853 | error_name=None, |
| 1854 | qinfo=None, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1855 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1856 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1857 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1858 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1859 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1860 | result_tensor = OutputShaper.tileOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1861 | self.ser, rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1862 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1863 | |
| 1864 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1865 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1866 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1867 | pCount, cCount = op["operands"] |
| 1868 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1869 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1870 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1871 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1872 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1873 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1874 | self.ser, |
| 1875 | validator_fcns, |
| 1876 | error_name, |
| 1877 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1878 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1879 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1880 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1881 | output_dtype=result_tensor.dtype, |
| 1882 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1883 | input_list=input_list, |
| 1884 | output_list=output_list, |
| 1885 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1886 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1887 | ): |
| 1888 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1889 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1890 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1891 | |
| 1892 | compliance = self.tensorComplianceMetaData( |
| 1893 | op, a.dtype, args_dict, result_tensor, error_name |
| 1894 | ) |
| 1895 | |
| 1896 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1897 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1898 | def build_gather( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1899 | self, |
| 1900 | rng, |
| 1901 | op, |
| 1902 | inputs, |
| 1903 | args_dict, |
| 1904 | validator_fcns=None, |
| 1905 | error_name=None, |
| 1906 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1907 | ): |
| 1908 | assert len(inputs) == 2 |
| 1909 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1910 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1911 | result_tensor = OutputShaper.gatherOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1912 | self.ser, rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1913 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1914 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1915 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1916 | input_list = [values.name, indices.name] |
| 1917 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1918 | pCount, cCount = op["operands"] |
| 1919 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1920 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1921 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1922 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1923 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1924 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1925 | self.ser, |
| 1926 | validator_fcns, |
| 1927 | error_name, |
| 1928 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1929 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1930 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1931 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1932 | output_dtype=result_tensor.dtype, |
| 1933 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1934 | input_list=input_list, |
| 1935 | output_list=output_list, |
| 1936 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1937 | ): |
| 1938 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1939 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1940 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1941 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1942 | compliance = self.tensorComplianceMetaData( |
| 1943 | op, values.dtype, args_dict, result_tensor, error_name |
| 1944 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1945 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1946 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1947 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1948 | def build_scatter( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1949 | self, |
| 1950 | rng, |
| 1951 | op, |
| 1952 | inputs, |
| 1953 | args_dict, |
| 1954 | validator_fcns=None, |
| 1955 | error_name=None, |
| 1956 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1957 | ): |
| 1958 | assert len(inputs) == 3 |
| 1959 | values_in, indices, input = inputs |
| 1960 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1961 | self.ser, rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1962 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1963 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1964 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1965 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1966 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1967 | pCount, cCount = op["operands"] |
| 1968 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1969 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1970 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1971 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1972 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1973 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1974 | self.ser, |
| 1975 | validator_fcns, |
| 1976 | error_name, |
| 1977 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1978 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1979 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1980 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1981 | output_dtype=result_tensor.dtype, |
| 1982 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1983 | input_list=input_list, |
| 1984 | output_list=output_list, |
| 1985 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1986 | ): |
| 1987 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1988 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1989 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1990 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1991 | compliance = self.tensorComplianceMetaData( |
| 1992 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1993 | ) |
| 1994 | |
| 1995 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1996 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1997 | def build_resize( |
| 1998 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1999 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2000 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2001 | inputs, |
| 2002 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2003 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2004 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2005 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2006 | ): |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2007 | assert len(inputs) == 4 |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2008 | input = inputs[0] |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2009 | scale_input = inputs[1] |
| 2010 | offset_input = inputs[2] |
| 2011 | border_input = inputs[3] |
| 2012 | |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2013 | mode = args_dict["mode"] |
| 2014 | scale = args_dict["scale"] |
| 2015 | offset = args_dict["offset"] |
| 2016 | border = args_dict["border"] |
| 2017 | output_dtype = args_dict["output_dtype"] |
| 2018 | |
| 2019 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2020 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2021 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2022 | input, |
| 2023 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2024 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2025 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2026 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2027 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2028 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2029 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2030 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2031 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2032 | # Invalidate Input/Output list for error if checks. |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2033 | input_list = [ |
| 2034 | input.name, |
| 2035 | scale_input.name, |
| 2036 | offset_input.name, |
| 2037 | border_input.name, |
| 2038 | ] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2039 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2040 | pCount, cCount = op["operands"] |
| 2041 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2042 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2043 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2044 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2045 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2046 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2047 | self.ser, |
| 2048 | validator_fcns, |
| 2049 | error_name, |
| 2050 | op=op, |
| 2051 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2052 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2053 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2054 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2055 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2056 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2057 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2058 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2059 | input_list=input_list, |
| 2060 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2061 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2062 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2063 | ): |
| 2064 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2065 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2066 | attr = ts.TosaSerializerAttribute() |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2067 | # write empty scale/offset/border into ResizeAttribute |
| 2068 | attr.ResizeAttribute([], [], [], mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2069 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2070 | |
| 2071 | compliance = self.tensorComplianceMetaData( |
| 2072 | op, input.dtype, args_dict, result_tensor, error_name |
| 2073 | ) |
| 2074 | |
| 2075 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2076 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2077 | def build_const( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2078 | self, |
| 2079 | rng, |
| 2080 | op, |
| 2081 | inputs, |
| 2082 | args_dict, |
| 2083 | validator_fcns=None, |
| 2084 | error_name=None, |
| 2085 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2086 | ): |
| 2087 | assert len(inputs) == 1 |
| 2088 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2089 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2090 | |
| 2091 | compliance = self.tensorComplianceMetaData( |
| 2092 | op, val.dtype, args_dict, val, error_name |
| 2093 | ) |
| 2094 | |
| 2095 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2096 | |
| 2097 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2098 | def build_cast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2099 | self, |
| 2100 | rng, |
| 2101 | op, |
| 2102 | inputs, |
| 2103 | args_dict, |
| 2104 | validator_fcns=None, |
| 2105 | error_name=None, |
| 2106 | qinfo=None, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2107 | ): |
| 2108 | assert len(inputs) == 1 |
| 2109 | val = inputs[0] |
| 2110 | out_dtype = args_dict["out_type"] |
| 2111 | |
| 2112 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2113 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2114 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2115 | |
| 2116 | # Invalidate Input/Output list for error if checks. |
| 2117 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2118 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2119 | pCount, cCount = op["operands"] |
| 2120 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2121 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2122 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2123 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2124 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2125 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2126 | self.ser, |
| 2127 | validator_fcns, |
| 2128 | error_name, |
| 2129 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2130 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2131 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2132 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2133 | output_dtype=result_tensor.dtype, |
| 2134 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2135 | input_list=input_list, |
| 2136 | output_list=output_list, |
| 2137 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2138 | ): |
| 2139 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2140 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2141 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2142 | |
| 2143 | compliance = self.tensorComplianceMetaData( |
| 2144 | op, val.dtype, args_dict, result_tensor, error_name |
| 2145 | ) |
| 2146 | |
| 2147 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2148 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2149 | def build_rescale( |
| 2150 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2151 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2152 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2153 | inputs, |
| 2154 | args_dict, |
| 2155 | validator_fcns=None, |
| 2156 | error_name=None, |
| 2157 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2158 | ): |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2159 | assert len(inputs) == 3 |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2160 | val = inputs[0] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2161 | multiplier_val = inputs[1] |
| 2162 | shift_val = inputs[2] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2163 | out_dtype = args_dict["output_dtype"] |
| 2164 | scale32 = args_dict["scale"] |
| 2165 | double_round = args_dict["double_round"] |
| 2166 | per_channel = args_dict["per_channel"] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2167 | shift_arr = args_dict["shift"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2168 | multiplier_arr = args_dict["multiplier"] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2169 | |
| 2170 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2171 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2172 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2173 | |
| 2174 | if per_channel: |
| 2175 | nc = val.shape[-1] |
| 2176 | else: |
| 2177 | nc = 1 |
| 2178 | |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2179 | in_type_width = gtu.dtypeWidth(val.dtype) |
| 2180 | out_type_width = gtu.dtypeWidth(out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2181 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2182 | input_unsigned = False |
| 2183 | output_unsigned = False |
| 2184 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2185 | if val.dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2186 | input_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2187 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2188 | elif val.dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2189 | input_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2190 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2191 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2192 | elif error_name in [ |
| 2193 | ErrorIf.InputZeroPointNotZero, |
| 2194 | ErrorIf.U16InputZeroPointNotValid, |
| 2195 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2196 | input_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2197 | if input_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2198 | input_zp = input_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2199 | in_type_width += 1 |
| 2200 | elif val.dtype == DType.UINT16: |
| 2201 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2202 | input_zp = rng.choice([0, 32768]) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2203 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2204 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2205 | else: |
| 2206 | input_zp = 0 |
| 2207 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2208 | if out_dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2209 | output_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2210 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2211 | elif out_dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2212 | output_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2213 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2214 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2215 | elif error_name in [ |
| 2216 | ErrorIf.OutputZeroPointNotZero, |
| 2217 | ErrorIf.U16OutputZeroPointNotValid, |
| 2218 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2219 | output_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2220 | if output_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2221 | output_zp = output_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2222 | out_type_width += 1 |
| 2223 | elif out_dtype == DType.UINT16: |
| 2224 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2225 | output_zp = rng.choice([0, 32768]) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2226 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2227 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2228 | else: |
| 2229 | output_zp = 0 |
| 2230 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2231 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2232 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2233 | |
| 2234 | for i in range(nc): |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2235 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2236 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2237 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2238 | logger.debug( |
| 2239 | f"build_rescale: multiplier={multiplier_arr} shift={shift_arr} inzp={input_zp} outzp={output_zp}" |
| 2240 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2241 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2242 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2243 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2244 | assert val.placeholderFilename |
| 2245 | values = np.load( |
| 2246 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2247 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2248 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2249 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2250 | 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] | 2251 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2252 | # Check we can safely convert to the expected dtype |
| 2253 | assert ( |
| 2254 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2255 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2256 | ) |
| 2257 | |
| 2258 | # Force casting to output datatype |
| 2259 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2260 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2261 | if not np.all(np.array_equal(values, val_adj)): |
| 2262 | # Values changed so overwrite file with new values |
| 2263 | np.save( |
| 2264 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2265 | val_adj, |
| 2266 | False, |
| 2267 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2268 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2269 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2270 | input_list = [val.name, multiplier_val.name, shift_val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2271 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2272 | pCount, cCount = op["operands"] |
| 2273 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2274 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2275 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2276 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2277 | |
| 2278 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2279 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2280 | self.ser, |
| 2281 | validator_fcns, |
| 2282 | error_name, |
| 2283 | op=op, |
| 2284 | input_dtype=val.dtype, |
| 2285 | output_dtype=out_dtype, |
| 2286 | input_shape=val.shape, |
| 2287 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2288 | scale32=scale32, |
| 2289 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2290 | input_list=input_list, |
| 2291 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2292 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2293 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2294 | ): |
| 2295 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2296 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2297 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2298 | attr.RescaleAttribute( |
| 2299 | input_zp, |
| 2300 | output_zp, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2301 | scale32, |
| 2302 | double_round, |
| 2303 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2304 | input_unsigned, |
| 2305 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2306 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2307 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2308 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2309 | |
| 2310 | compliance = self.tensorComplianceMetaData( |
| 2311 | op, val.dtype, args_dict, result_tensor, error_name |
| 2312 | ) |
| 2313 | |
| 2314 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2315 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2316 | def _get_condition_tensor(self, rng, op, cond, error_name): |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2317 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2318 | cond_type = gtu.get_wrong_output_type(op, rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2319 | else: |
| 2320 | cond_type = DType.BOOL |
| 2321 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2322 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2323 | if choice == 1: |
| 2324 | cond_shape = [2] |
| 2325 | else: |
| 2326 | cond_shape = [1, 2] |
| 2327 | else: |
| 2328 | # Must be of size 1 (rank 0) |
| 2329 | cond_shape = [] |
| 2330 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2331 | return cond_tens |
| 2332 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2333 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2334 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2335 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2336 | op, |
| 2337 | inputs, |
| 2338 | args_dict, |
| 2339 | validator_fcns=None, |
| 2340 | error_name=None, |
| 2341 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2342 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2343 | # 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] | 2344 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2345 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2346 | assert len(inputs) == 2 |
| 2347 | then_tens, else_tens = inputs |
| 2348 | |
| 2349 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2350 | |
| 2351 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2352 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2353 | |
| 2354 | # Make then/else tensors |
| 2355 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2356 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2357 | dtype = DType.INT32 |
| 2358 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2359 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2360 | if error_name in [ |
| 2361 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2362 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2363 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2364 | incorrect_shape = deepcopy(then_tens.shape) |
| 2365 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2366 | incorrect_shape[i] += ( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2367 | rng.choice([-3, -2, 2, 3]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2368 | if incorrect_shape[i] > 3 |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2369 | else rng.choice([1, 2, 4]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2370 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2371 | incorrect_arr = np.int32(rng.integers(0, 256, size=incorrect_shape)) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2372 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2373 | then_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
| 2374 | else_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2375 | |
| 2376 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2377 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2378 | |
| 2379 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2380 | then_block = "THEN_BLOCK" |
| 2381 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2382 | attr = ts.TosaSerializerAttribute() |
| 2383 | attr.CondIfAttribute(then_block, else_block) |
| 2384 | |
| 2385 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2386 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2387 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2388 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2389 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2390 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2391 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2392 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2393 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2394 | self.ser.addOutputTensor(then_tens) |
| 2395 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2396 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2397 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2398 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2399 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2400 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2401 | self.ser.addOutputTensor(else_tens) |
| 2402 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2403 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2404 | self.ser, |
| 2405 | validator_fcns, |
| 2406 | error_name, |
| 2407 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2408 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2409 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2410 | ): |
| 2411 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2412 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2413 | compliance = self.tensorComplianceMetaData( |
| 2414 | op, dtype, args_dict, result_tensor, error_name |
| 2415 | ) |
| 2416 | |
| 2417 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2418 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2419 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2420 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2421 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2422 | op, |
| 2423 | inputs, |
| 2424 | args_dict, |
| 2425 | validator_fcns=None, |
| 2426 | error_name=None, |
| 2427 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2428 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2429 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2430 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2431 | assert len(inputs) == 2 |
| 2432 | a, b = inputs |
| 2433 | |
| 2434 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2435 | |
| 2436 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2437 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2438 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2439 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2440 | |
| 2441 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2442 | then_block = "THEN_BLOCK" |
| 2443 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2444 | attr = ts.TosaSerializerAttribute() |
| 2445 | attr.CondIfAttribute(then_block, else_block) |
| 2446 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2447 | if error_name in [ |
| 2448 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2449 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2450 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2451 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2452 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2453 | incorrect_shape = a.shape.copy() |
| 2454 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2455 | incorrect_shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2456 | incorrect_block_input = deepcopy(a) |
| 2457 | incorrect_block_input.shape = incorrect_shape |
| 2458 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2459 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2460 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2461 | 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] | 2462 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2463 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2464 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2465 | 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] | 2466 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2467 | then_op, else_op = ( |
| 2468 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2469 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2470 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2471 | else: |
| 2472 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2473 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2474 | # Determine the element-wise binary operation that compliance will need to |
| 2475 | # check the results of |
| 2476 | compliance_op = then_op if cond else else_op |
| 2477 | |
| 2478 | 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] | 2479 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2480 | if ( |
| 2481 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2482 | and block == then_block |
| 2483 | ) or ( |
| 2484 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2485 | and block == else_block |
| 2486 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2487 | self.ser.addInputTensor(incorrect_block_input) |
| 2488 | self.ser.addInputTensor(b) |
| 2489 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2490 | elif ( |
| 2491 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2492 | and block == then_block |
| 2493 | ) or ( |
| 2494 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2495 | and block == else_block |
| 2496 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2497 | self.ser.addInputTensor(a) |
| 2498 | self.ser.addInputTensor(b) |
| 2499 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2500 | else: |
| 2501 | self.ser.addInputTensor(a) |
| 2502 | self.ser.addInputTensor(b) |
| 2503 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2504 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2505 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2506 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2507 | self.ser, |
| 2508 | validator_fcns, |
| 2509 | error_name, |
| 2510 | op=op, |
| 2511 | a=a, |
| 2512 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2513 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2514 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2515 | ): |
| 2516 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2517 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2518 | compliance = self.tensorComplianceMetaData( |
| 2519 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2520 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2521 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2522 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2523 | |
| 2524 | def build_while_loop( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2525 | self, |
| 2526 | rng, |
| 2527 | op, |
| 2528 | inputs, |
| 2529 | args_dict, |
| 2530 | validator_fcns=None, |
| 2531 | error_name=None, |
| 2532 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2533 | ): |
| 2534 | assert len(inputs) == 1 |
| 2535 | a = inputs[0] |
| 2536 | iter_val = args_dict["iterations"] |
| 2537 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2538 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2539 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2540 | cond_block = "COND_BLOCK" |
| 2541 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2542 | |
| 2543 | attr = ts.TosaSerializerAttribute() |
| 2544 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2545 | |
| 2546 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2547 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2548 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2549 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2550 | |
| 2551 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2552 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2553 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2554 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2555 | incorrect_acc = deepcopy(acc) |
| 2556 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2557 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2558 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2559 | else: |
| 2560 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2561 | |
| 2562 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2563 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2564 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2565 | [iter.name, a.name, acc.name], |
| 2566 | [iter_out.name, a_out.name, acc_out.name], |
| 2567 | attr, |
| 2568 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2569 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2570 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2571 | if error_name in [ |
| 2572 | ErrorIf.InputListCondGraphMismatch, |
| 2573 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2574 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2575 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2576 | incorrect_iter = deepcopy(iter) |
| 2577 | for i in range(len(incorrect_iter.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2578 | incorrect_iter.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2579 | if len(incorrect_iter.shape) == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2580 | incorrect_iter.shape.append(rng.choice([-3, -2, 2, 3])) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2581 | |
| 2582 | incorrect_acc = deepcopy(acc) |
| 2583 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2584 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2585 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2586 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2587 | self.ser.addBasicBlock(cond_block) |
| 2588 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2589 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2590 | self.ser.addInputTensor(incorrect_iter) |
| 2591 | self.ser.addInputTensor(a) |
| 2592 | self.ser.addInputTensor(incorrect_acc) |
| 2593 | else: |
| 2594 | self.ser.addInputTensor(iter) |
| 2595 | self.ser.addInputTensor(a) |
| 2596 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2597 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2598 | |
| 2599 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2600 | cond_type = rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2601 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2602 | cond_type = DType.BOOL |
| 2603 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2604 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2605 | if choice == 1: |
| 2606 | cond_shape = [3] |
| 2607 | else: |
| 2608 | cond_shape = [1, 2] |
| 2609 | else: |
| 2610 | cond_shape = [] |
| 2611 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2612 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2613 | 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] | 2614 | |
| 2615 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2616 | # 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] | 2617 | self.ser.addBasicBlock(body_block) |
| 2618 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2619 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2620 | self.ser.addInputTensor(incorrect_iter) |
| 2621 | self.ser.addInputTensor(a) |
| 2622 | self.ser.addInputTensor(incorrect_acc) |
| 2623 | else: |
| 2624 | self.ser.addInputTensor(iter) |
| 2625 | self.ser.addInputTensor(a) |
| 2626 | self.ser.addInputTensor(acc) |
| 2627 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2628 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2629 | |
| 2630 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2631 | iter_body_out = self.ser.addIntermediate( |
| 2632 | incorrect_iter.shape, incorrect_iter.dtype |
| 2633 | ) |
| 2634 | acc_body_out = self.ser.addIntermediate( |
| 2635 | incorrect_acc.shape, incorrect_acc.dtype |
| 2636 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2637 | else: |
| 2638 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2639 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2640 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2641 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2642 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2643 | self.ser.addOutputTensor(iter_body_out) |
| 2644 | self.ser.addOutputTensor(a) |
| 2645 | self.ser.addOutputTensor(acc_body_out) |
| 2646 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2647 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2648 | self.ser, |
| 2649 | validator_fcns, |
| 2650 | error_name, |
| 2651 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2652 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2653 | ): |
| 2654 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2655 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2656 | compliance = self.tensorComplianceMetaData( |
| 2657 | op, a.dtype, args_dict, acc_out, error_name |
| 2658 | ) |
| 2659 | |
| 2660 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2661 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2662 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2663 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2664 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2665 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2666 | inputs, |
| 2667 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2668 | validator_fcns=None, |
| 2669 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2670 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2671 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2672 | assert len(inputs) == 2 |
| 2673 | val1, val2 = inputs |
| 2674 | inverse = args_dict["inverse"] |
| 2675 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2676 | results = OutputShaper.fft2dOp(self.ser, rng, val1, val2, error_name) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2677 | |
| 2678 | input_names = [val1.name, val2.name] |
| 2679 | pCount, cCount = op["operands"] |
| 2680 | num_operands = pCount + cCount |
| 2681 | |
| 2682 | output_names = [res.name for res in results] |
| 2683 | output_shapes = [res.shape for res in results] |
| 2684 | output_dtypes = [res.dtype for res in results] |
| 2685 | |
| 2686 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2687 | rng, error_name, input_names, output_names |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2688 | ) |
| 2689 | |
| 2690 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2691 | self.ser, |
| 2692 | validator_fcns, |
| 2693 | error_name, |
| 2694 | op=op, |
| 2695 | inverse=inverse, |
| 2696 | input1=val1, |
| 2697 | input2=val2, |
| 2698 | input_shape=val1.shape, |
| 2699 | input_dtype=val1.dtype, |
| 2700 | output_shape=output_shapes, |
| 2701 | output_dtype=output_dtypes, |
| 2702 | result_tensors=results, |
| 2703 | input_list=input_names, |
| 2704 | output_list=output_names, |
| 2705 | num_operands=num_operands, |
| 2706 | ): |
| 2707 | return None |
| 2708 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2709 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2710 | local_bound = False |
| 2711 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2712 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2713 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2714 | |
| 2715 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2716 | |
| 2717 | compliance = [] |
| 2718 | for res in results: |
| 2719 | compliance.append( |
| 2720 | self.tensorComplianceMetaData( |
| 2721 | op, val1.dtype, args_dict, res, error_name |
| 2722 | ) |
| 2723 | ) |
| 2724 | |
| 2725 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2726 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2727 | def build_rfft2d( |
| 2728 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2729 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2730 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2731 | inputs, |
| 2732 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2733 | validator_fcns=None, |
| 2734 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2735 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2736 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2737 | assert len(inputs) == 1 |
| 2738 | val = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2739 | results = OutputShaper.rfft2dOp(self.ser, rng, val, error_name) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2740 | |
| 2741 | input_names = [val.name] |
| 2742 | pCount, cCount = op["operands"] |
| 2743 | num_operands = pCount + cCount |
| 2744 | |
| 2745 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2746 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2747 | output_dtypes = [res.dtype for res in results] |
| 2748 | |
| 2749 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2750 | rng, error_name, input_names, output_names |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2751 | ) |
| 2752 | |
| 2753 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2754 | self.ser, |
| 2755 | validator_fcns, |
| 2756 | error_name, |
| 2757 | op=op, |
| 2758 | input_shape=val.shape, |
| 2759 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2760 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2761 | output_dtype=output_dtypes, |
| 2762 | result_tensors=results, |
| 2763 | input_list=input_names, |
| 2764 | output_list=output_names, |
| 2765 | num_operands=num_operands, |
| 2766 | ): |
| 2767 | return None |
| 2768 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2769 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2770 | local_bound = False |
| 2771 | |
| 2772 | attr = ts.TosaSerializerAttribute() |
| 2773 | attr.RFFTAttribute(local_bound) |
| 2774 | |
| 2775 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2776 | |
| 2777 | compliance = [] |
| 2778 | for res in results: |
| 2779 | compliance.append( |
| 2780 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2781 | ) |
| 2782 | |
| 2783 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2784 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2785 | def build_shape_op( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2786 | self, |
| 2787 | rng, |
| 2788 | op, |
| 2789 | inputs, |
| 2790 | args_dict, |
| 2791 | validator_fcns=None, |
| 2792 | error_name=None, |
| 2793 | qinfo=None, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2794 | ): |
| 2795 | assert len(inputs) == 2 |
| 2796 | a, b = inputs |
| 2797 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2798 | result_tensor = OutputShaper.addShapeOp(self.ser, rng, a, b, error_name) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2799 | |
| 2800 | # Invalidate Input/Output list for error if checks. |
| 2801 | input_list = [a.name, b.name] |
| 2802 | output_list = [result_tensor.name] |
| 2803 | pCount, cCount = op["operands"] |
| 2804 | num_operands = pCount + cCount |
| 2805 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2806 | self, error_name, input_list, output_list |
| 2807 | ) |
| 2808 | |
| 2809 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2810 | self.ser, |
| 2811 | validator_fcns, |
| 2812 | error_name, |
| 2813 | op=op, |
| 2814 | input1=a, |
| 2815 | input2=b, |
| 2816 | input_shape=a.shape, |
| 2817 | input_dtype=a.dtype, |
| 2818 | output_shape=result_tensor.shape, |
| 2819 | output_dtype=result_tensor.dtype, |
| 2820 | result_tensors=[result_tensor], |
| 2821 | input_list=input_list, |
| 2822 | output_list=output_list, |
| 2823 | num_operands=num_operands, |
| 2824 | ): |
| 2825 | return None |
| 2826 | |
| 2827 | self.ser.addOperator( |
| 2828 | op["op"], |
| 2829 | input_list, |
| 2830 | output_list, |
| 2831 | ) |
| 2832 | compliance = self.tensorComplianceMetaData( |
| 2833 | op, a.dtype, args_dict, result_tensor, error_name |
| 2834 | ) |
| 2835 | |
| 2836 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2837 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2838 | def create_filter_lists( |
| 2839 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2840 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2841 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2842 | default_test_rank_range = range(1, 5) |
| 2843 | if not shapeFilter: |
| 2844 | shapeFilter = [None] |
| 2845 | |
| 2846 | # Calculate the filters based on what is requested and what the operator allows |
| 2847 | rmin, rmax = op["rank"] |
| 2848 | if rankFilter is not None: |
| 2849 | cleanRankFilter = [] |
| 2850 | # Ensure rankFilter values are allowed by operator |
| 2851 | for rank in rankFilter: |
| 2852 | if rank >= rmin and rank <= rmax: |
| 2853 | cleanRankFilter.append(rank) |
| 2854 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2855 | # Ensure default behaviour is bounded by default range or by operator, |
| 2856 | # whichever is the smaller range of ranks. |
| 2857 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2858 | cleanRankFilter = ( |
| 2859 | opRankRange |
| 2860 | if len(opRankRange) <= len(default_test_rank_range) |
| 2861 | else default_test_rank_range |
| 2862 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2863 | else: |
| 2864 | cleanRankFilter = range(rmin, rmax + 1) |
| 2865 | |
| 2866 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2867 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2868 | if dtypeFilter is not None: |
| 2869 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2870 | # Create list of operator dtypes filtered by requested dtypes |
| 2871 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2872 | if dtype in dtypeFilter or ( |
| 2873 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2874 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2875 | cleanDtypeFilter.append(dtype) |
| 2876 | else: |
| 2877 | cleanDtypeFilter = dtypes |
| 2878 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2879 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2880 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2881 | "shapeFilter": shapeFilter, |
| 2882 | "rankFilter": cleanRankFilter, |
| 2883 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2884 | } |
| 2885 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2886 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2887 | if validator is not None: |
| 2888 | validator_info = validator(check=False, op=op) |
| 2889 | else: |
| 2890 | return None |
| 2891 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2892 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2893 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2894 | # Set parameters as required |
| 2895 | if error_arguments["rank"] is not None: |
| 2896 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2897 | else: |
| 2898 | rankFilter = cleanRankFilter |
| 2899 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2900 | if error_arguments["dtype"] is not None: |
| 2901 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2902 | else: |
| 2903 | dtypeFilter = cleanDtypeFilter |
| 2904 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2905 | if error_arguments["shape"] is not None: |
| 2906 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2907 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2908 | shapeFilter = shapeFilter[ |
| 2909 | :2 |
| 2910 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2911 | |
| 2912 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2913 | "shapeFilter": shapeFilter, |
| 2914 | "rankFilter": rankFilter, |
| 2915 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2916 | } |
| 2917 | return filterDict |
| 2918 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2919 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2920 | self, |
| 2921 | opName, |
| 2922 | shapeFilter=[None], |
| 2923 | rankFilter=None, |
| 2924 | dtypeFilter=None, |
| 2925 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2926 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2927 | |
| 2928 | try: |
| 2929 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2930 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2931 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2932 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2933 | if not self.args.stable_rng: |
| 2934 | # Initialize a new random number generator per op |
| 2935 | self.resetGlobalRNG() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2936 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2937 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2938 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2939 | # Test list consists of a tuple of: |
| 2940 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2941 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2942 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2943 | error_if_validators = op["error_if_validators"] |
| 2944 | else: |
| 2945 | error_if_validators = [None] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2946 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2947 | for validator in error_if_validators: |
| 2948 | if validator is not None: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2949 | error_name = validator(check=False, op=op)["error_name"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2950 | else: |
| 2951 | error_name = None |
| 2952 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2953 | filterDict = self.create_filter_lists( |
| 2954 | op, shapeFilter, rankFilter, dtypeFilter, testType, validator |
| 2955 | ) |
| 2956 | if filterDict is None: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2957 | return [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2958 | cleanRankFilter = filterDict["rankFilter"] |
| 2959 | cleanDtypeFilter = filterDict["dtypeFilter"] |
| 2960 | cleanShapeFilter = filterDict["shapeFilter"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2961 | logger.debug( |
| 2962 | f"genOpTestList: Error={error_name}, Filters S={cleanShapeFilter}, R={cleanRankFilter}, T={cleanDtypeFilter}" |
| 2963 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2964 | |
| 2965 | for r in cleanRankFilter: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2966 | for t in cleanDtypeFilter: |
| 2967 | for shape in cleanShapeFilter: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2968 | # Filter out by rank |
| 2969 | if shape is not None and len(shape) != r: |
| 2970 | continue |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2971 | self.setTargetShape(shape) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2972 | typeStr = self.typeStr(t) |
| 2973 | if self.args.stable_rng: |
| 2974 | shape_rng = TosaHashRandomGenerator( |
| 2975 | self.random_seed, |
| 2976 | [opName, r, typeStr], |
| 2977 | self.random_dtype_range, |
| 2978 | ) |
| 2979 | else: |
| 2980 | shape_rng = self.global_rng |
| 2981 | shapeList = tgen_fcn(self, shape_rng, op, r, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2982 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2983 | shapeStr = self.shapeStr(shapeList[0]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2984 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 2985 | # Argument lists consists of tuples of the (str, []) string representation and the build function argument list |
| 2986 | argList = [] |
| 2987 | if agen_fcn: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2988 | if self.args.stable_rng: |
| 2989 | arg_rng = TosaHashRandomGenerator( |
| 2990 | self.random_seed, |
| 2991 | [opName, shapeStr, typeStr], |
| 2992 | self.random_dtype_range, |
| 2993 | ) |
| 2994 | else: |
| 2995 | arg_rng = self.global_rng |
| 2996 | |
| 2997 | argList = agen_fcn( |
| 2998 | self, arg_rng, opName, shapeList, t, error_name |
| 2999 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3000 | else: |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3001 | argList = [("", [])] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3002 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 3003 | for argStr, args in argList: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3004 | # Create the test name string - for example: add_1x2x3_i32 |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3005 | if testType == "positive": |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3006 | name_parts = [opName, shapeStr, typeStr] |
| 3007 | else: |
| 3008 | assert testType == "negative" |
| 3009 | name_parts = [ |
| 3010 | opName, |
| 3011 | "ERRORIF", |
| 3012 | error_name, |
| 3013 | shapeStr, |
| 3014 | typeStr, |
| 3015 | ] |
| 3016 | if argStr: |
| 3017 | name_parts.append(argStr) |
| 3018 | testStr = "_".join(name_parts) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3019 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3020 | testList.append( |
| 3021 | (opName, testStr, t, error_name, shapeList, args) |
| 3022 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3023 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3024 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3025 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 3026 | if "invalid_test_validators" in op: |
| 3027 | invalid_test_validators = op["invalid_test_validators"] |
| 3028 | clean_testList = [] |
| 3029 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3030 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3031 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3032 | if validator_fcn( |
| 3033 | opName=test[0], |
| 3034 | input_dtype=test[2], |
| 3035 | shapeList=test[4], |
| 3036 | args=test[5], |
| 3037 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3038 | remove_test = True |
| 3039 | if not remove_test: |
| 3040 | clean_testList.append(test) |
| 3041 | testList = clean_testList |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3042 | |
| 3043 | return testList |
| 3044 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3045 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3046 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3047 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3048 | try: |
| 3049 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3050 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3051 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3052 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3053 | logger.info(f"Creating {testStr}") |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3054 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3055 | # Create a serializer |
| 3056 | self.createSerializer(opName, testStr) |
| 3057 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3058 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3059 | if "error_if_validators" in op: |
| 3060 | error_if_validators = op["error_if_validators"] |
| 3061 | else: |
| 3062 | error_if_validators = None |
| 3063 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3064 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3065 | num_operands = pCount + cCount |
| 3066 | |
| 3067 | if isinstance(dtype_or_dtypeList, list): |
| 3068 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3069 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3070 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3071 | else: |
| 3072 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3073 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3074 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3075 | assert ( |
| 3076 | len(shapeList) == num_operands |
| 3077 | ), "shapeList length {} must match number of operands {}".format( |
| 3078 | len(shapeList), num_operands |
| 3079 | ) |
| 3080 | assert ( |
| 3081 | len(dtypeList) == num_operands |
| 3082 | ), "dtypeList length {} must match number of operands {}".format( |
| 3083 | len(dtypeList), num_operands |
| 3084 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3085 | |
| 3086 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3087 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3088 | except KeyError: |
| 3089 | qgen = None |
| 3090 | |
| 3091 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3092 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3093 | # Set the random number generator |
| 3094 | if self.args.stable_rng: |
| 3095 | build_rng = TosaHashRandomGenerator( |
| 3096 | self.random_seed, [testStr], self.random_dtype_range |
| 3097 | ) |
| 3098 | else: |
| 3099 | build_rng = self.global_rng |
| 3100 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3101 | if qgen is not None: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3102 | qinfo = qgen( |
| 3103 | build_rng, self.args.zeropoint, op, dtype_or_dtypeList, error_name |
| 3104 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3105 | else: |
| 3106 | qinfo = None |
| 3107 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3108 | # Extra meta data for the desc.json |
| 3109 | tensMeta = {} |
| 3110 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3111 | # Check we are using the new interface with an argsDict dictionary |
| 3112 | assert isinstance( |
| 3113 | argsDict, dict |
| 3114 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3115 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3116 | # New interface with args info in dictionary |
| 3117 | assert "dg_type" in argsDict |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3118 | tvgInfo = tvgen_fcn( |
| 3119 | self, build_rng, opName, dtypeList, shapeList, argsDict, error_name |
| 3120 | ) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3121 | if tvgInfo.dataGenDict: |
| 3122 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3123 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3124 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3125 | result = build_fcn( |
| 3126 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3127 | build_rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3128 | op, |
| 3129 | tens, |
| 3130 | argsDict, |
| 3131 | validator_fcns=error_if_validators, |
| 3132 | error_name=error_name, |
| 3133 | qinfo=qinfo, |
| 3134 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3135 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3136 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3137 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3138 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3139 | # Add the compliance meta data (if any) |
| 3140 | compliance = result.getComplianceInfo() |
| 3141 | if compliance: |
| 3142 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3143 | self.serialize("test", tensMeta) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3144 | else: |
| 3145 | # The test is not valid |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3146 | logger.error(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3147 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3148 | def createDynamicOpLists(self): |
| 3149 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 3150 | if "conv2d_TEMPLATE" not in self.TOSA_OP_LIST: |
| 3151 | # Already created these lists (can occur when class is initialized more than once) |
| 3152 | return |
| 3153 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3154 | # Dynamically create op lists for convolutions with a list of kernel sizes |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3155 | if not self.args.level8k: |
| 3156 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3157 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3158 | else: |
| 3159 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3160 | KERNELS_2D = [[1, bigK], [bigK, 2]] |
| 3161 | KERNELS_3D = [[1, bigK, 1], [2, 2, bigK]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3162 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3163 | for k in KERNELS_2D: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3164 | testName = "conv2d_{}x{}".format(k[0], k[1]) |
| 3165 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv2d_TEMPLATE"].copy() |
| 3166 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3167 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3168 | self.TOSA_OP_LIST[testName]["real_name"] = "conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3169 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3170 | testName = "depthwise_conv2d_{}x{}".format(k[0], k[1]) |
| 3171 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3172 | "depthwise_conv2d_TEMPLATE" |
| 3173 | ].copy() |
| 3174 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3175 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3176 | self.TOSA_OP_LIST[testName]["real_name"] = "depthwise_conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3177 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3178 | testName = "transpose_conv2d_{}x{}".format(k[0], k[1]) |
| 3179 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST[ |
| 3180 | "transpose_conv2d_TEMPLATE" |
| 3181 | ].copy() |
| 3182 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3183 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3184 | self.TOSA_OP_LIST[testName]["real_name"] = "transpose_conv2d" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3185 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3186 | for k in KERNELS_3D: |
| 3187 | testName = "conv3d_{}x{}x{}".format(k[0], k[1], k[2]) |
| 3188 | self.TOSA_OP_LIST[testName] = self.TOSA_OP_LIST["conv3d_TEMPLATE"].copy() |
| 3189 | self.TOSA_OP_LIST[testName]["filter"] = k |
| 3190 | self.TOSA_OP_LIST[testName]["template"] = False |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3191 | self.TOSA_OP_LIST[testName]["real_name"] = "conv3d" |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3192 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3193 | # Delete any templates after having created any dynamic ops |
| 3194 | # This is a two-pass operation because it's bad practice to delete |
| 3195 | # keys from dictionaries while iterating |
| 3196 | keyList = [] |
| 3197 | for k in self.TOSA_OP_LIST: |
| 3198 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3199 | if self.TOSA_OP_LIST[k]["template"]: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3200 | keyList.append(k) |
| 3201 | continue |
| 3202 | except KeyError: |
| 3203 | pass |
| 3204 | |
| 3205 | for k in keyList: |
| 3206 | del self.TOSA_OP_LIST[k] |
| 3207 | |
| 3208 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3209 | """Fill in default fields for ops if they aren't already specified. |
| 3210 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3211 | for op in self.TOSA_OP_LIST: |
| 3212 | |
| 3213 | # Required fields |
| 3214 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3215 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3216 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3217 | raise Exception( |
| 3218 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3219 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3220 | |
| 3221 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3222 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3223 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3224 | raise Exception( |
| 3225 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3226 | op |
| 3227 | ) |
| 3228 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3229 | |
| 3230 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3231 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3232 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3233 | raise Exception( |
| 3234 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3235 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3236 | |
| 3237 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3238 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3239 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3240 | raise Exception( |
| 3241 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3242 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3243 | |
| 3244 | # Put in default rank range, if missing |
| 3245 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3246 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3247 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3248 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3249 | |
| 3250 | # Tensor operator list |
| 3251 | # 'op': op name |
| 3252 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3253 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3254 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3255 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3256 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3257 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3258 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3259 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3260 | TYPE_INT_FP = [ |
| 3261 | DType.INT8, |
| 3262 | DType.INT16, |
| 3263 | DType.INT32, |
| 3264 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3265 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3266 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3267 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3268 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3269 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3270 | TYPE_FI32 = [ |
| 3271 | DType.FP32, |
| 3272 | DType.FP16, |
| 3273 | DType.BF16, |
| 3274 | DType.INT32, |
| 3275 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3276 | TYPE_FIB = [ |
| 3277 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3278 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3279 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3280 | DType.INT8, |
| 3281 | DType.INT16, |
| 3282 | DType.INT32, |
| 3283 | DType.BOOL, |
| 3284 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3285 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3286 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3287 | TYPE_NARROW_INT_FP = [ |
| 3288 | DType.INT8, |
| 3289 | DType.INT16, |
| 3290 | DType.FP16, |
| 3291 | DType.BF16, |
| 3292 | DType.FP32, |
| 3293 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3294 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3295 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3296 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3297 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3298 | [DType.INT8, DType.INT8, DType.INT32], |
| 3299 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3300 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3301 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3302 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3303 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3304 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3305 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3306 | ] |
| 3307 | |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 3308 | DEFAULT_RANK_RANGE = (1, TOSA_TENSOR_MAX_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3309 | |
| 3310 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3311 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3312 | "argmax": { |
| 3313 | "op": Op.ARGMAX, |
| 3314 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3315 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3316 | "build_fcn": ( |
| 3317 | build_argmax, |
| 3318 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3319 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3320 | TosaArgGen.agAxis, |
| 3321 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3322 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3323 | "error_if_validators": ( |
| 3324 | TosaErrorValidator.evAxisSmallerZero, |
| 3325 | TosaErrorValidator.evAxisLargerRank, |
| 3326 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3327 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3328 | TosaErrorValidator.evWrongRank, |
| 3329 | TosaErrorValidator.evWrongInputType, |
| 3330 | TosaErrorValidator.evWrongOutputType, |
| 3331 | TosaErrorValidator.evWrongInputList, |
| 3332 | TosaErrorValidator.evWrongOutputList, |
| 3333 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3334 | "data_gen": { |
| 3335 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3336 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3337 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3338 | "avg_pool2d": { |
| 3339 | "op": Op.AVG_POOL2D, |
| 3340 | "operands": (1, 0), |
| 3341 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3342 | "build_fcn": ( |
| 3343 | build_pool2d, |
| 3344 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3345 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3346 | TosaArgGen.agPooling, |
| 3347 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3348 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3349 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3350 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3351 | "error_if_validators": ( |
| 3352 | TosaErrorValidator.evKernelSmallerOne, |
| 3353 | TosaErrorValidator.evStrideSmallerOne, |
| 3354 | TosaErrorValidator.evPadSmallerZero, |
| 3355 | TosaErrorValidator.evWrongRank, |
| 3356 | TosaErrorValidator.evWrongInputType, |
| 3357 | TosaErrorValidator.evWrongOutputType, |
| 3358 | TosaErrorValidator.evWrongInputList, |
| 3359 | TosaErrorValidator.evWrongOutputList, |
| 3360 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3361 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3362 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3363 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3364 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3365 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3366 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3367 | "data_gen": { |
| 3368 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3369 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3370 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3371 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3372 | "conv2d_TEMPLATE": { |
| 3373 | "op": Op.CONV2D, |
| 3374 | "operands": (1, 2), |
| 3375 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3376 | "build_fcn": ( |
| 3377 | build_conv2d, |
| 3378 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3379 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3380 | TosaArgGen.agConv, |
| 3381 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3382 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3383 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3384 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3385 | "error_if_validators": ( |
| 3386 | TosaErrorValidator.evWrongInputType, |
| 3387 | TosaErrorValidator.evWrongOutputType, |
| 3388 | TosaErrorValidator.evWrongInputList, |
| 3389 | TosaErrorValidator.evWrongOutputList, |
| 3390 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3391 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3392 | TosaErrorValidator.evPadSmallerZero, |
| 3393 | TosaErrorValidator.evStrideSmallerOne, |
| 3394 | TosaErrorValidator.evDilationSmallerOne, |
| 3395 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3396 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3397 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 3398 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3399 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3400 | "data_gen": { |
| 3401 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3402 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3403 | "template": True, |
| 3404 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3405 | # Templated operator. Filled in by createDynamicOpLists |
| 3406 | "conv3d_TEMPLATE": { |
| 3407 | "op": Op.CONV3D, |
| 3408 | "operands": (1, 2), |
| 3409 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3410 | "build_fcn": ( |
| 3411 | build_conv3d, |
| 3412 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3413 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3414 | TosaArgGen.agConv, |
| 3415 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3416 | "qgen": TosaQuantGen.qgConv, |
| 3417 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3418 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3419 | "error_if_validators": ( |
| 3420 | TosaErrorValidator.evWrongInputType, |
| 3421 | TosaErrorValidator.evWrongOutputType, |
| 3422 | TosaErrorValidator.evWrongInputList, |
| 3423 | TosaErrorValidator.evWrongOutputList, |
| 3424 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3425 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3426 | TosaErrorValidator.evPadSmallerZero, |
| 3427 | TosaErrorValidator.evStrideSmallerOne, |
| 3428 | TosaErrorValidator.evDilationSmallerOne, |
| 3429 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3430 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3431 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 3432 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3433 | ), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 3434 | "data_gen": { |
| 3435 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3436 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3437 | "template": True, |
| 3438 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3439 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3440 | "depthwise_conv2d_TEMPLATE": { |
| 3441 | "op": Op.DEPTHWISE_CONV2D, |
| 3442 | "operands": (1, 2), |
| 3443 | "filter": [1, 1], |
| 3444 | "rank": (4, 4), |
| 3445 | "build_fcn": ( |
| 3446 | build_depthwise_conv2d, |
| 3447 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3448 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3449 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3450 | ), |
| 3451 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3452 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3453 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3454 | "error_if_validators": ( |
| 3455 | TosaErrorValidator.evWrongInputType, |
| 3456 | TosaErrorValidator.evWrongOutputType, |
| 3457 | TosaErrorValidator.evWrongInputList, |
| 3458 | TosaErrorValidator.evWrongOutputList, |
| 3459 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3460 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3461 | TosaErrorValidator.evPadSmallerZero, |
| 3462 | TosaErrorValidator.evStrideSmallerOne, |
| 3463 | TosaErrorValidator.evDilationSmallerOne, |
| 3464 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3465 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3466 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 3467 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3468 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3469 | "data_gen": { |
| 3470 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3471 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3472 | "template": True, |
| 3473 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3474 | "fully_connected": { |
| 3475 | "op": Op.FULLY_CONNECTED, |
| 3476 | "operands": (1, 2), |
| 3477 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3478 | "build_fcn": ( |
| 3479 | build_fully_connected, |
| 3480 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3481 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3482 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3483 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3484 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3485 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3486 | "error_if_validators": ( |
| 3487 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3488 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3489 | TosaErrorValidator.evWrongRank, |
| 3490 | TosaErrorValidator.evWrongInputType, |
| 3491 | TosaErrorValidator.evWrongOutputType, |
| 3492 | TosaErrorValidator.evWrongInputList, |
| 3493 | TosaErrorValidator.evWrongOutputList, |
| 3494 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3495 | "data_gen": { |
| 3496 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3497 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3498 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3499 | "matmul": { |
| 3500 | "op": Op.MATMUL, |
| 3501 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3502 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3503 | "build_fcn": ( |
| 3504 | build_matmul, |
| 3505 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3506 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3507 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3508 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3509 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3510 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3511 | "error_if_validators": ( |
| 3512 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3513 | TosaErrorValidator.evWrongRank, |
| 3514 | TosaErrorValidator.evWrongInputType, |
| 3515 | TosaErrorValidator.evWrongOutputType, |
| 3516 | TosaErrorValidator.evWrongInputList, |
| 3517 | TosaErrorValidator.evWrongOutputList, |
| 3518 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3519 | "data_gen": { |
| 3520 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3521 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3522 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3523 | "max_pool2d": { |
| 3524 | "op": Op.MAX_POOL2D, |
| 3525 | "operands": (1, 0), |
| 3526 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3527 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3528 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3529 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3530 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3531 | TosaArgGen.agPooling, |
| 3532 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3533 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3534 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3535 | "error_if_validators": ( |
| 3536 | TosaErrorValidator.evKernelSmallerOne, |
| 3537 | TosaErrorValidator.evStrideSmallerOne, |
| 3538 | TosaErrorValidator.evPadSmallerZero, |
| 3539 | TosaErrorValidator.evWrongRank, |
| 3540 | TosaErrorValidator.evWrongInputType, |
| 3541 | TosaErrorValidator.evWrongOutputType, |
| 3542 | TosaErrorValidator.evWrongInputList, |
| 3543 | TosaErrorValidator.evWrongOutputList, |
| 3544 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3545 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3546 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3547 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3548 | "data_gen": { |
| 3549 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3550 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3551 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3552 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3553 | "transpose_conv2d_TEMPLATE": { |
| 3554 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3555 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3556 | "rank": (4, 4), |
| 3557 | "build_fcn": ( |
| 3558 | build_transpose_conv2d, |
| 3559 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3560 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3561 | TosaArgGen.agTransposeConv2D, |
| 3562 | ), |
| 3563 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3564 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3565 | "invalid_test_validators": ( |
| 3566 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3567 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3568 | ), |
| 3569 | "error_if_validators": ( |
| 3570 | TosaErrorValidator.evWrongInputType, |
| 3571 | TosaErrorValidator.evWrongOutputType, |
| 3572 | TosaErrorValidator.evWrongInputList, |
| 3573 | TosaErrorValidator.evWrongOutputList, |
| 3574 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3575 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3576 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3577 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3578 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3579 | TosaErrorValidator.evConvOutputShapeMismatch, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 3580 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3581 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3582 | "data_gen": { |
| 3583 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3584 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3585 | "template": True, |
| 3586 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3587 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3588 | "clamp": { |
| 3589 | "op": Op.CLAMP, |
| 3590 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3591 | "build_fcn": ( |
| 3592 | build_clamp, |
| 3593 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3594 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3595 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3596 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3597 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3598 | "error_if_validators": ( |
| 3599 | TosaErrorValidator.evMaxSmallerMin, |
| 3600 | TosaErrorValidator.evWrongInputType, |
| 3601 | TosaErrorValidator.evWrongOutputType, |
| 3602 | TosaErrorValidator.evWrongInputList, |
| 3603 | TosaErrorValidator.evWrongOutputList, |
| 3604 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3605 | "data_gen": { |
| 3606 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3607 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3608 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3609 | "sigmoid": { |
| 3610 | "op": Op.SIGMOID, |
| 3611 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3612 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3613 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3614 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3615 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3616 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3617 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3618 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3619 | "error_if_validators": ( |
| 3620 | TosaErrorValidator.evWrongInputType, |
| 3621 | TosaErrorValidator.evWrongOutputType, |
| 3622 | TosaErrorValidator.evWrongInputList, |
| 3623 | TosaErrorValidator.evWrongOutputList, |
| 3624 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3625 | "data_gen": { |
| 3626 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3627 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3628 | }, |
| 3629 | "tanh": { |
| 3630 | "op": Op.TANH, |
| 3631 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3632 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3633 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3634 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3635 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3636 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3637 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3638 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3639 | "error_if_validators": ( |
| 3640 | TosaErrorValidator.evWrongInputType, |
| 3641 | TosaErrorValidator.evWrongOutputType, |
| 3642 | TosaErrorValidator.evWrongInputList, |
| 3643 | TosaErrorValidator.evWrongOutputList, |
| 3644 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3645 | "data_gen": { |
| 3646 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3647 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3648 | "compliance": { |
| 3649 | "abs_error_lower_bound": 0.5, |
| 3650 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3651 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3652 | "erf": { |
| 3653 | "op": Op.ERF, |
| 3654 | "operands": (1, 0), |
| 3655 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3656 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3657 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3658 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3659 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3660 | ), |
| 3661 | "types": TYPE_FP, |
| 3662 | "error_if_validators": ( |
| 3663 | TosaErrorValidator.evWrongInputType, |
| 3664 | TosaErrorValidator.evWrongOutputType, |
| 3665 | TosaErrorValidator.evWrongInputList, |
| 3666 | TosaErrorValidator.evWrongOutputList, |
| 3667 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3668 | "data_gen": { |
| 3669 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3670 | }, |
| 3671 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3672 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3673 | # Elementwise Binary Operators |
| 3674 | "add": { |
| 3675 | "op": Op.ADD, |
| 3676 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3677 | "build_fcn": ( |
| 3678 | build_binary_broadcast, |
| 3679 | TosaTensorGen.tgBroadcastFuzz, |
| 3680 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3681 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3682 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3683 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3684 | "error_if_validators": ( |
| 3685 | TosaErrorValidator.evRankMismatch, |
| 3686 | TosaErrorValidator.evWrongInputType, |
| 3687 | TosaErrorValidator.evWrongOutputType, |
| 3688 | TosaErrorValidator.evWrongInputList, |
| 3689 | TosaErrorValidator.evWrongOutputList, |
| 3690 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3691 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3692 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3693 | "data_gen": { |
| 3694 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3695 | }, |
| 3696 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3697 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3698 | "arithmetic_right_shift": { |
| 3699 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3700 | "operands": (2, 0), |
| 3701 | "build_fcn": ( |
| 3702 | build_arithmetic_right_shift, |
| 3703 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3704 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3705 | TosaArgGen.agArithmeticRightShift, |
| 3706 | ), |
| 3707 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3708 | "error_if_validators": ( |
| 3709 | TosaErrorValidator.evRankMismatch, |
| 3710 | TosaErrorValidator.evWrongInputType, |
| 3711 | TosaErrorValidator.evWrongOutputType, |
| 3712 | TosaErrorValidator.evWrongInputList, |
| 3713 | TosaErrorValidator.evWrongOutputList, |
| 3714 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3715 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3716 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3717 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3718 | "bitwise_and": { |
| 3719 | "op": Op.BITWISE_AND, |
| 3720 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3721 | "build_fcn": ( |
| 3722 | build_binary_broadcast, |
| 3723 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3724 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3725 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3726 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3727 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3728 | "error_if_validators": ( |
| 3729 | TosaErrorValidator.evRankMismatch, |
| 3730 | TosaErrorValidator.evWrongInputType, |
| 3731 | TosaErrorValidator.evWrongOutputType, |
| 3732 | TosaErrorValidator.evWrongInputList, |
| 3733 | TosaErrorValidator.evWrongOutputList, |
| 3734 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3735 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3736 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3737 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3738 | "bitwise_or": { |
| 3739 | "op": Op.BITWISE_OR, |
| 3740 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3741 | "build_fcn": ( |
| 3742 | build_binary_broadcast, |
| 3743 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3744 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3745 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3746 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3747 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3748 | "error_if_validators": ( |
| 3749 | TosaErrorValidator.evRankMismatch, |
| 3750 | TosaErrorValidator.evWrongInputType, |
| 3751 | TosaErrorValidator.evWrongOutputType, |
| 3752 | TosaErrorValidator.evWrongInputList, |
| 3753 | TosaErrorValidator.evWrongOutputList, |
| 3754 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3755 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3756 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3757 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3758 | "bitwise_xor": { |
| 3759 | "op": Op.BITWISE_XOR, |
| 3760 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3761 | "build_fcn": ( |
| 3762 | build_binary_broadcast, |
| 3763 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3764 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3765 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3766 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3767 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3768 | "error_if_validators": ( |
| 3769 | TosaErrorValidator.evRankMismatch, |
| 3770 | TosaErrorValidator.evWrongInputType, |
| 3771 | TosaErrorValidator.evWrongOutputType, |
| 3772 | TosaErrorValidator.evWrongInputList, |
| 3773 | TosaErrorValidator.evWrongOutputList, |
| 3774 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3775 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3776 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3777 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3778 | "intdiv": { |
| 3779 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3780 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3781 | "build_fcn": ( |
| 3782 | build_binary_broadcast, |
| 3783 | TosaTensorGen.tgBroadcastFuzz, |
| 3784 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3785 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3786 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3787 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3788 | "error_if_validators": ( |
| 3789 | TosaErrorValidator.evRankMismatch, |
| 3790 | TosaErrorValidator.evWrongInputType, |
| 3791 | TosaErrorValidator.evWrongOutputType, |
| 3792 | TosaErrorValidator.evWrongInputList, |
| 3793 | TosaErrorValidator.evWrongOutputList, |
| 3794 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3795 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3796 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3797 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3798 | "logical_and": { |
| 3799 | "op": Op.LOGICAL_AND, |
| 3800 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3801 | "build_fcn": ( |
| 3802 | build_binary_broadcast, |
| 3803 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3804 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3805 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3806 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3807 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3808 | "error_if_validators": ( |
| 3809 | TosaErrorValidator.evRankMismatch, |
| 3810 | TosaErrorValidator.evWrongInputType, |
| 3811 | TosaErrorValidator.evWrongOutputType, |
| 3812 | TosaErrorValidator.evWrongInputList, |
| 3813 | TosaErrorValidator.evWrongOutputList, |
| 3814 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3815 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3816 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3817 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3818 | "logical_left_shift": { |
| 3819 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3820 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3821 | "build_fcn": ( |
| 3822 | build_binary_broadcast, |
| 3823 | TosaTensorGen.tgBroadcastFuzz, |
| 3824 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3825 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3826 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3827 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3828 | "error_if_validators": ( |
| 3829 | TosaErrorValidator.evRankMismatch, |
| 3830 | TosaErrorValidator.evWrongInputType, |
| 3831 | TosaErrorValidator.evWrongOutputType, |
| 3832 | TosaErrorValidator.evWrongInputList, |
| 3833 | TosaErrorValidator.evWrongOutputList, |
| 3834 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3835 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3836 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3837 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3838 | "logical_right_shift": { |
| 3839 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3840 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3841 | "build_fcn": ( |
| 3842 | build_binary_broadcast, |
| 3843 | TosaTensorGen.tgBroadcastFuzz, |
| 3844 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3845 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3846 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3847 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3848 | "error_if_validators": ( |
| 3849 | TosaErrorValidator.evRankMismatch, |
| 3850 | TosaErrorValidator.evWrongInputType, |
| 3851 | TosaErrorValidator.evWrongOutputType, |
| 3852 | TosaErrorValidator.evWrongInputList, |
| 3853 | TosaErrorValidator.evWrongOutputList, |
| 3854 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3855 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3856 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3857 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3858 | "logical_or": { |
| 3859 | "op": Op.LOGICAL_OR, |
| 3860 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3861 | "build_fcn": ( |
| 3862 | build_binary_broadcast, |
| 3863 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3864 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3865 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3866 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3867 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3868 | "error_if_validators": ( |
| 3869 | TosaErrorValidator.evRankMismatch, |
| 3870 | TosaErrorValidator.evWrongInputType, |
| 3871 | TosaErrorValidator.evWrongOutputType, |
| 3872 | TosaErrorValidator.evWrongInputList, |
| 3873 | TosaErrorValidator.evWrongOutputList, |
| 3874 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3875 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3876 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3877 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3878 | "logical_xor": { |
| 3879 | "op": Op.LOGICAL_XOR, |
| 3880 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3881 | "build_fcn": ( |
| 3882 | build_binary_broadcast, |
| 3883 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3884 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3885 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3886 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3887 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3888 | "error_if_validators": ( |
| 3889 | TosaErrorValidator.evRankMismatch, |
| 3890 | TosaErrorValidator.evWrongInputType, |
| 3891 | TosaErrorValidator.evWrongOutputType, |
| 3892 | TosaErrorValidator.evWrongInputList, |
| 3893 | TosaErrorValidator.evWrongOutputList, |
| 3894 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3895 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3896 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3897 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3898 | "maximum": { |
| 3899 | "op": Op.MAXIMUM, |
| 3900 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3901 | "build_fcn": ( |
| 3902 | build_binary_broadcast, |
| 3903 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3904 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3905 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3906 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3907 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3908 | "error_if_validators": ( |
| 3909 | TosaErrorValidator.evRankMismatch, |
| 3910 | TosaErrorValidator.evWrongInputType, |
| 3911 | TosaErrorValidator.evWrongOutputType, |
| 3912 | TosaErrorValidator.evWrongInputList, |
| 3913 | TosaErrorValidator.evWrongOutputList, |
| 3914 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3915 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3916 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3917 | "data_gen": { |
| 3918 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 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 | "minimum": { |
| 3922 | "op": Op.MINIMUM, |
| 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 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3940 | "data_gen": { |
| 3941 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3942 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3943 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3944 | "mul": { |
| 3945 | "op": Op.MUL, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3946 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3947 | "build_fcn": ( |
| 3948 | build_mul, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3949 | TosaTensorGen.tgMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3950 | TosaTensorValuesGen.tvgMul, |
| 3951 | TosaArgGen.agMul, |
| 3952 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3953 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3954 | "error_if_validators": ( |
| 3955 | TosaErrorValidator.evWrongInputType, |
| 3956 | TosaErrorValidator.evWrongOutputType, |
| 3957 | TosaErrorValidator.evWrongInputList, |
| 3958 | TosaErrorValidator.evWrongOutputList, |
| 3959 | TosaErrorValidator.evRankMismatch, |
| 3960 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3961 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3962 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3963 | "data_gen": { |
| 3964 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3965 | }, |
| 3966 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3967 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3968 | "pow": { |
| 3969 | "op": Op.POW, |
| 3970 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3971 | "build_fcn": ( |
| 3972 | build_binary_broadcast, |
| 3973 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3974 | TosaTensorValuesGen.tvgPow, |
| 3975 | TosaArgGen.agPow, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3976 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3977 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3978 | "error_if_validators": ( |
| 3979 | TosaErrorValidator.evRankMismatch, |
| 3980 | TosaErrorValidator.evWrongInputType, |
| 3981 | TosaErrorValidator.evWrongOutputType, |
| 3982 | TosaErrorValidator.evWrongInputList, |
| 3983 | TosaErrorValidator.evWrongOutputList, |
| 3984 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3985 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3986 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 3987 | "data_gen": { |
| 3988 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3989 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3990 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3991 | "sub": { |
| 3992 | "op": Op.SUB, |
| 3993 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3994 | "build_fcn": ( |
| 3995 | build_binary_broadcast, |
| 3996 | TosaTensorGen.tgBroadcastFuzz, |
| 3997 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3998 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3999 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4000 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4001 | "error_if_validators": ( |
| 4002 | TosaErrorValidator.evRankMismatch, |
| 4003 | TosaErrorValidator.evWrongInputType, |
| 4004 | TosaErrorValidator.evWrongOutputType, |
| 4005 | TosaErrorValidator.evWrongInputList, |
| 4006 | TosaErrorValidator.evWrongOutputList, |
| 4007 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4008 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4009 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4010 | "data_gen": { |
| 4011 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4012 | }, |
| 4013 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4014 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4015 | "table": { |
| 4016 | "op": Op.TABLE, |
| 4017 | # Use the automatic generation functions to create the input array |
| 4018 | # but create the table tensor in the build function, as it may be |
| 4019 | # a different type from the input |
| 4020 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4021 | "build_fcn": ( |
| 4022 | build_table, |
| 4023 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 4024 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4025 | TosaArgGen.agTable, |
| 4026 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4027 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4028 | "error_if_validators": ( |
| 4029 | TosaErrorValidator.evWrongInputType, |
| 4030 | TosaErrorValidator.evWrongOutputType, |
| 4031 | TosaErrorValidator.evWrongInputList, |
| 4032 | TosaErrorValidator.evWrongOutputList, |
| 4033 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4034 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4035 | # Elementwise Unary operators |
| 4036 | "abs": { |
| 4037 | "op": Op.ABS, |
| 4038 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4039 | "build_fcn": ( |
| 4040 | build_unary, |
| 4041 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4042 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4043 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4044 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4045 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4046 | "error_if_validators": ( |
| 4047 | TosaErrorValidator.evWrongInputType, |
| 4048 | TosaErrorValidator.evWrongOutputType, |
| 4049 | TosaErrorValidator.evWrongInputList, |
| 4050 | TosaErrorValidator.evWrongOutputList, |
| 4051 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4052 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4053 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4054 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4055 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4056 | "bitwise_not": { |
| 4057 | "op": Op.BITWISE_NOT, |
| 4058 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4059 | "build_fcn": ( |
| 4060 | build_unary, |
| 4061 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4062 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4063 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4064 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4065 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4066 | "error_if_validators": ( |
| 4067 | TosaErrorValidator.evWrongInputType, |
| 4068 | TosaErrorValidator.evWrongOutputType, |
| 4069 | TosaErrorValidator.evWrongInputList, |
| 4070 | TosaErrorValidator.evWrongOutputList, |
| 4071 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4072 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4073 | "ceil": { |
| 4074 | "op": Op.CEIL, |
| 4075 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4076 | "build_fcn": ( |
| 4077 | build_unary, |
| 4078 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4079 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4080 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4081 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4082 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4083 | "error_if_validators": ( |
| 4084 | TosaErrorValidator.evWrongInputType, |
| 4085 | TosaErrorValidator.evWrongOutputType, |
| 4086 | TosaErrorValidator.evWrongInputList, |
| 4087 | TosaErrorValidator.evWrongOutputList, |
| 4088 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4089 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4090 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4091 | }, |
| 4092 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4093 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4094 | "clz": { |
| 4095 | "op": Op.CLZ, |
| 4096 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4097 | "build_fcn": ( |
| 4098 | build_unary, |
| 4099 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4100 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4101 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4102 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4103 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4104 | "error_if_validators": ( |
| 4105 | TosaErrorValidator.evWrongInputType, |
| 4106 | TosaErrorValidator.evWrongOutputType, |
| 4107 | TosaErrorValidator.evWrongInputList, |
| 4108 | TosaErrorValidator.evWrongOutputList, |
| 4109 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4110 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4111 | "cos": { |
| 4112 | "op": Op.COS, |
| 4113 | "operands": (1, 0), |
| 4114 | "build_fcn": ( |
| 4115 | build_unary, |
| 4116 | TosaTensorGen.tgBasic, |
| 4117 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4118 | TosaArgGen.agNone, |
| 4119 | ), |
| 4120 | "types": TYPE_FP, |
| 4121 | "error_if_validators": ( |
| 4122 | TosaErrorValidator.evWrongInputType, |
| 4123 | TosaErrorValidator.evWrongOutputType, |
| 4124 | TosaErrorValidator.evWrongInputList, |
| 4125 | TosaErrorValidator.evWrongOutputList, |
| 4126 | ), |
| 4127 | "data_gen": { |
| 4128 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4129 | }, |
| 4130 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4131 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4132 | "exp": { |
| 4133 | "op": Op.EXP, |
| 4134 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4135 | "build_fcn": ( |
| 4136 | build_unary, |
| 4137 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4138 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4139 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4140 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4141 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4142 | "error_if_validators": ( |
| 4143 | TosaErrorValidator.evWrongInputType, |
| 4144 | TosaErrorValidator.evWrongOutputType, |
| 4145 | TosaErrorValidator.evWrongInputList, |
| 4146 | TosaErrorValidator.evWrongOutputList, |
| 4147 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4148 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4149 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4150 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4151 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4152 | "floor": { |
| 4153 | "op": Op.FLOOR, |
| 4154 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4155 | "build_fcn": ( |
| 4156 | build_unary, |
| 4157 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4158 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4159 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4160 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4161 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4162 | "error_if_validators": ( |
| 4163 | TosaErrorValidator.evWrongInputType, |
| 4164 | TosaErrorValidator.evWrongOutputType, |
| 4165 | TosaErrorValidator.evWrongInputList, |
| 4166 | TosaErrorValidator.evWrongOutputList, |
| 4167 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4168 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4169 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4170 | }, |
| 4171 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4172 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4173 | "log": { |
| 4174 | "op": Op.LOG, |
| 4175 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4176 | "build_fcn": ( |
| 4177 | build_unary, |
| 4178 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4179 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4180 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4181 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4182 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4183 | "error_if_validators": ( |
| 4184 | TosaErrorValidator.evWrongInputType, |
| 4185 | TosaErrorValidator.evWrongOutputType, |
| 4186 | TosaErrorValidator.evWrongInputList, |
| 4187 | TosaErrorValidator.evWrongOutputList, |
| 4188 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4189 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4190 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4191 | }, |
| 4192 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4193 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4194 | "logical_not": { |
| 4195 | "op": Op.LOGICAL_NOT, |
| 4196 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4197 | "build_fcn": ( |
| 4198 | build_unary, |
| 4199 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4200 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4201 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4202 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4203 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4204 | "error_if_validators": ( |
| 4205 | TosaErrorValidator.evWrongInputType, |
| 4206 | TosaErrorValidator.evWrongOutputType, |
| 4207 | TosaErrorValidator.evWrongInputList, |
| 4208 | TosaErrorValidator.evWrongOutputList, |
| 4209 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4210 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4211 | "negate": { |
| 4212 | "op": Op.NEGATE, |
| 4213 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4214 | "build_fcn": ( |
| 4215 | build_unary, |
| 4216 | TosaTensorGen.tgBasic, |
| 4217 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4218 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4219 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4220 | "qgen": TosaQuantGen.qgUnary, |
| 4221 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4222 | "error_if_validators": ( |
| 4223 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4224 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4225 | TosaErrorValidator.evWrongInputType, |
| 4226 | TosaErrorValidator.evWrongOutputType, |
| 4227 | TosaErrorValidator.evWrongInputList, |
| 4228 | TosaErrorValidator.evWrongOutputList, |
| 4229 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4230 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4231 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4232 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4233 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4234 | "reciprocal": { |
| 4235 | "op": Op.RECIPROCAL, |
| 4236 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4237 | "build_fcn": ( |
| 4238 | build_unary, |
| 4239 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4240 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4241 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4242 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4243 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4244 | "error_if_validators": ( |
| 4245 | TosaErrorValidator.evWrongInputType, |
| 4246 | TosaErrorValidator.evWrongOutputType, |
| 4247 | TosaErrorValidator.evWrongInputList, |
| 4248 | TosaErrorValidator.evWrongOutputList, |
| 4249 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4250 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4251 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4252 | }, |
| 4253 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4254 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4255 | "rsqrt": { |
| 4256 | "op": Op.RSQRT, |
| 4257 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4258 | "build_fcn": ( |
| 4259 | build_unary, |
| 4260 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4261 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4262 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4263 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4264 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4265 | "error_if_validators": ( |
| 4266 | TosaErrorValidator.evWrongInputType, |
| 4267 | TosaErrorValidator.evWrongOutputType, |
| 4268 | TosaErrorValidator.evWrongInputList, |
| 4269 | TosaErrorValidator.evWrongOutputList, |
| 4270 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4271 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4272 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4273 | }, |
| 4274 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4275 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4276 | "sin": { |
| 4277 | "op": Op.SIN, |
| 4278 | "operands": (1, 0), |
| 4279 | "build_fcn": ( |
| 4280 | build_unary, |
| 4281 | TosaTensorGen.tgBasic, |
| 4282 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4283 | TosaArgGen.agNone, |
| 4284 | ), |
| 4285 | "types": TYPE_FP, |
| 4286 | "error_if_validators": ( |
| 4287 | TosaErrorValidator.evWrongInputType, |
| 4288 | TosaErrorValidator.evWrongOutputType, |
| 4289 | TosaErrorValidator.evWrongInputList, |
| 4290 | TosaErrorValidator.evWrongOutputList, |
| 4291 | ), |
| 4292 | "data_gen": { |
| 4293 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4294 | }, |
| 4295 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4296 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4297 | # Elementwise Ternary operators |
| 4298 | "select": { |
| 4299 | "op": Op.SELECT, |
| 4300 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4301 | "build_fcn": ( |
| 4302 | build_select, |
| 4303 | TosaTensorGen.tgBroadcastFuzz, |
| 4304 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4305 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4306 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4307 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4308 | "error_if_validators": ( |
| 4309 | TosaErrorValidator.evRankMismatch, |
| 4310 | TosaErrorValidator.evWrongInputType, |
| 4311 | TosaErrorValidator.evWrongOutputType, |
| 4312 | TosaErrorValidator.evWrongInputList, |
| 4313 | TosaErrorValidator.evWrongOutputList, |
| 4314 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4315 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4316 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4317 | "data_gen": { |
| 4318 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4319 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4320 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4321 | # Comparison operators |
| 4322 | "equal": { |
| 4323 | "op": Op.EQUAL, |
| 4324 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4325 | "build_fcn": ( |
| 4326 | build_comparison, |
| 4327 | TosaTensorGen.tgBroadcastFuzz, |
| 4328 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4329 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4330 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4331 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4332 | "error_if_validators": ( |
| 4333 | TosaErrorValidator.evRankMismatch, |
| 4334 | TosaErrorValidator.evWrongInputType, |
| 4335 | TosaErrorValidator.evWrongOutputType, |
| 4336 | TosaErrorValidator.evWrongInputList, |
| 4337 | TosaErrorValidator.evWrongOutputList, |
| 4338 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4339 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4340 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4341 | "data_gen": { |
| 4342 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4343 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4344 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4345 | "greater_equal": { |
| 4346 | "op": Op.GREATER_EQUAL, |
| 4347 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4348 | "build_fcn": ( |
| 4349 | build_comparison, |
| 4350 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4351 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4352 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4353 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4354 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4355 | "error_if_validators": ( |
| 4356 | TosaErrorValidator.evRankMismatch, |
| 4357 | TosaErrorValidator.evWrongInputType, |
| 4358 | TosaErrorValidator.evWrongOutputType, |
| 4359 | TosaErrorValidator.evWrongInputList, |
| 4360 | TosaErrorValidator.evWrongOutputList, |
| 4361 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4362 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4363 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4364 | "data_gen": { |
| 4365 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4366 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4367 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4368 | "greater": { |
| 4369 | "op": Op.GREATER, |
| 4370 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4371 | "build_fcn": ( |
| 4372 | build_comparison, |
| 4373 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4374 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4375 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4376 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4377 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4378 | "error_if_validators": ( |
| 4379 | TosaErrorValidator.evRankMismatch, |
| 4380 | TosaErrorValidator.evWrongInputType, |
| 4381 | TosaErrorValidator.evWrongOutputType, |
| 4382 | TosaErrorValidator.evWrongInputList, |
| 4383 | TosaErrorValidator.evWrongOutputList, |
| 4384 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4385 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4386 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4387 | "data_gen": { |
| 4388 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4389 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4390 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4391 | # Reduction operators |
| 4392 | "reduce_all": { |
| 4393 | "op": Op.REDUCE_ALL, |
| 4394 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4395 | "build_fcn": ( |
| 4396 | build_reduce, |
| 4397 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4398 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4399 | TosaArgGen.agAxis, |
| 4400 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4401 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4402 | "error_if_validators": ( |
| 4403 | TosaErrorValidator.evAxisLargerRank, |
| 4404 | TosaErrorValidator.evAxisSmallerZero, |
| 4405 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4406 | TosaErrorValidator.evWrongInputType, |
| 4407 | TosaErrorValidator.evWrongOutputType, |
| 4408 | TosaErrorValidator.evWrongRank, |
| 4409 | TosaErrorValidator.evWrongInputList, |
| 4410 | TosaErrorValidator.evWrongOutputList, |
| 4411 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4412 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4413 | "reduce_any": { |
| 4414 | "op": Op.REDUCE_ANY, |
| 4415 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4416 | "build_fcn": ( |
| 4417 | build_reduce, |
| 4418 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4419 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4420 | TosaArgGen.agAxis, |
| 4421 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4422 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4423 | "error_if_validators": ( |
| 4424 | TosaErrorValidator.evAxisLargerRank, |
| 4425 | TosaErrorValidator.evAxisSmallerZero, |
| 4426 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4427 | TosaErrorValidator.evWrongInputType, |
| 4428 | TosaErrorValidator.evWrongOutputType, |
| 4429 | TosaErrorValidator.evWrongRank, |
| 4430 | TosaErrorValidator.evWrongInputList, |
| 4431 | TosaErrorValidator.evWrongOutputList, |
| 4432 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4433 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4434 | "reduce_max": { |
| 4435 | "op": Op.REDUCE_MAX, |
| 4436 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4437 | "build_fcn": ( |
| 4438 | build_reduce, |
| 4439 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4440 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4441 | TosaArgGen.agAxis, |
| 4442 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4443 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4444 | "error_if_validators": ( |
| 4445 | TosaErrorValidator.evAxisLargerRank, |
| 4446 | TosaErrorValidator.evAxisSmallerZero, |
| 4447 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4448 | TosaErrorValidator.evWrongInputType, |
| 4449 | TosaErrorValidator.evWrongOutputType, |
| 4450 | TosaErrorValidator.evWrongRank, |
| 4451 | TosaErrorValidator.evWrongInputList, |
| 4452 | TosaErrorValidator.evWrongOutputList, |
| 4453 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4454 | "data_gen": { |
| 4455 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4456 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4457 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4458 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4459 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4460 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4461 | "build_fcn": ( |
| 4462 | build_reduce, |
| 4463 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4464 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4465 | TosaArgGen.agAxis, |
| 4466 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4467 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4468 | "error_if_validators": ( |
| 4469 | TosaErrorValidator.evAxisLargerRank, |
| 4470 | TosaErrorValidator.evAxisSmallerZero, |
| 4471 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4472 | TosaErrorValidator.evWrongInputType, |
| 4473 | TosaErrorValidator.evWrongOutputType, |
| 4474 | TosaErrorValidator.evWrongRank, |
| 4475 | TosaErrorValidator.evWrongInputList, |
| 4476 | TosaErrorValidator.evWrongOutputList, |
| 4477 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4478 | "data_gen": { |
| 4479 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4480 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4481 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4482 | "reduce_product": { |
| 4483 | "op": Op.REDUCE_PRODUCT, |
| 4484 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4485 | "build_fcn": ( |
| 4486 | build_reduce, |
| 4487 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4488 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4489 | TosaArgGen.agAxis, |
| 4490 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4491 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4492 | "error_if_validators": ( |
| 4493 | TosaErrorValidator.evAxisLargerRank, |
| 4494 | TosaErrorValidator.evAxisSmallerZero, |
| 4495 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4496 | TosaErrorValidator.evWrongInputType, |
| 4497 | TosaErrorValidator.evWrongOutputType, |
| 4498 | TosaErrorValidator.evWrongRank, |
| 4499 | TosaErrorValidator.evWrongInputList, |
| 4500 | TosaErrorValidator.evWrongOutputList, |
| 4501 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4502 | "data_gen": { |
| 4503 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4504 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4505 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4506 | "reduce_sum": { |
| 4507 | "op": Op.REDUCE_SUM, |
| 4508 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4509 | "build_fcn": ( |
| 4510 | build_reduce, |
| 4511 | TosaTensorGen.tgBasic, |
| 4512 | TosaTensorValuesGen.tvgReduceSum, |
| 4513 | TosaArgGen.agAxis, |
| 4514 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4515 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4516 | "error_if_validators": ( |
| 4517 | TosaErrorValidator.evAxisLargerRank, |
| 4518 | TosaErrorValidator.evAxisSmallerZero, |
| 4519 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4520 | TosaErrorValidator.evWrongInputType, |
| 4521 | TosaErrorValidator.evWrongOutputType, |
| 4522 | TosaErrorValidator.evWrongRank, |
| 4523 | TosaErrorValidator.evWrongInputList, |
| 4524 | TosaErrorValidator.evWrongOutputList, |
| 4525 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4526 | "data_gen": { |
| 4527 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4528 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4529 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4530 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4531 | "concat": { |
| 4532 | "op": Op.CONCAT, |
| 4533 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4534 | "build_fcn": ( |
| 4535 | build_concat, |
| 4536 | TosaTensorGen.tgConcat, |
| 4537 | TosaTensorValuesGen.tvgConcat, |
| 4538 | TosaArgGen.agAxis, |
| 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.evAxisLargerRank, |
| 4543 | TosaErrorValidator.evAxisSmallerZero, |
| 4544 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4545 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4546 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4547 | TosaErrorValidator.evWrongInputType, |
| 4548 | TosaErrorValidator.evWrongOutputType, |
| 4549 | TosaErrorValidator.evWrongOutputList, |
| 4550 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4551 | "data_gen": { |
| 4552 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4553 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4554 | }, |
| 4555 | "pad": { |
| 4556 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4557 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4558 | "build_fcn": ( |
| 4559 | build_pad, |
| 4560 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4561 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4562 | TosaArgGen.agPad, |
| 4563 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4564 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4565 | "error_if_validators": ( |
| 4566 | TosaErrorValidator.evWrongInputType, |
| 4567 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4568 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4569 | TosaErrorValidator.evWrongOutputType, |
| 4570 | TosaErrorValidator.evWrongInputList, |
| 4571 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4572 | TosaErrorValidator.evRankMismatch, |
| 4573 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4574 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4575 | "data_gen": { |
| 4576 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4577 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4578 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4579 | "dim": { |
| 4580 | "op": Op.DIM, |
| 4581 | "operands": (1, 0), |
| 4582 | "build_fcn": ( |
| 4583 | build_dim, |
| 4584 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4585 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4586 | TosaArgGen.agAxis, |
| 4587 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4588 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4589 | "error_if_validators": ( |
| 4590 | TosaErrorValidator.evAxisLargerRank, |
| 4591 | TosaErrorValidator.evAxisSmallerZero, |
| 4592 | TosaErrorValidator.evWrongInputType, |
| 4593 | TosaErrorValidator.evWrongInputList, |
| 4594 | TosaErrorValidator.evWrongOutputList, |
| 4595 | TosaErrorValidator.evWrongRank, |
| 4596 | ), |
| 4597 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4598 | "reshape": { |
| 4599 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4600 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4601 | "build_fcn": ( |
| 4602 | build_reshape, |
| 4603 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4604 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4605 | TosaArgGen.agReshape, |
| 4606 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4607 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4608 | "error_if_validators": ( |
| 4609 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4610 | TosaErrorValidator.evWrongInputType, |
| 4611 | TosaErrorValidator.evWrongOutputType, |
| 4612 | TosaErrorValidator.evWrongInputList, |
| 4613 | TosaErrorValidator.evWrongOutputList, |
| 4614 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4615 | "data_gen": { |
| 4616 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4617 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4618 | }, |
| 4619 | "reverse": { |
| 4620 | "op": Op.REVERSE, |
| 4621 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4622 | "build_fcn": ( |
| 4623 | build_reverse, |
| 4624 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4625 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4626 | TosaArgGen.agAxis, |
| 4627 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4628 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4629 | "error_if_validators": ( |
| 4630 | TosaErrorValidator.evAxisSmallerZero, |
| 4631 | TosaErrorValidator.evAxisLargerRank, |
| 4632 | TosaErrorValidator.evWrongInputType, |
| 4633 | TosaErrorValidator.evWrongOutputType, |
| 4634 | TosaErrorValidator.evWrongInputList, |
| 4635 | TosaErrorValidator.evWrongOutputList, |
| 4636 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4637 | "data_gen": { |
| 4638 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4639 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4640 | }, |
| 4641 | "slice": { |
| 4642 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4643 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4644 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4645 | "build_fcn": ( |
| 4646 | build_slice, |
| 4647 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4648 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4649 | TosaArgGen.agSlice, |
| 4650 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4651 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4652 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4653 | # TODO Turn off these error categories for now as the reference |
| 4654 | # model cannot allocate memory space for empty tensor. We probably |
| 4655 | # can report an accurate error messege at the right place during |
| 4656 | # exeuction. |
| 4657 | # TosaErrorValidator.evStartSmallerZero, |
| 4658 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4659 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4660 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4661 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4662 | TosaErrorValidator.evWrongRank, |
| 4663 | TosaErrorValidator.evWrongInputType, |
| 4664 | TosaErrorValidator.evWrongOutputType, |
| 4665 | TosaErrorValidator.evWrongInputList, |
| 4666 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4667 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4668 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 4669 | "data_gen": { |
| 4670 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4671 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4672 | }, |
| 4673 | "tile": { |
| 4674 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4675 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4676 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4677 | "build_fcn": ( |
| 4678 | build_tile, |
| 4679 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4680 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4681 | TosaArgGen.agTile, |
| 4682 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4683 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4684 | "error_if_validators": ( |
| 4685 | TosaErrorValidator.evWrongInputType, |
| 4686 | TosaErrorValidator.evWrongOutputType, |
| 4687 | TosaErrorValidator.evWrongInputList, |
| 4688 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4689 | TosaErrorValidator.evRankMismatch, |
| 4690 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4691 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4692 | "data_gen": { |
| 4693 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4694 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4695 | }, |
| 4696 | "transpose": { |
| 4697 | "op": Op.TRANSPOSE, |
| 4698 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4699 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4700 | "build_fcn": ( |
| 4701 | build_transpose, |
| 4702 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4703 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4704 | TosaArgGen.agTranspose, |
| 4705 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4706 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4707 | "error_if_validators": ( |
| 4708 | TosaErrorValidator.evIndexOutsideBounds, |
| 4709 | TosaErrorValidator.evIndexUsedTwice, |
| 4710 | TosaErrorValidator.evWrongInputType, |
| 4711 | TosaErrorValidator.evWrongOutputType, |
| 4712 | TosaErrorValidator.evWrongInputList, |
| 4713 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4714 | TosaErrorValidator.evWrongRank, |
| 4715 | TosaErrorValidator.evRankMismatch, |
| 4716 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4717 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4718 | "data_gen": { |
| 4719 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4720 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4721 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4722 | # Data nodes |
| 4723 | "const": { |
| 4724 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4725 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4726 | "build_fcn": ( |
| 4727 | build_const, |
| 4728 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4729 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4730 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4731 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4732 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4733 | "data_gen": { |
| 4734 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4735 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4736 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4737 | "identity": { |
| 4738 | "op": Op.IDENTITY, |
| 4739 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4740 | "build_fcn": ( |
| 4741 | build_unary, |
| 4742 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4743 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4744 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4745 | ), |
evacha01 | 1adff83 | 2024-03-06 17:33:44 +0000 | [diff] [blame] | 4746 | "types": TYPE_FIB + [DType.INT4, DType.INT48], |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4747 | "data_gen": { |
| 4748 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4749 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4750 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4751 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4752 | "gather": { |
| 4753 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4754 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4755 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4756 | "build_fcn": ( |
| 4757 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4758 | TosaTensorGen.tgGather, |
| 4759 | TosaTensorValuesGen.tvgGather, |
| 4760 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4761 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4762 | "types": ( |
| 4763 | DType.INT8, |
| 4764 | DType.INT16, |
| 4765 | DType.INT32, |
| 4766 | DType.FP16, |
| 4767 | DType.BF16, |
| 4768 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4769 | DType.FP8E4M3, |
| 4770 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4771 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4772 | "error_if_validators": ( |
| 4773 | TosaErrorValidator.evWrongInputType, |
| 4774 | TosaErrorValidator.evWrongOutputType, |
| 4775 | TosaErrorValidator.evWrongInputList, |
| 4776 | TosaErrorValidator.evWrongOutputList, |
| 4777 | TosaErrorValidator.evWrongRank, |
| 4778 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4779 | "data_gen": { |
| 4780 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4781 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4782 | }, |
| 4783 | "scatter": { |
| 4784 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4785 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4786 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4787 | "build_fcn": ( |
| 4788 | build_scatter, |
| 4789 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4790 | TosaTensorValuesGen.tvgScatter, |
| 4791 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4792 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4793 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4794 | "error_if_validators": ( |
| 4795 | TosaErrorValidator.evWrongInputType, |
| 4796 | TosaErrorValidator.evWrongOutputType, |
| 4797 | TosaErrorValidator.evWrongInputList, |
| 4798 | TosaErrorValidator.evWrongOutputList, |
| 4799 | TosaErrorValidator.evWrongRank, |
| 4800 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4801 | "data_gen": { |
| 4802 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4803 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4804 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4805 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4806 | "resize": { |
| 4807 | "op": Op.RESIZE, |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 4808 | "operands": (4, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4809 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4810 | "build_fcn": ( |
| 4811 | build_resize, |
| 4812 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4813 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4814 | TosaArgGen.agResize, |
| 4815 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4816 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4817 | "invalid_test_validators": ( |
| 4818 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4819 | ), |
| 4820 | "error_if_validators": ( |
| 4821 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4822 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4823 | TosaErrorValidator.evScaleNLargerMax, |
| 4824 | TosaErrorValidator.evScaleDLargerMax, |
| 4825 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4826 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4827 | TosaErrorValidator.evBorderSmallerMin, |
| 4828 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4829 | TosaErrorValidator.evWrongInputType, |
| 4830 | TosaErrorValidator.evWrongOutputType, |
| 4831 | TosaErrorValidator.evWrongRank, |
| 4832 | TosaErrorValidator.evWrongInputList, |
| 4833 | TosaErrorValidator.evWrongOutputList, |
| 4834 | TosaErrorValidator.evBatchMismatch, |
| 4835 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4836 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4837 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4838 | ), |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4839 | "data_gen": { |
| 4840 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4841 | }, |
| 4842 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4843 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4844 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4845 | "cast": { |
| 4846 | "op": Op.CAST, |
| 4847 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4848 | "build_fcn": ( |
| 4849 | build_cast, |
| 4850 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4851 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4852 | TosaArgGen.agCast, |
| 4853 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4854 | "types": ( |
| 4855 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4856 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4857 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4858 | DType.INT8, |
| 4859 | DType.INT16, |
| 4860 | DType.INT32, |
| 4861 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4862 | DType.FP8E4M3, |
| 4863 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4864 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4865 | "error_if_validators": ( |
| 4866 | TosaErrorValidator.evWrongInputType, |
| 4867 | TosaErrorValidator.evWrongOutputType, |
| 4868 | TosaErrorValidator.evWrongInputList, |
| 4869 | TosaErrorValidator.evWrongOutputList, |
| 4870 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4871 | "data_gen": { |
| 4872 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4873 | }, |
| 4874 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4875 | }, |
| 4876 | "rescale": { |
| 4877 | "op": Op.RESCALE, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4878 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4879 | "build_fcn": ( |
| 4880 | build_rescale, |
| 4881 | TosaTensorGen.tgBasic, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4882 | TosaTensorValuesGen.tvgRescale, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4883 | TosaArgGen.agRescale, |
| 4884 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4885 | "types": [ |
| 4886 | DType.UINT8, |
| 4887 | DType.INT8, |
| 4888 | DType.INT16, |
| 4889 | DType.INT32, |
| 4890 | DType.INT48, |
| 4891 | DType.UINT16, |
| 4892 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4893 | "error_if_validators": ( |
| 4894 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4895 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4896 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4897 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4898 | TosaErrorValidator.evScaleTrue, |
| 4899 | TosaErrorValidator.evScaleNotTrue, |
| 4900 | TosaErrorValidator.evWrongInputType, |
| 4901 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4902 | TosaErrorValidator.evWrongInputList, |
| 4903 | TosaErrorValidator.evWrongOutputList, |
| 4904 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4905 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4906 | # Custom |
| 4907 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4908 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4909 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4910 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4911 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4912 | "cond_if_const": { |
| 4913 | "op": Op.COND_IF, |
| 4914 | "operands": (0, 2), |
| 4915 | "build_fcn": ( |
| 4916 | build_cond_if_const, |
| 4917 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4918 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4919 | TosaArgGen.agCondIf, |
| 4920 | ), |
| 4921 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4922 | "error_if_validators": ( |
| 4923 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4924 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4925 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4926 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4927 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4928 | }, |
| 4929 | "cond_if_binary": { |
| 4930 | "op": Op.COND_IF, |
| 4931 | "operands": (2, 0), |
| 4932 | "build_fcn": ( |
| 4933 | build_cond_if_binary, |
| 4934 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4935 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4936 | TosaArgGen.agCondIf, |
| 4937 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4938 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4939 | "error_if_validators": ( |
| 4940 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4941 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4942 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4943 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4944 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4945 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4946 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4947 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4948 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4949 | "while_loop": { |
| 4950 | "op": Op.WHILE_LOOP, |
| 4951 | "operands": (0, 1), |
| 4952 | "build_fcn": ( |
| 4953 | build_while_loop, |
| 4954 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4955 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4956 | TosaArgGen.agWhileLoop, |
| 4957 | ), |
| 4958 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4959 | "error_if_validators": ( |
| 4960 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4961 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4962 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4963 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4964 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4965 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4966 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4967 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4968 | "fft2d": { |
| 4969 | "op": Op.FFT2D, |
| 4970 | "operands": (2, 0), |
| 4971 | "rank": (3, 3), |
| 4972 | "build_fcn": ( |
| 4973 | build_fft2d, |
| 4974 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4975 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4976 | TosaArgGen.agFFT2d, |
| 4977 | ), |
| 4978 | "types": [DType.FP32], |
| 4979 | "error_if_validators": ( |
| 4980 | TosaErrorValidator.evWrongInputType, |
| 4981 | TosaErrorValidator.evWrongOutputType, |
| 4982 | TosaErrorValidator.evWrongInputList, |
| 4983 | TosaErrorValidator.evWrongOutputList, |
| 4984 | TosaErrorValidator.evWrongRank, |
| 4985 | TosaErrorValidator.evBatchMismatch, |
| 4986 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 4987 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 4988 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 4989 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4990 | "data_gen": { |
| 4991 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4992 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4993 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 4994 | "rfft2d": { |
| 4995 | "op": Op.RFFT2D, |
| 4996 | "operands": (1, 0), |
| 4997 | "rank": (3, 3), |
| 4998 | "build_fcn": ( |
| 4999 | build_rfft2d, |
| 5000 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 5001 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5002 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5003 | ), |
| 5004 | "types": [DType.FP32], |
| 5005 | "error_if_validators": ( |
| 5006 | TosaErrorValidator.evWrongInputType, |
| 5007 | TosaErrorValidator.evWrongOutputType, |
| 5008 | TosaErrorValidator.evWrongInputList, |
| 5009 | TosaErrorValidator.evWrongOutputList, |
| 5010 | TosaErrorValidator.evWrongRank, |
| 5011 | TosaErrorValidator.evBatchMismatch, |
| 5012 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5013 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5014 | ), |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 5015 | "data_gen": { |
| 5016 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 5017 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5018 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5019 | # Shape |
| 5020 | "add_shape": { |
| 5021 | "op": Op.ADD_SHAPE, |
| 5022 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5023 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5024 | "build_fcn": ( |
| 5025 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5026 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5027 | TosaTensorValuesGen.tvgAddSub, |
| 5028 | TosaArgGen.agNone, |
| 5029 | ), |
| 5030 | "types": [DType.SHAPE], |
| 5031 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5032 | }, |
| 5033 | "sub_shape": { |
| 5034 | "op": Op.SUB_SHAPE, |
| 5035 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5036 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5037 | "build_fcn": ( |
| 5038 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5039 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5040 | TosaTensorValuesGen.tvgAddSub, |
| 5041 | TosaArgGen.agNone, |
| 5042 | ), |
| 5043 | "types": [DType.SHAPE], |
| 5044 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5045 | }, |
| 5046 | "mul_shape": { |
| 5047 | "op": Op.MUL_SHAPE, |
| 5048 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5049 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5050 | "build_fcn": ( |
| 5051 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5052 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5053 | TosaTensorValuesGen.tvgMul, |
| 5054 | TosaArgGen.agNone, |
| 5055 | ), |
| 5056 | "types": [DType.SHAPE], |
| 5057 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5058 | }, |
| 5059 | "div_shape": { |
| 5060 | "op": Op.DIV_SHAPE, |
| 5061 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5062 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5063 | "build_fcn": ( |
| 5064 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5065 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5066 | TosaTensorValuesGen.tvgIntDiv, |
| 5067 | TosaArgGen.agNone, |
| 5068 | ), |
| 5069 | "types": [DType.SHAPE], |
| 5070 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5071 | }, |
| 5072 | "concat_shape": { |
| 5073 | "op": Op.CONCAT_SHAPE, |
| 5074 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5075 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5076 | "build_fcn": ( |
| 5077 | build_concat, |
| 5078 | TosaTensorGen.tgConcat, |
| 5079 | TosaTensorValuesGen.tvgConcat, |
| 5080 | TosaArgGen.agNone, |
| 5081 | ), |
| 5082 | "types": [DType.SHAPE], |
| 5083 | "error_if_validators": (), |
| 5084 | }, |
| 5085 | "const_shape": { |
| 5086 | "op": Op.CONST_SHAPE, |
| 5087 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5088 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5089 | "build_fcn": ( |
| 5090 | build_const, |
| 5091 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 5092 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5093 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5094 | ), |
| 5095 | "types": [DType.SHAPE], |
| 5096 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5097 | } |
| 5098 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5099 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5100 | class OutputShaper: |
| 5101 | # Methods in this class compute the expected output shape and datatype |
| 5102 | # for common classes of operations |
| 5103 | def __init__(self): |
| 5104 | pass |
| 5105 | |
| 5106 | # These methods return arguments that can be used for |
| 5107 | # creating a new output tensor |
| 5108 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5109 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 5110 | if error_name != ErrorIf.RankMismatch: |
| 5111 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5112 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5113 | |
| 5114 | shape = [] |
| 5115 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5116 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5117 | shape.append(b.shape[i]) |
| 5118 | else: |
| 5119 | shape.append(a.shape[i]) |
| 5120 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5121 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5122 | if error_name == ErrorIf.DimensionMismatch: |
| 5123 | shape[fuzz_idx] += 1 |
| 5124 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5125 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5126 | all_dtypes = [ |
| 5127 | DType.INT8, |
| 5128 | DType.INT16, |
| 5129 | DType.INT32, |
| 5130 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5131 | DType.FP16, |
| 5132 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5133 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5134 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5135 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5136 | outputDType = rng.choice(wrong_dtypes) |
| 5137 | else: |
| 5138 | outputDType = a.dtype |
| 5139 | |
| 5140 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5141 | |
| 5142 | @staticmethod |
| 5143 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5144 | assert len(a.shape) == len(b.shape) |
| 5145 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5146 | |
| 5147 | shape = [] |
| 5148 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5149 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5150 | shape.append(a.shape[i]) |
| 5151 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5152 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5153 | |
| 5154 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5155 | def unaryOp(ser, rng, a, error_name=None): |
| 5156 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5157 | all_dtypes = [ |
| 5158 | DType.INT8, |
| 5159 | DType.INT16, |
| 5160 | DType.INT32, |
| 5161 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5162 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5163 | DType.FP16, |
| 5164 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5165 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5166 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5167 | outputDType = rng.choice(wrong_dtypes) |
| 5168 | else: |
| 5169 | outputDType = a.dtype |
| 5170 | |
| 5171 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5172 | |
| 5173 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5174 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5175 | if error_name != ErrorIf.RankMismatch: |
| 5176 | 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] | 5177 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5178 | |
| 5179 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5180 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5181 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5182 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5183 | else: |
| 5184 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5185 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5186 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5187 | if error_name == ErrorIf.DimensionMismatch: |
| 5188 | shape[fuzz_idx] += 1 |
| 5189 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5190 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5191 | all_dtypes = [ |
| 5192 | DType.INT8, |
| 5193 | DType.INT16, |
| 5194 | DType.INT32, |
| 5195 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5196 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5197 | DType.FP16, |
| 5198 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5199 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5200 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5201 | outputDType = rng.choice(wrong_dtypes) |
| 5202 | else: |
| 5203 | outputDType = a.dtype |
| 5204 | |
| 5205 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5206 | |
| 5207 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5208 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5209 | if error_name != ErrorIf.RankMismatch: |
| 5210 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5211 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5212 | |
| 5213 | # Do broadcast |
| 5214 | shape = [] |
| 5215 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5216 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5217 | shape.append(b.shape[i]) |
| 5218 | else: |
| 5219 | shape.append(a.shape[i]) |
| 5220 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5221 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5222 | if error_name == ErrorIf.DimensionMismatch: |
| 5223 | shape[fuzz_idx] += 1 |
| 5224 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5225 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5226 | wrong_dtypes = [ |
| 5227 | DType.INT8, |
| 5228 | DType.INT16, |
| 5229 | DType.INT32, |
| 5230 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5231 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5232 | DType.FP16, |
| 5233 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5234 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5235 | outputDType = rng.choice(wrong_dtypes) |
| 5236 | else: |
| 5237 | outputDType = DType.BOOL |
| 5238 | |
| 5239 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5240 | |
| 5241 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5242 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5243 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5244 | if error_name not in [ |
| 5245 | ErrorIf.AxisSmallerZero, |
| 5246 | ErrorIf.AxisLargerRank, |
| 5247 | ErrorIf.ShapeOfAxisNotOne, |
| 5248 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5249 | shape[axis] = 1 |
| 5250 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5251 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5252 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5253 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5254 | all_dtypes = [ |
| 5255 | DType.INT8, |
| 5256 | DType.INT16, |
| 5257 | DType.INT32, |
| 5258 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5259 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5260 | DType.FP16, |
| 5261 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5262 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5263 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5264 | outputDType = rng.choice(wrong_dtypes) |
| 5265 | else: |
| 5266 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5267 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5268 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5269 | |
| 5270 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5271 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5272 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5273 | |
| 5274 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5275 | del shape[axis] |
| 5276 | |
| 5277 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5278 | remove = rng.choice([True, False]) |
| 5279 | if remove and len(shape) > 1: |
| 5280 | del shape[0] |
| 5281 | else: |
| 5282 | shape.append(1) |
| 5283 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5284 | for i in range(len(shape)): |
| 5285 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5286 | |
| 5287 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5288 | all_dtypes = [ |
| 5289 | DType.INT8, |
| 5290 | DType.INT16, |
| 5291 | DType.INT32, |
| 5292 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5293 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5294 | DType.FP16, |
| 5295 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5296 | DType.FP8E4M3, |
| 5297 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5298 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5299 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5300 | outputDType = rng.choice(wrong_dtypes) |
| 5301 | else: |
| 5302 | outputDType = DType.INT32 |
| 5303 | |
| 5304 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5305 | |
| 5306 | @staticmethod |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 5307 | def _get_conv_output_type(input_dtype): |
| 5308 | if input_dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 5309 | return input_dtype |
| 5310 | elif input_dtype in (DType.FP8E4M3, DType.FP8E5M2): |
| 5311 | return DType.FP16 |
| 5312 | elif input_dtype in (DType.INT8, DType.INT4): |
| 5313 | return DType.INT32 |
| 5314 | elif input_dtype in (DType.INT16,): |
| 5315 | return DType.INT48 |
| 5316 | assert True, f"Unsupported convolution data type {input_dtype}" |
| 5317 | |
| 5318 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5319 | def conv2dOp( |
| 5320 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5321 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5322 | |
| 5323 | # IFM: NHWC |
| 5324 | # Filter: OHWI |
| 5325 | # OFM: NHWC |
| 5326 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5327 | h = ( |
| 5328 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5329 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5330 | + padding[0] |
| 5331 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5332 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5333 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5334 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5335 | w = ( |
| 5336 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5337 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5338 | + padding[2] |
| 5339 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5340 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5341 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5342 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5343 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5344 | choices = [1, 2, 3] |
| 5345 | change = rng.choice(choices) |
| 5346 | # increment in multiples of stride to not hit non-integer error case |
| 5347 | if change in [1, 3]: |
| 5348 | h = h + (rng.choice(choices) * strides[0]) |
| 5349 | if change in [2, 3]: |
| 5350 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5351 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5352 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5353 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5354 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5355 | # Pick some potentially correct output dtype if input type is incorrect |
| 5356 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5357 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 5358 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5359 | |
| 5360 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5361 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5362 | excludes = [DType.FP16, DType.FP32] |
Jeremy Johnson | 80fd9b8 | 2024-03-12 11:46:50 +0000 | [diff] [blame] | 5363 | elif ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5364 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5365 | else: |
| 5366 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5367 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5368 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5369 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5370 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5371 | |
| 5372 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5373 | def conv3dOp( |
| 5374 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5375 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5376 | |
| 5377 | # IFM: NDHWC |
| 5378 | # Filter: ODHWI |
| 5379 | # OFM: NDHWC |
| 5380 | |
| 5381 | d = ( |
| 5382 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5383 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5384 | + padding[0] |
| 5385 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5386 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5387 | ) // strides[0] + 1 |
| 5388 | |
| 5389 | h = ( |
| 5390 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5391 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5392 | + padding[2] |
| 5393 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5394 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5395 | ) // strides[1] + 1 |
| 5396 | |
| 5397 | w = ( |
| 5398 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5399 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5400 | + padding[4] |
| 5401 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5402 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5403 | ) // strides[2] + 1 |
| 5404 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5405 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5406 | choices = [1, 2, 3, 4] |
| 5407 | change = rng.choice(choices) |
| 5408 | # increment in multiples of stride to not hit non-integer error case |
| 5409 | if change in [1, 4]: |
| 5410 | d = d + (rng.choice(choices) * strides[0]) |
| 5411 | if change in [2, 4]: |
| 5412 | h = h + (rng.choice(choices) * strides[1]) |
| 5413 | if change in [3, 4]: |
| 5414 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5415 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5416 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5417 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5418 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5419 | # Pick some potentially correct output dtype if input type is incorrect |
| 5420 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5421 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 5422 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5423 | |
| 5424 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5425 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5426 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5427 | else: |
| 5428 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5429 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5430 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5431 | |
| 5432 | return ser.addOutput(ofm_shape, out_dtype) |
| 5433 | |
| 5434 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5435 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5436 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5437 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5438 | # IFM: NHWC |
| 5439 | # Filter: HWCM |
| 5440 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5441 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5442 | h = ( |
| 5443 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5444 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5445 | + padding[0] |
| 5446 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5447 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5448 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5449 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5450 | w = ( |
| 5451 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5452 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5453 | + padding[2] |
| 5454 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5455 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5456 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5457 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5458 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5459 | choices = [1, 2, 3] |
| 5460 | change = rng.choice(choices) |
| 5461 | # increment in multiples of stride to not hit non-integer error case |
| 5462 | if change in [1, 3]: |
| 5463 | h = h + (rng.choice(choices) * strides[0]) |
| 5464 | if change in [2, 3]: |
| 5465 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5466 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5467 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5468 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5469 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5470 | # Pick some potentially correct output dtype if input type is incorrect |
| 5471 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5472 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 5473 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5474 | |
| 5475 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5476 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5477 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5478 | else: |
| 5479 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5480 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5481 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5482 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5483 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5484 | |
| 5485 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5486 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5487 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5488 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5489 | # 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] | 5490 | h = 1 |
| 5491 | w = 1 |
| 5492 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5493 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5494 | 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] | 5495 | |
| 5496 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5497 | choices = [1, 2, 3] |
| 5498 | change = rng.choice(choices) |
| 5499 | # increment in multiples of stride to not hit non-integer error case |
| 5500 | if change in [1, 3]: |
| 5501 | h = h + (rng.choice(choices) * stride[0]) |
| 5502 | if change in [2, 3]: |
| 5503 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5504 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5505 | |
| 5506 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5507 | all_dtypes = [ |
| 5508 | DType.INT8, |
| 5509 | DType.INT16, |
| 5510 | DType.INT32, |
| 5511 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5512 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5513 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5514 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5515 | DType.FP8E4M3, |
| 5516 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5517 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5518 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5519 | outputDType = rng.choice(wrong_dtypes) |
| 5520 | else: |
| 5521 | outputDType = ifm.dtype |
| 5522 | |
| 5523 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5524 | |
| 5525 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5526 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5527 | # input: N, IC |
| 5528 | # filter: OC, IC |
| 5529 | # output: N, OC |
| 5530 | |
| 5531 | output_shape = [input.shape[0], filter.shape[0]] |
| 5532 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5533 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5534 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5535 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5536 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5537 | |
| 5538 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5539 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5540 | # a: N, H, C |
| 5541 | # b: N, C, W |
| 5542 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5543 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5544 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5545 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5546 | if error_name == ErrorIf.WrongOutputType: |
| 5547 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5548 | incorrect_types = ( |
| 5549 | DType.INT4, |
| 5550 | DType.INT8, |
| 5551 | DType.INT16, |
| 5552 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5553 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5554 | DType.FP16, |
| 5555 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5556 | DType.FP8E4M3, |
| 5557 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5558 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5559 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5560 | incorrect_types = ( |
| 5561 | DType.INT4, |
| 5562 | DType.INT8, |
| 5563 | DType.INT16, |
| 5564 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5565 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5566 | DType.FP16, |
| 5567 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5568 | DType.FP8E4M3, |
| 5569 | DType.FP8E5M2, |
| 5570 | ) |
| 5571 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5572 | incorrect_types = ( |
| 5573 | DType.INT4, |
| 5574 | DType.INT8, |
| 5575 | DType.INT16, |
| 5576 | DType.INT32, |
| 5577 | DType.INT48, |
| 5578 | DType.FP32, |
| 5579 | DType.BF16, |
| 5580 | DType.FP8E4M3, |
| 5581 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5582 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5583 | elif ( |
| 5584 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5585 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5586 | incorrect_types = ( |
| 5587 | DType.INT4, |
| 5588 | DType.INT8, |
| 5589 | DType.INT16, |
| 5590 | DType.INT32, |
| 5591 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5592 | DType.FP8E4M3, |
| 5593 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5594 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5595 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5596 | elif error_name == ErrorIf.WrongInputType: |
| 5597 | # Pick some potentially correct output dtype if input type is incorrect |
| 5598 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5599 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5600 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5601 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5602 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5603 | |
| 5604 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5605 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5606 | input1 = inputs[0] |
| 5607 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5608 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5609 | # 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] | 5610 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5611 | if not ( |
| 5612 | # unable to concat tensors of different ranks |
| 5613 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5614 | # unable to concat tensors along an invalid axis |
| 5615 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5616 | ): |
| 5617 | for tensor in remaining_inputs: |
| 5618 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5619 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5620 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5621 | output_shape[axis] += rng.integers(5, 10) |
| 5622 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5623 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5624 | all_dtypes = { |
| 5625 | DType.INT8, |
| 5626 | DType.INT16, |
| 5627 | DType.INT32, |
| 5628 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5629 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5630 | DType.FP16, |
| 5631 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5632 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5633 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5634 | outputDType = rng.choice(wrong_dtypes) |
| 5635 | else: |
| 5636 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5637 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5638 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5639 | |
| 5640 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5641 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5642 | |
| 5643 | output_shape = a.shape.copy() |
| 5644 | |
| 5645 | for i in range(len(output_shape)): |
| 5646 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5647 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5648 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5649 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5650 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5651 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5652 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5653 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5654 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5655 | all_dtypes = [ |
| 5656 | DType.INT8, |
| 5657 | DType.INT16, |
| 5658 | DType.INT32, |
| 5659 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5660 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5661 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5662 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5663 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5664 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5665 | outputDType = rng.choice(wrong_dtypes) |
| 5666 | else: |
| 5667 | outputDType = a.dtype |
| 5668 | |
| 5669 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5670 | |
| 5671 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5672 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5673 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5674 | |
| 5675 | if error_name == ErrorIf.WrongOutputType: |
| 5676 | all_dtypes = [ |
| 5677 | DType.INT8, |
| 5678 | DType.INT16, |
| 5679 | DType.INT32, |
| 5680 | DType.INT48, |
| 5681 | DType.FP32, |
| 5682 | DType.FP16, |
| 5683 | DType.BF16, |
| 5684 | ] |
| 5685 | wrong_dtypes = list(set(all_dtypes)) |
| 5686 | outputDType = rng.choice(wrong_dtypes) |
| 5687 | else: |
| 5688 | outputDType = DType.SHAPE |
| 5689 | |
| 5690 | return ser.addOutput(output_shape, outputDType) |
| 5691 | |
| 5692 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5693 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5694 | output_shape = shape.copy() |
| 5695 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5696 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5697 | for i in range(len(output_shape)): |
| 5698 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5699 | |
| 5700 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5701 | all_dtypes = [ |
| 5702 | DType.INT8, |
| 5703 | DType.INT16, |
| 5704 | DType.INT32, |
| 5705 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5706 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5707 | DType.FP16, |
| 5708 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5709 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5710 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5711 | outputDType = rng.choice(wrong_dtypes) |
| 5712 | else: |
| 5713 | outputDType = a.dtype |
| 5714 | |
| 5715 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5716 | |
| 5717 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5718 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5719 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5720 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5721 | all_dtypes = [ |
| 5722 | DType.INT8, |
| 5723 | DType.INT16, |
| 5724 | DType.INT32, |
| 5725 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5726 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5727 | DType.FP16, |
| 5728 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5729 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5730 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5731 | outputDType = rng.choice(wrong_dtypes) |
| 5732 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5733 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5734 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5735 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5736 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5737 | for index in range(len(output_shape)): |
| 5738 | if output_shape[index] <= 2: |
| 5739 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5740 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5741 | output_shape[index] = output_shape[index] + rng.choice( |
| 5742 | [-2, -1, 1, 2] |
| 5743 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5744 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5745 | output_shape = input.shape.copy() |
| 5746 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5747 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5748 | |
| 5749 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5750 | |
| 5751 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5752 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5753 | |
| 5754 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5755 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5756 | |
| 5757 | for i in range(len(output_shape)): |
| 5758 | output_shape[i] = a.shape[i] * multiples[i] |
| 5759 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5760 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5761 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5762 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5763 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5764 | all_dtypes = [ |
| 5765 | DType.INT8, |
| 5766 | DType.INT16, |
| 5767 | DType.INT32, |
| 5768 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5769 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5770 | DType.FP16, |
| 5771 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5772 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5773 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5774 | outputDType = rng.choice(wrong_dtypes) |
| 5775 | else: |
| 5776 | outputDType = a.dtype |
| 5777 | |
| 5778 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5779 | |
| 5780 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5781 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5782 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5783 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5784 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5785 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5786 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5787 | for i in range(len(output_shape)): |
| 5788 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5789 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5790 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5791 | for i in range(len(output_shape)): |
| 5792 | output_shape[i] += rng.integers(1, 10) |
| 5793 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5794 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5795 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5796 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5797 | all_dtypes = [ |
| 5798 | DType.INT8, |
| 5799 | DType.INT16, |
| 5800 | DType.INT32, |
| 5801 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5802 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5803 | DType.FP16, |
| 5804 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5805 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5806 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5807 | outputDType = rng.choice(wrong_dtypes) |
| 5808 | else: |
| 5809 | outputDType = a.dtype |
| 5810 | |
| 5811 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5812 | |
| 5813 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5814 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5815 | if error_name != ErrorIf.WrongRank: |
| 5816 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5817 | assert len(indices.shape) == 2 |
| 5818 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5819 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5820 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5821 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5822 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5823 | all_dtypes = [ |
| 5824 | DType.INT8, |
| 5825 | DType.INT16, |
| 5826 | DType.INT32, |
| 5827 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5828 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5829 | DType.FP16, |
| 5830 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5831 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5832 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5833 | outputDType = rng.choice(wrong_dtypes) |
| 5834 | else: |
| 5835 | outputDType = values.dtype |
| 5836 | |
| 5837 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5838 | |
| 5839 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5840 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5841 | if error_name != ErrorIf.WrongRank: |
| 5842 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5843 | assert len(indices.shape) == 2 |
| 5844 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5845 | assert values_in.shape[0] == indices.shape[0] # N |
| 5846 | assert input.shape[1] == indices.shape[1] # W |
| 5847 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5848 | |
| 5849 | output_shape = values_in.shape |
| 5850 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5851 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5852 | all_dtypes = [ |
| 5853 | DType.INT8, |
| 5854 | DType.INT16, |
| 5855 | DType.INT32, |
| 5856 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5857 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5858 | DType.FP16, |
| 5859 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5860 | DType.FP8E4M3, |
| 5861 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5862 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5863 | wrong_dtypes = list(set(all_dtypes) - set([values_in.dtype])) |
| 5864 | outputDType = rng.choice(wrong_dtypes) |
| 5865 | else: |
| 5866 | outputDType = values_in.dtype |
| 5867 | |
| 5868 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5869 | |
| 5870 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5871 | def tableOp(ser, rng, input, error_name=None): |
| 5872 | # Same shape as the input, dtype dependent on input dtype |
| 5873 | if error_name != ErrorIf.WrongInputType: |
| 5874 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5875 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5876 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5877 | wrong_dtypes = [ |
| 5878 | DType.INT8, |
| 5879 | DType.INT16, |
| 5880 | DType.INT32, |
| 5881 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5882 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5883 | DType.FP16, |
| 5884 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5885 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5886 | wrong_dtypes.remove(output_dtype) |
| 5887 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5888 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5889 | |
| 5890 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5891 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5892 | serializer, |
| 5893 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5894 | input, |
| 5895 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5896 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5897 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5898 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5899 | input_dtype, |
| 5900 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5901 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5902 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5903 | # Calculate OH, OW |
| 5904 | scale_y_n = scale[0] |
| 5905 | scale_y_d = scale[1] |
| 5906 | scale_x_n = scale[2] |
| 5907 | scale_x_d = scale[3] |
| 5908 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5909 | scale_y_n = max(scale_y_n, 1) |
| 5910 | scale_y_d = max(scale_y_d, 1) |
| 5911 | scale_x_n = max(scale_x_n, 1) |
| 5912 | scale_x_d = max(scale_x_d, 1) |
| 5913 | |
| 5914 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5915 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5916 | |
| 5917 | if error_name is not None: |
| 5918 | # Make sure the output tensor is valid, which can occur when |
| 5919 | # scale, offset or border have been changed for ERROR_IFs |
| 5920 | oh = max(oh, 1) |
| 5921 | ow = max(ow, 1) |
| 5922 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5923 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5924 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5925 | |
| 5926 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5927 | choices = [1, 2, 3] |
| 5928 | change = rng.choice(choices) |
| 5929 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5930 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5931 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5932 | oh -= scale_y_d |
| 5933 | assert oh > 0 # Should have been caught in agResize |
| 5934 | else: |
| 5935 | oh += scale_y_d |
| 5936 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5937 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5938 | ow -= scale_x_d |
| 5939 | assert ow > 0 # Should have been caught in agResize |
| 5940 | else: |
| 5941 | ow += scale_x_d |
| 5942 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5943 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5944 | output_dims = [ |
| 5945 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5946 | oh, |
| 5947 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5948 | input.shape[0], |
| 5949 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5950 | elif error_name == ErrorIf.BatchMismatch: |
| 5951 | output_dims = [ |
| 5952 | input.shape[0] + rng.integers(1, 10), |
| 5953 | oh, |
| 5954 | ow, |
| 5955 | input.shape[3], |
| 5956 | ] |
| 5957 | elif error_name == ErrorIf.ChannelMismatch: |
| 5958 | output_dims = [ |
| 5959 | input.shape[0], |
| 5960 | oh, |
| 5961 | ow, |
| 5962 | input.shape[3] + rng.integers(1, 10), |
| 5963 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5964 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5965 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5966 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5967 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5968 | |
| 5969 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5970 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5971 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5972 | |
| 5973 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5974 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5975 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5976 | choices = [1, 2, 3] |
| 5977 | change = rng.choice(choices) |
| 5978 | if change in [1, 3]: |
| 5979 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 5980 | if change in [2, 3]: |
| 5981 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 5982 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5983 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5984 | # Pick some potentially correct output dtype if input type is incorrect |
| 5985 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5986 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame^] | 5987 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5988 | |
| 5989 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5990 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5991 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5992 | else: |
| 5993 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5994 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5995 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5996 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5997 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5998 | |
| 5999 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 6000 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 6001 | outputs = [] |
| 6002 | |
| 6003 | assert ifm1.dtype == ifm2.dtype |
| 6004 | input_dtype = ifm1.dtype |
| 6005 | |
| 6006 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 6007 | assert ifm1.shape == ifm2.shape |
| 6008 | |
| 6009 | input_shape = ifm1.shape |
| 6010 | if error_name != ErrorIf.WrongRank: |
| 6011 | assert len(input_shape) == 3 |
| 6012 | |
| 6013 | output_shape = input_shape.copy() |
| 6014 | output_dtype = input_dtype |
| 6015 | |
| 6016 | if error_name == ErrorIf.WrongOutputType: |
| 6017 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6018 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 6019 | output_dtype = rng.choice(wrong_dtypes) |
| 6020 | elif error_name == ErrorIf.BatchMismatch: |
| 6021 | output_shape[0] += rng.integers(1, 10) |
| 6022 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 6023 | modify_dim = rng.choice([1, 2]) |
| 6024 | output_shape[modify_dim] += rng.integers(1, 10) |
| 6025 | |
| 6026 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6027 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6028 | return outputs |
| 6029 | |
| 6030 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6031 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 6032 | outputs = [] |
| 6033 | |
| 6034 | input_shape = value.shape |
| 6035 | if error_name != ErrorIf.WrongRank: |
| 6036 | assert len(input_shape) == 3 |
| 6037 | |
| 6038 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 6039 | |
| 6040 | output_dtype = value.dtype |
| 6041 | if error_name == ErrorIf.WrongOutputType: |
| 6042 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6043 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6044 | output_dtype = rng.choice(wrong_dtypes) |
| 6045 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 6046 | output_shape[0] += rng.integers(1, 10) |
| 6047 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 6048 | modify_dim = rng.choice([1, 2]) |
| 6049 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6050 | |
| 6051 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6052 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6053 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6054 | |
| 6055 | @staticmethod |
| 6056 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 6057 | if error_name != ErrorIf.RankMismatch: |
| 6058 | assert len(a.shape) == len(b.shape) |
| 6059 | assert a.dtype == b.dtype |
| 6060 | |
| 6061 | shape = [] |
| 6062 | for i in range(len(a.shape)): |
| 6063 | shape.append(a.shape[i]) |
| 6064 | |
| 6065 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 6066 | if error_name == ErrorIf.DimensionMismatch: |
| 6067 | shape[fuzz_idx] += 1 |
| 6068 | |
| 6069 | if error_name == ErrorIf.WrongOutputType: |
| 6070 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 6071 | outputDType = rng.choice(wrong_dtypes) |
| 6072 | else: |
| 6073 | outputDType = DType.SHAPE |
| 6074 | return ser.addOutput(shape, outputDType) |