Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2024, ARM Limited. |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2 | # SPDX-License-Identifier: Apache-2.0 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3 | import json |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 4 | import logging |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5 | import os |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 6 | import struct |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 7 | from copy import deepcopy |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 8 | from datetime import datetime |
| 9 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 10 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 11 | import generator.tosa_utils as gtu |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 12 | import numpy as np |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 13 | import serializer.tosa_serializer as ts |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 14 | from generator.datagenerator import GenerateLibrary |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 15 | from generator.tosa_arg_gen import TosaArgGen |
| 16 | from generator.tosa_arg_gen import TosaQuantGen |
| 17 | from generator.tosa_arg_gen import TosaTensorGen |
| 18 | from generator.tosa_arg_gen import TosaTensorValuesGen |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 19 | from generator.tosa_error_if import ErrorIf |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 20 | from generator.tosa_error_if import TosaErrorIfArgGen |
| 21 | from generator.tosa_error_if import TosaErrorValidator |
| 22 | from generator.tosa_error_if import TosaInvalidValidator |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 23 | from generator.tosa_random_gen import TosaHashRandomGenerator |
| 24 | from generator.tosa_random_gen import TosaRandomGenerator |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 25 | from schemavalidation.schemavalidation import TestDescSchemaValidator |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 26 | from tosa.DType import DType |
| 27 | from tosa.Op import Op |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 28 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 29 | TOSA_AUTOGENERATED_HEADER = f"""// Copyright (c) {datetime.today().year}, ARM Limited |
| 30 | // SPDX-License-Identifier: Apache-2.0 |
| 31 | // AUTO-GENERATED FILE CREATED BY tosa_verif_build_tests |
| 32 | """ |
| 33 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 34 | logging.basicConfig() |
| 35 | logger = logging.getLogger("tosa_verif_build_tests") |
| 36 | |
Matthew Haddon | b724efc | 2021-08-25 16:40:29 +0100 | [diff] [blame] | 37 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 38 | class TosaTestGen: |
Jeremy Johnson | fd05bb3 | 2023-02-07 16:39:24 +0000 | [diff] [blame] | 39 | # This currently matches the 8K level defined in the specification. |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 40 | TOSA_8K_LEVEL_MAX_SCALE = 64 |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 41 | TOSA_8K_LEVEL_MAX_KERNEL = 8192 |
| 42 | TOSA_8K_LEVEL_MAX_STRIDE = 8192 |
Jeremy Johnson | 97eb75f | 2021-07-08 11:58:02 +0100 | [diff] [blame] | 43 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 44 | # Main compliance dot product statistical test range |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 45 | TOSA_MI_DOT_PRODUCT_TEST_SETS = 6 |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 46 | TOSA_MI_DOT_PRODUCT_MIN = 1000 |
| 47 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 48 | def __init__(self, args): |
| 49 | self.args = args |
| 50 | self.basePath = args.output_dir |
| 51 | self.random_seed = args.random_seed |
| 52 | self.ser = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 53 | self.createDynamicOpLists() |
| 54 | self.initOpListDefaults() |
| 55 | self.quantGen = TosaQuantGen() |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 56 | self.global_rng = None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 57 | # Force makeShape to do a specific starting shape |
| 58 | self.targetted_shape = None |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 59 | # JSON schema validation |
| 60 | self.descSchemaValidator = TestDescSchemaValidator() |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 61 | # Data generator library is sometimes needed for compliance set up |
| 62 | # even if we are generating the data later (lazy_data_generation) |
| 63 | self.dgl = GenerateLibrary(args.generate_lib_path) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 64 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 65 | # Work out floating point range |
| 66 | def convertFPRange(rangeFP, maxFP): |
| 67 | # Converts program arguments of max/-max to FP max |
| 68 | vals = [] |
| 69 | for v in rangeFP: |
| 70 | if v == "max": |
| 71 | v = maxFP |
| 72 | elif v == "-max": |
| 73 | v = -maxFP |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 74 | elif v < 0: |
| 75 | # Trim to minimum data type value |
| 76 | v = max(v, -maxFP) |
| 77 | elif v > 0: |
| 78 | # Trim to maximum data type value |
| 79 | v = min(v, maxFP) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 80 | vals.append(v) |
| 81 | return tuple(sorted(vals)) |
| 82 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 83 | self.random_dtype_range = { |
| 84 | DType.SHAPE: tuple(self.args.tensor_shape_range[0:2]) |
| 85 | } |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 86 | for dtype in (DType.FP32, DType.FP16, DType.BF16, DType.FP8E4M3, DType.FP8E5M2): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 87 | self.random_dtype_range[dtype] = convertFPRange( |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 88 | args.tensor_fp_value_range, |
| 89 | TosaTensorValuesGen.TVG_FLOAT_HIGH_VALUE[dtype], |
| 90 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 91 | self.resetGlobalRNG() |
| 92 | |
| 93 | def resetGlobalRNG(self): |
| 94 | self.global_rng = TosaRandomGenerator(self.random_seed, self.random_dtype_range) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 95 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 96 | def createSerializer(self, opName, testPath): |
| 97 | self.testPath = os.path.join(opName, testPath) |
| 98 | |
| 99 | fullPath = os.path.join(self.basePath, self.testPath) |
| 100 | os.makedirs(fullPath, exist_ok=True) |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 101 | # Embed const data in the flatbuffer |
| 102 | constMode = ts.ConstMode.EMBED |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 103 | if self.args.lazy_data_gen: |
| 104 | # Lazy data generation - so make constants files |
| 105 | constMode = ts.ConstMode.INPUTS |
| 106 | elif self.args.dump_consts: |
Jeremy Johnson | 55363fd | 2023-07-25 14:10:50 +0100 | [diff] [blame] | 107 | constMode = ts.ConstMode.EMBED_DUMP |
| 108 | self.ser = ts.TosaSerializer(fullPath, constMode) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 109 | |
| 110 | def getSerializer(self): |
| 111 | return self.ser |
| 112 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 113 | def serialize(self, testName, metaData=None): |
| 114 | path = Path(self.basePath) / self.testPath |
| 115 | |
| 116 | # Write out TOSA flatbuffer binary |
| 117 | path_fb = path / f"{testName}.tosa" |
| 118 | with path_fb.open("wb") as fd: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 119 | fd.write(self.ser.serialize()) |
| 120 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 121 | # Get JSON descriptor from serializer |
| 122 | desc = json.loads(self.ser.writeJson(f"{testName}.tosa")) |
| 123 | |
| 124 | if metaData: |
| 125 | # Add extra meta data to desc.json |
| 126 | desc["meta"] = metaData |
| 127 | |
| 128 | # Validate desc.json before we output it |
| 129 | self.descSchemaValidator.validate_config(desc) |
| 130 | |
| 131 | if metaData: |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 132 | if "data_gen" in metaData: |
| 133 | if self.args.lazy_data_gen: |
| 134 | # Output datagen meta data as CPP data |
| 135 | path_md = path / f"{testName}_meta_data_gen.cpp" |
| 136 | with path_md.open("w") as fd: |
| 137 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 138 | fd.write("// Test meta data for data generation setup\n\n") |
| 139 | fd.write(f'const char* json_tdg_config_{path.stem} = R"(') |
| 140 | json.dump(metaData["data_gen"], fd) |
| 141 | fd.write(')";\n\n') |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 142 | if "compliance" in metaData: |
| 143 | # Output datagen meta data as CPP data |
| 144 | path_md = path / f"{testName}_meta_compliance.cpp" |
| 145 | with path_md.open("w") as fd: |
| 146 | fd.write(TOSA_AUTOGENERATED_HEADER) |
| 147 | fd.write("// Test meta data for compliance validation\n\n") |
| 148 | fd.write(f'const char* json_tvf_config_{path.stem} = R"(') |
| 149 | json.dump(metaData["compliance"], fd) |
| 150 | fd.write(')";\n\n') |
| 151 | |
| 152 | # Write desc.json |
| 153 | path_desc = path / "desc.json" |
| 154 | with path_desc.open("w") as fd: |
| 155 | json.dump(desc, fd, indent=1) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 156 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 157 | def buildPlaceholderTensors(self, rng, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 158 | placeholders = [] |
| 159 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 160 | assert len(shape_list) == len(dtype_list) |
| 161 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 162 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 163 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 164 | if not self.args.lazy_data_gen: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 165 | arr = rng.randTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 166 | placeholders.append(self.ser.addPlaceholder(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 167 | |
| 168 | return placeholders |
| 169 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 170 | def buildConstTensors(self, rng, shape_list, dtype_list): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 171 | consts = [] |
| 172 | |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 173 | assert len(shape_list) == len(dtype_list) |
| 174 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 175 | arr = None |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 176 | for idx, shape in enumerate(shape_list): |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 177 | if not self.args.lazy_data_gen: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 178 | arr = rng.randTensor(shape, dtype_list[idx]) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 179 | consts.append(self.ser.addConst(shape, dtype_list[idx], arr)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 180 | |
| 181 | return consts |
| 182 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 183 | def makeShape(self, rng, rank): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 184 | if self.targetted_shape: |
| 185 | return np.int32(self.targetted_shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 186 | return np.int32( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 187 | rng.integers( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 188 | low=self.args.tensor_shape_range[0], |
| 189 | high=self.args.tensor_shape_range[1], |
| 190 | size=rank, |
| 191 | ) |
| 192 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 193 | |
| 194 | def setTargetShape(self, shape): |
| 195 | self.targetted_shape = shape |
| 196 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 197 | def shapeStr(self, shape): |
| 198 | |
| 199 | sStr = [] |
| 200 | # Convert to strings |
| 201 | for i in shape: |
| 202 | sStr.append(str(i)) |
| 203 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 204 | return "x".join(sStr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 205 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 206 | def typeStr(self, dtype): |
| 207 | if isinstance(dtype, list) or isinstance(dtype, tuple): |
| 208 | assert len(dtype) >= 2 |
| 209 | strs = [self.typeStr(t) for t in dtype] |
| 210 | # Limit types to the first 2 as the 3rd is the accumulator |
| 211 | return "x".join(strs[:2]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 212 | else: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 213 | if dtype in gtu.DTYPE_ATTRIBUTES: |
| 214 | return gtu.DTYPE_ATTRIBUTES[dtype]["str"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 215 | else: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 216 | raise Exception( |
| 217 | "Unknown dtype, cannot convert to string: {}".format(dtype) |
| 218 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 219 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 220 | def constrictBatchSize(self, shape): |
| 221 | # Limit the batch size unless an explicit target shape set |
| 222 | if self.args.max_batch_size and not self.args.target_shapes: |
| 223 | shape[0] = min(shape[0], self.args.max_batch_size) |
| 224 | return shape |
| 225 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 226 | def makeDimension(self, rng): |
| 227 | return rng.randInt( |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 228 | low=self.args.tensor_shape_range[0], high=self.args.tensor_shape_range[1] |
| 229 | ) |
| 230 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 231 | def tensorComplianceMetaData( |
| 232 | self, op, inputType, argsDict, outputTensor, errorName |
| 233 | ): |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 234 | # TODO - Dot product Ops with BF16 inputs that produce FP32 outputs are not supported yet |
| 235 | UNSUPPORTED_NON_FP32_INPUT_OPS = ( |
| 236 | Op.MATMUL, |
| 237 | Op.CONV2D, |
| 238 | Op.FULLY_CONNECTED, |
| 239 | Op.DEPTHWISE_CONV2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 240 | Op.TRANSPOSE_CONV2D, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 241 | Op.CONV3D, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 242 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 243 | if ( |
| 244 | errorName |
| 245 | or not gtu.dtypeIsSupportedByCompliance(outputTensor.dtype) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 246 | or ( |
| 247 | not gtu.dtypeIsSupportedByCompliance(inputType) |
| 248 | and op["op"] in UNSUPPORTED_NON_FP32_INPUT_OPS |
| 249 | ) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 250 | ): |
| 251 | # No compliance for error tests or unsupported types currently |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 252 | return None |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 253 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 254 | # Create compliance meta data for expected output tensor |
Jeremy Johnson | bb0935f | 2023-09-14 16:43:48 +0100 | [diff] [blame] | 255 | compliance_tens = { |
| 256 | "mode": None, |
| 257 | # Data type is needed for all FP runs, as refmodel precise mode produces FP64 |
| 258 | "data_type": gtu.DTYPE_ATTRIBUTES[outputTensor.dtype]["json"], |
| 259 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 260 | if argsDict["dg_type"] == gtu.DataGenType.DOT_PRODUCT: |
| 261 | mode = gtu.ComplianceMode.DOT_PRODUCT |
| 262 | compliance_tens["dot_product_info"] = { |
| 263 | "s": argsDict["s"], |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 264 | "ks": int(argsDict["ksb"]) |
| 265 | if "ksb" in argsDict |
| 266 | else int(argsDict["ks"]), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 267 | } |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 268 | elif argsDict["dg_type"] == gtu.DataGenType.SPECIAL: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 269 | mode = gtu.ComplianceMode.FP_SPECIAL |
| 270 | elif "compliance" in op and "ulp" in op["compliance"]: |
| 271 | mode = gtu.ComplianceMode.ULP |
| 272 | compliance_tens["ulp_info"] = {"ulp": op["compliance"]["ulp"]} |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 273 | elif "compliance" in op and "relative" in op["compliance"]: |
| 274 | mode = gtu.ComplianceMode.RELATIVE |
| 275 | compliance_tens["relative_info"] = { |
| 276 | "max": argsDict["max_abs_value"], |
| 277 | "scale": op["compliance"]["relative"], |
| 278 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 279 | elif op["op"] == Op.REDUCE_PRODUCT: |
| 280 | mode = gtu.ComplianceMode.REDUCE_PRODUCT |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 281 | compliance_tens["reduce_product_info"] = {"n": argsDict["n"]} |
Jeremy Johnson | 534923d | 2023-12-04 11:11:06 +0000 | [diff] [blame] | 282 | elif op["op"] in (Op.EXP, Op.POW, Op.TANH, Op.SIGMOID): |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 283 | mode = gtu.ComplianceMode.ABS_ERROR |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 284 | if "compliance" in op and "abs_error_lower_bound" in op["compliance"]: |
| 285 | compliance_tens["abs_error_info"] = { |
| 286 | "lower_bound": op["compliance"]["abs_error_lower_bound"] |
| 287 | } |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 288 | elif op["op"] in (Op.SIN, Op.COS): |
| 289 | mode = gtu.ComplianceMode.ABS_ERROR |
| 290 | if "compliance" in op and "abs_error_normal_divisor" in op["compliance"]: |
| 291 | compliance_tens["abs_error_info"] = { |
| 292 | "normal_divisor": op["compliance"]["abs_error_normal_divisor"] |
| 293 | } |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 294 | else: |
| 295 | mode = gtu.ComplianceMode.EXACT |
| 296 | compliance_tens["mode"] = gtu.ComplianceMode(mode).name |
| 297 | |
| 298 | return compliance_tens |
| 299 | |
| 300 | # Build Op functions |
| 301 | # Create the output tensor (calling OutputShaper as needed) |
| 302 | # Do final tweaks to attributes (if necessary for errorIf) |
| 303 | # Add Op into graph |
| 304 | # Return resulting tensor information or BuildInfo |
| 305 | |
| 306 | class BuildInfo: |
| 307 | """Enhanced build information containing result tensor and associated compliance dict.""" |
| 308 | |
| 309 | def __init__(self, resultTensor, complianceDict): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 310 | if isinstance(resultTensor, list): |
| 311 | assert complianceDict is None or isinstance(complianceDict, list) |
| 312 | self.resultTensorList = resultTensor |
| 313 | self.complianceDictList = complianceDict |
| 314 | else: |
| 315 | self.resultTensorList = [resultTensor] |
| 316 | if complianceDict is None: |
| 317 | self.complianceDictList = None |
| 318 | else: |
| 319 | self.complianceDictList = [complianceDict] |
| 320 | |
| 321 | def getComplianceInfo(self): |
| 322 | if self.complianceDictList is None: |
| 323 | return None |
| 324 | else: |
| 325 | tens_dict = {} |
| 326 | for tens, comp in zip(self.resultTensorList, self.complianceDictList): |
| 327 | if comp is not None: |
| 328 | tens_dict[tens.name] = comp |
| 329 | |
| 330 | if tens_dict: |
| 331 | # Have some compliance data, so return the info |
| 332 | compliance = { |
| 333 | "version": "0.1", |
| 334 | "tensors": tens_dict, |
| 335 | } |
| 336 | else: |
| 337 | compliance = None |
| 338 | return compliance |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 339 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 340 | def build_unary( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 341 | self, |
| 342 | rng, |
| 343 | op, |
| 344 | inputs, |
| 345 | args_dict, |
| 346 | validator_fcns=None, |
| 347 | error_name=None, |
| 348 | qinfo=None, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 349 | ): |
| 350 | assert len(inputs) == 1 |
| 351 | a = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 352 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 353 | |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 354 | assert not isinstance(op, int) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 355 | |
| 356 | # Ensure new output type has correct qinfo |
| 357 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 358 | if result_tensor.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 359 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 360 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, a.dtype), |
| 361 | TosaQuantGen.getZeroPoint( |
| 362 | rng, self.args.zeropoint, result_tensor.dtype |
| 363 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 364 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 365 | |
| 366 | # Invalidate Input/Output list for error if checks. |
| 367 | input_list = [a.name] |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 368 | output_list = [result_tensor.name] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 369 | pCount, cCount = op["operands"] |
| 370 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 371 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 372 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 373 | ) |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 374 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 375 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 376 | self.ser, |
| 377 | validator_fcns, |
| 378 | error_name, |
| 379 | op=op, |
| 380 | input_dtype=a.dtype, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 381 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 382 | qinfo=qinfo, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 383 | result_tensors=[result_tensor], |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 384 | input_list=input_list, |
| 385 | output_list=output_list, |
| 386 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 387 | ): |
| 388 | return None |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 389 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 390 | attr = None |
| 391 | if op["op"] == Op.NEGATE: |
| 392 | attr = ts.TosaSerializerAttribute() |
| 393 | attr.NegateAttribute(qinfo[0], qinfo[1]) |
| 394 | |
| 395 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 396 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 397 | compliance = self.tensorComplianceMetaData( |
| 398 | op, a.dtype, args_dict, result_tensor, error_name |
| 399 | ) |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 400 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 401 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 402 | def build_binary_broadcast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 403 | 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] | 404 | ): |
| 405 | assert len(inputs) == 2 |
| 406 | a, b = inputs |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 407 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 408 | |
| 409 | # Invalidate Input/Output list for error if checks. |
| 410 | input_list = [a.name, b.name] |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 411 | output_list = [result_tensor.name] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 412 | pCount, cCount = op["operands"] |
| 413 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 414 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 415 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 416 | ) |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 417 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 418 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 419 | self.ser, |
| 420 | validator_fcns, |
| 421 | error_name, |
| 422 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 423 | input1=a, |
| 424 | input2=b, |
| 425 | input_dtype=a.dtype, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 426 | output_dtype=result_tensor.dtype, |
| 427 | result_tensors=[result_tensor], |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 428 | input_list=input_list, |
| 429 | output_list=output_list, |
| 430 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 431 | ): |
| 432 | return None |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 433 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 434 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 435 | |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 436 | compliance = self.tensorComplianceMetaData( |
| 437 | op, a.dtype, args_dict, result_tensor, error_name |
| 438 | ) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 439 | |
| 440 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 441 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 442 | def build_arithmetic_right_shift( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 443 | self, |
| 444 | rng, |
| 445 | op, |
| 446 | inputs, |
| 447 | args_dict, |
| 448 | validator_fcns=None, |
| 449 | error_name=None, |
| 450 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 451 | ): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 452 | assert len(inputs) == 2 |
| 453 | a, b = inputs |
| 454 | round = args_dict["round"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 455 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 456 | |
| 457 | # Invalidate Input/Output list for error if checks. |
| 458 | input_list = [a.name, b.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 459 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 460 | pCount, cCount = op["operands"] |
| 461 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 462 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 463 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 464 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 465 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 466 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 467 | self.ser, |
| 468 | validator_fcns, |
| 469 | error_name, |
| 470 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 471 | input1=a, |
| 472 | input2=b, |
| 473 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 474 | output_dtype=result_tensor.dtype, |
| 475 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 476 | input_list=input_list, |
| 477 | output_list=output_list, |
| 478 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 479 | ): |
| 480 | return None |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 481 | |
| 482 | attr = ts.TosaSerializerAttribute() |
| 483 | attr.ArithmeticRightShiftAttribute(round) |
| 484 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 485 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 486 | |
| 487 | compliance = self.tensorComplianceMetaData( |
| 488 | op, a.dtype, args_dict, result_tensor, error_name |
| 489 | ) |
| 490 | |
| 491 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 492 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 493 | def build_mul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 494 | self, |
| 495 | rng, |
| 496 | op, |
| 497 | inputs, |
| 498 | args_dict, |
| 499 | validator_fcns=None, |
| 500 | error_name=None, |
| 501 | qinfo=None, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 502 | ): |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 503 | # Note that mul is binary operator but it has a shift value tensor |
| 504 | assert len(inputs) == 3 |
| 505 | a, b, s = inputs |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 506 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 507 | result_tensor = OutputShaper.binaryBroadcastOp(self.ser, rng, a, b, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 508 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 509 | # Special for multiply: Force the result to INT32 for INT types |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 510 | if a.dtype not in (DType.FP16, DType.BF16, DType.FP32): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 511 | result_tensor.setDtype(DType.INT32) |
| 512 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 513 | if error_name == ErrorIf.WrongOutputType: |
| 514 | all_dtypes = [DType.INT8, DType.INT16, DType.INT48] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 515 | outputDType = rng.choice(all_dtypes) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 516 | result_tensor.setDtype(outputDType) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 517 | |
| 518 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 519 | input_list = [a.name, b.name, s.name] |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 520 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 521 | pCount, cCount = op["operands"] |
| 522 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 523 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 524 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 525 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 526 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 527 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 528 | self.ser, |
| 529 | validator_fcns, |
| 530 | error_name, |
| 531 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 532 | input1=a, |
| 533 | input2=b, |
| 534 | input_dtype=a.dtype, |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 535 | output_dtype=result_tensor.dtype, |
| 536 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 537 | input_list=input_list, |
| 538 | output_list=output_list, |
| 539 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 540 | ): |
| 541 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 542 | |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 543 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 544 | |
| 545 | compliance = self.tensorComplianceMetaData( |
| 546 | op, a.dtype, args_dict, result_tensor, error_name |
| 547 | ) |
| 548 | |
| 549 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 550 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 551 | def build_table( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 552 | self, |
| 553 | rng, |
| 554 | op, |
| 555 | inputs, |
| 556 | args_dict, |
| 557 | validator_fcns=None, |
| 558 | error_name=None, |
| 559 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 560 | ): |
| 561 | assert len(inputs) == 1 |
| 562 | a = inputs[0] |
| 563 | table = args_dict["table"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 564 | result_tensor = OutputShaper.tableOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 565 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 566 | attr = ts.TosaSerializerAttribute() |
| 567 | attr.TableAttribute(table) |
| 568 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 569 | # Invalidate Input/Output list for error if checks. |
| 570 | input_list = [a.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 571 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 572 | pCount, cCount = op["operands"] |
| 573 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 574 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 575 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 576 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 577 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 578 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 579 | self.ser, |
| 580 | validator_fcns, |
| 581 | error_name, |
| 582 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 583 | input_shape=a.shape, |
| 584 | input_dtype=a.dtype, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 585 | output_dtype=result_tensor.dtype, |
| 586 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 587 | input_list=input_list, |
| 588 | output_list=output_list, |
| 589 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 590 | ): |
| 591 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 592 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 593 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 594 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 595 | compliance = self.tensorComplianceMetaData( |
| 596 | op, a.dtype, args_dict, result_tensor, error_name |
| 597 | ) |
| 598 | |
| 599 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 600 | |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 601 | def build_select( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 602 | self, |
| 603 | rng, |
| 604 | op, |
| 605 | inputs, |
| 606 | args_dict, |
| 607 | validator_fcns=None, |
| 608 | error_name=None, |
| 609 | qinfo=None, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 610 | ): |
| 611 | assert len(inputs) == 3 |
| 612 | cond, a, b = inputs |
| 613 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 614 | result_tensor = OutputShaper.selectOp(self.ser, rng, cond, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 615 | |
| 616 | # Invalidate Input/Output list for error if checks. |
| 617 | input_list = [cond.name, a.name, b.name] |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 618 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 619 | pCount, cCount = op["operands"] |
| 620 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 621 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 622 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 623 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 624 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 625 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 626 | self.ser, |
| 627 | validator_fcns, |
| 628 | error_name, |
| 629 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 630 | input1=cond, |
| 631 | input2=a, |
| 632 | input3=b, |
| 633 | input_shape=a.shape, |
| 634 | input_dtype=a.dtype, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 635 | output_dtype=result_tensor.dtype, |
| 636 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 637 | input_list=input_list, |
| 638 | output_list=output_list, |
| 639 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 640 | ): |
| 641 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 642 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 643 | self.ser.addOperator( |
| 644 | op["op"], |
| 645 | input_list, |
| 646 | output_list, |
| 647 | ) |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 648 | compliance = self.tensorComplianceMetaData( |
| 649 | op, a.dtype, args_dict, result_tensor, error_name |
| 650 | ) |
| 651 | |
| 652 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 653 | |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 654 | def build_comparison( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 655 | self, |
| 656 | rng, |
| 657 | op, |
| 658 | inputs, |
| 659 | args_dict, |
| 660 | validator_fcns=None, |
| 661 | error_name=None, |
| 662 | qinfo=None, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 663 | ): |
| 664 | assert len(inputs) == 2 |
| 665 | a, b = inputs |
| 666 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 667 | result_tensor = OutputShaper.binaryComparisonOp(self.ser, rng, a, b, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 668 | |
| 669 | # Invalidate Input/Output list for error if checks. |
| 670 | input_list = [a.name, b.name] |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 671 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 672 | pCount, cCount = op["operands"] |
| 673 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 674 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 675 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 676 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 677 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 678 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 679 | self.ser, |
| 680 | validator_fcns, |
| 681 | error_name, |
| 682 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 683 | input1=a, |
| 684 | input2=b, |
| 685 | input_shape=a.shape, |
| 686 | input_dtype=a.dtype, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 687 | output_shape=result_tensor.shape, |
| 688 | output_dtype=result_tensor.dtype, |
| 689 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 690 | input_list=input_list, |
| 691 | output_list=output_list, |
| 692 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 693 | ): |
| 694 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 695 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 696 | self.ser.addOperator( |
| 697 | op["op"], |
| 698 | input_list, |
| 699 | output_list, |
| 700 | ) |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 701 | |
| 702 | compliance = self.tensorComplianceMetaData( |
| 703 | op, a.dtype, args_dict, result_tensor, error_name |
| 704 | ) |
| 705 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 706 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 707 | def build_argmax( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 708 | self, rng, op, inputs, args_dict, validator_fcns, error_name, qinfo=None |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 709 | ): |
| 710 | assert len(inputs) == 1 |
| 711 | a = inputs[0] |
| 712 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 713 | result_tensor = OutputShaper.argmaxOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 714 | |
| 715 | # Invalidate Input/Output list for error if checks. |
| 716 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 717 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 718 | pCount, cCount = op["operands"] |
| 719 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 720 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 721 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 722 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 723 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 724 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 725 | self.ser, |
| 726 | validator_fcns, |
| 727 | error_name, |
| 728 | op=op, |
| 729 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 730 | input_shape=a.shape, |
| 731 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 732 | output_shape=result_tensor.shape, |
| 733 | output_dtype=result_tensor.dtype, |
| 734 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 735 | input_list=input_list, |
| 736 | output_list=output_list, |
| 737 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 738 | ): |
| 739 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 740 | |
| 741 | attr = ts.TosaSerializerAttribute() |
| 742 | attr.AxisAttribute(axis) |
| 743 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 744 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 745 | |
| 746 | compliance = self.tensorComplianceMetaData( |
| 747 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 748 | ) |
| 749 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 750 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 751 | def build_pool2d( |
| 752 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 753 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 754 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 755 | inputs, |
| 756 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 757 | validator_fcns=None, |
| 758 | error_name=None, |
| 759 | qinfo=None, |
| 760 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 761 | assert len(inputs) == 1 |
| 762 | input = inputs[0] |
| 763 | # max_pool has no accum_dtype |
| 764 | accum_dtype = ( |
| 765 | args_dict["acc_type"] if "acc_type" in args_dict else DType.UNKNOWN |
| 766 | ) |
| 767 | stride = args_dict["stride"] |
| 768 | pad = args_dict["pad"] |
| 769 | kernel = args_dict["kernel"] |
| 770 | |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 771 | result_tensor = OutputShaper.pool2dOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 772 | self.ser, rng, input, kernel, stride, pad, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 773 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 774 | |
| 775 | # Ensure new output type has correct qinfo |
| 776 | if error_name == ErrorIf.WrongInputType: |
| 777 | if input.dtype not in [DType.INT8, DType.UINT8]: |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 778 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 779 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, input.dtype), |
| 780 | TosaQuantGen.getZeroPoint( |
| 781 | rng, self.args.zeropoint, result_tensor.dtype |
| 782 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 783 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 784 | |
| 785 | # Invalidate Input/Output list for error if checks. |
| 786 | input_list = [input.name] |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 787 | output_list = [result_tensor.name] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 788 | pCount, cCount = op["operands"] |
| 789 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 790 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 791 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 792 | ) |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 793 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 794 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 795 | self.ser, |
| 796 | validator_fcns, |
| 797 | error_name, |
| 798 | op=op, |
| 799 | input_shape=input.shape, |
| 800 | input_dtype=input.dtype, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 801 | output_shape=result_tensor.shape, |
| 802 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 803 | accum_dtype=accum_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 804 | kernel=kernel, |
| 805 | stride=stride, |
| 806 | pad=pad, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 807 | qinfo=qinfo, |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 808 | result_tensors=[result_tensor], |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 809 | input_list=input_list, |
| 810 | output_list=output_list, |
| 811 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 812 | ): |
| 813 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 814 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 815 | if qinfo is None: |
| 816 | qinfo = [0, 0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 817 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 818 | attr = ts.TosaSerializerAttribute() |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 819 | attr.PoolAttribute(kernel, stride, pad, qinfo[0], qinfo[1], accum_dtype) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 820 | |
| 821 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 822 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 823 | compliance = self.tensorComplianceMetaData( |
| 824 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 825 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 826 | |
| 827 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 828 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 829 | def build_conv2d( |
| 830 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 831 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 832 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 833 | inputs, |
| 834 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 835 | validator_fcns=None, |
| 836 | error_name=None, |
| 837 | qinfo=None, |
| 838 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 839 | assert len(inputs) == 3 |
| 840 | ifm, filter, bias = inputs |
| 841 | accum_dtype = args_dict["acc_type"] |
| 842 | strides = args_dict["stride"] |
| 843 | padding = args_dict["pad"] |
| 844 | dilations = args_dict["dilation"] |
| 845 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 846 | assert len(padding) == 4 |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 847 | result_tensor = OutputShaper.conv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 848 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 849 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 850 | ifm, |
| 851 | filter, |
| 852 | accum_dtype, |
| 853 | strides, |
| 854 | padding, |
| 855 | dilations, |
| 856 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 857 | ) |
| 858 | |
| 859 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 860 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 861 | DType.INT8, |
| 862 | DType.UINT8, |
| 863 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 864 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 865 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 866 | TosaQuantGen.getZeroPoint( |
| 867 | rng, self.args.zeropoint, result_tensor.dtype |
| 868 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 869 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 870 | |
| 871 | # Invalidate Input/Output list for error_if checks. |
| 872 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 873 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 874 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 875 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 876 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 877 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 878 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 879 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 880 | self.ser, |
| 881 | validator_fcns, |
| 882 | error_name, |
| 883 | op=op, |
| 884 | input_dtype=ifm.dtype, |
| 885 | weight_dtype=filter.dtype, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 886 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 887 | qinfo=qinfo, |
| 888 | input_list=input_list, |
| 889 | num_operands=num_operands, |
| 890 | output_list=output_list, |
| 891 | pad=padding, |
| 892 | stride=strides, |
| 893 | dilation=dilations, |
| 894 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 895 | weight_shape=filter.shape, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 896 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 897 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 898 | ): |
| 899 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 900 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 901 | # TODO - Test local_bound, for now set local bound attribute to False |
| 902 | local_bound = False |
| 903 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 904 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 905 | attr.ConvAttribute( |
| 906 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 907 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 908 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 909 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 910 | |
| 911 | compliance = self.tensorComplianceMetaData( |
| 912 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 913 | ) |
| 914 | |
| 915 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 916 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 917 | def build_conv3d( |
| 918 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 919 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 920 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 921 | inputs, |
| 922 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 923 | validator_fcns=None, |
| 924 | error_name=None, |
| 925 | qinfo=None, |
| 926 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 927 | assert len(inputs) == 3 |
| 928 | ifm, filter, bias = inputs |
| 929 | accum_dtype = args_dict["acc_type"] |
| 930 | strides = args_dict["stride"] |
| 931 | padding = args_dict["pad"] |
| 932 | dilations = args_dict["dilation"] |
| 933 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 934 | assert len(padding) == 6 |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 935 | result_tensor = OutputShaper.conv3dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 936 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 937 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 938 | ifm, |
| 939 | filter, |
| 940 | accum_dtype, |
| 941 | strides, |
| 942 | padding, |
| 943 | dilations, |
| 944 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 945 | ) |
| 946 | |
| 947 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 948 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 949 | DType.INT8, |
| 950 | DType.UINT8, |
| 951 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 952 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 953 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 954 | TosaQuantGen.getZeroPoint( |
| 955 | rng, self.args.zeropoint, result_tensor.dtype |
| 956 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 957 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 958 | |
| 959 | # Invalidate Input/Output list for error_if checks. |
| 960 | input_list = [ifm.name, filter.name, bias.name] |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 961 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 962 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 963 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 964 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 965 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 966 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 967 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 968 | self.ser, |
| 969 | validator_fcns, |
| 970 | error_name, |
| 971 | op=op, |
| 972 | input_dtype=ifm.dtype, |
| 973 | weight_dtype=filter.dtype, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 974 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 975 | qinfo=qinfo, |
| 976 | input_list=input_list, |
| 977 | num_operands=num_operands, |
| 978 | output_list=output_list, |
| 979 | pad=padding, |
| 980 | stride=strides, |
| 981 | dilation=dilations, |
| 982 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 983 | weight_shape=filter.shape, |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 984 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 985 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 986 | ): |
| 987 | return None |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 988 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 989 | # TODO - Test local_bound, for now set local bound attribute to False |
| 990 | local_bound = False |
| 991 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 992 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 993 | attr.ConvAttribute( |
| 994 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 995 | ) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 996 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 997 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 998 | |
| 999 | compliance = self.tensorComplianceMetaData( |
| 1000 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1001 | ) |
| 1002 | |
| 1003 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 1004 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1005 | def build_transpose_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1006 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1007 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1008 | op, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1009 | inputs, |
| 1010 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1011 | validator_fcns=None, |
| 1012 | error_name=None, |
| 1013 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1014 | ): |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1015 | assert len(inputs) == 3 |
| 1016 | ifm, filter, bias = inputs |
| 1017 | accum_dtype = args_dict["acc_type"] |
| 1018 | strides = args_dict["stride"] |
| 1019 | out_pad = args_dict["pad"] |
| 1020 | output_shape = args_dict["out_shape"] |
| 1021 | |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1022 | assert len(out_pad) == 4 |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1023 | result_tensor = OutputShaper.transposeConv2DOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1024 | self.ser, rng, ifm, output_shape, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1025 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1026 | |
| 1027 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1028 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1029 | DType.INT8, |
| 1030 | DType.UINT8, |
| 1031 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1032 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1033 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1034 | TosaQuantGen.getZeroPoint( |
| 1035 | rng, self.args.zeropoint, result_tensor.dtype |
| 1036 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1037 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1038 | |
| 1039 | # Invalidate Input/Output list for error_if checks. |
| 1040 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1041 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1042 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1043 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1044 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1045 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1046 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1047 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1048 | self.ser, |
| 1049 | validator_fcns, |
| 1050 | error_name, |
| 1051 | op=op, |
| 1052 | input_dtype=ifm.dtype, |
| 1053 | weight_dtype=filter.dtype, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1054 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1055 | qinfo=qinfo, |
| 1056 | input_list=input_list, |
| 1057 | num_operands=num_operands, |
| 1058 | output_list=output_list, |
TatWai Chong | 24594f5 | 2022-06-08 00:48:04 -0700 | [diff] [blame] | 1059 | pad=out_pad, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1060 | stride=strides, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1061 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1062 | weight_shape=filter.shape, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1063 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1064 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1065 | ): |
| 1066 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1067 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1068 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1069 | local_bound = False |
| 1070 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1071 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1072 | attr.TransposeConvAttribute( |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1073 | 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] | 1074 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1075 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1076 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 1077 | |
| 1078 | compliance = self.tensorComplianceMetaData( |
| 1079 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1080 | ) |
| 1081 | |
| 1082 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1083 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1084 | def build_depthwise_conv2d( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1085 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1086 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1087 | op, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1088 | inputs, |
| 1089 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1090 | validator_fcns=None, |
| 1091 | error_name=None, |
| 1092 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1093 | ): |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1094 | assert len(inputs) == 3 |
| 1095 | ifm, filter, bias = inputs |
| 1096 | accum_dtype = args_dict["acc_type"] |
| 1097 | strides = args_dict["stride"] |
| 1098 | padding = args_dict["pad"] |
| 1099 | dilations = args_dict["dilation"] |
| 1100 | |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1101 | result_tensor = OutputShaper.depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1102 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1103 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1104 | ifm, |
| 1105 | filter, |
| 1106 | accum_dtype, |
| 1107 | strides, |
| 1108 | padding, |
| 1109 | dilations, |
| 1110 | error_name, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1111 | ) |
| 1112 | |
| 1113 | # Ensure new output type has correct qinfo |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1114 | if error_name == ErrorIf.WrongInputType and ifm.dtype not in ( |
| 1115 | DType.INT8, |
| 1116 | DType.UINT8, |
| 1117 | ): |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1118 | qinfo = [ |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1119 | TosaQuantGen.getZeroPoint(rng, self.args.zeropoint, ifm.dtype), |
| 1120 | TosaQuantGen.getZeroPoint( |
| 1121 | rng, self.args.zeropoint, result_tensor.dtype |
| 1122 | ), |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1123 | ] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1124 | |
| 1125 | # Invalidate Input/Output list for error_if checks. |
| 1126 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1127 | output_list = [result_tensor.name] |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1128 | num_operands = sum(op["operands"]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1129 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1130 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1131 | ) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1132 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1133 | if not TosaErrorValidator.evValidateErrorIfs( |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1134 | self.ser, |
| 1135 | validator_fcns, |
| 1136 | error_name, |
| 1137 | op=op, |
| 1138 | input_dtype=ifm.dtype, |
| 1139 | weight_dtype=filter.dtype, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1140 | output_dtype=result_tensor.dtype, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 1141 | qinfo=qinfo, |
| 1142 | input_list=input_list, |
| 1143 | num_operands=num_operands, |
| 1144 | output_list=output_list, |
| 1145 | pad=padding, |
| 1146 | stride=strides, |
| 1147 | dilation=dilations, |
| 1148 | input_shape=ifm.shape, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 1149 | weight_shape=filter.shape, |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1150 | output_shape=result_tensor.shape, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1151 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1152 | ): |
| 1153 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1154 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 1155 | # TODO - Test local_bound, for now set local bound attribute to False |
| 1156 | local_bound = False |
| 1157 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1158 | attr = ts.TosaSerializerAttribute() |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 1159 | attr.ConvAttribute( |
| 1160 | padding, strides, dilations, qinfo[0], qinfo[1], local_bound, accum_dtype |
| 1161 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1162 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1163 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 1164 | |
| 1165 | compliance = self.tensorComplianceMetaData( |
| 1166 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1167 | ) |
| 1168 | |
| 1169 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1170 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1171 | def build_fully_connected( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1172 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1173 | rng, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1174 | op, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1175 | inputs, |
| 1176 | args_dict, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1177 | validator_fcns=None, |
| 1178 | error_name=None, |
| 1179 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1180 | ): |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1181 | assert len(inputs) == 3 |
| 1182 | ifm, filter, bias = inputs |
| 1183 | accum_dtype = args_dict["acc_type"] |
| 1184 | |
| 1185 | result_tensor = OutputShaper.fullyConnectedOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1186 | self.ser, rng, ifm, filter, accum_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1187 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1188 | |
| 1189 | # Invalidate Input/Output list for error if checks. |
| 1190 | input_list = [ifm.name, filter.name, bias.name] |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1191 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1192 | pCount, cCount = op["operands"] |
| 1193 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1194 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1195 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1196 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1197 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1198 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1199 | self.ser, |
| 1200 | validator_fcns, |
| 1201 | error_name, |
| 1202 | op=op, |
| 1203 | input_shape=ifm.shape, |
| 1204 | input_dtype=ifm.dtype, |
| 1205 | weight_dtype=filter.dtype, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1206 | output_shape=result_tensor.shape, |
| 1207 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1208 | qinfo=qinfo, |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1209 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1210 | input_list=input_list, |
| 1211 | output_list=output_list, |
| 1212 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1213 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1214 | ): |
| 1215 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1216 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1217 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1218 | attr.FullyConnectedAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1219 | |
| 1220 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 1221 | |
| 1222 | compliance = self.tensorComplianceMetaData( |
| 1223 | op, ifm.dtype, args_dict, result_tensor, error_name |
| 1224 | ) |
| 1225 | |
| 1226 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1227 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1228 | def build_matmul( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1229 | self, |
| 1230 | rng, |
| 1231 | op, |
| 1232 | inputs, |
| 1233 | args_dict, |
| 1234 | validator_fcns=None, |
| 1235 | error_name=None, |
| 1236 | qinfo=None, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1237 | ): |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1238 | assert len(inputs) == 2 |
| 1239 | a, b = inputs |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1240 | accum_dtype = args_dict["acc_type"] |
| 1241 | result_tensor = OutputShaper.matmulOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1242 | self.ser, rng, a, b, accum_dtype, error_name |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1243 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1244 | |
| 1245 | # Invalidate Input/Output list for error if checks. |
| 1246 | input_list = [a.name, b.name] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1247 | output_list = [result_tensor.name] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1248 | pCount, cCount = op["operands"] |
| 1249 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1250 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1251 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1252 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1253 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1254 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1255 | self.ser, |
| 1256 | validator_fcns, |
| 1257 | error_name, |
| 1258 | op=op, |
| 1259 | input_shape=a.shape, |
| 1260 | input_dtype=a.dtype, |
| 1261 | input2_shape=b.shape, |
| 1262 | input2_dtype=b.dtype, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1263 | output_shape=result_tensor.shape, |
| 1264 | output_dtype=result_tensor.dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1265 | qinfo=qinfo, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1266 | result_tensors=[result_tensor], |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1267 | input_list=input_list, |
| 1268 | output_list=output_list, |
| 1269 | num_operands=num_operands, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 1270 | accum_dtype=accum_dtype, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1271 | ): |
| 1272 | return None |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 1273 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1274 | attr = ts.TosaSerializerAttribute() |
James Ward | d34b3fc | 2023-01-18 14:51:25 +0000 | [diff] [blame] | 1275 | attr.MatMulAttribute(qinfo[0], qinfo[1]) |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1276 | |
| 1277 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1278 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1279 | compliance = self.tensorComplianceMetaData( |
| 1280 | op, a.dtype, args_dict, result_tensor, error_name |
| 1281 | ) |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 1282 | |
| 1283 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1284 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1285 | def build_reduce( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1286 | 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] | 1287 | ): |
| 1288 | assert len(inputs) == 1 |
| 1289 | a = inputs[0] |
| 1290 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1291 | result_tensor = OutputShaper.reduceOp(self.ser, rng, a, axis, error_name) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1292 | |
| 1293 | # Invalidate Input/Output list for error if checks. |
| 1294 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1295 | output_list = [result_tensor.name] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1296 | pCount, cCount = op["operands"] |
| 1297 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1298 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1299 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1300 | ) |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1301 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1302 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1303 | self.ser, |
| 1304 | validator_fcns, |
| 1305 | error_name, |
| 1306 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1307 | axis=axis, |
| 1308 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1309 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1310 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1311 | output_dtype=result_tensor.dtype, |
| 1312 | result_tensors=[result_tensor], |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 1313 | input_list=input_list, |
| 1314 | output_list=output_list, |
| 1315 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1316 | ): |
| 1317 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1318 | |
| 1319 | attr = ts.TosaSerializerAttribute() |
| 1320 | attr.AxisAttribute(axis) |
| 1321 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1322 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1323 | |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 1324 | if error_name is None and op["op"] == Op.REDUCE_PRODUCT: |
| 1325 | # Number of products - needed for compliance |
| 1326 | args_dict["n"] = a.shape[axis] |
| 1327 | |
| 1328 | compliance = self.tensorComplianceMetaData( |
| 1329 | op, a.dtype, args_dict, result_tensor, error_name |
| 1330 | ) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1331 | |
| 1332 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1333 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1334 | def build_clamp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1335 | self, |
| 1336 | rng, |
| 1337 | op, |
| 1338 | inputs, |
| 1339 | args_dict, |
| 1340 | validator_fcns=None, |
| 1341 | error_name=None, |
| 1342 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1343 | ): |
| 1344 | assert len(inputs) == 1 |
| 1345 | a = inputs[0] |
| 1346 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1347 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1348 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1349 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1350 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1351 | if error_name == ErrorIf.MaxSmallerMin: |
| 1352 | # Make sure the numbers are different to invoke this error |
| 1353 | while v[0] == v[1]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1354 | v = [rng.randNumberDType(a.dtype), rng.randNumberDType(a.dtype)] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1355 | max_val = min(v) |
| 1356 | min_val = max(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1357 | else: |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1358 | max_val = max(v) |
| 1359 | min_val = min(v) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1360 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1361 | # Invalidate Input/Output list for error if checks. |
| 1362 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1363 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1364 | pCount, cCount = op["operands"] |
| 1365 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1366 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1367 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1368 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1369 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1370 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1371 | self.ser, |
| 1372 | validator_fcns, |
| 1373 | error_name, |
| 1374 | op=op, |
| 1375 | max_val=max_val, |
| 1376 | min_val=min_val, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1377 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1378 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1379 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1380 | output_dtype=result_tensor.dtype, |
| 1381 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1382 | input_list=input_list, |
| 1383 | output_list=output_list, |
| 1384 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1385 | ): |
| 1386 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1387 | |
| 1388 | attr = ts.TosaSerializerAttribute() |
James Ward | 3407125 | 2022-12-07 15:48:47 +0000 | [diff] [blame] | 1389 | if a.dtype in (DType.BF16, DType.FP16, DType.FP32): |
| 1390 | if a.dtype == DType.FP16: |
| 1391 | # Non-tensor fp16 ops take fp16 values as fp32 in reference_model |
| 1392 | min_val = min_val.astype(np.float32) |
| 1393 | max_val = max_val.astype(np.float32) |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1394 | min_val_as_bytes = struct.pack("<f", min_val) |
| 1395 | max_val_as_bytes = struct.pack("<f", max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1396 | elif a.dtype in (DType.INT8, DType.INT16): |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1397 | min_val_as_bytes = struct.pack("<i", min_val) |
| 1398 | max_val_as_bytes = struct.pack("<i", max_val) |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 1399 | else: |
| 1400 | # to avoid internal error for incorrect input types |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1401 | min_val_as_bytes = struct.pack("<i", 0) |
| 1402 | max_val_as_bytes = struct.pack("<i", 0) |
| 1403 | |
| 1404 | 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] | 1405 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1406 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1407 | |
| 1408 | compliance = self.tensorComplianceMetaData( |
| 1409 | op, a.dtype, args_dict, result_tensor, error_name |
| 1410 | ) |
| 1411 | |
| 1412 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1413 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1414 | def build_activation( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1415 | self, |
| 1416 | rng, |
| 1417 | op, |
| 1418 | inputs, |
| 1419 | args_dict, |
| 1420 | validator_fcns=None, |
| 1421 | error_name=None, |
| 1422 | qinfo=None, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1423 | ): |
| 1424 | assert len(inputs) == 1 |
| 1425 | a = inputs[0] |
| 1426 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1427 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1428 | |
| 1429 | # Invalidate Input/Output list for error if checks. |
| 1430 | input_list = [a.name] |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1431 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1432 | pCount, cCount = op["operands"] |
| 1433 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1434 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1435 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1436 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1437 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1438 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1439 | self.ser, |
| 1440 | validator_fcns, |
| 1441 | error_name, |
| 1442 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1443 | input_shape=a.shape, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1444 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1445 | input_dtype=a.dtype, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1446 | output_dtype=result_tensor.dtype, |
| 1447 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1448 | input_list=input_list, |
| 1449 | output_list=output_list, |
| 1450 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1451 | ): |
| 1452 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1453 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1454 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1455 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1456 | compliance = self.tensorComplianceMetaData( |
| 1457 | op, a.dtype, args_dict, result_tensor, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1458 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1459 | |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 1460 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 1461 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1462 | def build_concat( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1463 | self, |
| 1464 | rng, |
| 1465 | op, |
| 1466 | inputs, |
| 1467 | args_dict, |
| 1468 | validator_fcns=None, |
| 1469 | error_name=None, |
| 1470 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1471 | ): |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1472 | if op["op"] == Op.CONCAT_SHAPE: |
| 1473 | axis = 0 |
| 1474 | else: |
| 1475 | axis = args_dict["axis"] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1476 | if error_name != ErrorIf.WrongInputType: |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1477 | assert type(axis) == int |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1478 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1479 | result_tensor = OutputShaper.concatOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1480 | self.ser, rng, axis, inputs, error_name=error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1481 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1482 | |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1483 | input_tensor_names = [] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1484 | for tensor in inputs: |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 1485 | input_tensor_names.append(tensor.name) |
| 1486 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1487 | # Invalidate Input/Output list for error if checks. |
| 1488 | input_list = input_tensor_names |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1489 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1490 | pCount, cCount = op["operands"] |
| 1491 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1492 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1493 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1494 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1495 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1496 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1497 | self.ser, |
| 1498 | validator_fcns, |
| 1499 | error_name, |
| 1500 | op=op, |
| 1501 | axis=axis, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1502 | input_shape=inputs[0].shape, |
| 1503 | output_shape=result_tensor.shape, |
| 1504 | input_dtype=inputs[0].dtype, |
| 1505 | output_dtype=result_tensor.dtype, |
| 1506 | inputs=inputs, |
| 1507 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1508 | input_list=input_list, |
| 1509 | output_list=output_list, |
| 1510 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1511 | ): |
| 1512 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1513 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 1514 | if op["op"] == Op.CONCAT: |
| 1515 | attr = ts.TosaSerializerAttribute() |
| 1516 | attr.AxisAttribute(axis) |
| 1517 | else: |
| 1518 | assert op["op"] == Op.CONCAT_SHAPE |
| 1519 | attr = None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1520 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 1521 | |
| 1522 | compliance = self.tensorComplianceMetaData( |
| 1523 | op, inputs[0].dtype, args_dict, result_tensor, error_name |
| 1524 | ) |
| 1525 | |
| 1526 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1527 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1528 | def build_pad( |
| 1529 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1530 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1531 | op, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1532 | inputs, |
| 1533 | args_dict, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1534 | validator_fcns=None, |
| 1535 | error_name=None, |
| 1536 | qinfo=None, |
| 1537 | ): |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1538 | assert len(inputs) == 2 |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1539 | a = inputs[0] |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1540 | pad_input = inputs[1] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1541 | padding = args_dict["pad"] |
| 1542 | pad_const_int = args_dict["pad_const_int"] |
| 1543 | pad_const_float = args_dict["pad_const_fp"] |
| 1544 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1545 | result_tensor = OutputShaper.padOp(self.ser, rng, a, padding, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1546 | |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1547 | # get pad_const_val_as_bytes from either pad_const_float or pad_const_int |
| 1548 | if gtu.dtypeIsFloat(a.dtype): |
| 1549 | pad_const_val_as_bytes = struct.pack("<f", pad_const_float) |
| 1550 | else: |
| 1551 | pad_const_val_as_bytes = struct.pack("<i", pad_const_int) |
| 1552 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1553 | attr = ts.TosaSerializerAttribute() |
Tai Ly | 60dc48c | 2024-03-08 22:19:41 +0000 | [diff] [blame] | 1554 | attr.PadAttribute(self.ser.builder, pad_const_val_as_bytes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1555 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1556 | # Invalidate Input/Output list for error if checks. |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 1557 | input_list = [a.name, pad_input.name] |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1558 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1559 | pCount, cCount = op["operands"] |
| 1560 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1561 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1562 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1563 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1564 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1565 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1566 | self.ser, |
| 1567 | validator_fcns, |
| 1568 | error_name, |
| 1569 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1570 | input_shape=a.shape, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1571 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1572 | input_dtype=a.dtype, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1573 | output_dtype=result_tensor.dtype, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1574 | pad=padding, |
| 1575 | qinfo=qinfo, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1576 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1577 | input_list=input_list, |
| 1578 | output_list=output_list, |
| 1579 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1580 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1581 | ): |
| 1582 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1583 | |
Eric Kunze | b5fabec | 2022-06-07 05:20:44 +0000 | [diff] [blame] | 1584 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1585 | |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 1586 | compliance = self.tensorComplianceMetaData( |
| 1587 | op, a.dtype, args_dict, result_tensor, error_name |
| 1588 | ) |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 1589 | |
| 1590 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1591 | |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1592 | def build_dim( |
| 1593 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1594 | rng, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1595 | op, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1596 | inputs, |
| 1597 | args_dict, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1598 | validator_fcns=None, |
| 1599 | error_name=None, |
| 1600 | qinfo=None, |
| 1601 | ): |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1602 | assert len(inputs) == 1 |
| 1603 | a = inputs[0] |
| 1604 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1605 | result_tensor = OutputShaper.dimOp(self.ser, rng, a, axis, error_name) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1606 | |
| 1607 | # Invalidate Input/Output list for error if checks. |
| 1608 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1609 | output_list = [result_tensor.name] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1610 | pCount, cCount = op["operands"] |
| 1611 | num_operands = pCount + cCount |
| 1612 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1613 | rng, error_name, input_list, output_list |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1614 | ) |
| 1615 | |
| 1616 | if not TosaErrorValidator.evValidateErrorIfs( |
| 1617 | self.ser, |
| 1618 | validator_fcns, |
| 1619 | error_name, |
| 1620 | op=op, |
| 1621 | axis=axis, |
| 1622 | input_shape=a.shape, |
| 1623 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1624 | output_shape=result_tensor.shape, |
| 1625 | output_dtype=result_tensor.dtype, |
| 1626 | result_tensors=[result_tensor], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1627 | input_list=input_list, |
| 1628 | output_list=output_list, |
| 1629 | num_operands=num_operands, |
| 1630 | ): |
| 1631 | return None |
| 1632 | |
| 1633 | attr = ts.TosaSerializerAttribute() |
| 1634 | attr.AxisAttribute(axis) |
| 1635 | |
| 1636 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1637 | return TosaTestGen.BuildInfo(result_tensor, None) |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 1638 | |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1639 | def build_reshape( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1640 | self, |
| 1641 | rng, |
| 1642 | op, |
| 1643 | inputs, |
| 1644 | args_dict, |
| 1645 | validator_fcns=None, |
| 1646 | error_name=None, |
| 1647 | qinfo=None, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1648 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1649 | assert len(inputs) == 2 |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1650 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1651 | shape = inputs[1] |
| 1652 | shape_attr = args_dict["new_shape"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1653 | result_tensor = OutputShaper.reshapeOp(self.ser, rng, a, shape_attr, error_name) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1654 | |
| 1655 | # Invalidate Input/Output list for error if checks. |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1656 | input_list = [a.name, shape.name] |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1657 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1658 | pCount, cCount = op["operands"] |
| 1659 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1660 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1661 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1662 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1663 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1664 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1665 | self.ser, |
| 1666 | validator_fcns, |
| 1667 | error_name, |
| 1668 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1669 | input_shape=a.shape, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1670 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1671 | input_dtype=a.dtype, |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1672 | output_dtype=result_tensor.dtype, |
| 1673 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1674 | input_list=input_list, |
| 1675 | output_list=output_list, |
| 1676 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1677 | ): |
| 1678 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1679 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1680 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 1681 | |
| 1682 | compliance = self.tensorComplianceMetaData( |
| 1683 | op, a.dtype, args_dict, result_tensor, error_name |
| 1684 | ) |
| 1685 | |
| 1686 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1687 | |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1688 | def build_reverse( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1689 | self, |
| 1690 | rng, |
| 1691 | op, |
| 1692 | inputs, |
| 1693 | args_dict, |
| 1694 | validator_fcns=None, |
| 1695 | error_name=None, |
| 1696 | qinfo=None, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1697 | ): |
| 1698 | assert len(inputs) == 1 |
| 1699 | a = inputs[0] |
| 1700 | axis = args_dict["axis"] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1701 | result_tensor = OutputShaper.unaryOp(self.ser, rng, a, error_name) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1702 | |
| 1703 | # Invalidate Input/Output list for error if checks. |
| 1704 | input_list = [a.name] |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1705 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1706 | pCount, cCount = op["operands"] |
| 1707 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1708 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1709 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1710 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1711 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1712 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1713 | self.ser, |
| 1714 | validator_fcns, |
| 1715 | error_name, |
| 1716 | op=op, |
| 1717 | axis=axis, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1718 | input_shape=a.shape, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1719 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1720 | input_dtype=a.dtype, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1721 | output_dtype=result_tensor.dtype, |
| 1722 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1723 | input_list=input_list, |
| 1724 | output_list=output_list, |
| 1725 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1726 | ): |
| 1727 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1728 | |
| 1729 | attr = ts.TosaSerializerAttribute() |
| 1730 | attr.AxisAttribute(axis) |
| 1731 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1732 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 1733 | return TosaTestGen.BuildInfo(result_tensor, None) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1734 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1735 | def build_transpose( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1736 | self, |
| 1737 | rng, |
| 1738 | op, |
| 1739 | inputs, |
| 1740 | args_dict, |
| 1741 | validator_fcns=None, |
| 1742 | error_name=None, |
| 1743 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1744 | ): |
| 1745 | assert len(inputs) == 1 |
| 1746 | a = inputs[0] |
| 1747 | perms = args_dict["perms"] |
| 1748 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1749 | result_tensor = OutputShaper.transposeOp(self.ser, rng, a, perms, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1750 | |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1751 | attr = ts.TosaSerializerAttribute() |
| 1752 | attr.TransposeAttribute(perms) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1753 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1754 | # Invalidate Input/Output list for error if checks. |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 1755 | input_list = [a.name] |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1756 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1757 | pCount, cCount = op["operands"] |
| 1758 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1759 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1760 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1761 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1762 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1763 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1764 | self.ser, |
| 1765 | validator_fcns, |
| 1766 | error_name, |
| 1767 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1768 | input_shape=a.shape, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1769 | output_shape=result_tensor.shape, |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1770 | perms=perms, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1771 | input_dtype=a.dtype, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1772 | output_dtype=result_tensor.dtype, |
| 1773 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1774 | input_list=input_list, |
| 1775 | output_list=output_list, |
| 1776 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1777 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1778 | ): |
| 1779 | return None |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1780 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1781 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 1782 | |
| 1783 | compliance = self.tensorComplianceMetaData( |
| 1784 | op, a.dtype, args_dict, result_tensor, error_name |
| 1785 | ) |
| 1786 | |
| 1787 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1788 | |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1789 | def build_slice( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1790 | self, |
| 1791 | rng, |
| 1792 | op, |
| 1793 | inputs, |
| 1794 | args_dict, |
| 1795 | validator_fcns=None, |
| 1796 | error_name=None, |
| 1797 | qinfo=None, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1798 | ): |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1799 | assert len(inputs) == 3 |
| 1800 | a, start_var, size_var = inputs |
| 1801 | start_const = args_dict["start"] |
| 1802 | size_const = args_dict["size"] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1803 | |
| 1804 | result_tensor = OutputShaper.sliceOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1805 | self.ser, rng, a, start_const, size_const, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1806 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1807 | |
| 1808 | # Invalidate Input/Output list for error if checks. |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1809 | input_list = [a.name, start_var.name, size_var.name] |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1810 | output_list = [result_tensor.name] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1811 | pCount, cCount = op["operands"] |
| 1812 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1813 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1814 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1815 | ) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1816 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1817 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1818 | self.ser, |
| 1819 | validator_fcns, |
| 1820 | error_name, |
| 1821 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1822 | input_shape=a.shape, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1823 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1824 | input_dtype=a.dtype, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1825 | output_dtype=result_tensor.dtype, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 1826 | start=start_const, |
| 1827 | size=size_const, |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1828 | result_tensors=[result_tensor], |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 1829 | input_list=input_list, |
| 1830 | output_list=output_list, |
| 1831 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1832 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1833 | ): |
| 1834 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1835 | |
Tai Ly | 8ead6c4 | 2024-02-14 22:35:44 +0000 | [diff] [blame] | 1836 | self.ser.addOperator(op["op"], input_list, output_list) |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +0000 | [diff] [blame] | 1837 | |
| 1838 | compliance = self.tensorComplianceMetaData( |
| 1839 | op, a.dtype, args_dict, result_tensor, error_name |
| 1840 | ) |
| 1841 | |
| 1842 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1843 | |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1844 | def build_tile( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1845 | self, |
| 1846 | rng, |
| 1847 | op, |
| 1848 | inputs, |
| 1849 | args_dict, |
| 1850 | validator_fcns=None, |
| 1851 | error_name=None, |
| 1852 | qinfo=None, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1853 | ): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1854 | assert len(inputs) == 2 |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1855 | a = inputs[0] |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 1856 | multiples = inputs[1] |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1857 | multiples_attr = args_dict["multiples"] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1858 | result_tensor = OutputShaper.tileOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1859 | self.ser, rng, a, multiples_attr, error_name |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1860 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1861 | |
| 1862 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1863 | input_list = [a.name, multiples.name] |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1864 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1865 | pCount, cCount = op["operands"] |
| 1866 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1867 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1868 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1869 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1870 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1871 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1872 | self.ser, |
| 1873 | validator_fcns, |
| 1874 | error_name, |
| 1875 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1876 | input_shape=a.shape, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1877 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1878 | input_dtype=a.dtype, |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1879 | output_dtype=result_tensor.dtype, |
| 1880 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1881 | input_list=input_list, |
| 1882 | output_list=output_list, |
| 1883 | num_operands=num_operands, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 1884 | input1=a, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1885 | ): |
| 1886 | return None |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1887 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 1888 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 1889 | |
| 1890 | compliance = self.tensorComplianceMetaData( |
| 1891 | op, a.dtype, args_dict, result_tensor, error_name |
| 1892 | ) |
| 1893 | |
| 1894 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1895 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1896 | def build_gather( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1897 | self, |
| 1898 | rng, |
| 1899 | op, |
| 1900 | inputs, |
| 1901 | args_dict, |
| 1902 | validator_fcns=None, |
| 1903 | error_name=None, |
| 1904 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1905 | ): |
| 1906 | assert len(inputs) == 2 |
| 1907 | values, indices = inputs |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1908 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1909 | result_tensor = OutputShaper.gatherOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1910 | self.ser, rng, values, indices, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1911 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1912 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1913 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1914 | input_list = [values.name, indices.name] |
| 1915 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1916 | pCount, cCount = op["operands"] |
| 1917 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1918 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1919 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1920 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1921 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1922 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1923 | self.ser, |
| 1924 | validator_fcns, |
| 1925 | error_name, |
| 1926 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1927 | input_shape=values.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1928 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1929 | input_dtype=values.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1930 | output_dtype=result_tensor.dtype, |
| 1931 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1932 | input_list=input_list, |
| 1933 | output_list=output_list, |
| 1934 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1935 | ): |
| 1936 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1937 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1938 | self.ser.addOperator(op["op"], input_list, output_list) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1939 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1940 | compliance = self.tensorComplianceMetaData( |
| 1941 | op, values.dtype, args_dict, result_tensor, error_name |
| 1942 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1943 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1944 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1945 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1946 | def build_scatter( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1947 | self, |
| 1948 | rng, |
| 1949 | op, |
| 1950 | inputs, |
| 1951 | args_dict, |
| 1952 | validator_fcns=None, |
| 1953 | error_name=None, |
| 1954 | qinfo=None, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1955 | ): |
| 1956 | assert len(inputs) == 3 |
| 1957 | values_in, indices, input = inputs |
| 1958 | result_tensor = OutputShaper.scatterOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1959 | self.ser, rng, values_in, indices, input, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1960 | ) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1961 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1962 | # Invalidate Input/Output list for error if checks. |
Jeremy Johnson | 194fe31 | 2023-12-07 14:17:57 +0000 | [diff] [blame] | 1963 | input_list = [values_in.name, indices.name, input.name] |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1964 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1965 | pCount, cCount = op["operands"] |
| 1966 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1967 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1968 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1969 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1970 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1971 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1972 | self.ser, |
| 1973 | validator_fcns, |
| 1974 | error_name, |
| 1975 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1976 | input_shape=values_in.shape, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1977 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1978 | input_dtype=values_in.dtype, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1979 | output_dtype=result_tensor.dtype, |
| 1980 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1981 | input_list=input_list, |
| 1982 | output_list=output_list, |
| 1983 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 1984 | ): |
| 1985 | return None |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1986 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 1987 | self.ser.addOperator(op["op"], input_list, output_list) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 1988 | |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 1989 | compliance = self.tensorComplianceMetaData( |
| 1990 | op, values_in.dtype, args_dict, result_tensor, error_name |
| 1991 | ) |
| 1992 | |
| 1993 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 1994 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1995 | def build_resize( |
| 1996 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 1997 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 1998 | op, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 1999 | inputs, |
| 2000 | args_dict, |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2001 | validator_fcns, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2002 | error_name=None, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2003 | qinfo=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2004 | ): |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2005 | assert len(inputs) == 4 |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2006 | input = inputs[0] |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2007 | scale_input = inputs[1] |
| 2008 | offset_input = inputs[2] |
| 2009 | border_input = inputs[3] |
| 2010 | |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2011 | mode = args_dict["mode"] |
| 2012 | scale = args_dict["scale"] |
| 2013 | offset = args_dict["offset"] |
| 2014 | border = args_dict["border"] |
| 2015 | output_dtype = args_dict["output_dtype"] |
| 2016 | |
| 2017 | result_tensor = OutputShaper.resizeOp( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2018 | self.ser, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2019 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2020 | input, |
| 2021 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2022 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2023 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2024 | border, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2025 | input.dtype, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2026 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2027 | error_name, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2028 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2029 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2030 | # Invalidate Input/Output list for error if checks. |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2031 | input_list = [ |
| 2032 | input.name, |
| 2033 | scale_input.name, |
| 2034 | offset_input.name, |
| 2035 | border_input.name, |
| 2036 | ] |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2037 | output_list = [result_tensor.name] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2038 | pCount, cCount = op["operands"] |
| 2039 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2040 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2041 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2042 | ) |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2043 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2044 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2045 | self.ser, |
| 2046 | validator_fcns, |
| 2047 | error_name, |
| 2048 | op=op, |
| 2049 | mode=mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2050 | scale=scale, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2051 | input_dtype=input.dtype, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2052 | output_dtype=output_dtype, |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2053 | input_shape=input.shape, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2054 | output_shape=result_tensor.shape, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2055 | offset=offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 2056 | border=border, |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2057 | input_list=input_list, |
| 2058 | output_list=output_list, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2059 | result_tensors=[result_tensor], |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 2060 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2061 | ): |
| 2062 | return None |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 2063 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2064 | attr = ts.TosaSerializerAttribute() |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 2065 | # write empty scale/offset/border into ResizeAttribute |
| 2066 | attr.ResizeAttribute([], [], [], mode) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2067 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 2068 | |
| 2069 | compliance = self.tensorComplianceMetaData( |
| 2070 | op, input.dtype, args_dict, result_tensor, error_name |
| 2071 | ) |
| 2072 | |
| 2073 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2074 | |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2075 | def build_const( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2076 | self, |
| 2077 | rng, |
| 2078 | op, |
| 2079 | inputs, |
| 2080 | args_dict, |
| 2081 | validator_fcns=None, |
| 2082 | error_name=None, |
| 2083 | qinfo=None, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2084 | ): |
| 2085 | assert len(inputs) == 1 |
| 2086 | val = inputs[0] |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 2087 | self.ser.addOutputTensor(val) |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 2088 | |
| 2089 | compliance = self.tensorComplianceMetaData( |
| 2090 | op, val.dtype, args_dict, val, error_name |
| 2091 | ) |
| 2092 | |
| 2093 | return TosaTestGen.BuildInfo(val, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2094 | |
| 2095 | # Type Conversion |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2096 | def build_cast( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2097 | self, |
| 2098 | rng, |
| 2099 | op, |
| 2100 | inputs, |
| 2101 | args_dict, |
| 2102 | validator_fcns=None, |
| 2103 | error_name=None, |
| 2104 | qinfo=None, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2105 | ): |
| 2106 | assert len(inputs) == 1 |
| 2107 | val = inputs[0] |
| 2108 | out_dtype = args_dict["out_type"] |
| 2109 | |
| 2110 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2111 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2112 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2113 | |
| 2114 | # Invalidate Input/Output list for error if checks. |
| 2115 | input_list = [val.name] |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2116 | output_list = [result_tensor.name] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2117 | pCount, cCount = op["operands"] |
| 2118 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2119 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2120 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2121 | ) |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2122 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2123 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2124 | self.ser, |
| 2125 | validator_fcns, |
| 2126 | error_name, |
| 2127 | op=op, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2128 | input_shape=val.shape, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2129 | output_shape=result_tensor.shape, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2130 | input_dtype=val.dtype, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2131 | output_dtype=result_tensor.dtype, |
| 2132 | result_tensors=[result_tensor], |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2133 | input_list=input_list, |
| 2134 | output_list=output_list, |
| 2135 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2136 | ): |
| 2137 | return None |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 2138 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2139 | self.ser.addOperator(op["op"], input_list, output_list) |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 2140 | |
| 2141 | compliance = self.tensorComplianceMetaData( |
| 2142 | op, val.dtype, args_dict, result_tensor, error_name |
| 2143 | ) |
| 2144 | |
| 2145 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2146 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2147 | def build_rescale( |
| 2148 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2149 | rng, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2150 | op, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2151 | inputs, |
| 2152 | args_dict, |
| 2153 | validator_fcns=None, |
| 2154 | error_name=None, |
| 2155 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2156 | ): |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2157 | assert len(inputs) == 3 |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2158 | val = inputs[0] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2159 | multiplier_val = inputs[1] |
| 2160 | shift_val = inputs[2] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2161 | out_dtype = args_dict["output_dtype"] |
| 2162 | scale32 = args_dict["scale"] |
| 2163 | double_round = args_dict["double_round"] |
| 2164 | per_channel = args_dict["per_channel"] |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2165 | shift_arr = args_dict["shift"] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2166 | multiplier_arr = args_dict["multiplier"] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2167 | |
| 2168 | result_tensor = OutputShaper.typeConversionOp( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2169 | self.ser, rng, val, out_dtype, error_name |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2170 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2171 | |
| 2172 | if per_channel: |
| 2173 | nc = val.shape[-1] |
| 2174 | else: |
| 2175 | nc = 1 |
| 2176 | |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2177 | in_type_width = gtu.dtypeWidth(val.dtype) |
| 2178 | out_type_width = gtu.dtypeWidth(out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2179 | |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2180 | input_unsigned = False |
| 2181 | output_unsigned = False |
| 2182 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2183 | if val.dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2184 | input_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2185 | in_type_width += 1 |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 2186 | elif val.dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2187 | input_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2188 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2189 | input_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2190 | elif error_name in [ |
| 2191 | ErrorIf.InputZeroPointNotZero, |
| 2192 | ErrorIf.U16InputZeroPointNotValid, |
| 2193 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2194 | input_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2195 | if input_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2196 | input_zp = input_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2197 | in_type_width += 1 |
| 2198 | elif val.dtype == DType.UINT16: |
| 2199 | # Must come after ErrorIf.U16InputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2200 | input_zp = rng.choice([0, 32768]) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2201 | in_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2202 | input_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2203 | else: |
| 2204 | input_zp = 0 |
| 2205 | |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 2206 | if out_dtype == DType.INT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2207 | output_zp = rng.randInt(-128, 128) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2208 | out_type_width += 1 |
Matthew Haddon | cac4ee9 | 2021-07-22 14:30:53 +0100 | [diff] [blame] | 2209 | elif out_dtype == DType.UINT8: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2210 | output_zp = rng.randInt(0, 256) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2211 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2212 | output_unsigned = True |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2213 | elif error_name in [ |
| 2214 | ErrorIf.OutputZeroPointNotZero, |
| 2215 | ErrorIf.U16OutputZeroPointNotValid, |
| 2216 | ]: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2217 | output_zp = rng.randInt(-128, 128) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2218 | if output_zp == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2219 | output_zp = output_zp + rng.integers(1, 10) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2220 | out_type_width += 1 |
| 2221 | elif out_dtype == DType.UINT16: |
| 2222 | # Must come after ErrorIf.U16OutputZeroPointNotValid check |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2223 | output_zp = rng.choice([0, 32768]) |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2224 | out_type_width += 1 |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2225 | output_unsigned = True |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2226 | else: |
| 2227 | output_zp = 0 |
| 2228 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2229 | min_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
| 2230 | max_shift_value_arr = np.int64(np.zeros(shape=[nc])) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2231 | |
| 2232 | for i in range(nc): |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2233 | min_shift_value_arr[i] = -1 << (shift_arr[i] - 1) |
| 2234 | max_shift_value_arr[i] = (1 << (shift_arr[i] - 1)) - 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2235 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 2236 | logger.debug( |
| 2237 | f"build_rescale: multiplier={multiplier_arr} shift={shift_arr} inzp={input_zp} outzp={output_zp}" |
| 2238 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2239 | if scale32 and error_name is None: |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 2240 | # Make sure random values are within apply_scale_32 specification |
Eric Kunze | 750d27d | 2022-06-30 21:37:09 +0000 | [diff] [blame] | 2241 | # REQUIRES(value >= (-1<<(shift-1)) && value < (1<<(shift-1)) |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2242 | assert val.placeholderFilename |
| 2243 | values = np.load( |
| 2244 | os.path.join(self.basePath, self.testPath, val.placeholderFilename) |
| 2245 | ) |
Jeremy Johnson | c0fe04d | 2022-02-17 12:29:35 +0000 | [diff] [blame] | 2246 | val_adj = np.subtract(values, input_zp, dtype=np.int64) |
| 2247 | val_adj = np.maximum(val_adj, min_shift_value_arr, dtype=np.int64) |
| 2248 | 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] | 2249 | val_adj = np.add(val_adj, input_zp, dtype=np.int64) |
| 2250 | # Check we can safely convert to the expected dtype |
| 2251 | assert ( |
| 2252 | val_adj.all() >= np.iinfo(values.dtype).min |
| 2253 | and val_adj.all() <= np.iinfo(values.dtype).max |
| 2254 | ) |
| 2255 | |
| 2256 | # Force casting to output datatype |
| 2257 | val_adj = val_adj.astype(values.dtype, casting="unsafe") |
| 2258 | |
Jeremy Johnson | 42c9bae | 2022-02-01 11:37:58 +0000 | [diff] [blame] | 2259 | if not np.all(np.array_equal(values, val_adj)): |
| 2260 | # Values changed so overwrite file with new values |
| 2261 | np.save( |
| 2262 | os.path.join(self.basePath, self.testPath, val.placeholderFilename), |
| 2263 | val_adj, |
| 2264 | False, |
| 2265 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2266 | |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2267 | # Invalidate Input/Output list for error if checks. |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 2268 | input_list = [val.name, multiplier_val.name, shift_val.name] |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2269 | output_list = [result_tensor.name] |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2270 | pCount, cCount = op["operands"] |
| 2271 | num_operands = pCount + cCount |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2272 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2273 | rng, error_name, input_list, output_list |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2274 | ) |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2275 | |
| 2276 | qinfo = (input_zp, output_zp) |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2277 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2278 | self.ser, |
| 2279 | validator_fcns, |
| 2280 | error_name, |
| 2281 | op=op, |
| 2282 | input_dtype=val.dtype, |
| 2283 | output_dtype=out_dtype, |
| 2284 | input_shape=val.shape, |
| 2285 | qinfo=qinfo, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2286 | scale32=scale32, |
| 2287 | double_round=double_round, |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2288 | input_list=input_list, |
| 2289 | output_list=output_list, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2290 | result_tensors=[result_tensor], |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2291 | num_operands=num_operands, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2292 | ): |
| 2293 | return None |
Matthew Haddon | c202521 | 2021-10-08 21:21:05 +0100 | [diff] [blame] | 2294 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2295 | attr = ts.TosaSerializerAttribute() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2296 | attr.RescaleAttribute( |
| 2297 | input_zp, |
| 2298 | output_zp, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2299 | scale32, |
| 2300 | double_round, |
| 2301 | per_channel, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 2302 | input_unsigned, |
| 2303 | output_unsigned, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2304 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2305 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2306 | self.ser.addOperator(op["op"], input_list, output_list, attr) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2307 | |
| 2308 | compliance = self.tensorComplianceMetaData( |
| 2309 | op, val.dtype, args_dict, result_tensor, error_name |
| 2310 | ) |
| 2311 | |
| 2312 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2313 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2314 | def _get_condition_tensor(self, rng, op, cond, error_name): |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2315 | if error_name == ErrorIf.CondIfCondNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2316 | cond_type = gtu.get_wrong_output_type(op, rng, DType.BOOL) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2317 | else: |
| 2318 | cond_type = DType.BOOL |
| 2319 | if error_name == ErrorIf.CondIfCondShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2320 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2321 | if choice == 1: |
| 2322 | cond_shape = [2] |
| 2323 | else: |
| 2324 | cond_shape = [1, 2] |
| 2325 | else: |
| 2326 | # Must be of size 1 (rank 0) |
| 2327 | cond_shape = [] |
| 2328 | cond_tens = self.ser.addConst(cond_shape, cond_type, [cond]) |
| 2329 | return cond_tens |
| 2330 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2331 | def build_cond_if_const( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2332 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2333 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2334 | op, |
| 2335 | inputs, |
| 2336 | args_dict, |
| 2337 | validator_fcns=None, |
| 2338 | error_name=None, |
| 2339 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2340 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2341 | # 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] | 2342 | # (except for the generated shape) and the condition. Build Then/Else blocks |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2343 | # and fill them with const nodes for the body. |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2344 | assert len(inputs) == 2 |
| 2345 | then_tens, else_tens = inputs |
| 2346 | |
| 2347 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2348 | |
| 2349 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2350 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2351 | |
| 2352 | # Make then/else tensors |
| 2353 | out_shape = then_tens.shape |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2354 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2355 | dtype = DType.INT32 |
| 2356 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2357 | # Create an incorrect output shape for error_if tests |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2358 | if error_name in [ |
| 2359 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2360 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2361 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2362 | incorrect_shape = deepcopy(then_tens.shape) |
| 2363 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2364 | incorrect_shape[i] += ( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2365 | rng.choice([-3, -2, 2, 3]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2366 | if incorrect_shape[i] > 3 |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2367 | else rng.choice([1, 2, 4]) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2368 | ) |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2369 | incorrect_arr = np.int32(rng.integers(0, 256, size=incorrect_shape)) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2370 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2371 | then_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
| 2372 | else_arr = np.int32(rng.integers(0, 256, size=out_shape)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2373 | |
| 2374 | # And the result tensor based on any of the outputs |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2375 | result_tensor = self.ser.addOutput(out_shape, dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2376 | |
| 2377 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2378 | then_block = "THEN_BLOCK" |
| 2379 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2380 | attr = ts.TosaSerializerAttribute() |
| 2381 | attr.CondIfAttribute(then_block, else_block) |
| 2382 | |
| 2383 | # Finally, build the op and the two blocks |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2384 | self.ser.addOperator(op["op"], [cond_tens.name], [result_tensor.name], attr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2385 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2386 | self.ser.addBasicBlock(then_block) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2387 | # Build the actual then/else tensors inside their blocks |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2388 | if error_name == ErrorIf.CondIfOutputListThenGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2389 | then_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2390 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2391 | then_tens = self.ser.addConst(out_shape, dtype, then_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2392 | self.ser.addOutputTensor(then_tens) |
| 2393 | |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2394 | self.ser.addBasicBlock(else_block) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2395 | if error_name == ErrorIf.CondIfOutputListElseGraphMismatch: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2396 | else_tens = self.ser.addConst(incorrect_shape, dtype, incorrect_arr) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2397 | else: |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2398 | else_tens = self.ser.addConst(out_shape, dtype, else_arr) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2399 | self.ser.addOutputTensor(else_tens) |
| 2400 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2401 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2402 | self.ser, |
| 2403 | validator_fcns, |
| 2404 | error_name, |
| 2405 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2406 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2407 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2408 | ): |
| 2409 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2410 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2411 | compliance = self.tensorComplianceMetaData( |
| 2412 | op, dtype, args_dict, result_tensor, error_name |
| 2413 | ) |
| 2414 | |
| 2415 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2416 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2417 | def build_cond_if_binary( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2418 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2419 | rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2420 | op, |
| 2421 | inputs, |
| 2422 | args_dict, |
| 2423 | validator_fcns=None, |
| 2424 | error_name=None, |
| 2425 | qinfo=None, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2426 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2427 | # For cond_if with a binary op in the then/else blocks, take a and b and |
| 2428 | # alternately add or subtract them based on the condition |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2429 | assert len(inputs) == 2 |
| 2430 | a, b = inputs |
| 2431 | |
| 2432 | cond = args_dict["condition"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2433 | |
| 2434 | # Condition tensor |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2435 | cond_tens = self._get_condition_tensor(rng, op, cond, error_name) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2436 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2437 | result_tensor = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2438 | |
| 2439 | # Create the attribute with the names of the then/else blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2440 | then_block = "THEN_BLOCK" |
| 2441 | else_block = "ELSE_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2442 | attr = ts.TosaSerializerAttribute() |
| 2443 | attr.CondIfAttribute(then_block, else_block) |
| 2444 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2445 | if error_name in [ |
| 2446 | ErrorIf.CondIfInputListThenGraphMismatch, |
| 2447 | ErrorIf.CondIfInputListElseGraphMismatch, |
| 2448 | ErrorIf.CondIfOutputListElseGraphMismatch, |
| 2449 | ErrorIf.CondIfOutputListThenGraphMismatch, |
| 2450 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2451 | incorrect_shape = a.shape.copy() |
| 2452 | for i in range(len(incorrect_shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2453 | incorrect_shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2454 | incorrect_block_input = deepcopy(a) |
| 2455 | incorrect_block_input.shape = incorrect_shape |
| 2456 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2457 | # Finally, build the op and the two blocks |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2458 | self.ser.addOperator( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2459 | 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] | 2460 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2461 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 2462 | if a.dtype in (DType.FP32, DType.BF16, DType.FP16, DType.INT32): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2463 | 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] | 2464 | elif a.dtype in (DType.INT8, DType.INT16): |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2465 | then_op, else_op = ( |
| 2466 | self.TOSA_OP_LIST["logical_right_shift"], |
| 2467 | self.TOSA_OP_LIST["logical_left_shift"], |
| 2468 | ) |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 2469 | else: |
| 2470 | assert False, f"No tests for DType: {a.dtype}" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2471 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2472 | # Determine the element-wise binary operation that compliance will need to |
| 2473 | # check the results of |
| 2474 | compliance_op = then_op if cond else else_op |
| 2475 | |
| 2476 | 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] | 2477 | self.ser.addBasicBlock(block) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2478 | if ( |
| 2479 | error_name == ErrorIf.CondIfInputListThenGraphMismatch |
| 2480 | and block == then_block |
| 2481 | ) or ( |
| 2482 | error_name == ErrorIf.CondIfInputListElseGraphMismatch |
| 2483 | and block == else_block |
| 2484 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2485 | self.ser.addInputTensor(incorrect_block_input) |
| 2486 | self.ser.addInputTensor(b) |
| 2487 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2488 | elif ( |
| 2489 | error_name == ErrorIf.CondIfOutputListThenGraphMismatch |
| 2490 | and block == then_block |
| 2491 | ) or ( |
| 2492 | error_name == ErrorIf.CondIfOutputListElseGraphMismatch |
| 2493 | and block == else_block |
| 2494 | ): |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2495 | self.ser.addInputTensor(a) |
| 2496 | self.ser.addInputTensor(b) |
| 2497 | tens = self.ser.addOutput(incorrect_block_input.shape, a.dtype) |
| 2498 | else: |
| 2499 | self.ser.addInputTensor(a) |
| 2500 | self.ser.addInputTensor(b) |
| 2501 | tens = self.ser.addOutput(a.shape, a.dtype) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2502 | self.ser.addOperator(block_op["op"], [a.name, b.name], [tens.name]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2503 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2504 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2505 | self.ser, |
| 2506 | validator_fcns, |
| 2507 | error_name, |
| 2508 | op=op, |
| 2509 | a=a, |
| 2510 | b=b, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2511 | basicBlocks=self.ser.currRegion.basicBlocks, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2512 | cond=cond_tens, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2513 | ): |
| 2514 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2515 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2516 | compliance = self.tensorComplianceMetaData( |
| 2517 | compliance_op, a.dtype, args_dict, result_tensor, error_name |
| 2518 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2519 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2520 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2521 | |
| 2522 | def build_while_loop( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2523 | self, |
| 2524 | rng, |
| 2525 | op, |
| 2526 | inputs, |
| 2527 | args_dict, |
| 2528 | validator_fcns=None, |
| 2529 | error_name=None, |
| 2530 | qinfo=None, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2531 | ): |
| 2532 | assert len(inputs) == 1 |
| 2533 | a = inputs[0] |
| 2534 | iter_val = args_dict["iterations"] |
| 2535 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2536 | iter = self.ser.addPlaceholder([], DType.INT32, [np.int32(iter_val)]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2537 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2538 | cond_block = "COND_BLOCK" |
| 2539 | body_block = "BODY_BLOCK" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2540 | |
| 2541 | attr = ts.TosaSerializerAttribute() |
| 2542 | attr.WhileLoopAttribute(cond_block, body_block) |
| 2543 | |
| 2544 | # Accumulator tensor |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2545 | # acc = self.ser.addOutput(a.shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2546 | acc_init_val = np.int32(np.zeros(a.shape)) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2547 | acc = self.ser.addPlaceholder(a.shape, a.dtype, acc_init_val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2548 | |
| 2549 | # Intermediate/output tensors for everything going through the loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2550 | iter_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2551 | a_out = self.ser.addIntermediate(a.shape, a.dtype) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2552 | if error_name == ErrorIf.InputListOutputListMismatch: |
| 2553 | incorrect_acc = deepcopy(acc) |
| 2554 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2555 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2556 | acc_out = self.ser.addIntermediate(incorrect_acc.shape, acc.dtype) |
| 2557 | else: |
| 2558 | acc_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2559 | |
| 2560 | # While_loop operator |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2561 | self.ser.addOperator( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2562 | op["op"], |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2563 | [iter.name, a.name, acc.name], |
| 2564 | [iter_out.name, a_out.name, acc_out.name], |
| 2565 | attr, |
| 2566 | ) |
Kevin Cheng | b227ae5 | 2021-09-02 13:43:17 -0700 | [diff] [blame] | 2567 | self.ser.addOutputTensor(acc_out) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2568 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2569 | if error_name in [ |
| 2570 | ErrorIf.InputListCondGraphMismatch, |
| 2571 | ErrorIf.InputListBodyGraphInputMismatch, |
| 2572 | ErrorIf.InputListBodyGraphOutputMismatch, |
| 2573 | ]: |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2574 | incorrect_iter = deepcopy(iter) |
| 2575 | for i in range(len(incorrect_iter.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2576 | incorrect_iter.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2577 | if len(incorrect_iter.shape) == 0: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2578 | incorrect_iter.shape.append(rng.choice([-3, -2, 2, 3])) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2579 | |
| 2580 | incorrect_acc = deepcopy(acc) |
| 2581 | for i in range(len(incorrect_acc.shape)): |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2582 | incorrect_acc.shape[i] += rng.choice([-3, -2, 2, 3]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2583 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2584 | # COND block (input: iter, output: cond_tens ) |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2585 | self.ser.addBasicBlock(cond_block) |
| 2586 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2587 | if error_name == ErrorIf.InputListCondGraphMismatch: |
| 2588 | self.ser.addInputTensor(incorrect_iter) |
| 2589 | self.ser.addInputTensor(a) |
| 2590 | self.ser.addInputTensor(incorrect_acc) |
| 2591 | else: |
| 2592 | self.ser.addInputTensor(iter) |
| 2593 | self.ser.addInputTensor(a) |
| 2594 | self.ser.addInputTensor(acc) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2595 | zero_tens = self.ser.addConst([], DType.INT32, [np.int32(0)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2596 | |
| 2597 | if error_name == ErrorIf.CondGraphOutputNotMatchingBool: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2598 | cond_type = rng.choice([DType.INT8, DType.INT32, DType.FP32]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2599 | else: |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2600 | cond_type = DType.BOOL |
| 2601 | if error_name == ErrorIf.CondGraphOutputShapeNotSizeOne: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2602 | choice = rng.choice([1, 2]) |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 2603 | if choice == 1: |
| 2604 | cond_shape = [3] |
| 2605 | else: |
| 2606 | cond_shape = [1, 2] |
| 2607 | else: |
| 2608 | cond_shape = [] |
| 2609 | cond_tens = self.ser.addOutput(cond_shape, cond_type) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2610 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2611 | 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] | 2612 | |
| 2613 | # BODY block (input: a, acc, iter, output: a, acc, iter) |
| 2614 | # 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] | 2615 | self.ser.addBasicBlock(body_block) |
| 2616 | |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2617 | if error_name == ErrorIf.InputListBodyGraphInputMismatch: |
| 2618 | self.ser.addInputTensor(incorrect_iter) |
| 2619 | self.ser.addInputTensor(a) |
| 2620 | self.ser.addInputTensor(incorrect_acc) |
| 2621 | else: |
| 2622 | self.ser.addInputTensor(iter) |
| 2623 | self.ser.addInputTensor(a) |
| 2624 | self.ser.addInputTensor(acc) |
| 2625 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2626 | one_tens = self.ser.addConst([], DType.INT32, [np.int32(1)]) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2627 | |
| 2628 | if error_name == ErrorIf.InputListBodyGraphOutputMismatch: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2629 | iter_body_out = self.ser.addIntermediate( |
| 2630 | incorrect_iter.shape, incorrect_iter.dtype |
| 2631 | ) |
| 2632 | acc_body_out = self.ser.addIntermediate( |
| 2633 | incorrect_acc.shape, incorrect_acc.dtype |
| 2634 | ) |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2635 | else: |
| 2636 | iter_body_out = self.ser.addIntermediate(iter.shape, iter.dtype) |
| 2637 | acc_body_out = self.ser.addIntermediate(acc.shape, acc.dtype) |
| 2638 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2639 | self.ser.addOperator(Op.ADD, [a.name, acc.name], [acc_body_out.name]) |
| 2640 | self.ser.addOperator(Op.SUB, [iter.name, one_tens.name], [iter_body_out.name]) |
| 2641 | self.ser.addOutputTensor(iter_body_out) |
| 2642 | self.ser.addOutputTensor(a) |
| 2643 | self.ser.addOutputTensor(acc_body_out) |
| 2644 | |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2645 | if not TosaErrorValidator.evValidateErrorIfs( |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2646 | self.ser, |
| 2647 | validator_fcns, |
| 2648 | error_name, |
| 2649 | op=op, |
Jerry Ge | 9e94af8 | 2022-10-27 09:57:00 -0700 | [diff] [blame] | 2650 | basicBlocks=self.ser.currRegion.basicBlocks, |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 2651 | ): |
| 2652 | return None |
Matthew Haddon | 630c17c | 2021-10-14 15:05:41 +0100 | [diff] [blame] | 2653 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 2654 | compliance = self.tensorComplianceMetaData( |
| 2655 | op, a.dtype, args_dict, acc_out, error_name |
| 2656 | ) |
| 2657 | |
| 2658 | return TosaTestGen.BuildInfo(acc_out, compliance) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2659 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2660 | def build_fft2d( |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2661 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2662 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2663 | op, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2664 | inputs, |
| 2665 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2666 | validator_fcns=None, |
| 2667 | error_name=None, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2668 | qinfo=None, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2669 | ): |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2670 | assert len(inputs) == 2 |
| 2671 | val1, val2 = inputs |
| 2672 | inverse = args_dict["inverse"] |
| 2673 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2674 | results = OutputShaper.fft2dOp(self.ser, rng, val1, val2, error_name) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2675 | |
| 2676 | input_names = [val1.name, val2.name] |
| 2677 | pCount, cCount = op["operands"] |
| 2678 | num_operands = pCount + cCount |
| 2679 | |
| 2680 | output_names = [res.name for res in results] |
| 2681 | output_shapes = [res.shape for res in results] |
| 2682 | output_dtypes = [res.dtype for res in results] |
| 2683 | |
| 2684 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2685 | rng, error_name, input_names, output_names |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2686 | ) |
| 2687 | |
| 2688 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2689 | self.ser, |
| 2690 | validator_fcns, |
| 2691 | error_name, |
| 2692 | op=op, |
| 2693 | inverse=inverse, |
| 2694 | input1=val1, |
| 2695 | input2=val2, |
| 2696 | input_shape=val1.shape, |
| 2697 | input_dtype=val1.dtype, |
| 2698 | output_shape=output_shapes, |
| 2699 | output_dtype=output_dtypes, |
| 2700 | result_tensors=results, |
| 2701 | input_list=input_names, |
| 2702 | output_list=output_names, |
| 2703 | num_operands=num_operands, |
| 2704 | ): |
| 2705 | return None |
| 2706 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2707 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2708 | local_bound = False |
| 2709 | |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2710 | attr = ts.TosaSerializerAttribute() |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2711 | attr.FFTAttribute(inverse, local_bound) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2712 | |
| 2713 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 2714 | |
| 2715 | compliance = [] |
| 2716 | for res in results: |
| 2717 | compliance.append( |
| 2718 | self.tensorComplianceMetaData( |
| 2719 | op, val1.dtype, args_dict, res, error_name |
| 2720 | ) |
| 2721 | ) |
| 2722 | |
| 2723 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2724 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2725 | def build_rfft2d( |
| 2726 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2727 | rng, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2728 | op, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2729 | inputs, |
| 2730 | args_dict, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2731 | validator_fcns=None, |
| 2732 | error_name=None, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2733 | qinfo=None, |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2734 | ): |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2735 | assert len(inputs) == 1 |
| 2736 | val = inputs[0] |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2737 | results = OutputShaper.rfft2dOp(self.ser, rng, val, error_name) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2738 | |
| 2739 | input_names = [val.name] |
| 2740 | pCount, cCount = op["operands"] |
| 2741 | num_operands = pCount + cCount |
| 2742 | |
| 2743 | output_names = [res.name for res in results] |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2744 | output_shapes = [res.shape for res in results] |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2745 | output_dtypes = [res.dtype for res in results] |
| 2746 | |
| 2747 | input_names, output_names = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2748 | rng, error_name, input_names, output_names |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2749 | ) |
| 2750 | |
| 2751 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2752 | self.ser, |
| 2753 | validator_fcns, |
| 2754 | error_name, |
| 2755 | op=op, |
| 2756 | input_shape=val.shape, |
| 2757 | input_dtype=val.dtype, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 2758 | output_shape=output_shapes, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2759 | output_dtype=output_dtypes, |
| 2760 | result_tensors=results, |
| 2761 | input_list=input_names, |
| 2762 | output_list=output_names, |
| 2763 | num_operands=num_operands, |
| 2764 | ): |
| 2765 | return None |
| 2766 | |
Tai Ly | d3797f0 | 2023-11-15 23:06:19 +0000 | [diff] [blame] | 2767 | # TODO - Test local_bound, for now set local bound attribute to False |
| 2768 | local_bound = False |
| 2769 | |
| 2770 | attr = ts.TosaSerializerAttribute() |
| 2771 | attr.RFFTAttribute(local_bound) |
| 2772 | |
| 2773 | self.ser.addOperator(op["op"], input_names, output_names, attr) |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 2774 | |
| 2775 | compliance = [] |
| 2776 | for res in results: |
| 2777 | compliance.append( |
| 2778 | self.tensorComplianceMetaData(op, val.dtype, args_dict, res, error_name) |
| 2779 | ) |
| 2780 | |
| 2781 | return TosaTestGen.BuildInfo(results, compliance) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 2782 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2783 | def build_shape_op( |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2784 | self, |
| 2785 | rng, |
| 2786 | op, |
| 2787 | inputs, |
| 2788 | args_dict, |
| 2789 | validator_fcns=None, |
| 2790 | error_name=None, |
| 2791 | qinfo=None, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2792 | ): |
| 2793 | assert len(inputs) == 2 |
| 2794 | a, b = inputs |
| 2795 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2796 | result_tensor = OutputShaper.addShapeOp(self.ser, rng, a, b, error_name) |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 2797 | |
| 2798 | # Invalidate Input/Output list for error if checks. |
| 2799 | input_list = [a.name, b.name] |
| 2800 | output_list = [result_tensor.name] |
| 2801 | pCount, cCount = op["operands"] |
| 2802 | num_operands = pCount + cCount |
| 2803 | input_list, output_list = TosaErrorIfArgGen.eiInvalidateInputOutputList( |
| 2804 | self, error_name, input_list, output_list |
| 2805 | ) |
| 2806 | |
| 2807 | if not TosaErrorValidator.evValidateErrorIfs( |
| 2808 | self.ser, |
| 2809 | validator_fcns, |
| 2810 | error_name, |
| 2811 | op=op, |
| 2812 | input1=a, |
| 2813 | input2=b, |
| 2814 | input_shape=a.shape, |
| 2815 | input_dtype=a.dtype, |
| 2816 | output_shape=result_tensor.shape, |
| 2817 | output_dtype=result_tensor.dtype, |
| 2818 | result_tensors=[result_tensor], |
| 2819 | input_list=input_list, |
| 2820 | output_list=output_list, |
| 2821 | num_operands=num_operands, |
| 2822 | ): |
| 2823 | return None |
| 2824 | |
| 2825 | self.ser.addOperator( |
| 2826 | op["op"], |
| 2827 | input_list, |
| 2828 | output_list, |
| 2829 | ) |
| 2830 | compliance = self.tensorComplianceMetaData( |
| 2831 | op, a.dtype, args_dict, result_tensor, error_name |
| 2832 | ) |
| 2833 | |
| 2834 | return TosaTestGen.BuildInfo(result_tensor, compliance) |
| 2835 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2836 | def create_filter_lists( |
| 2837 | self, op, shapeFilter, rankFilter, dtypeFilter, testType, validator=None |
| 2838 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2839 | # Create a default testing rank range, 1-4 inclusive to keep test sizes reasonably small. |
| 2840 | default_test_rank_range = range(1, 5) |
| 2841 | if not shapeFilter: |
| 2842 | shapeFilter = [None] |
| 2843 | |
| 2844 | # Calculate the filters based on what is requested and what the operator allows |
| 2845 | rmin, rmax = op["rank"] |
| 2846 | if rankFilter is not None: |
| 2847 | cleanRankFilter = [] |
| 2848 | # Ensure rankFilter values are allowed by operator |
| 2849 | for rank in rankFilter: |
| 2850 | if rank >= rmin and rank <= rmax: |
| 2851 | cleanRankFilter.append(rank) |
| 2852 | elif rankFilter is None and shapeFilter[0] is None: |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2853 | # Ensure default behaviour is bounded by default range or by operator, |
| 2854 | # whichever is the smaller range of ranks. |
| 2855 | opRankRange = range(rmin, rmax + 1) |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2856 | cleanRankFilter = ( |
| 2857 | opRankRange |
| 2858 | if len(opRankRange) <= len(default_test_rank_range) |
| 2859 | else default_test_rank_range |
| 2860 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2861 | else: |
| 2862 | cleanRankFilter = range(rmin, rmax + 1) |
| 2863 | |
| 2864 | dtypes = op["types"] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 2865 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2866 | if dtypeFilter is not None: |
| 2867 | cleanDtypeFilter = [] |
Jeremy Johnson | 03bec73 | 2021-10-07 12:06:00 +0100 | [diff] [blame] | 2868 | # Create list of operator dtypes filtered by requested dtypes |
| 2869 | for dtype in dtypes: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2870 | if dtype in dtypeFilter or ( |
| 2871 | isinstance(dtype, list) and dtype[0] in dtypeFilter |
| 2872 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2873 | cleanDtypeFilter.append(dtype) |
| 2874 | else: |
| 2875 | cleanDtypeFilter = dtypes |
| 2876 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2877 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2878 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2879 | "shapeFilter": shapeFilter, |
| 2880 | "rankFilter": cleanRankFilter, |
| 2881 | "dtypeFilter": cleanDtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2882 | } |
| 2883 | return filterDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2884 | elif testType == "negative": |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 2885 | if validator is not None: |
| 2886 | validator_info = validator(check=False, op=op) |
| 2887 | else: |
| 2888 | return None |
| 2889 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2890 | error_arguments = validator_info["param_reqs"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2891 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2892 | # Set parameters as required |
| 2893 | if error_arguments["rank"] is not None: |
| 2894 | rankFilter = error_arguments["rank"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2895 | else: |
| 2896 | rankFilter = cleanRankFilter |
| 2897 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2898 | if error_arguments["dtype"] is not None: |
| 2899 | dtypeFilter = error_arguments["dtype"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2900 | else: |
| 2901 | dtypeFilter = cleanDtypeFilter |
| 2902 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2903 | if error_arguments["shape"] is not None: |
| 2904 | shapeFilter = error_arguments["shape"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2905 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2906 | shapeFilter = shapeFilter[ |
| 2907 | :2 |
| 2908 | ] # Reduce number of shapes to keep test numbers small |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2909 | |
| 2910 | filterDict = { |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2911 | "shapeFilter": shapeFilter, |
| 2912 | "rankFilter": rankFilter, |
| 2913 | "dtypeFilter": dtypeFilter, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2914 | } |
| 2915 | return filterDict |
| 2916 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2917 | def genOpTestList( |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2918 | self, |
| 2919 | opName, |
| 2920 | shapeFilter=[None], |
| 2921 | rankFilter=None, |
| 2922 | dtypeFilter=None, |
| 2923 | testType="positive", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2924 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2925 | |
| 2926 | try: |
| 2927 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2928 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 2929 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2930 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 2931 | if not self.args.stable_rng: |
| 2932 | # Initialize a new random number generator per op |
| 2933 | self.resetGlobalRNG() |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2934 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 2935 | _, tgen_fcn, _, agen_fcn = op["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2936 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 2937 | # Test list consists of a tuple of: |
| 2938 | # (opName, testNameStr, dtype, shapeList, argumentsList) |
| 2939 | testList = [] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 2940 | if testType == "negative" and "error_if_validators" in op: |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2941 | error_if_validators = op["error_if_validators"] |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 2942 | num_error_types_created = 0 |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 2943 | else: |
| 2944 | error_if_validators = [None] |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 2945 | num_error_types_created = 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 | ) |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3023 | if error_name is not None: |
| 3024 | # Check the last test is of the error we wanted |
| 3025 | if len(testList) == 0 or testList[-1][3] != error_name: |
| 3026 | if self.args.level8k: |
| 3027 | logger.info(f"Missing {error_name} tests due to level8k mode") |
| 3028 | else: |
| 3029 | logger.error(f"ERROR: Failed to create any {error_name} tests") |
| 3030 | logger.debug( |
| 3031 | "Last test created: {}".format( |
| 3032 | testList[-1] if testList else None |
| 3033 | ) |
| 3034 | ) |
| 3035 | else: |
| 3036 | # Successfully created at least one ERRROR_IF test |
| 3037 | num_error_types_created += 1 |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3038 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3039 | if testType == "positive": |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3040 | # Remove tests which are expected to fail but don't correlate to a ERROR_IF statement |
| 3041 | if "invalid_test_validators" in op: |
| 3042 | invalid_test_validators = op["invalid_test_validators"] |
| 3043 | clean_testList = [] |
| 3044 | for test in testList: |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3045 | remove_test = False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3046 | for validator_fcn in invalid_test_validators: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3047 | if validator_fcn( |
| 3048 | opName=test[0], |
| 3049 | input_dtype=test[2], |
| 3050 | shapeList=test[4], |
| 3051 | args=test[5], |
| 3052 | ): |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3053 | remove_test = True |
| 3054 | if not remove_test: |
| 3055 | clean_testList.append(test) |
| 3056 | testList = clean_testList |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3057 | else: |
| 3058 | if num_error_types_created is not None and not self.args.level8k: |
| 3059 | remaining_error_types = ( |
| 3060 | len(error_if_validators) - num_error_types_created |
| 3061 | ) |
| 3062 | if remaining_error_types: |
| 3063 | raise Exception( |
| 3064 | f"Failed to create {remaining_error_types} error types for {opName}" |
| 3065 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3066 | |
| 3067 | return testList |
| 3068 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3069 | def serializeTest( |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3070 | self, opName, testStr, dtype_or_dtypeList, error_name, shapeList, argsDict |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3071 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3072 | try: |
| 3073 | op = self.TOSA_OP_LIST[opName] |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3074 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3075 | raise Exception("Cannot find op with name {}".format(opName)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3076 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3077 | logger.info(f"Creating {testStr}") |
Jeremy Johnson | 0c71686 | 2023-04-13 17:18:19 +0100 | [diff] [blame] | 3078 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3079 | # Create a serializer |
| 3080 | self.createSerializer(opName, testStr) |
| 3081 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3082 | build_fcn, _, tvgen_fcn, _ = op["build_fcn"] |
Matthew Haddon | e86fd34 | 2021-09-07 16:12:21 +0100 | [diff] [blame] | 3083 | if "error_if_validators" in op: |
| 3084 | error_if_validators = op["error_if_validators"] |
| 3085 | else: |
| 3086 | error_if_validators = None |
| 3087 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3088 | pCount, cCount = op["operands"] |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3089 | num_operands = pCount + cCount |
| 3090 | |
| 3091 | if isinstance(dtype_or_dtypeList, list): |
| 3092 | dtypeList = dtype_or_dtypeList |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3093 | elif op["op"] in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3094 | dtypeList = [dtype_or_dtypeList] * len(shapeList) |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3095 | else: |
| 3096 | dtypeList = [dtype_or_dtypeList] * (num_operands) |
| 3097 | |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 3098 | if op["op"] not in (Op.CONCAT, Op.CONCAT_SHAPE): |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 3099 | assert ( |
| 3100 | len(shapeList) == num_operands |
| 3101 | ), "shapeList length {} must match number of operands {}".format( |
| 3102 | len(shapeList), num_operands |
| 3103 | ) |
| 3104 | assert ( |
| 3105 | len(dtypeList) == num_operands |
| 3106 | ), "dtypeList length {} must match number of operands {}".format( |
| 3107 | len(dtypeList), num_operands |
| 3108 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3109 | |
| 3110 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3111 | qgen = op["qgen"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3112 | except KeyError: |
| 3113 | qgen = None |
| 3114 | |
| 3115 | # Build the random tensor operands and the test |
Kevin Cheng | aee1fac | 2020-11-11 13:54:06 -0800 | [diff] [blame] | 3116 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3117 | # Set the random number generator |
| 3118 | if self.args.stable_rng: |
| 3119 | build_rng = TosaHashRandomGenerator( |
| 3120 | self.random_seed, [testStr], self.random_dtype_range |
| 3121 | ) |
| 3122 | else: |
| 3123 | build_rng = self.global_rng |
| 3124 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3125 | if qgen is not None: |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3126 | qinfo = qgen( |
| 3127 | build_rng, self.args.zeropoint, op, dtype_or_dtypeList, error_name |
| 3128 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3129 | else: |
| 3130 | qinfo = None |
| 3131 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3132 | # Extra meta data for the desc.json |
| 3133 | tensMeta = {} |
| 3134 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3135 | # Check we are using the new interface with an argsDict dictionary |
| 3136 | assert isinstance( |
| 3137 | argsDict, dict |
| 3138 | ), f"{opName} is not using new tvg/build_fcn interface" |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3139 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3140 | # New interface with args info in dictionary |
| 3141 | assert "dg_type" in argsDict |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3142 | tvgInfo = tvgen_fcn( |
| 3143 | self, build_rng, opName, dtypeList, shapeList, argsDict, error_name |
| 3144 | ) |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3145 | if tvgInfo.dataGenDict: |
| 3146 | tensMeta["data_gen"] = tvgInfo.dataGenDict |
| 3147 | tens = tvgInfo.tensorList |
Jeremy Johnson | 81ee53d | 2022-03-23 15:32:34 +0000 | [diff] [blame] | 3148 | |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3149 | result = build_fcn( |
| 3150 | self, |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 3151 | build_rng, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 3152 | op, |
| 3153 | tens, |
| 3154 | argsDict, |
| 3155 | validator_fcns=error_if_validators, |
| 3156 | error_name=error_name, |
| 3157 | qinfo=qinfo, |
| 3158 | ) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3159 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3160 | if result: |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3161 | # The test is valid, serialize it |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 3162 | if isinstance(result, TosaTestGen.BuildInfo): |
| 3163 | # Add the compliance meta data (if any) |
| 3164 | compliance = result.getComplianceInfo() |
| 3165 | if compliance: |
| 3166 | tensMeta["compliance"] = compliance |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3167 | self.serialize("test", tensMeta) |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3168 | return True |
Les Bell | 729b035 | 2021-11-24 10:28:21 +0000 | [diff] [blame] | 3169 | else: |
| 3170 | # The test is not valid |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 3171 | logger.error(f"Invalid ERROR_IF test created: {opName} {testStr}") |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3172 | return False |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 3173 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3174 | def createDynamicOpLists(self): |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3175 | # Find all the ops marked as templates |
| 3176 | templateKeys = [] |
| 3177 | for opName in self.TOSA_OP_LIST: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3178 | try: |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3179 | if self.TOSA_OP_LIST[opName]["template"]: |
| 3180 | templateKeys.append(opName) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3181 | except KeyError: |
| 3182 | pass |
| 3183 | |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3184 | bigK = self.TOSA_8K_LEVEL_MAX_KERNEL |
| 3185 | |
| 3186 | # Add dynamic ops based on kernel sizes |
| 3187 | for opName in templateKeys: |
| 3188 | assert opName.endswith("_TEMPLATE"), "Found incorrect template" |
| 3189 | realName = opName[: len(opName) - len("_TEMPLATE")] |
| 3190 | template = self.TOSA_OP_LIST[opName] |
| 3191 | k_rank = 3 if realName == "conv3d" else 2 |
| 3192 | |
| 3193 | # Choose kernels to build tests for from the template or args |
| 3194 | if self.args.level8k: |
| 3195 | if k_rank == 3: |
| 3196 | kernels = [[1, bigK, 1], [2, 2, bigK]] |
| 3197 | else: |
| 3198 | kernels = [[1, bigK], [bigK, 2]] |
| 3199 | else: |
| 3200 | kernels = [] |
| 3201 | if len(self.args.conv_kernels) > 0: |
| 3202 | kernels = [k for k in self.args.conv_kernels if len(k) == k_rank] |
| 3203 | if len(kernels) == 0: |
| 3204 | logger.debug( |
| 3205 | f"{realName} op using defaults as no rank {k_rank} kernels found in {self.args.conv_kernels}" |
| 3206 | ) |
| 3207 | if len(kernels) == 0: |
| 3208 | # Fallback to use the defined template kernels |
| 3209 | kernels = self.TOSA_OP_LIST[opName]["filter"] |
| 3210 | |
| 3211 | # Dynamically create ops for listed kernel sizes |
| 3212 | for k in kernels: |
| 3213 | kernelStr = "x".join([str(d) for d in k]) |
| 3214 | testName = f"{realName}_{kernelStr}" |
| 3215 | kernelOp = template.copy() |
| 3216 | kernelOp["filter"] = k |
| 3217 | kernelOp["template"] = False |
| 3218 | kernelOp["real_name"] = realName |
| 3219 | self.TOSA_OP_LIST[testName] = kernelOp |
| 3220 | |
| 3221 | # Delete the template after having created the dynamic ops |
| 3222 | del self.TOSA_OP_LIST[opName] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3223 | |
| 3224 | def initOpListDefaults(self): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3225 | """Fill in default fields for ops if they aren't already specified. |
| 3226 | Look for missing required fields (datastructure linting).""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3227 | for op in self.TOSA_OP_LIST: |
| 3228 | |
| 3229 | # Required fields |
| 3230 | try: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3231 | pl, c = self.TOSA_OP_LIST[op]["operands"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3232 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3233 | raise Exception( |
| 3234 | "Op {} is missing a valid operand tuple in TOSA_OP_LIST".format(op) |
| 3235 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3236 | |
| 3237 | try: |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3238 | fcn, tgen, tvgen, arggen = self.TOSA_OP_LIST[op]["build_fcn"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3239 | except (KeyError, ValueError, TypeError): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3240 | raise Exception( |
| 3241 | "Op {} is missing a valid build_fcn tuple in TOSA_OP_LIST".format( |
| 3242 | op |
| 3243 | ) |
| 3244 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3245 | |
| 3246 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3247 | _ = self.TOSA_OP_LIST[op]["types"] |
| 3248 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3249 | raise Exception( |
| 3250 | "Op {} is missing a valid type list in TOSA_OP_LIST".format(op) |
| 3251 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3252 | |
| 3253 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3254 | _ = self.TOSA_OP_LIST[op]["op"] |
| 3255 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3256 | raise Exception( |
| 3257 | "Op {} is missing the Op field in TOSA_OP_LIST".format(op) |
| 3258 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3259 | |
| 3260 | # Put in default rank range, if missing |
| 3261 | try: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3262 | _ = self.TOSA_OP_LIST[op]["rank"] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3263 | except KeyError: |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3264 | self.TOSA_OP_LIST[op]["rank"] = self.DEFAULT_RANK_RANGE |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3265 | |
| 3266 | # Tensor operator list |
| 3267 | # 'op': op name |
| 3268 | # 'operands': tuple of (placeholder, const) operands |
Kevin Cheng | 3a47857 | 2021-01-22 17:21:02 -0800 | [diff] [blame] | 3269 | # 'rank': optional, restricts rank to tuple inclusive of (min, max), |
| 3270 | # if not specified, defaults to (1, 4) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3271 | # 'build_fcn': tuple of the function to (build_operator(), TensorGen function, ArgGen enum) |
| 3272 | # 'types': array of datatypes to be tested |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3273 | TYPE_FP = [DType.FP32, DType.FP16, DType.BF16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3274 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3275 | TYPE_INT = [DType.INT8, DType.INT16, DType.INT32] # Excludes INT4 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3276 | TYPE_INT_FP = [ |
| 3277 | DType.INT8, |
| 3278 | DType.INT16, |
| 3279 | DType.INT32, |
| 3280 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3281 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3282 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3283 | ] # Excludes INT4 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3284 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3285 | TYPE_BOOL = [DType.BOOL] |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3286 | TYPE_FI32 = [ |
| 3287 | DType.FP32, |
| 3288 | DType.FP16, |
| 3289 | DType.BF16, |
| 3290 | DType.INT32, |
| 3291 | ] # floating-types and INT32 |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3292 | TYPE_FIB = [ |
| 3293 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3294 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3295 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3296 | DType.INT8, |
| 3297 | DType.INT16, |
| 3298 | DType.INT32, |
| 3299 | DType.BOOL, |
| 3300 | ] |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3301 | TYPE_FI16 = [DType.FP32, DType.INT16] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3302 | |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3303 | TYPE_NARROW_INT_FP = [ |
| 3304 | DType.INT8, |
| 3305 | DType.INT16, |
| 3306 | DType.FP16, |
| 3307 | DType.BF16, |
| 3308 | DType.FP32, |
| 3309 | ] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3310 | |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3311 | # List of [Input Type 1, Input Type 2, Accumulator Type] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3312 | TYPE_CONV = [ |
Kevin Cheng | a901740 | 2021-07-28 17:19:23 -0700 | [diff] [blame] | 3313 | [DType.INT8, DType.INT4, DType.INT32], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3314 | [DType.INT8, DType.INT8, DType.INT32], |
| 3315 | [DType.INT16, DType.INT8, DType.INT48], |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3316 | [DType.FP16, DType.FP16, DType.FP16], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3317 | [DType.FP16, DType.FP16, DType.FP32], |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 3318 | [DType.BF16, DType.BF16, DType.FP32], |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 3319 | [DType.FP32, DType.FP32, DType.FP32], |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3320 | [DType.FP8E4M3, DType.FP8E4M3, DType.FP16], |
| 3321 | [DType.FP8E5M2, DType.FP8E5M2, DType.FP16], |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3322 | ] |
| 3323 | |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 3324 | DEFAULT_RANK_RANGE = (1, gtu.MAX_TENSOR_RANK) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3325 | |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3326 | KERNELS_2D = [[1, 1], [2, 2], [3, 3], [5, 5], [3, 1], [1, 3]] |
| 3327 | KERNELS_3D = [[1, 1, 1], [2, 1, 1], [1, 2, 1], [1, 1, 2]] |
| 3328 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3329 | TOSA_OP_LIST = { |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3330 | # Tensor operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3331 | "argmax": { |
| 3332 | "op": Op.ARGMAX, |
| 3333 | "operands": (1, 0), |
Jerry Ge | 0bd4ec8 | 2023-05-01 18:36:43 +0000 | [diff] [blame] | 3334 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3335 | "build_fcn": ( |
| 3336 | build_argmax, |
| 3337 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3338 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3339 | TosaArgGen.agAxis, |
| 3340 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3341 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3342 | "error_if_validators": ( |
| 3343 | TosaErrorValidator.evAxisSmallerZero, |
| 3344 | TosaErrorValidator.evAxisLargerRank, |
| 3345 | TosaErrorValidator.evArgmaxOutputRankMismatch, |
| 3346 | TosaErrorValidator.evArgmaxOutputShapeMismatch, |
| 3347 | TosaErrorValidator.evWrongRank, |
| 3348 | TosaErrorValidator.evWrongInputType, |
| 3349 | TosaErrorValidator.evWrongOutputType, |
| 3350 | TosaErrorValidator.evWrongInputList, |
| 3351 | TosaErrorValidator.evWrongOutputList, |
| 3352 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 3353 | "data_gen": { |
| 3354 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3355 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3356 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3357 | "avg_pool2d": { |
| 3358 | "op": Op.AVG_POOL2D, |
| 3359 | "operands": (1, 0), |
| 3360 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3361 | "build_fcn": ( |
| 3362 | build_pool2d, |
| 3363 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3364 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3365 | TosaArgGen.agPooling, |
| 3366 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3367 | "qgen": TosaQuantGen.qgUnary, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3368 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3369 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3370 | "error_if_validators": ( |
| 3371 | TosaErrorValidator.evKernelSmallerOne, |
| 3372 | TosaErrorValidator.evStrideSmallerOne, |
| 3373 | TosaErrorValidator.evPadSmallerZero, |
| 3374 | TosaErrorValidator.evWrongRank, |
| 3375 | TosaErrorValidator.evWrongInputType, |
| 3376 | TosaErrorValidator.evWrongOutputType, |
| 3377 | TosaErrorValidator.evWrongInputList, |
| 3378 | TosaErrorValidator.evWrongOutputList, |
| 3379 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3380 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 3381 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3382 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3383 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 01e1c1c | 2024-02-07 16:09:09 +0000 | [diff] [blame] | 3384 | TosaErrorValidator.evWrongAccumulatorType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3385 | ), |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3386 | "data_gen": { |
| 3387 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3388 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3389 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3390 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3391 | "conv2d_TEMPLATE": { |
| 3392 | "op": Op.CONV2D, |
| 3393 | "operands": (1, 2), |
| 3394 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3395 | "build_fcn": ( |
| 3396 | build_conv2d, |
| 3397 | TosaTensorGen.tgConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3398 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3399 | TosaArgGen.agConv, |
| 3400 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3401 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3402 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3403 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3404 | "error_if_validators": ( |
| 3405 | TosaErrorValidator.evWrongInputType, |
| 3406 | TosaErrorValidator.evWrongOutputType, |
| 3407 | TosaErrorValidator.evWrongInputList, |
| 3408 | TosaErrorValidator.evWrongOutputList, |
| 3409 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3410 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3411 | TosaErrorValidator.evPadSmallerZero, |
| 3412 | TosaErrorValidator.evStrideSmallerOne, |
| 3413 | TosaErrorValidator.evDilationSmallerOne, |
| 3414 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3415 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3416 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3417 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3418 | ), |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3419 | "data_gen": { |
| 3420 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3421 | }, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3422 | "broadcastable_bias": True, |
| 3423 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3424 | "template": True, |
| 3425 | }, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3426 | # Templated operator. Filled in by createDynamicOpLists |
| 3427 | "conv3d_TEMPLATE": { |
| 3428 | "op": Op.CONV3D, |
| 3429 | "operands": (1, 2), |
| 3430 | "rank": (5, 5), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3431 | "build_fcn": ( |
| 3432 | build_conv3d, |
| 3433 | TosaTensorGen.tgConv3D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3434 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3435 | TosaArgGen.agConv, |
| 3436 | ), |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3437 | "qgen": TosaQuantGen.qgConv, |
| 3438 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3439 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3440 | "error_if_validators": ( |
| 3441 | TosaErrorValidator.evWrongInputType, |
| 3442 | TosaErrorValidator.evWrongOutputType, |
| 3443 | TosaErrorValidator.evWrongInputList, |
| 3444 | TosaErrorValidator.evWrongOutputList, |
| 3445 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3446 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3447 | TosaErrorValidator.evPadSmallerZero, |
| 3448 | TosaErrorValidator.evStrideSmallerOne, |
| 3449 | TosaErrorValidator.evDilationSmallerOne, |
| 3450 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3451 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3452 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3453 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3454 | ), |
evacha01 | 47ab176 | 2024-01-29 13:23:23 +0000 | [diff] [blame] | 3455 | "data_gen": { |
| 3456 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3457 | }, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3458 | "filter": KERNELS_3D, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3459 | "template": True, |
| 3460 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3461 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3462 | "depthwise_conv2d_TEMPLATE": { |
| 3463 | "op": Op.DEPTHWISE_CONV2D, |
| 3464 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3465 | "rank": (4, 4), |
| 3466 | "build_fcn": ( |
| 3467 | build_depthwise_conv2d, |
| 3468 | TosaTensorGen.tgDepthwiseConv2D, |
Jeremy Johnson | d1a08ce | 2023-10-18 17:22:21 +0100 | [diff] [blame] | 3469 | TosaTensorValuesGen.tvgLazyGenDefault, |
Les Bell | 7aa69f4 | 2021-09-20 10:44:07 +0100 | [diff] [blame] | 3470 | TosaArgGen.agConv, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3471 | ), |
| 3472 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3473 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3474 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
| 3475 | "error_if_validators": ( |
| 3476 | TosaErrorValidator.evWrongInputType, |
| 3477 | TosaErrorValidator.evWrongOutputType, |
| 3478 | TosaErrorValidator.evWrongInputList, |
| 3479 | TosaErrorValidator.evWrongOutputList, |
| 3480 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3481 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3482 | TosaErrorValidator.evPadSmallerZero, |
| 3483 | TosaErrorValidator.evStrideSmallerOne, |
| 3484 | TosaErrorValidator.evDilationSmallerOne, |
| 3485 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3486 | TosaErrorValidator.evConvOutputShapeMismatch, |
| 3487 | TosaErrorValidator.evConvOutputShapeNonInteger, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3488 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3489 | ), |
Jeremy Johnson | 4f93130 | 2024-01-04 17:05:24 +0000 | [diff] [blame] | 3490 | "data_gen": { |
| 3491 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3492 | }, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3493 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3494 | "template": True, |
| 3495 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3496 | "fully_connected": { |
| 3497 | "op": Op.FULLY_CONNECTED, |
| 3498 | "operands": (1, 2), |
| 3499 | "rank": (2, 2), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3500 | "build_fcn": ( |
| 3501 | build_fully_connected, |
| 3502 | TosaTensorGen.tgFullyConnected, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3503 | TosaTensorValuesGen.tvgFullyConnected, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3504 | TosaArgGen.agFullyConnected, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3505 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3506 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3507 | "types": TYPE_CONV, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3508 | "error_if_validators": ( |
| 3509 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3510 | TosaErrorValidator.evWeightZeroPointNotZero, |
| 3511 | TosaErrorValidator.evWrongRank, |
| 3512 | TosaErrorValidator.evWrongInputType, |
| 3513 | TosaErrorValidator.evWrongOutputType, |
| 3514 | TosaErrorValidator.evWrongInputList, |
| 3515 | TosaErrorValidator.evWrongOutputList, |
| 3516 | ), |
Jeremy Johnson | aee62af | 2023-11-02 17:16:25 +0000 | [diff] [blame] | 3517 | "data_gen": { |
| 3518 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3519 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3520 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3521 | "matmul": { |
| 3522 | "op": Op.MATMUL, |
| 3523 | "operands": (2, 0), |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 3524 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3525 | "build_fcn": ( |
| 3526 | build_matmul, |
| 3527 | TosaTensorGen.tgMatmul, |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3528 | TosaTensorValuesGen.tvgLazyGenDefault, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 3529 | TosaArgGen.agMatMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3530 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3531 | "qgen": TosaQuantGen.qgMatmul, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3532 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3533 | "error_if_validators": ( |
| 3534 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3535 | TosaErrorValidator.evWrongRank, |
| 3536 | TosaErrorValidator.evWrongInputType, |
| 3537 | TosaErrorValidator.evWrongOutputType, |
| 3538 | TosaErrorValidator.evWrongInputList, |
| 3539 | TosaErrorValidator.evWrongOutputList, |
| 3540 | ), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3541 | "data_gen": { |
| 3542 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 3543 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3544 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3545 | "max_pool2d": { |
| 3546 | "op": Op.MAX_POOL2D, |
| 3547 | "operands": (1, 0), |
| 3548 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3549 | "build_fcn": ( |
Jeremy Johnson | 0601f80 | 2023-11-08 16:28:09 +0000 | [diff] [blame] | 3550 | build_pool2d, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3551 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3552 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3553 | TosaArgGen.agPooling, |
| 3554 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 3555 | "types": TYPE_NARROW_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3556 | "invalid_test_validators": (TosaInvalidValidator.ivHeightWidthInvalid,), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3557 | "error_if_validators": ( |
| 3558 | TosaErrorValidator.evKernelSmallerOne, |
| 3559 | TosaErrorValidator.evStrideSmallerOne, |
| 3560 | TosaErrorValidator.evPadSmallerZero, |
| 3561 | TosaErrorValidator.evWrongRank, |
| 3562 | TosaErrorValidator.evWrongInputType, |
| 3563 | TosaErrorValidator.evWrongOutputType, |
| 3564 | TosaErrorValidator.evWrongInputList, |
| 3565 | TosaErrorValidator.evWrongOutputList, |
| 3566 | TosaErrorValidator.evPadLargerEqualKernel, |
| 3567 | TosaErrorValidator.evPoolingOutputShapeMismatch, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3568 | TosaErrorValidator.evPoolingOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3569 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 3570 | "data_gen": { |
| 3571 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3572 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3573 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3574 | # Templated operator. Filled in by createDynamicOpLists |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3575 | "transpose_conv2d_TEMPLATE": { |
| 3576 | "op": Op.TRANSPOSE_CONV2D, |
Kevin Cheng | 989cb05 | 2021-04-28 16:29:44 -0700 | [diff] [blame] | 3577 | "operands": (1, 2), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3578 | "rank": (4, 4), |
| 3579 | "build_fcn": ( |
| 3580 | build_transpose_conv2d, |
| 3581 | TosaTensorGen.tgTransposeConv2D, |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3582 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3583 | TosaArgGen.agTransposeConv2D, |
| 3584 | ), |
| 3585 | "qgen": TosaQuantGen.qgConv, |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 3586 | "types": TYPE_CONV, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3587 | "invalid_test_validators": ( |
| 3588 | TosaInvalidValidator.ivHeightWidthInvalid, |
| 3589 | TosaInvalidValidator.ivNonPositiveOutputShape, |
| 3590 | ), |
| 3591 | "error_if_validators": ( |
| 3592 | TosaErrorValidator.evWrongInputType, |
| 3593 | TosaErrorValidator.evWrongOutputType, |
| 3594 | TosaErrorValidator.evWrongInputList, |
| 3595 | TosaErrorValidator.evWrongOutputList, |
| 3596 | TosaErrorValidator.evInputZeroPointNotZero, |
| 3597 | TosaErrorValidator.evWeightZeroPointNotZero, |
Eric Kunze | c1a9783 | 2022-07-01 16:56:09 -0700 | [diff] [blame] | 3598 | TosaErrorValidator.evPadLargerEqualKernel, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3599 | TosaErrorValidator.evStrideSmallerOne, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3600 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 3601 | TosaErrorValidator.evConvOutputShapeMismatch, |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 3602 | TosaErrorValidator.evWrongAccumulatorType, |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 3603 | ), |
Jeremy Johnson | 95a6710 | 2024-01-10 14:16:39 +0000 | [diff] [blame] | 3604 | "data_gen": { |
| 3605 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 3606 | }, |
Jeremy Johnson | 5e36bde | 2024-03-14 16:56:10 +0000 | [diff] [blame] | 3607 | "filter": KERNELS_2D, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3608 | "template": True, |
| 3609 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3610 | # Activation functions |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3611 | "clamp": { |
| 3612 | "op": Op.CLAMP, |
| 3613 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3614 | "build_fcn": ( |
| 3615 | build_clamp, |
| 3616 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3617 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3618 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3619 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3620 | "types": TYPE_NARROW_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3621 | "error_if_validators": ( |
| 3622 | TosaErrorValidator.evMaxSmallerMin, |
| 3623 | TosaErrorValidator.evWrongInputType, |
| 3624 | TosaErrorValidator.evWrongOutputType, |
| 3625 | TosaErrorValidator.evWrongInputList, |
| 3626 | TosaErrorValidator.evWrongOutputList, |
| 3627 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3628 | "data_gen": { |
| 3629 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3630 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3631 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3632 | "sigmoid": { |
| 3633 | "op": Op.SIGMOID, |
| 3634 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3635 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3636 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3637 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3638 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3639 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3640 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3641 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3642 | "error_if_validators": ( |
| 3643 | TosaErrorValidator.evWrongInputType, |
| 3644 | TosaErrorValidator.evWrongOutputType, |
| 3645 | TosaErrorValidator.evWrongInputList, |
| 3646 | TosaErrorValidator.evWrongOutputList, |
| 3647 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3648 | "data_gen": { |
| 3649 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3650 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3651 | }, |
| 3652 | "tanh": { |
| 3653 | "op": Op.TANH, |
| 3654 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3655 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3656 | build_activation, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3657 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3658 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3659 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3660 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3661 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3662 | "error_if_validators": ( |
| 3663 | TosaErrorValidator.evWrongInputType, |
| 3664 | TosaErrorValidator.evWrongOutputType, |
| 3665 | TosaErrorValidator.evWrongInputList, |
| 3666 | TosaErrorValidator.evWrongOutputList, |
| 3667 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3668 | "data_gen": { |
| 3669 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3670 | }, |
Jeremy Johnson | d80ea5e | 2024-01-03 10:54:12 +0000 | [diff] [blame] | 3671 | "compliance": { |
| 3672 | "abs_error_lower_bound": 0.5, |
| 3673 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 3674 | }, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3675 | "erf": { |
| 3676 | "op": Op.ERF, |
| 3677 | "operands": (1, 0), |
| 3678 | "build_fcn": ( |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3679 | build_activation, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3680 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3681 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3682 | TosaArgGen.agNone, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3683 | ), |
| 3684 | "types": TYPE_FP, |
| 3685 | "error_if_validators": ( |
| 3686 | TosaErrorValidator.evWrongInputType, |
| 3687 | TosaErrorValidator.evWrongOutputType, |
| 3688 | TosaErrorValidator.evWrongInputList, |
| 3689 | TosaErrorValidator.evWrongOutputList, |
| 3690 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 3691 | "data_gen": { |
| 3692 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3693 | }, |
| 3694 | "compliance": {"ulp": 5}, |
Won Jeon | 78155c6 | 2023-06-10 00:20:04 +0000 | [diff] [blame] | 3695 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3696 | # Elementwise Binary Operators |
| 3697 | "add": { |
| 3698 | "op": Op.ADD, |
| 3699 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3700 | "build_fcn": ( |
| 3701 | build_binary_broadcast, |
| 3702 | TosaTensorGen.tgBroadcastFuzz, |
| 3703 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3704 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3705 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3706 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3707 | "error_if_validators": ( |
| 3708 | TosaErrorValidator.evRankMismatch, |
| 3709 | TosaErrorValidator.evWrongInputType, |
| 3710 | TosaErrorValidator.evWrongOutputType, |
| 3711 | TosaErrorValidator.evWrongInputList, |
| 3712 | TosaErrorValidator.evWrongOutputList, |
| 3713 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3714 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3715 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3716 | "data_gen": { |
| 3717 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3718 | }, |
| 3719 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3720 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3721 | "arithmetic_right_shift": { |
| 3722 | "op": Op.ARITHMETIC_RIGHT_SHIFT, |
| 3723 | "operands": (2, 0), |
| 3724 | "build_fcn": ( |
| 3725 | build_arithmetic_right_shift, |
| 3726 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3727 | TosaTensorValuesGen.tvgArithmeticRightShift, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3728 | TosaArgGen.agArithmeticRightShift, |
| 3729 | ), |
| 3730 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3731 | "error_if_validators": ( |
| 3732 | TosaErrorValidator.evRankMismatch, |
| 3733 | TosaErrorValidator.evWrongInputType, |
| 3734 | TosaErrorValidator.evWrongOutputType, |
| 3735 | TosaErrorValidator.evWrongInputList, |
| 3736 | TosaErrorValidator.evWrongOutputList, |
| 3737 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3738 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3739 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3740 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3741 | "bitwise_and": { |
| 3742 | "op": Op.BITWISE_AND, |
| 3743 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3744 | "build_fcn": ( |
| 3745 | build_binary_broadcast, |
| 3746 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3747 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3748 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3749 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3750 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3751 | "error_if_validators": ( |
| 3752 | TosaErrorValidator.evRankMismatch, |
| 3753 | TosaErrorValidator.evWrongInputType, |
| 3754 | TosaErrorValidator.evWrongOutputType, |
| 3755 | TosaErrorValidator.evWrongInputList, |
| 3756 | TosaErrorValidator.evWrongOutputList, |
| 3757 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3758 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3759 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3760 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3761 | "bitwise_or": { |
| 3762 | "op": Op.BITWISE_OR, |
| 3763 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3764 | "build_fcn": ( |
| 3765 | build_binary_broadcast, |
| 3766 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3767 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3768 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3769 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3770 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3771 | "error_if_validators": ( |
| 3772 | TosaErrorValidator.evRankMismatch, |
| 3773 | TosaErrorValidator.evWrongInputType, |
| 3774 | TosaErrorValidator.evWrongOutputType, |
| 3775 | TosaErrorValidator.evWrongInputList, |
| 3776 | TosaErrorValidator.evWrongOutputList, |
| 3777 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3778 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3779 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3780 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3781 | "bitwise_xor": { |
| 3782 | "op": Op.BITWISE_XOR, |
| 3783 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3784 | "build_fcn": ( |
| 3785 | build_binary_broadcast, |
| 3786 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3787 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3788 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3789 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3790 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3791 | "error_if_validators": ( |
| 3792 | TosaErrorValidator.evRankMismatch, |
| 3793 | TosaErrorValidator.evWrongInputType, |
| 3794 | TosaErrorValidator.evWrongOutputType, |
| 3795 | TosaErrorValidator.evWrongInputList, |
| 3796 | TosaErrorValidator.evWrongOutputList, |
| 3797 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3798 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3799 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3800 | }, |
Matthew Haddon | 459443c | 2021-08-23 16:43:13 +0100 | [diff] [blame] | 3801 | "intdiv": { |
| 3802 | "op": Op.INTDIV, |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3803 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3804 | "build_fcn": ( |
| 3805 | build_binary_broadcast, |
| 3806 | TosaTensorGen.tgBroadcastFuzz, |
| 3807 | TosaTensorValuesGen.tvgIntDiv, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3808 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3809 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3810 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3811 | "error_if_validators": ( |
| 3812 | TosaErrorValidator.evRankMismatch, |
| 3813 | TosaErrorValidator.evWrongInputType, |
| 3814 | TosaErrorValidator.evWrongOutputType, |
| 3815 | TosaErrorValidator.evWrongInputList, |
| 3816 | TosaErrorValidator.evWrongOutputList, |
| 3817 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3818 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3819 | ), |
Kevin Cheng | 14d7f7a | 2021-05-12 10:44:49 -0700 | [diff] [blame] | 3820 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3821 | "logical_and": { |
| 3822 | "op": Op.LOGICAL_AND, |
| 3823 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3824 | "build_fcn": ( |
| 3825 | build_binary_broadcast, |
| 3826 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3827 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3828 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3829 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3830 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3831 | "error_if_validators": ( |
| 3832 | TosaErrorValidator.evRankMismatch, |
| 3833 | TosaErrorValidator.evWrongInputType, |
| 3834 | TosaErrorValidator.evWrongOutputType, |
| 3835 | TosaErrorValidator.evWrongInputList, |
| 3836 | TosaErrorValidator.evWrongOutputList, |
| 3837 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3838 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3839 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3840 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3841 | "logical_left_shift": { |
| 3842 | "op": Op.LOGICAL_LEFT_SHIFT, |
| 3843 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3844 | "build_fcn": ( |
| 3845 | build_binary_broadcast, |
| 3846 | TosaTensorGen.tgBroadcastFuzz, |
| 3847 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3848 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3849 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3850 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3851 | "error_if_validators": ( |
| 3852 | TosaErrorValidator.evRankMismatch, |
| 3853 | TosaErrorValidator.evWrongInputType, |
| 3854 | TosaErrorValidator.evWrongOutputType, |
| 3855 | TosaErrorValidator.evWrongInputList, |
| 3856 | TosaErrorValidator.evWrongOutputList, |
| 3857 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3858 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3859 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3860 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3861 | "logical_right_shift": { |
| 3862 | "op": Op.LOGICAL_RIGHT_SHIFT, |
| 3863 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3864 | "build_fcn": ( |
| 3865 | build_binary_broadcast, |
| 3866 | TosaTensorGen.tgBroadcastFuzz, |
| 3867 | TosaTensorValuesGen.tvgLogicalShift, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3868 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3869 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3870 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3871 | "error_if_validators": ( |
| 3872 | TosaErrorValidator.evRankMismatch, |
| 3873 | TosaErrorValidator.evWrongInputType, |
| 3874 | TosaErrorValidator.evWrongOutputType, |
| 3875 | TosaErrorValidator.evWrongInputList, |
| 3876 | TosaErrorValidator.evWrongOutputList, |
| 3877 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3878 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3879 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3880 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3881 | "logical_or": { |
| 3882 | "op": Op.LOGICAL_OR, |
| 3883 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3884 | "build_fcn": ( |
| 3885 | build_binary_broadcast, |
| 3886 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3887 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3888 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3889 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3890 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3891 | "error_if_validators": ( |
| 3892 | TosaErrorValidator.evRankMismatch, |
| 3893 | TosaErrorValidator.evWrongInputType, |
| 3894 | TosaErrorValidator.evWrongOutputType, |
| 3895 | TosaErrorValidator.evWrongInputList, |
| 3896 | TosaErrorValidator.evWrongOutputList, |
| 3897 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3898 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3899 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3900 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3901 | "logical_xor": { |
| 3902 | "op": Op.LOGICAL_XOR, |
| 3903 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3904 | "build_fcn": ( |
| 3905 | build_binary_broadcast, |
| 3906 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3907 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3908 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3909 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3910 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3911 | "error_if_validators": ( |
| 3912 | TosaErrorValidator.evRankMismatch, |
| 3913 | TosaErrorValidator.evWrongInputType, |
| 3914 | TosaErrorValidator.evWrongOutputType, |
| 3915 | TosaErrorValidator.evWrongInputList, |
| 3916 | TosaErrorValidator.evWrongOutputList, |
| 3917 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3918 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3919 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3920 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3921 | "maximum": { |
| 3922 | "op": Op.MAXIMUM, |
| 3923 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3924 | "build_fcn": ( |
| 3925 | build_binary_broadcast, |
| 3926 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3927 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3928 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3929 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3930 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3931 | "error_if_validators": ( |
| 3932 | TosaErrorValidator.evRankMismatch, |
| 3933 | TosaErrorValidator.evWrongInputType, |
| 3934 | TosaErrorValidator.evWrongOutputType, |
| 3935 | TosaErrorValidator.evWrongInputList, |
| 3936 | TosaErrorValidator.evWrongOutputList, |
| 3937 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3938 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3939 | ), |
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 | "minimum": { |
| 3945 | "op": Op.MINIMUM, |
| 3946 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3947 | "build_fcn": ( |
| 3948 | build_binary_broadcast, |
| 3949 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3950 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 3951 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3952 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3953 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3954 | "error_if_validators": ( |
| 3955 | TosaErrorValidator.evRankMismatch, |
| 3956 | TosaErrorValidator.evWrongInputType, |
| 3957 | TosaErrorValidator.evWrongOutputType, |
| 3958 | TosaErrorValidator.evWrongInputList, |
| 3959 | TosaErrorValidator.evWrongOutputList, |
| 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 | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 3963 | "data_gen": { |
| 3964 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3965 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3966 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3967 | "mul": { |
| 3968 | "op": Op.MUL, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3969 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3970 | "build_fcn": ( |
| 3971 | build_mul, |
Jeremy Johnson | 0a04299 | 2024-02-28 13:20:05 +0000 | [diff] [blame] | 3972 | TosaTensorGen.tgMul, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 3973 | TosaTensorValuesGen.tvgMul, |
| 3974 | TosaArgGen.agMul, |
| 3975 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 3976 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3977 | "error_if_validators": ( |
| 3978 | TosaErrorValidator.evWrongInputType, |
| 3979 | TosaErrorValidator.evWrongOutputType, |
| 3980 | TosaErrorValidator.evWrongInputList, |
| 3981 | TosaErrorValidator.evWrongOutputList, |
| 3982 | TosaErrorValidator.evRankMismatch, |
| 3983 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 3984 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 3985 | ), |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 3986 | "data_gen": { |
| 3987 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 3988 | }, |
| 3989 | "compliance": {"ulp": 0.5}, |
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 | "pow": { |
| 3992 | "op": Op.POW, |
| 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, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 3997 | TosaTensorValuesGen.tvgPow, |
| 3998 | TosaArgGen.agPow, |
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_FP, |
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 | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4010 | "data_gen": { |
| 4011 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4012 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4013 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4014 | "sub": { |
| 4015 | "op": Op.SUB, |
| 4016 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4017 | "build_fcn": ( |
| 4018 | build_binary_broadcast, |
| 4019 | TosaTensorGen.tgBroadcastFuzz, |
| 4020 | TosaTensorValuesGen.tvgAddSub, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4021 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4022 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4023 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4024 | "error_if_validators": ( |
| 4025 | TosaErrorValidator.evRankMismatch, |
| 4026 | TosaErrorValidator.evWrongInputType, |
| 4027 | TosaErrorValidator.evWrongOutputType, |
| 4028 | TosaErrorValidator.evWrongInputList, |
| 4029 | TosaErrorValidator.evWrongOutputList, |
| 4030 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4031 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4032 | ), |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 4033 | "data_gen": { |
| 4034 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4035 | }, |
| 4036 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4037 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4038 | "table": { |
| 4039 | "op": Op.TABLE, |
| 4040 | # Use the automatic generation functions to create the input array |
| 4041 | # but create the table tensor in the build function, as it may be |
| 4042 | # a different type from the input |
| 4043 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4044 | "build_fcn": ( |
| 4045 | build_table, |
| 4046 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 587cc84 | 2024-02-08 11:45:44 +0000 | [diff] [blame] | 4047 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4048 | TosaArgGen.agTable, |
| 4049 | ), |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 4050 | "types": [DType.INT8, DType.INT16], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4051 | "error_if_validators": ( |
| 4052 | TosaErrorValidator.evWrongInputType, |
| 4053 | TosaErrorValidator.evWrongOutputType, |
| 4054 | TosaErrorValidator.evWrongInputList, |
| 4055 | TosaErrorValidator.evWrongOutputList, |
| 4056 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4057 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4058 | # Elementwise Unary operators |
| 4059 | "abs": { |
| 4060 | "op": Op.ABS, |
| 4061 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4062 | "build_fcn": ( |
| 4063 | build_unary, |
| 4064 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4065 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4066 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4067 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4068 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4069 | "error_if_validators": ( |
| 4070 | TosaErrorValidator.evWrongInputType, |
| 4071 | TosaErrorValidator.evWrongOutputType, |
| 4072 | TosaErrorValidator.evWrongInputList, |
| 4073 | TosaErrorValidator.evWrongOutputList, |
| 4074 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4075 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4076 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4077 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4078 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4079 | "bitwise_not": { |
| 4080 | "op": Op.BITWISE_NOT, |
| 4081 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4082 | "build_fcn": ( |
| 4083 | build_unary, |
| 4084 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4085 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4086 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4087 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4088 | "types": TYPE_INT, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4089 | "error_if_validators": ( |
| 4090 | TosaErrorValidator.evWrongInputType, |
| 4091 | TosaErrorValidator.evWrongOutputType, |
| 4092 | TosaErrorValidator.evWrongInputList, |
| 4093 | TosaErrorValidator.evWrongOutputList, |
| 4094 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4095 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4096 | "ceil": { |
| 4097 | "op": Op.CEIL, |
| 4098 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4099 | "build_fcn": ( |
| 4100 | build_unary, |
| 4101 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4102 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4103 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4104 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4105 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4106 | "error_if_validators": ( |
| 4107 | TosaErrorValidator.evWrongInputType, |
| 4108 | TosaErrorValidator.evWrongOutputType, |
| 4109 | TosaErrorValidator.evWrongInputList, |
| 4110 | TosaErrorValidator.evWrongOutputList, |
| 4111 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4112 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4113 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4114 | }, |
| 4115 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4116 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4117 | "clz": { |
| 4118 | "op": Op.CLZ, |
| 4119 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4120 | "build_fcn": ( |
| 4121 | build_unary, |
| 4122 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4123 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4124 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4125 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4126 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4127 | "error_if_validators": ( |
| 4128 | TosaErrorValidator.evWrongInputType, |
| 4129 | TosaErrorValidator.evWrongOutputType, |
| 4130 | TosaErrorValidator.evWrongInputList, |
| 4131 | TosaErrorValidator.evWrongOutputList, |
| 4132 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4133 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4134 | "cos": { |
| 4135 | "op": Op.COS, |
| 4136 | "operands": (1, 0), |
| 4137 | "build_fcn": ( |
| 4138 | build_unary, |
| 4139 | TosaTensorGen.tgBasic, |
| 4140 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4141 | TosaArgGen.agNone, |
| 4142 | ), |
| 4143 | "types": TYPE_FP, |
| 4144 | "error_if_validators": ( |
| 4145 | TosaErrorValidator.evWrongInputType, |
| 4146 | TosaErrorValidator.evWrongOutputType, |
| 4147 | TosaErrorValidator.evWrongInputList, |
| 4148 | TosaErrorValidator.evWrongOutputList, |
| 4149 | ), |
| 4150 | "data_gen": { |
| 4151 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4152 | }, |
| 4153 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4154 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4155 | "exp": { |
| 4156 | "op": Op.EXP, |
| 4157 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4158 | "build_fcn": ( |
| 4159 | build_unary, |
| 4160 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4161 | TosaTensorValuesGen.tvgExp, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4162 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4163 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4164 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4165 | "error_if_validators": ( |
| 4166 | TosaErrorValidator.evWrongInputType, |
| 4167 | TosaErrorValidator.evWrongOutputType, |
| 4168 | TosaErrorValidator.evWrongInputList, |
| 4169 | TosaErrorValidator.evWrongOutputList, |
| 4170 | ), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4171 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4172 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 9a75838 | 2023-11-07 16:27:35 +0000 | [diff] [blame] | 4173 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4174 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4175 | "floor": { |
| 4176 | "op": Op.FLOOR, |
| 4177 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4178 | "build_fcn": ( |
| 4179 | build_unary, |
| 4180 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4181 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4182 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4183 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4184 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4185 | "error_if_validators": ( |
| 4186 | TosaErrorValidator.evWrongInputType, |
| 4187 | TosaErrorValidator.evWrongOutputType, |
| 4188 | TosaErrorValidator.evWrongInputList, |
| 4189 | TosaErrorValidator.evWrongOutputList, |
| 4190 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4191 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4192 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4193 | }, |
| 4194 | "compliance": {"ulp": 0.5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4195 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4196 | "log": { |
| 4197 | "op": Op.LOG, |
| 4198 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4199 | "build_fcn": ( |
| 4200 | build_unary, |
| 4201 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4202 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4203 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4204 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4205 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4206 | "error_if_validators": ( |
| 4207 | TosaErrorValidator.evWrongInputType, |
| 4208 | TosaErrorValidator.evWrongOutputType, |
| 4209 | TosaErrorValidator.evWrongInputList, |
| 4210 | TosaErrorValidator.evWrongOutputList, |
| 4211 | ), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4212 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4213 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 0bbd8bc | 2023-11-09 16:56:07 +0000 | [diff] [blame] | 4214 | }, |
| 4215 | "compliance": {"ulp": 5}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4216 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4217 | "logical_not": { |
| 4218 | "op": Op.LOGICAL_NOT, |
| 4219 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4220 | "build_fcn": ( |
| 4221 | build_unary, |
| 4222 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4223 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4224 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4225 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4226 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4227 | "error_if_validators": ( |
| 4228 | TosaErrorValidator.evWrongInputType, |
| 4229 | TosaErrorValidator.evWrongOutputType, |
| 4230 | TosaErrorValidator.evWrongInputList, |
| 4231 | TosaErrorValidator.evWrongOutputList, |
| 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 | "negate": { |
| 4235 | "op": Op.NEGATE, |
| 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, |
| 4240 | TosaTensorValuesGen.tvgNegate, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 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 | "qgen": TosaQuantGen.qgUnary, |
| 4244 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4245 | "error_if_validators": ( |
| 4246 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4247 | TosaErrorValidator.evOutputZeroPointNotZero, |
| 4248 | TosaErrorValidator.evWrongInputType, |
| 4249 | TosaErrorValidator.evWrongOutputType, |
| 4250 | TosaErrorValidator.evWrongInputList, |
| 4251 | TosaErrorValidator.evWrongOutputList, |
| 4252 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4253 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4254 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4255 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4256 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4257 | "reciprocal": { |
| 4258 | "op": Op.RECIPROCAL, |
| 4259 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4260 | "build_fcn": ( |
| 4261 | build_unary, |
| 4262 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4263 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4264 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4265 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4266 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4267 | "error_if_validators": ( |
| 4268 | TosaErrorValidator.evWrongInputType, |
| 4269 | TosaErrorValidator.evWrongOutputType, |
| 4270 | TosaErrorValidator.evWrongInputList, |
| 4271 | TosaErrorValidator.evWrongOutputList, |
| 4272 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4273 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4274 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4275 | }, |
| 4276 | "compliance": {"ulp": 1.0}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4277 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4278 | "rsqrt": { |
| 4279 | "op": Op.RSQRT, |
| 4280 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4281 | "build_fcn": ( |
| 4282 | build_unary, |
| 4283 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 3047625 | 2023-11-20 16:15:30 +0000 | [diff] [blame] | 4284 | TosaTensorValuesGen.tvgLogRsqrt, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4285 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4286 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4287 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4288 | "error_if_validators": ( |
| 4289 | TosaErrorValidator.evWrongInputType, |
| 4290 | TosaErrorValidator.evWrongOutputType, |
| 4291 | TosaErrorValidator.evWrongInputList, |
| 4292 | TosaErrorValidator.evWrongOutputList, |
| 4293 | ), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4294 | "data_gen": { |
evacha01 | 9c96eef | 2024-02-07 11:21:55 +0000 | [diff] [blame] | 4295 | "fp": (gtu.DataGenType.FULL_RANGE,), |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4296 | }, |
| 4297 | "compliance": {"ulp": 2}, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4298 | }, |
Jerry Ge | 51bd4f5 | 2024-02-20 11:21:19 -0800 | [diff] [blame] | 4299 | "sin": { |
| 4300 | "op": Op.SIN, |
| 4301 | "operands": (1, 0), |
| 4302 | "build_fcn": ( |
| 4303 | build_unary, |
| 4304 | TosaTensorGen.tgBasic, |
| 4305 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4306 | TosaArgGen.agNone, |
| 4307 | ), |
| 4308 | "types": TYPE_FP, |
| 4309 | "error_if_validators": ( |
| 4310 | TosaErrorValidator.evWrongInputType, |
| 4311 | TosaErrorValidator.evWrongOutputType, |
| 4312 | TosaErrorValidator.evWrongInputList, |
| 4313 | TosaErrorValidator.evWrongOutputList, |
| 4314 | ), |
| 4315 | "data_gen": { |
| 4316 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4317 | }, |
| 4318 | "compliance": {"abs_error_normal_divisor": 2}, |
| 4319 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4320 | # Elementwise Ternary operators |
| 4321 | "select": { |
| 4322 | "op": Op.SELECT, |
| 4323 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4324 | "build_fcn": ( |
| 4325 | build_select, |
| 4326 | TosaTensorGen.tgBroadcastFuzz, |
| 4327 | TosaTensorValuesGen.tvgSelect, |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4328 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4329 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4330 | "types": TYPE_FIB, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4331 | "error_if_validators": ( |
| 4332 | TosaErrorValidator.evRankMismatch, |
| 4333 | TosaErrorValidator.evWrongInputType, |
| 4334 | TosaErrorValidator.evWrongOutputType, |
| 4335 | TosaErrorValidator.evWrongInputList, |
| 4336 | TosaErrorValidator.evWrongOutputList, |
| 4337 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4338 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4339 | ), |
Jeremy Johnson | 7b9abce | 2024-01-10 11:07:29 +0000 | [diff] [blame] | 4340 | "data_gen": { |
| 4341 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4342 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4343 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4344 | # Comparison operators |
| 4345 | "equal": { |
| 4346 | "op": Op.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, |
| 4351 | TosaTensorValuesGen.tvgEqual, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 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_equal": { |
| 4369 | "op": Op.GREATER_EQUAL, |
| 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 | "greater": { |
| 4392 | "op": Op.GREATER, |
| 4393 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4394 | "build_fcn": ( |
| 4395 | build_comparison, |
| 4396 | TosaTensorGen.tgBroadcastFuzz, |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4397 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4398 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4399 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4400 | "types": TYPE_FI32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4401 | "error_if_validators": ( |
| 4402 | TosaErrorValidator.evRankMismatch, |
| 4403 | TosaErrorValidator.evWrongInputType, |
| 4404 | TosaErrorValidator.evWrongOutputType, |
| 4405 | TosaErrorValidator.evWrongInputList, |
| 4406 | TosaErrorValidator.evWrongOutputList, |
| 4407 | TosaErrorValidator.evDimensionMismatch, |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 4408 | TosaErrorValidator.evBroadcastShapesMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4409 | ), |
Jeremy Johnson | a015001 | 2023-11-15 15:52:06 +0000 | [diff] [blame] | 4410 | "data_gen": { |
| 4411 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4412 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4413 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4414 | # Reduction operators |
| 4415 | "reduce_all": { |
| 4416 | "op": Op.REDUCE_ALL, |
| 4417 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4418 | "build_fcn": ( |
| 4419 | build_reduce, |
| 4420 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4421 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4422 | TosaArgGen.agAxis, |
| 4423 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4424 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4425 | "error_if_validators": ( |
| 4426 | TosaErrorValidator.evAxisLargerRank, |
| 4427 | TosaErrorValidator.evAxisSmallerZero, |
| 4428 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4429 | TosaErrorValidator.evWrongInputType, |
| 4430 | TosaErrorValidator.evWrongOutputType, |
| 4431 | TosaErrorValidator.evWrongRank, |
| 4432 | TosaErrorValidator.evWrongInputList, |
| 4433 | TosaErrorValidator.evWrongOutputList, |
| 4434 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4435 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4436 | "reduce_any": { |
| 4437 | "op": Op.REDUCE_ANY, |
| 4438 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4439 | "build_fcn": ( |
| 4440 | build_reduce, |
| 4441 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4442 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4443 | TosaArgGen.agAxis, |
| 4444 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4445 | "types": TYPE_BOOL, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4446 | "error_if_validators": ( |
| 4447 | TosaErrorValidator.evAxisLargerRank, |
| 4448 | TosaErrorValidator.evAxisSmallerZero, |
| 4449 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4450 | TosaErrorValidator.evWrongInputType, |
| 4451 | TosaErrorValidator.evWrongOutputType, |
| 4452 | TosaErrorValidator.evWrongRank, |
| 4453 | TosaErrorValidator.evWrongInputList, |
| 4454 | TosaErrorValidator.evWrongOutputList, |
| 4455 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4456 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4457 | "reduce_max": { |
| 4458 | "op": Op.REDUCE_MAX, |
| 4459 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4460 | "build_fcn": ( |
| 4461 | build_reduce, |
| 4462 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4463 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4464 | TosaArgGen.agAxis, |
| 4465 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4466 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4467 | "error_if_validators": ( |
| 4468 | TosaErrorValidator.evAxisLargerRank, |
| 4469 | TosaErrorValidator.evAxisSmallerZero, |
| 4470 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4471 | TosaErrorValidator.evWrongInputType, |
| 4472 | TosaErrorValidator.evWrongOutputType, |
| 4473 | TosaErrorValidator.evWrongRank, |
| 4474 | TosaErrorValidator.evWrongInputList, |
| 4475 | TosaErrorValidator.evWrongOutputList, |
| 4476 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4477 | "data_gen": { |
| 4478 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4479 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4480 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4481 | "reduce_min": { |
Jeremy Johnson | 8a8cca9 | 2022-03-14 12:16:46 +0000 | [diff] [blame] | 4482 | "op": Op.REDUCE_MIN, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4483 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4484 | "build_fcn": ( |
| 4485 | build_reduce, |
| 4486 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4487 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4488 | TosaArgGen.agAxis, |
| 4489 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4490 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4491 | "error_if_validators": ( |
| 4492 | TosaErrorValidator.evAxisLargerRank, |
| 4493 | TosaErrorValidator.evAxisSmallerZero, |
| 4494 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4495 | TosaErrorValidator.evWrongInputType, |
| 4496 | TosaErrorValidator.evWrongOutputType, |
| 4497 | TosaErrorValidator.evWrongRank, |
| 4498 | TosaErrorValidator.evWrongInputList, |
| 4499 | TosaErrorValidator.evWrongOutputList, |
| 4500 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4501 | "data_gen": { |
| 4502 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4503 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4504 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4505 | "reduce_product": { |
| 4506 | "op": Op.REDUCE_PRODUCT, |
| 4507 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4508 | "build_fcn": ( |
| 4509 | build_reduce, |
| 4510 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4511 | TosaTensorValuesGen.tvgReduceProduct, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4512 | TosaArgGen.agAxis, |
| 4513 | ), |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4514 | "types": TYPE_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4515 | "error_if_validators": ( |
| 4516 | TosaErrorValidator.evAxisLargerRank, |
| 4517 | TosaErrorValidator.evAxisSmallerZero, |
| 4518 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4519 | TosaErrorValidator.evWrongInputType, |
| 4520 | TosaErrorValidator.evWrongOutputType, |
| 4521 | TosaErrorValidator.evWrongRank, |
| 4522 | TosaErrorValidator.evWrongInputList, |
| 4523 | TosaErrorValidator.evWrongOutputList, |
| 4524 | ), |
Jeremy Johnson | bd80196 | 2024-01-03 17:07:44 +0000 | [diff] [blame] | 4525 | "data_gen": { |
| 4526 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4527 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4528 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4529 | "reduce_sum": { |
| 4530 | "op": Op.REDUCE_SUM, |
| 4531 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4532 | "build_fcn": ( |
| 4533 | build_reduce, |
| 4534 | TosaTensorGen.tgBasic, |
| 4535 | TosaTensorValuesGen.tvgReduceSum, |
| 4536 | TosaArgGen.agAxis, |
| 4537 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4538 | "types": (DType.FP16, DType.BF16, DType.FP32, DType.INT32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4539 | "error_if_validators": ( |
| 4540 | TosaErrorValidator.evAxisLargerRank, |
| 4541 | TosaErrorValidator.evAxisSmallerZero, |
| 4542 | TosaErrorValidator.evShapeOfAxisNotOne, |
| 4543 | TosaErrorValidator.evWrongInputType, |
| 4544 | TosaErrorValidator.evWrongOutputType, |
| 4545 | TosaErrorValidator.evWrongRank, |
| 4546 | TosaErrorValidator.evWrongInputList, |
| 4547 | TosaErrorValidator.evWrongOutputList, |
| 4548 | ), |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4549 | "data_gen": { |
| 4550 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 4551 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4552 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4553 | # Data layout operators |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4554 | "concat": { |
| 4555 | "op": Op.CONCAT, |
| 4556 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4557 | "build_fcn": ( |
| 4558 | build_concat, |
| 4559 | TosaTensorGen.tgConcat, |
| 4560 | TosaTensorValuesGen.tvgConcat, |
| 4561 | TosaArgGen.agAxis, |
| 4562 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4563 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4564 | "error_if_validators": ( |
| 4565 | TosaErrorValidator.evAxisLargerRank, |
| 4566 | TosaErrorValidator.evAxisSmallerZero, |
| 4567 | TosaErrorValidator.evConcatInputRankMismatch, |
| 4568 | TosaErrorValidator.evConcatShapeSumMismatch, |
| 4569 | TosaErrorValidator.evConcatInputDimMismatch, |
| 4570 | TosaErrorValidator.evWrongInputType, |
| 4571 | TosaErrorValidator.evWrongOutputType, |
| 4572 | TosaErrorValidator.evWrongOutputList, |
| 4573 | ), |
Jeremy Johnson | 3eafe66 | 2024-01-10 13:13:35 +0000 | [diff] [blame] | 4574 | "data_gen": { |
| 4575 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4576 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4577 | }, |
| 4578 | "pad": { |
| 4579 | "op": Op.PAD, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4580 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4581 | "build_fcn": ( |
| 4582 | build_pad, |
| 4583 | TosaTensorGen.tgBasic, |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 4584 | TosaTensorValuesGen.tvgPad, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4585 | TosaArgGen.agPad, |
| 4586 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4587 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4588 | "error_if_validators": ( |
| 4589 | TosaErrorValidator.evWrongInputType, |
| 4590 | TosaErrorValidator.evPadSmallerZero, |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 4591 | TosaErrorValidator.evPadOutputShapeMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4592 | TosaErrorValidator.evWrongOutputType, |
| 4593 | TosaErrorValidator.evWrongInputList, |
| 4594 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4595 | TosaErrorValidator.evRankMismatch, |
| 4596 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4597 | ), |
Jeremy Johnson | d41feb7 | 2023-10-12 16:03:15 +0100 | [diff] [blame] | 4598 | "data_gen": { |
| 4599 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4600 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4601 | }, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4602 | "dim": { |
| 4603 | "op": Op.DIM, |
| 4604 | "operands": (1, 0), |
| 4605 | "build_fcn": ( |
| 4606 | build_dim, |
| 4607 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4608 | TosaTensorValuesGen.tvgLazyGenDefault, |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4609 | TosaArgGen.agAxis, |
| 4610 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4611 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 4612 | "error_if_validators": ( |
| 4613 | TosaErrorValidator.evAxisLargerRank, |
| 4614 | TosaErrorValidator.evAxisSmallerZero, |
| 4615 | TosaErrorValidator.evWrongInputType, |
| 4616 | TosaErrorValidator.evWrongInputList, |
| 4617 | TosaErrorValidator.evWrongOutputList, |
| 4618 | TosaErrorValidator.evWrongRank, |
| 4619 | ), |
| 4620 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4621 | "reshape": { |
| 4622 | "op": Op.RESHAPE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4623 | "operands": (2, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4624 | "build_fcn": ( |
| 4625 | build_reshape, |
| 4626 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4627 | TosaTensorValuesGen.tvgReshape, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4628 | TosaArgGen.agReshape, |
| 4629 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4630 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4631 | "error_if_validators": ( |
| 4632 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
| 4633 | TosaErrorValidator.evWrongInputType, |
| 4634 | TosaErrorValidator.evWrongOutputType, |
| 4635 | TosaErrorValidator.evWrongInputList, |
| 4636 | TosaErrorValidator.evWrongOutputList, |
| 4637 | ), |
Jeremy Johnson | fe79acc | 2023-11-29 15:57:58 +0000 | [diff] [blame] | 4638 | "data_gen": { |
| 4639 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4640 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4641 | }, |
| 4642 | "reverse": { |
| 4643 | "op": Op.REVERSE, |
| 4644 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4645 | "build_fcn": ( |
| 4646 | build_reverse, |
| 4647 | TosaTensorGen.tgBasic, |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 4648 | TosaTensorValuesGen.tvgLazyGenDefault, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4649 | TosaArgGen.agAxis, |
| 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": ( |
| 4653 | TosaErrorValidator.evAxisSmallerZero, |
| 4654 | TosaErrorValidator.evAxisLargerRank, |
| 4655 | TosaErrorValidator.evWrongInputType, |
| 4656 | TosaErrorValidator.evWrongOutputType, |
| 4657 | TosaErrorValidator.evWrongInputList, |
| 4658 | TosaErrorValidator.evWrongOutputList, |
| 4659 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4660 | "data_gen": { |
| 4661 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4662 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4663 | }, |
| 4664 | "slice": { |
| 4665 | "op": Op.SLICE, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4666 | "operands": (3, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4667 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4668 | "build_fcn": ( |
| 4669 | build_slice, |
| 4670 | TosaTensorGen.tgBasic, |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4671 | TosaTensorValuesGen.tvgSlice, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4672 | TosaArgGen.agSlice, |
| 4673 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4674 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4675 | "error_if_validators": ( |
TatWai Chong | f15bad8 | 2024-01-31 21:33:27 -0800 | [diff] [blame] | 4676 | # TODO Turn off these error categories for now as the reference |
| 4677 | # model cannot allocate memory space for empty tensor. We probably |
| 4678 | # can report an accurate error messege at the right place during |
| 4679 | # exeuction. |
| 4680 | # TosaErrorValidator.evStartSmallerZero, |
| 4681 | # TosaErrorValidator.evSizeSmallerEqualZero, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4682 | TosaErrorValidator.evStartSizeOutsideBounds, |
| 4683 | TosaErrorValidator.evSizeOutputShapeMismatch, |
| 4684 | TosaErrorValidator.evInputSizeStartLengthMismatch, |
| 4685 | TosaErrorValidator.evWrongRank, |
| 4686 | TosaErrorValidator.evWrongInputType, |
| 4687 | TosaErrorValidator.evWrongOutputType, |
| 4688 | TosaErrorValidator.evWrongInputList, |
| 4689 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4690 | TosaErrorValidator.evRankMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4691 | ), |
evacha01 | 7f7d425 | 2024-01-24 12:08:09 +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 | "tile": { |
| 4697 | "op": Op.TILE, |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 4698 | "operands": (2, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4699 | "rank": (1, 6), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4700 | "build_fcn": ( |
| 4701 | build_tile, |
| 4702 | TosaTensorGen.tgBasic, |
Won Jeon | 64e4bfe | 2024-01-18 06:31:55 +0000 | [diff] [blame] | 4703 | TosaTensorValuesGen.tvgTile, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4704 | TosaArgGen.agTile, |
| 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.evWrongInputType, |
| 4709 | TosaErrorValidator.evWrongOutputType, |
| 4710 | TosaErrorValidator.evWrongInputList, |
| 4711 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4712 | TosaErrorValidator.evRankMismatch, |
| 4713 | TosaErrorValidator.evWrongRank, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4714 | ), |
Jeremy Johnson | 9f5febe | 2024-01-15 15:12:17 +0000 | [diff] [blame] | 4715 | "data_gen": { |
| 4716 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4717 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4718 | }, |
| 4719 | "transpose": { |
| 4720 | "op": Op.TRANSPOSE, |
| 4721 | "operands": (1, 0), |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4722 | "rank": (1, 6), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4723 | "build_fcn": ( |
| 4724 | build_transpose, |
| 4725 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4726 | TosaTensorValuesGen.tvgLazyGenDefault, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4727 | TosaArgGen.agTranspose, |
| 4728 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4729 | "types": TYPE_FIB + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4730 | "error_if_validators": ( |
| 4731 | TosaErrorValidator.evIndexOutsideBounds, |
| 4732 | TosaErrorValidator.evIndexUsedTwice, |
| 4733 | TosaErrorValidator.evWrongInputType, |
| 4734 | TosaErrorValidator.evWrongOutputType, |
| 4735 | TosaErrorValidator.evWrongInputList, |
| 4736 | TosaErrorValidator.evWrongOutputList, |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 4737 | TosaErrorValidator.evWrongRank, |
| 4738 | TosaErrorValidator.evRankMismatch, |
| 4739 | TosaErrorValidator.evTensorSizeInputOutputMismatch, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4740 | ), |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4741 | "data_gen": { |
| 4742 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4743 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4744 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4745 | # Data nodes |
| 4746 | "const": { |
| 4747 | "op": Op.CONST, |
Kevin Cheng | 17e9202 | 2021-10-01 14:33:33 -0700 | [diff] [blame] | 4748 | "operands": (0, 1), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4749 | "build_fcn": ( |
| 4750 | build_const, |
| 4751 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4752 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4753 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4754 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4755 | "types": TYPE_FIB + [DType.INT48, DType.FP8E4M3, DType.FP8E5M2], |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 4756 | "data_gen": { |
| 4757 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4758 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4759 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4760 | "identity": { |
| 4761 | "op": Op.IDENTITY, |
| 4762 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4763 | "build_fcn": ( |
| 4764 | build_unary, |
| 4765 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4766 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 4767 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4768 | ), |
evacha01 | 1adff83 | 2024-03-06 17:33:44 +0000 | [diff] [blame] | 4769 | "types": TYPE_FIB + [DType.INT4, DType.INT48], |
Jeremy Johnson | 2d70ac4 | 2023-11-06 17:46:02 +0000 | [diff] [blame] | 4770 | "data_gen": { |
| 4771 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4772 | }, |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4773 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4774 | # Scatter/Gather |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4775 | "gather": { |
| 4776 | "op": Op.GATHER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4777 | "operands": (2, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4778 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4779 | "build_fcn": ( |
| 4780 | build_gather, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4781 | TosaTensorGen.tgGather, |
| 4782 | TosaTensorValuesGen.tvgGather, |
| 4783 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4784 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4785 | "types": ( |
| 4786 | DType.INT8, |
| 4787 | DType.INT16, |
| 4788 | DType.INT32, |
| 4789 | DType.FP16, |
| 4790 | DType.BF16, |
| 4791 | DType.FP32, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4792 | DType.FP8E4M3, |
| 4793 | DType.FP8E5M2, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4794 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4795 | "error_if_validators": ( |
| 4796 | TosaErrorValidator.evWrongInputType, |
| 4797 | TosaErrorValidator.evWrongOutputType, |
| 4798 | TosaErrorValidator.evWrongInputList, |
| 4799 | TosaErrorValidator.evWrongOutputList, |
| 4800 | TosaErrorValidator.evWrongRank, |
| 4801 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4802 | "data_gen": { |
| 4803 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4804 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4805 | }, |
| 4806 | "scatter": { |
| 4807 | "op": Op.SCATTER, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4808 | "operands": (3, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4809 | "rank": (3, 3), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4810 | "build_fcn": ( |
| 4811 | build_scatter, |
| 4812 | TosaTensorGen.tgScatter, |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4813 | TosaTensorValuesGen.tvgScatter, |
| 4814 | TosaArgGen.agNone, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4815 | ), |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4816 | "types": TYPE_INT_FP + [DType.FP8E4M3, DType.FP8E5M2], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4817 | "error_if_validators": ( |
| 4818 | TosaErrorValidator.evWrongInputType, |
| 4819 | TosaErrorValidator.evWrongOutputType, |
| 4820 | TosaErrorValidator.evWrongInputList, |
| 4821 | TosaErrorValidator.evWrongOutputList, |
| 4822 | TosaErrorValidator.evWrongRank, |
| 4823 | ), |
Jeremy Johnson | a8420ad | 2023-12-07 16:35:28 +0000 | [diff] [blame] | 4824 | "data_gen": { |
| 4825 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4826 | }, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4827 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4828 | # Image operations |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4829 | "resize": { |
| 4830 | "op": Op.RESIZE, |
Tai Ly | c5c2a7e | 2024-02-22 23:26:28 +0000 | [diff] [blame] | 4831 | "operands": (4, 0), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4832 | "rank": (4, 4), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4833 | "build_fcn": ( |
| 4834 | build_resize, |
| 4835 | TosaTensorGen.tgNHWC, |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4836 | TosaTensorValuesGen.tvgResize, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4837 | TosaArgGen.agResize, |
| 4838 | ), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4839 | "types": (DType.INT8, DType.INT16, DType.FP16, DType.BF16, DType.FP32), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4840 | "invalid_test_validators": ( |
| 4841 | TosaInvalidValidator.ivWrongDataTypeOrModeResize, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4842 | ), |
| 4843 | "error_if_validators": ( |
| 4844 | TosaErrorValidator.evMaxDimExceeded, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4845 | TosaErrorValidator.evScaleSmallerEqualZero, |
| 4846 | TosaErrorValidator.evScaleNLargerMax, |
| 4847 | TosaErrorValidator.evScaleDLargerMax, |
| 4848 | TosaErrorValidator.evOffsetSmallerMin, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4849 | TosaErrorValidator.evOffsetLargerEqualMax, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4850 | TosaErrorValidator.evBorderSmallerMin, |
| 4851 | TosaErrorValidator.evBorderLargerEqualMax, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4852 | TosaErrorValidator.evWrongInputType, |
| 4853 | TosaErrorValidator.evWrongOutputType, |
| 4854 | TosaErrorValidator.evWrongRank, |
| 4855 | TosaErrorValidator.evWrongInputList, |
| 4856 | TosaErrorValidator.evWrongOutputList, |
| 4857 | TosaErrorValidator.evBatchMismatch, |
| 4858 | TosaErrorValidator.evChannelMismatch, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 4859 | TosaErrorValidator.evResizeOutputShapeMismatch, |
| 4860 | TosaErrorValidator.evResizeOutputShapeNonInteger, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4861 | ), |
Jeremy Johnson | 32d0b5a | 2024-02-01 15:54:07 +0000 | [diff] [blame] | 4862 | "data_gen": { |
| 4863 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4864 | }, |
| 4865 | "compliance": {"relative": 0.006}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4866 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4867 | # Type conversion |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4868 | "cast": { |
| 4869 | "op": Op.CAST, |
| 4870 | "operands": (1, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4871 | "build_fcn": ( |
| 4872 | build_cast, |
| 4873 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4874 | TosaTensorValuesGen.tvgCast, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4875 | TosaArgGen.agCast, |
| 4876 | ), |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4877 | "types": ( |
| 4878 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 4879 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 4880 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4881 | DType.INT8, |
| 4882 | DType.INT16, |
| 4883 | DType.INT32, |
| 4884 | DType.BOOL, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 4885 | DType.FP8E4M3, |
| 4886 | DType.FP8E5M2, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 4887 | ), |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4888 | "error_if_validators": ( |
| 4889 | TosaErrorValidator.evWrongInputType, |
| 4890 | TosaErrorValidator.evWrongOutputType, |
| 4891 | TosaErrorValidator.evWrongInputList, |
| 4892 | TosaErrorValidator.evWrongOutputList, |
| 4893 | ), |
Jeremy Johnson | 708da82 | 2023-11-15 16:25:45 +0000 | [diff] [blame] | 4894 | "data_gen": { |
| 4895 | "fp": (gtu.DataGenType.PSEUDO_RANDOM,), |
| 4896 | }, |
| 4897 | "compliance": {"ulp": 0.5}, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4898 | }, |
| 4899 | "rescale": { |
| 4900 | "op": Op.RESCALE, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4901 | "operands": (3, 0), |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4902 | "build_fcn": ( |
| 4903 | build_rescale, |
| 4904 | TosaTensorGen.tgBasic, |
Tai Ly | 6e1e2bc | 2024-03-01 20:59:32 +0000 | [diff] [blame] | 4905 | TosaTensorValuesGen.tvgRescale, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4906 | TosaArgGen.agRescale, |
| 4907 | ), |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4908 | "types": [ |
| 4909 | DType.UINT8, |
| 4910 | DType.INT8, |
| 4911 | DType.INT16, |
| 4912 | DType.INT32, |
| 4913 | DType.INT48, |
| 4914 | DType.UINT16, |
| 4915 | ], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4916 | "error_if_validators": ( |
| 4917 | TosaErrorValidator.evInputZeroPointNotZero, |
| 4918 | TosaErrorValidator.evOutputZeroPointNotZero, |
Jeremy Johnson | f7f78ae | 2022-05-25 15:26:38 +0100 | [diff] [blame] | 4919 | TosaErrorValidator.evU16InputZeroPointNotValid, |
| 4920 | TosaErrorValidator.evU16OutputZeroPointNotValid, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4921 | TosaErrorValidator.evScaleTrue, |
| 4922 | TosaErrorValidator.evScaleNotTrue, |
| 4923 | TosaErrorValidator.evWrongInputType, |
| 4924 | TosaErrorValidator.evWrongOutputType, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4925 | TosaErrorValidator.evWrongInputList, |
| 4926 | TosaErrorValidator.evWrongOutputList, |
| 4927 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4928 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4929 | # Custom |
| 4930 | # Not implemented. |
Jared Smolens | 573ecd4 | 2021-03-04 15:24:10 -0800 | [diff] [blame] | 4931 | # Control flow operators |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4932 | # Two varients of cond_if, one that generates one of two constant tensors (no |
| 4933 | # inputs to the basic blocks, one output) and another that either adds or subtracts two tensors |
| 4934 | # (two inputs to the basic blocks, one output) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4935 | "cond_if_const": { |
| 4936 | "op": Op.COND_IF, |
| 4937 | "operands": (0, 2), |
| 4938 | "build_fcn": ( |
| 4939 | build_cond_if_const, |
| 4940 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4941 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4942 | TosaArgGen.agCondIf, |
| 4943 | ), |
| 4944 | "types": [DType.BOOL], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4945 | "error_if_validators": ( |
| 4946 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4947 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4948 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4949 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4950 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4951 | }, |
| 4952 | "cond_if_binary": { |
| 4953 | "op": Op.COND_IF, |
| 4954 | "operands": (2, 0), |
| 4955 | "build_fcn": ( |
| 4956 | build_cond_if_binary, |
| 4957 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4958 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4959 | TosaArgGen.agCondIf, |
| 4960 | ), |
Les Bell | 6040b4d | 2021-10-11 12:50:31 +0100 | [diff] [blame] | 4961 | "types": TYPE_INT_FP, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4962 | "error_if_validators": ( |
| 4963 | TosaErrorValidator.evInputListThenGraphMismatch, |
| 4964 | TosaErrorValidator.evInputListElseGraphMismatch, |
| 4965 | TosaErrorValidator.evOutputListThenGraphMismatch, |
| 4966 | TosaErrorValidator.evOutputListElseGraphMismatch, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4967 | TosaErrorValidator.evCondIfCondNotMatchingBool, |
| 4968 | TosaErrorValidator.evCondIfCondShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4969 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4970 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4971 | # while_loop |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4972 | "while_loop": { |
| 4973 | "op": Op.WHILE_LOOP, |
| 4974 | "operands": (0, 1), |
| 4975 | "build_fcn": ( |
| 4976 | build_while_loop, |
| 4977 | TosaTensorGen.tgBasic, |
Jeremy Johnson | 9a66abb | 2022-04-07 11:29:20 +0100 | [diff] [blame] | 4978 | TosaTensorValuesGen.tvgCondIfWhileLoop, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4979 | TosaArgGen.agWhileLoop, |
| 4980 | ), |
| 4981 | "types": [DType.INT32], |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4982 | "error_if_validators": ( |
| 4983 | TosaErrorValidator.evInputListOutputListMismatch, |
| 4984 | TosaErrorValidator.evInputListCondGraphMismatch, |
| 4985 | TosaErrorValidator.evInputListBodyGraphInputMismatch, |
| 4986 | TosaErrorValidator.evInputListBodyGraphOutputMismatch, |
| 4987 | TosaErrorValidator.evCondGraphOutputNotMatchingBool, |
Jeremy Johnson | 05c711e | 2022-12-12 18:00:41 +0000 | [diff] [blame] | 4988 | TosaErrorValidator.evCondGraphOutputShapeNotSizeOne, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 4989 | ), |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 4990 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4991 | "fft2d": { |
| 4992 | "op": Op.FFT2D, |
| 4993 | "operands": (2, 0), |
| 4994 | "rank": (3, 3), |
| 4995 | "build_fcn": ( |
| 4996 | build_fft2d, |
| 4997 | TosaTensorGen.tgFFT2d, |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 4998 | TosaTensorValuesGen.tvgLazyGenDefault, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 4999 | TosaArgGen.agFFT2d, |
| 5000 | ), |
| 5001 | "types": [DType.FP32], |
| 5002 | "error_if_validators": ( |
| 5003 | TosaErrorValidator.evWrongInputType, |
| 5004 | TosaErrorValidator.evWrongOutputType, |
| 5005 | TosaErrorValidator.evWrongInputList, |
| 5006 | TosaErrorValidator.evWrongOutputList, |
| 5007 | TosaErrorValidator.evWrongRank, |
| 5008 | TosaErrorValidator.evBatchMismatch, |
| 5009 | TosaErrorValidator.evKernelNotPowerOfTwo, |
| 5010 | TosaErrorValidator.evFFTInputShapeMismatch, |
| 5011 | TosaErrorValidator.evFFTOutputShapeMismatch, |
| 5012 | ), |
Jeremy Johnson | c833081 | 2024-01-18 16:57:28 +0000 | [diff] [blame] | 5013 | "data_gen": { |
| 5014 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 5015 | }, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5016 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5017 | "rfft2d": { |
| 5018 | "op": Op.RFFT2D, |
| 5019 | "operands": (1, 0), |
| 5020 | "rank": (3, 3), |
| 5021 | "build_fcn": ( |
| 5022 | build_rfft2d, |
| 5023 | TosaTensorGen.tgRFFT2d, |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 5024 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5025 | TosaArgGen.agRFFT2d, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5026 | ), |
| 5027 | "types": [DType.FP32], |
| 5028 | "error_if_validators": ( |
| 5029 | TosaErrorValidator.evWrongInputType, |
| 5030 | TosaErrorValidator.evWrongOutputType, |
| 5031 | TosaErrorValidator.evWrongInputList, |
| 5032 | TosaErrorValidator.evWrongOutputList, |
| 5033 | TosaErrorValidator.evWrongRank, |
| 5034 | TosaErrorValidator.evBatchMismatch, |
| 5035 | TosaErrorValidator.evKernelNotPowerOfTwo, |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 5036 | TosaErrorValidator.evFFTOutputShapeMismatch, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5037 | ), |
Jeremy Johnson | 6f57e6e | 2024-01-30 16:10:50 +0000 | [diff] [blame] | 5038 | "data_gen": { |
| 5039 | "fp": (gtu.DataGenType.DOT_PRODUCT,), |
| 5040 | }, |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 5041 | }, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5042 | # Shape |
| 5043 | "add_shape": { |
| 5044 | "op": Op.ADD_SHAPE, |
| 5045 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5046 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5047 | "build_fcn": ( |
| 5048 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5049 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5050 | TosaTensorValuesGen.tvgAddSub, |
| 5051 | TosaArgGen.agNone, |
| 5052 | ), |
| 5053 | "types": [DType.SHAPE], |
| 5054 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5055 | }, |
| 5056 | "sub_shape": { |
| 5057 | "op": Op.SUB_SHAPE, |
| 5058 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5059 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5060 | "build_fcn": ( |
| 5061 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5062 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5063 | TosaTensorValuesGen.tvgAddSub, |
| 5064 | TosaArgGen.agNone, |
| 5065 | ), |
| 5066 | "types": [DType.SHAPE], |
| 5067 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5068 | }, |
| 5069 | "mul_shape": { |
| 5070 | "op": Op.MUL_SHAPE, |
| 5071 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5072 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5073 | "build_fcn": ( |
| 5074 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5075 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5076 | TosaTensorValuesGen.tvgMul, |
| 5077 | TosaArgGen.agNone, |
| 5078 | ), |
| 5079 | "types": [DType.SHAPE], |
| 5080 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5081 | }, |
| 5082 | "div_shape": { |
| 5083 | "op": Op.DIV_SHAPE, |
| 5084 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5085 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5086 | "build_fcn": ( |
| 5087 | build_shape_op, |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5088 | TosaTensorGen.tgBasic, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5089 | TosaTensorValuesGen.tvgIntDiv, |
| 5090 | TosaArgGen.agNone, |
| 5091 | ), |
| 5092 | "types": [DType.SHAPE], |
| 5093 | "error_if_validators": (TosaErrorValidator.evDimensionMismatch,), |
| 5094 | }, |
| 5095 | "concat_shape": { |
| 5096 | "op": Op.CONCAT_SHAPE, |
| 5097 | "operands": (2, 0), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5098 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5099 | "build_fcn": ( |
| 5100 | build_concat, |
| 5101 | TosaTensorGen.tgConcat, |
| 5102 | TosaTensorValuesGen.tvgConcat, |
| 5103 | TosaArgGen.agNone, |
| 5104 | ), |
| 5105 | "types": [DType.SHAPE], |
| 5106 | "error_if_validators": (), |
| 5107 | }, |
| 5108 | "const_shape": { |
| 5109 | "op": Op.CONST_SHAPE, |
| 5110 | "operands": (0, 1), |
Jeremy Johnson | fc4bde9 | 2024-01-25 12:53:21 +0000 | [diff] [blame] | 5111 | "rank": (1, 1), |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5112 | "build_fcn": ( |
| 5113 | build_const, |
| 5114 | TosaTensorGen.tgBasic, |
evacha01 | 9847722 | 2024-01-26 12:25:32 +0000 | [diff] [blame] | 5115 | TosaTensorValuesGen.tvgLazyGenDefault, |
| 5116 | TosaArgGen.agNone, |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 5117 | ), |
| 5118 | "types": [DType.SHAPE], |
| 5119 | }, |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5120 | } |
| 5121 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5122 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5123 | class OutputShaper: |
| 5124 | # Methods in this class compute the expected output shape and datatype |
| 5125 | # for common classes of operations |
| 5126 | def __init__(self): |
| 5127 | pass |
| 5128 | |
| 5129 | # These methods return arguments that can be used for |
| 5130 | # creating a new output tensor |
| 5131 | @staticmethod |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5132 | def binaryBroadcastOp(ser, rng, a, b, error_name=None): |
| 5133 | if error_name != ErrorIf.RankMismatch: |
| 5134 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5135 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5136 | |
| 5137 | shape = [] |
| 5138 | for i in range(len(a.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5139 | if a.shape[i] == 1 and error_name is None: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5140 | shape.append(b.shape[i]) |
| 5141 | else: |
| 5142 | shape.append(a.shape[i]) |
| 5143 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5144 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5145 | if error_name == ErrorIf.DimensionMismatch: |
| 5146 | shape[fuzz_idx] += 1 |
| 5147 | |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5148 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5149 | all_dtypes = [ |
| 5150 | DType.INT8, |
| 5151 | DType.INT16, |
| 5152 | DType.INT32, |
| 5153 | DType.INT48, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5154 | DType.FP16, |
| 5155 | DType.BF16, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5156 | DType.FP32, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5157 | ] |
Matthew Haddon | eacff9a | 2021-09-24 14:42:13 +0100 | [diff] [blame] | 5158 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5159 | outputDType = rng.choice(wrong_dtypes) |
| 5160 | else: |
| 5161 | outputDType = a.dtype |
| 5162 | |
| 5163 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5164 | |
| 5165 | @staticmethod |
| 5166 | def binaryNonBroadcastOp(ser, a, b): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5167 | assert len(a.shape) == len(b.shape) |
| 5168 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5169 | |
| 5170 | shape = [] |
| 5171 | for i in range(len(a.shape)): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5172 | assert a.shape[i] == b.shape[i] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5173 | shape.append(a.shape[i]) |
| 5174 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5175 | return ser.addOutput(shape, a.dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5176 | |
| 5177 | @staticmethod |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5178 | def unaryOp(ser, rng, a, error_name=None): |
| 5179 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5180 | all_dtypes = [ |
| 5181 | DType.INT8, |
| 5182 | DType.INT16, |
| 5183 | DType.INT32, |
| 5184 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5185 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5186 | DType.FP16, |
| 5187 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5188 | ] |
Matthew Haddon | e4ecdb2 | 2021-09-28 11:38:21 +0100 | [diff] [blame] | 5189 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5190 | outputDType = rng.choice(wrong_dtypes) |
| 5191 | else: |
| 5192 | outputDType = a.dtype |
| 5193 | |
| 5194 | return ser.addOutput(a.shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5195 | |
| 5196 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5197 | def selectOp(ser, rng, cond, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5198 | if error_name != ErrorIf.RankMismatch: |
| 5199 | 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] | 5200 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5201 | |
| 5202 | shape = [] |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5203 | for i in range(len(cond.shape)): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5204 | if cond.shape[i] == 1 and error_name is None: |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5205 | shape.append(max(cond.shape[i], a.shape[i], b.shape[i])) |
| 5206 | else: |
| 5207 | shape.append(cond.shape[i]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5208 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5209 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5210 | if error_name == ErrorIf.DimensionMismatch: |
| 5211 | shape[fuzz_idx] += 1 |
| 5212 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5213 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5214 | all_dtypes = [ |
| 5215 | DType.INT8, |
| 5216 | DType.INT16, |
| 5217 | DType.INT32, |
| 5218 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5219 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5220 | DType.FP16, |
| 5221 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5222 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5223 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5224 | outputDType = rng.choice(wrong_dtypes) |
| 5225 | else: |
| 5226 | outputDType = a.dtype |
| 5227 | |
| 5228 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5229 | |
| 5230 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5231 | def binaryComparisonOp(ser, rng, a, b, error_name=None): |
Jeremy Johnson | 7e9ac9a | 2021-11-08 18:10:51 +0000 | [diff] [blame] | 5232 | if error_name != ErrorIf.RankMismatch: |
| 5233 | assert len(a.shape) == len(b.shape) |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5234 | assert a.dtype == b.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5235 | |
| 5236 | # Do broadcast |
| 5237 | shape = [] |
| 5238 | for i in range(len(a.shape)): |
Eric Kunze | a1d4985 | 2022-01-04 10:07:29 -0800 | [diff] [blame] | 5239 | if a.shape[i] == 1 and len(b.shape) > i: |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5240 | shape.append(b.shape[i]) |
| 5241 | else: |
| 5242 | shape.append(a.shape[i]) |
| 5243 | |
Jerry Ge | 135c955 | 2023-05-23 20:59:32 +0000 | [diff] [blame] | 5244 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 5245 | if error_name == ErrorIf.DimensionMismatch: |
| 5246 | shape[fuzz_idx] += 1 |
| 5247 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5248 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5249 | wrong_dtypes = [ |
| 5250 | DType.INT8, |
| 5251 | DType.INT16, |
| 5252 | DType.INT32, |
| 5253 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5254 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5255 | DType.FP16, |
| 5256 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5257 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5258 | outputDType = rng.choice(wrong_dtypes) |
| 5259 | else: |
| 5260 | outputDType = DType.BOOL |
| 5261 | |
| 5262 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5263 | |
| 5264 | @staticmethod |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5265 | def reduceOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5266 | shape = a.shape.copy() |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5267 | if error_name not in [ |
| 5268 | ErrorIf.AxisSmallerZero, |
| 5269 | ErrorIf.AxisLargerRank, |
| 5270 | ErrorIf.ShapeOfAxisNotOne, |
| 5271 | ]: |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5272 | shape[axis] = 1 |
| 5273 | if error_name == ErrorIf.ShapeOfAxisNotOne and shape[axis] == 1: |
| 5274 | shape[axis] = rng.integers(2, 10) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5275 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5276 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5277 | all_dtypes = [ |
| 5278 | DType.INT8, |
| 5279 | DType.INT16, |
| 5280 | DType.INT32, |
| 5281 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5282 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5283 | DType.FP16, |
| 5284 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5285 | ] |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5286 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5287 | outputDType = rng.choice(wrong_dtypes) |
| 5288 | else: |
| 5289 | outputDType = a.dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5290 | |
Matthew Haddon | d6ce725 | 2021-09-29 15:35:44 +0100 | [diff] [blame] | 5291 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5292 | |
| 5293 | @staticmethod |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5294 | def argmaxOp(ser, rng, a, axis, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5295 | shape = a.shape.copy() |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5296 | |
| 5297 | if error_name not in [ErrorIf.AxisSmallerZero, ErrorIf.AxisLargerRank]: |
| 5298 | del shape[axis] |
| 5299 | |
| 5300 | if error_name == ErrorIf.ArgmaxOutputRankMismatch: |
| 5301 | remove = rng.choice([True, False]) |
| 5302 | if remove and len(shape) > 1: |
| 5303 | del shape[0] |
| 5304 | else: |
| 5305 | shape.append(1) |
| 5306 | elif error_name == ErrorIf.ArgmaxOutputShapeMismatch: |
| 5307 | for i in range(len(shape)): |
| 5308 | shape[i] = shape[i] + rng.integers(1, 10) |
| 5309 | |
| 5310 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5311 | all_dtypes = [ |
| 5312 | DType.INT8, |
| 5313 | DType.INT16, |
| 5314 | DType.INT32, |
| 5315 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5316 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5317 | DType.FP16, |
| 5318 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5319 | DType.FP8E4M3, |
| 5320 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5321 | ] |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5322 | wrong_dtypes = list(set(all_dtypes) - set([DType.INT32])) |
| 5323 | outputDType = rng.choice(wrong_dtypes) |
| 5324 | else: |
| 5325 | outputDType = DType.INT32 |
| 5326 | |
| 5327 | return ser.addOutput(shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5328 | |
| 5329 | @staticmethod |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5330 | def _get_conv_output_type(input_dtype): |
| 5331 | if input_dtype in (DType.FP16, DType.BF16, DType.FP32): |
| 5332 | return input_dtype |
| 5333 | elif input_dtype in (DType.FP8E4M3, DType.FP8E5M2): |
| 5334 | return DType.FP16 |
| 5335 | elif input_dtype in (DType.INT8, DType.INT4): |
| 5336 | return DType.INT32 |
| 5337 | elif input_dtype in (DType.INT16,): |
| 5338 | return DType.INT48 |
| 5339 | assert True, f"Unsupported convolution data type {input_dtype}" |
| 5340 | |
| 5341 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5342 | def conv2dOp( |
| 5343 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5344 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5345 | |
| 5346 | # IFM: NHWC |
| 5347 | # Filter: OHWI |
| 5348 | # OFM: NHWC |
| 5349 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5350 | h = ( |
| 5351 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5352 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5353 | + padding[0] |
| 5354 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5355 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5356 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5357 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5358 | w = ( |
| 5359 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5360 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5361 | + padding[2] |
| 5362 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5363 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5364 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5365 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5366 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5367 | choices = [1, 2, 3] |
| 5368 | change = rng.choice(choices) |
| 5369 | # increment in multiples of stride to not hit non-integer error case |
| 5370 | if change in [1, 3]: |
| 5371 | h = h + (rng.choice(choices) * strides[0]) |
| 5372 | if change in [2, 3]: |
| 5373 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5374 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5375 | ofm_shape = [ifm.shape[0], h, w, filter.shape[0]] |
| 5376 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5377 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5378 | # Pick some potentially correct output dtype if input type is incorrect |
| 5379 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5380 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5381 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5382 | |
| 5383 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5384 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5385 | excludes = [DType.FP16, DType.FP32] |
Jeremy Johnson | 80fd9b8 | 2024-03-12 11:46:50 +0000 | [diff] [blame] | 5386 | elif ifm.dtype in [DType.FP8E4M3, DType.FP8E5M2]: |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5387 | excludes = [DType.FP16] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5388 | else: |
| 5389 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5390 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5391 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5392 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5393 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5394 | |
| 5395 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5396 | def conv3dOp( |
| 5397 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
| 5398 | ): |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5399 | |
| 5400 | # IFM: NDHWC |
| 5401 | # Filter: ODHWI |
| 5402 | # OFM: NDHWC |
| 5403 | |
| 5404 | d = ( |
| 5405 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5406 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5407 | + padding[0] |
| 5408 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5409 | - (filter.shape[1] - 1) * dilations[0] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5410 | ) // strides[0] + 1 |
| 5411 | |
| 5412 | h = ( |
| 5413 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5414 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5415 | + padding[2] |
| 5416 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5417 | - (filter.shape[2] - 1) * dilations[1] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5418 | ) // strides[1] + 1 |
| 5419 | |
| 5420 | w = ( |
| 5421 | ifm.shape[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5422 | - 1 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5423 | + padding[4] |
| 5424 | + padding[5] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5425 | - (filter.shape[3] - 1) * dilations[2] |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5426 | ) // strides[2] + 1 |
| 5427 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5428 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5429 | choices = [1, 2, 3, 4] |
| 5430 | change = rng.choice(choices) |
| 5431 | # increment in multiples of stride to not hit non-integer error case |
| 5432 | if change in [1, 4]: |
| 5433 | d = d + (rng.choice(choices) * strides[0]) |
| 5434 | if change in [2, 4]: |
| 5435 | h = h + (rng.choice(choices) * strides[1]) |
| 5436 | if change in [3, 4]: |
| 5437 | w = w + (rng.choice(choices) * strides[2]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5438 | |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5439 | ofm_shape = [ifm.shape[0], d, h, w, filter.shape[0]] |
| 5440 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5441 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5442 | # Pick some potentially correct output dtype if input type is incorrect |
| 5443 | out_dtype = DType.INT32 |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5444 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5445 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5446 | |
| 5447 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5448 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5449 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5450 | else: |
| 5451 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5452 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5453 | out_dtype = rng.choice(wrong_dtypes) |
Kevin Cheng | 1533b85 | 2021-09-01 12:51:58 -0700 | [diff] [blame] | 5454 | |
| 5455 | return ser.addOutput(ofm_shape, out_dtype) |
| 5456 | |
| 5457 | @staticmethod |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5458 | def depthwiseConv2dOp( |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5459 | ser, rng, ifm, filter, accum_dtype, strides, padding, dilations, error_name=None |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5460 | ): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5461 | # IFM: NHWC |
| 5462 | # Filter: HWCM |
| 5463 | # OFM: NHW C*M |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5464 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5465 | h = ( |
| 5466 | ifm.shape[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5467 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5468 | + padding[0] |
| 5469 | + padding[1] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5470 | - (filter.shape[0] - 1) * dilations[0] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5471 | ) // strides[0] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5472 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5473 | w = ( |
| 5474 | ifm.shape[2] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5475 | - 1 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5476 | + padding[2] |
| 5477 | + padding[3] |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5478 | - (filter.shape[1] - 1) * dilations[1] |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5479 | ) // strides[1] + 1 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5480 | |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5481 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5482 | choices = [1, 2, 3] |
| 5483 | change = rng.choice(choices) |
| 5484 | # increment in multiples of stride to not hit non-integer error case |
| 5485 | if change in [1, 3]: |
| 5486 | h = h + (rng.choice(choices) * strides[0]) |
| 5487 | if change in [2, 3]: |
| 5488 | w = w + (rng.choice(choices) * strides[1]) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5489 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5490 | ofm_shape = [ifm.shape[0], h, w, filter.shape[2] * filter.shape[3]] |
| 5491 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5492 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5493 | # Pick some potentially correct output dtype if input type is incorrect |
| 5494 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5495 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 5496 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5497 | |
| 5498 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5499 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5500 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5501 | else: |
| 5502 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5503 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 5504 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5505 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5506 | return ser.addOutput(ofm_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5507 | |
| 5508 | @staticmethod |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5509 | def pool2dOp(ser, rng, ifm, kernel, stride, pad, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5510 | # input: NHWC |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5511 | if stride[0] <= 0 or stride[1] <= 0 or min(pad) < 0: |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5512 | # 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] | 5513 | h = 1 |
| 5514 | w = 1 |
| 5515 | else: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5516 | h = (ifm.shape[1] + pad[0] + pad[1] - kernel[0]) // stride[0] + 1 |
| 5517 | 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] | 5518 | |
| 5519 | if error_name == ErrorIf.PoolingOutputShapeMismatch: |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5520 | choices = [1, 2, 3] |
| 5521 | change = rng.choice(choices) |
| 5522 | # increment in multiples of stride to not hit non-integer error case |
| 5523 | if change in [1, 3]: |
| 5524 | h = h + (rng.choice(choices) * stride[0]) |
| 5525 | if change in [2, 3]: |
| 5526 | w = w + (rng.choice(choices) * stride[1]) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5527 | ofm_shape = [ifm.shape[0], h, w, ifm.shape[3]] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5528 | |
| 5529 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5530 | all_dtypes = [ |
| 5531 | DType.INT8, |
| 5532 | DType.INT16, |
| 5533 | DType.INT32, |
| 5534 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5535 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5536 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5537 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5538 | DType.FP8E4M3, |
| 5539 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5540 | ] |
Matthew Haddon | b6b59e3 | 2021-10-07 17:19:20 +0100 | [diff] [blame] | 5541 | wrong_dtypes = list(set(all_dtypes) - set([ifm.dtype])) |
| 5542 | outputDType = rng.choice(wrong_dtypes) |
| 5543 | else: |
| 5544 | outputDType = ifm.dtype |
| 5545 | |
| 5546 | return ser.addOutput(ofm_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5547 | |
| 5548 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5549 | def fullyConnectedOp(ser, rng, input, filter, accum_dtype, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5550 | # input: N, IC |
| 5551 | # filter: OC, IC |
| 5552 | # output: N, OC |
| 5553 | |
| 5554 | output_shape = [input.shape[0], filter.shape[0]] |
| 5555 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5556 | # Validated in arg_gen (also invalidated for ErrorIf) |
| 5557 | out_dtype = accum_dtype |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5558 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5559 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5560 | |
| 5561 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5562 | def matmulOp(ser, rng, a, b, accum_dtype, error_name=None): |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5563 | # a: N, H, C |
| 5564 | # b: N, C, W |
| 5565 | # out: N, H, W |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5566 | |
Kevin Cheng | 2d60f00 | 2021-06-09 14:18:32 -0700 | [diff] [blame] | 5567 | output_shape = [a.shape[0], a.shape[1], b.shape[2]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5568 | |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5569 | if error_name == ErrorIf.WrongOutputType: |
| 5570 | if a.dtype == DType.INT8: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5571 | incorrect_types = ( |
| 5572 | DType.INT4, |
| 5573 | DType.INT8, |
| 5574 | DType.INT16, |
| 5575 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5576 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5577 | DType.FP16, |
| 5578 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5579 | DType.FP8E4M3, |
| 5580 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5581 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5582 | elif a.dtype == DType.INT16: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5583 | incorrect_types = ( |
| 5584 | DType.INT4, |
| 5585 | DType.INT8, |
| 5586 | DType.INT16, |
| 5587 | DType.INT32, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5588 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5589 | DType.FP16, |
| 5590 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5591 | DType.FP8E4M3, |
| 5592 | DType.FP8E5M2, |
| 5593 | ) |
| 5594 | elif a.dtype == DType.FP8E4M3 or a.dtype == DType.FP8E5M2: |
| 5595 | incorrect_types = ( |
| 5596 | DType.INT4, |
| 5597 | DType.INT8, |
| 5598 | DType.INT16, |
| 5599 | DType.INT32, |
| 5600 | DType.INT48, |
| 5601 | DType.FP32, |
| 5602 | DType.BF16, |
| 5603 | DType.FP8E4M3, |
| 5604 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5605 | ) |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5606 | elif ( |
| 5607 | a.dtype == DType.FP32 or a.dtype == DType.FP16 or a.dtype == DType.BF16 |
| 5608 | ): |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5609 | incorrect_types = ( |
| 5610 | DType.INT4, |
| 5611 | DType.INT8, |
| 5612 | DType.INT16, |
| 5613 | DType.INT32, |
| 5614 | DType.INT48, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5615 | DType.FP8E4M3, |
| 5616 | DType.FP8E5M2, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5617 | ) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5618 | out_dtype = rng.choice(a=incorrect_types) |
Matthew Haddon | c4cf037 | 2021-10-11 09:38:10 +0100 | [diff] [blame] | 5619 | elif error_name == ErrorIf.WrongInputType: |
| 5620 | # Pick some potentially correct output dtype if input type is incorrect |
| 5621 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5622 | else: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5623 | out_dtype = accum_dtype # Validated in arg_gen |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5624 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5625 | return ser.addOutput(output_shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5626 | |
| 5627 | @staticmethod |
Jeremy Johnson | bfc5303 | 2023-11-01 11:29:56 +0000 | [diff] [blame] | 5628 | def concatOp(ser, rng, axis, inputs, error_name=None): |
| 5629 | input1 = inputs[0] |
| 5630 | remaining_inputs = inputs[1:] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5631 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5632 | # 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] | 5633 | output_shape = input1.shape.copy() |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5634 | if not ( |
| 5635 | # unable to concat tensors of different ranks |
| 5636 | error_name == ErrorIf.ConcatInputRankMismatch |
| 5637 | # unable to concat tensors along an invalid axis |
| 5638 | or error_name in [ErrorIf.AxisLargerRank, ErrorIf.AxisSmallerZero] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5639 | ): |
| 5640 | for tensor in remaining_inputs: |
| 5641 | output_shape[axis] += tensor.shape[axis] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5642 | |
Matthew Haddon | 01c359d | 2021-10-15 16:30:48 +0100 | [diff] [blame] | 5643 | if error_name == ErrorIf.ConcatShapeSumMismatch: |
| 5644 | output_shape[axis] += rng.integers(5, 10) |
| 5645 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5646 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5647 | all_dtypes = { |
| 5648 | DType.INT8, |
| 5649 | DType.INT16, |
| 5650 | DType.INT32, |
| 5651 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5652 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5653 | DType.FP16, |
| 5654 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5655 | } |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5656 | wrong_dtypes = list(all_dtypes - set([input1.dtype])) |
| 5657 | outputDType = rng.choice(wrong_dtypes) |
| 5658 | else: |
| 5659 | outputDType = input1.dtype |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 5660 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5661 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5662 | |
| 5663 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5664 | def padOp(ser, rng, a, padding, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5665 | |
| 5666 | output_shape = a.shape.copy() |
| 5667 | |
| 5668 | for i in range(len(output_shape)): |
| 5669 | output_shape[i] = padding[i][0] + padding[i][1] + output_shape[i] |
| 5670 | |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5671 | if error_name == ErrorIf.PadOutputShapeMismatch: |
| 5672 | bad_dim = rng.choice(range(len(output_shape))) |
Tai Ly | e095da7 | 2024-01-25 22:00:18 +0000 | [diff] [blame] | 5673 | output_shape[bad_dim] += rng.choice([1, 2]) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5674 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5675 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Jeremy Johnson | d32c6da | 2022-08-24 17:09:09 +0100 | [diff] [blame] | 5676 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5677 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5678 | all_dtypes = [ |
| 5679 | DType.INT8, |
| 5680 | DType.INT16, |
| 5681 | DType.INT32, |
| 5682 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5683 | DType.FP32, |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5684 | DType.FP16, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5685 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5686 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5687 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5688 | outputDType = rng.choice(wrong_dtypes) |
| 5689 | else: |
| 5690 | outputDType = a.dtype |
| 5691 | |
| 5692 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5693 | |
| 5694 | @staticmethod |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5695 | def dimOp(ser, rng, a, axis, error_name=None): |
Tai Ly | 8690a08 | 2023-12-18 20:40:24 +0000 | [diff] [blame] | 5696 | output_shape = [1] |
Won Jeon | a21b2e8 | 2023-08-10 10:33:01 +0000 | [diff] [blame] | 5697 | |
| 5698 | if error_name == ErrorIf.WrongOutputType: |
| 5699 | all_dtypes = [ |
| 5700 | DType.INT8, |
| 5701 | DType.INT16, |
| 5702 | DType.INT32, |
| 5703 | DType.INT48, |
| 5704 | DType.FP32, |
| 5705 | DType.FP16, |
| 5706 | DType.BF16, |
| 5707 | ] |
| 5708 | wrong_dtypes = list(set(all_dtypes)) |
| 5709 | outputDType = rng.choice(wrong_dtypes) |
| 5710 | else: |
| 5711 | outputDType = DType.SHAPE |
| 5712 | |
| 5713 | return ser.addOutput(output_shape, outputDType) |
| 5714 | |
| 5715 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5716 | def reshapeOp(ser, rng, a, shape, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5717 | output_shape = shape.copy() |
| 5718 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5719 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5720 | for i in range(len(output_shape)): |
| 5721 | output_shape[i] = output_shape[i] + rng.integers(1, 10) |
| 5722 | |
| 5723 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5724 | all_dtypes = [ |
| 5725 | DType.INT8, |
| 5726 | DType.INT16, |
| 5727 | DType.INT32, |
| 5728 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5729 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5730 | DType.FP16, |
| 5731 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5732 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5733 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5734 | outputDType = rng.choice(wrong_dtypes) |
| 5735 | else: |
| 5736 | outputDType = a.dtype |
| 5737 | |
| 5738 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5739 | |
| 5740 | @staticmethod |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5741 | def sliceOp(ser, rng, input, start, size, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5742 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5743 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5744 | all_dtypes = [ |
| 5745 | DType.INT8, |
| 5746 | DType.INT16, |
| 5747 | DType.INT32, |
| 5748 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5749 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5750 | DType.FP16, |
| 5751 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5752 | ] |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5753 | wrong_dtypes = list(set(all_dtypes) - set([input.dtype])) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5754 | outputDType = rng.choice(wrong_dtypes) |
| 5755 | else: |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5756 | outputDType = input.dtype |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5757 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5758 | output_shape = size.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5759 | if error_name == ErrorIf.SizeOutputShapeMismatch: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5760 | for index in range(len(output_shape)): |
| 5761 | if output_shape[index] <= 2: |
| 5762 | output_shape[index] = output_shape[index] + rng.choice([1, 2]) |
| 5763 | else: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5764 | output_shape[index] = output_shape[index] + rng.choice( |
| 5765 | [-2, -1, 1, 2] |
| 5766 | ) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5767 | elif error_name == ErrorIf.InputSizeStartLengthMismatch: |
| 5768 | output_shape = input.shape.copy() |
| 5769 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5770 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5771 | |
| 5772 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5773 | |
| 5774 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5775 | def tileOp(ser, rng, a, multiples, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5776 | |
| 5777 | output_shape = a.shape.copy() |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5778 | assert len(multiples) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5779 | |
| 5780 | for i in range(len(output_shape)): |
| 5781 | output_shape[i] = a.shape[i] * multiples[i] |
| 5782 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5783 | if error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5784 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5785 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5786 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5787 | all_dtypes = [ |
| 5788 | DType.INT8, |
| 5789 | DType.INT16, |
| 5790 | DType.INT32, |
| 5791 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5792 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5793 | DType.FP16, |
| 5794 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5795 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5796 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5797 | outputDType = rng.choice(wrong_dtypes) |
| 5798 | else: |
| 5799 | outputDType = a.dtype |
| 5800 | |
| 5801 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5802 | |
| 5803 | @staticmethod |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5804 | def transposeOp(ser, rng, a, perms, error_name=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5805 | output_shape = a.shape.copy() |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5806 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5807 | assert len(perms) == len(output_shape) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5808 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5809 | if error_name not in [ErrorIf.IndexOutsideBounds, ErrorIf.IndexUsedTwice]: |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5810 | for i in range(len(output_shape)): |
| 5811 | output_shape[i] = a.shape[perms[i]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5812 | |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5813 | if error_name == ErrorIf.TensorSizeInputOutputMismatch: |
| 5814 | for i in range(len(output_shape)): |
| 5815 | output_shape[i] += rng.integers(1, 10) |
| 5816 | elif error_name == ErrorIf.RankMismatch: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5817 | output_shape = gtu.get_rank_mismatch_shape(rng, output_shape) |
Luke Hutton | a4e48ca | 2023-02-22 11:53:48 +0000 | [diff] [blame] | 5818 | |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5819 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5820 | all_dtypes = [ |
| 5821 | DType.INT8, |
| 5822 | DType.INT16, |
| 5823 | DType.INT32, |
| 5824 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5825 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5826 | DType.FP16, |
| 5827 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5828 | ] |
Matthew Haddon | e807aae | 2021-10-11 18:12:58 +0100 | [diff] [blame] | 5829 | wrong_dtypes = list(set(all_dtypes) - set([a.dtype])) |
| 5830 | outputDType = rng.choice(wrong_dtypes) |
| 5831 | else: |
| 5832 | outputDType = a.dtype |
| 5833 | |
| 5834 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5835 | |
| 5836 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5837 | def gatherOp(ser, rng, values, indices, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5838 | if error_name != ErrorIf.WrongRank: |
| 5839 | assert len(values.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5840 | assert len(indices.shape) == 2 |
| 5841 | assert values.shape[0] == indices.shape[0] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5842 | |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5843 | output_shape = [values.shape[0], indices.shape[1], values.shape[2]] |
| 5844 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5845 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5846 | all_dtypes = [ |
| 5847 | DType.INT8, |
| 5848 | DType.INT16, |
| 5849 | DType.INT32, |
| 5850 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5851 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5852 | DType.FP16, |
| 5853 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5854 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5855 | wrong_dtypes = list(set(all_dtypes) - set([values.dtype])) |
| 5856 | outputDType = rng.choice(wrong_dtypes) |
| 5857 | else: |
| 5858 | outputDType = values.dtype |
| 5859 | |
| 5860 | return ser.addOutput(output_shape, outputDType) |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5861 | |
| 5862 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5863 | def scatterOp(ser, rng, values_in, indices, input, error_name=None): |
Jeremy Johnson | 3ca02a7 | 2021-11-18 12:18:39 +0000 | [diff] [blame] | 5864 | if error_name != ErrorIf.WrongRank: |
| 5865 | assert len(values_in.shape) == 3 |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5866 | assert len(indices.shape) == 2 |
| 5867 | assert len(input.shape) == 3 |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5868 | assert values_in.shape[0] == indices.shape[0] # N |
| 5869 | assert input.shape[1] == indices.shape[1] # W |
| 5870 | assert values_in.shape[2] == input.shape[2] # C |
Kevin Cheng | 77d0f76 | 2020-11-24 10:26:32 -0800 | [diff] [blame] | 5871 | |
| 5872 | output_shape = values_in.shape |
| 5873 | |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5874 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5875 | all_dtypes = [ |
| 5876 | DType.INT8, |
| 5877 | DType.INT16, |
| 5878 | DType.INT32, |
| 5879 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5880 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5881 | DType.FP16, |
| 5882 | DType.BF16, |
Won Jeon | 2c34b46 | 2024-02-06 18:37:00 +0000 | [diff] [blame] | 5883 | DType.FP8E4M3, |
| 5884 | DType.FP8E5M2, |
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 = list(set(all_dtypes) - set([values_in.dtype])) |
| 5887 | outputDType = rng.choice(wrong_dtypes) |
| 5888 | else: |
| 5889 | outputDType = values_in.dtype |
| 5890 | |
| 5891 | return ser.addOutput(output_shape, outputDType) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5892 | |
| 5893 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5894 | def tableOp(ser, rng, input, error_name=None): |
| 5895 | # Same shape as the input, dtype dependent on input dtype |
| 5896 | if error_name != ErrorIf.WrongInputType: |
| 5897 | assert input.dtype == DType.INT16 or input.dtype == DType.INT8 |
Kevin Cheng | fe392ce | 2021-10-18 21:51:55 +0000 | [diff] [blame] | 5898 | output_dtype = DType.INT32 if input.dtype == DType.INT16 else DType.INT8 |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5899 | if error_name == ErrorIf.WrongOutputType: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5900 | wrong_dtypes = [ |
| 5901 | DType.INT8, |
| 5902 | DType.INT16, |
| 5903 | DType.INT32, |
| 5904 | DType.INT48, |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 5905 | DType.FP32, |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 5906 | DType.FP16, |
| 5907 | DType.BF16, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5908 | ] |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5909 | wrong_dtypes.remove(output_dtype) |
| 5910 | output_dtype = rng.choice(wrong_dtypes) |
Jeremy Johnson | f54d8a2 | 2021-07-20 16:01:06 +0100 | [diff] [blame] | 5911 | return ser.addOutput(input.shape, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5912 | |
| 5913 | @staticmethod |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5914 | def resizeOp( |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5915 | serializer, |
| 5916 | rng, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5917 | input, |
| 5918 | mode, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5919 | scale, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5920 | offset, |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5921 | border, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5922 | input_dtype, |
| 5923 | output_dtype, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5924 | error_name=None, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5925 | ): |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5926 | # Calculate OH, OW |
| 5927 | scale_y_n = scale[0] |
| 5928 | scale_y_d = scale[1] |
| 5929 | scale_x_n = scale[2] |
| 5930 | scale_x_d = scale[3] |
| 5931 | if error_name == ErrorIf.ScaleSmallerEqualZero: |
| 5932 | scale_y_n = max(scale_y_n, 1) |
| 5933 | scale_y_d = max(scale_y_d, 1) |
| 5934 | scale_x_n = max(scale_x_n, 1) |
| 5935 | scale_x_d = max(scale_x_d, 1) |
| 5936 | |
| 5937 | oh = ((input.shape[1] - 1) * scale_y_n - offset[0] + border[0]) // scale_y_d + 1 |
| 5938 | ow = ((input.shape[2] - 1) * scale_x_n - offset[1] + border[1]) // scale_x_d + 1 |
| 5939 | |
| 5940 | if error_name is not None: |
| 5941 | # Make sure the output tensor is valid, which can occur when |
| 5942 | # scale, offset or border have been changed for ERROR_IFs |
| 5943 | oh = max(oh, 1) |
| 5944 | ow = max(ow, 1) |
| 5945 | if error_name != ErrorIf.MaxDimExceeded: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5946 | oh = min(oh, gtu.MAX_RESIZE_DIMENSION - 1) |
| 5947 | ow = min(ow, gtu.MAX_RESIZE_DIMENSION - 1) |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5948 | |
| 5949 | if error_name == ErrorIf.ResizeOutputShapeMismatch: |
| 5950 | choices = [1, 2, 3] |
| 5951 | change = rng.choice(choices) |
| 5952 | # increment in multiples of scale_y/x_d so we don't hit non-integer error case |
| 5953 | if change in [1, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5954 | if oh + scale_y_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5955 | oh -= scale_y_d |
| 5956 | assert oh > 0 # Should have been caught in agResize |
| 5957 | else: |
| 5958 | oh += scale_y_d |
| 5959 | if change in [2, 3]: |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 5960 | if ow + scale_x_d >= gtu.MAX_RESIZE_DIMENSION: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5961 | ow -= scale_x_d |
| 5962 | assert ow > 0 # Should have been caught in agResize |
| 5963 | else: |
| 5964 | ow += scale_x_d |
| 5965 | |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5966 | if error_name == ErrorIf.WrongRank: |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5967 | output_dims = [ |
| 5968 | input.shape[0], |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5969 | oh, |
| 5970 | ow, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 5971 | input.shape[0], |
| 5972 | ] |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5973 | elif error_name == ErrorIf.BatchMismatch: |
| 5974 | output_dims = [ |
| 5975 | input.shape[0] + rng.integers(1, 10), |
| 5976 | oh, |
| 5977 | ow, |
| 5978 | input.shape[3], |
| 5979 | ] |
| 5980 | elif error_name == ErrorIf.ChannelMismatch: |
| 5981 | output_dims = [ |
| 5982 | input.shape[0], |
| 5983 | oh, |
| 5984 | ow, |
| 5985 | input.shape[3] + rng.integers(1, 10), |
| 5986 | ] |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 5987 | else: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 5988 | output_dims = [input.shape[0], oh, ow, input.shape[3]] |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5989 | |
Matthew Haddon | 693ba9e | 2021-09-22 11:24:37 +0100 | [diff] [blame] | 5990 | return serializer.addOutput(output_dims, output_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5991 | |
| 5992 | @staticmethod |
Matthew Haddon | bb5676f | 2021-10-13 11:30:30 +0100 | [diff] [blame] | 5993 | def typeConversionOp(ser, rng, val, out_dtype, error_name=None): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 5994 | return ser.addOutput(val.shape, out_dtype) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 5995 | |
| 5996 | @staticmethod |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 5997 | def transposeConv2DOp(ser, rng, ifm, output_shape, accum_dtype, error_name=None): |
Jeremy Johnson | 4a6fb9b | 2022-04-26 15:47:21 +0100 | [diff] [blame] | 5998 | if error_name == ErrorIf.ConvOutputShapeMismatch: |
| 5999 | choices = [1, 2, 3] |
| 6000 | change = rng.choice(choices) |
| 6001 | if change in [1, 3]: |
| 6002 | output_shape[1] = output_shape[1] + rng.choice(choices) |
| 6003 | if change in [2, 3]: |
| 6004 | output_shape[2] = output_shape[2] + rng.choice(choices) |
| 6005 | |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 6006 | if error_name == ErrorIf.WrongInputType: |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 6007 | # Pick some potentially correct output dtype if input type is incorrect |
| 6008 | out_dtype = DType.INT32 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 6009 | else: |
Tai Ly | f36f256 | 2024-03-14 16:21:29 +0000 | [diff] [blame] | 6010 | out_dtype = OutputShaper._get_conv_output_type(ifm.dtype) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 6011 | |
| 6012 | if error_name == ErrorIf.WrongOutputType: |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 6013 | if ifm.dtype == DType.FP16: |
Jeremy Johnson | bc2a3db | 2022-09-27 13:50:00 +0100 | [diff] [blame] | 6014 | excludes = [DType.FP16, DType.FP32] |
James Ward | 8b39043 | 2022-08-12 20:48:56 +0100 | [diff] [blame] | 6015 | else: |
| 6016 | excludes = [out_dtype] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6017 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Les Bell | 0e027d4 | 2021-11-09 14:42:14 +0000 | [diff] [blame] | 6018 | out_dtype = rng.choice(wrong_dtypes) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 6019 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 6020 | return ser.addOutput(output_shape, out_dtype) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6021 | |
| 6022 | @staticmethod |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 6023 | def fft2dOp(serializer, rng, ifm1, ifm2, error_name=None): |
| 6024 | outputs = [] |
| 6025 | |
| 6026 | assert ifm1.dtype == ifm2.dtype |
| 6027 | input_dtype = ifm1.dtype |
| 6028 | |
| 6029 | if error_name != ErrorIf.FFTInputShapeMismatch: |
| 6030 | assert ifm1.shape == ifm2.shape |
| 6031 | |
| 6032 | input_shape = ifm1.shape |
| 6033 | if error_name != ErrorIf.WrongRank: |
| 6034 | assert len(input_shape) == 3 |
| 6035 | |
| 6036 | output_shape = input_shape.copy() |
| 6037 | output_dtype = input_dtype |
| 6038 | |
| 6039 | if error_name == ErrorIf.WrongOutputType: |
| 6040 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6041 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 6042 | output_dtype = rng.choice(wrong_dtypes) |
| 6043 | elif error_name == ErrorIf.BatchMismatch: |
| 6044 | output_shape[0] += rng.integers(1, 10) |
| 6045 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 6046 | modify_dim = rng.choice([1, 2]) |
| 6047 | output_shape[modify_dim] += rng.integers(1, 10) |
| 6048 | |
| 6049 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6050 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6051 | return outputs |
| 6052 | |
| 6053 | @staticmethod |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6054 | def rfft2dOp(serializer, rng, value, error_name=None): |
| 6055 | outputs = [] |
| 6056 | |
| 6057 | input_shape = value.shape |
| 6058 | if error_name != ErrorIf.WrongRank: |
| 6059 | assert len(input_shape) == 3 |
| 6060 | |
| 6061 | output_shape = [*input_shape[:-1], input_shape[-1] // 2 + 1] |
| 6062 | |
| 6063 | output_dtype = value.dtype |
| 6064 | if error_name == ErrorIf.WrongOutputType: |
| 6065 | excludes = [DType.FP32] |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 6066 | wrong_dtypes = list(gtu.usableDTypes(excludes=excludes)) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6067 | output_dtype = rng.choice(wrong_dtypes) |
| 6068 | elif error_name == ErrorIf.BatchMismatch: |
Luke Hutton | 5728713 | 2023-02-06 14:54:18 +0000 | [diff] [blame] | 6069 | output_shape[0] += rng.integers(1, 10) |
| 6070 | elif error_name == ErrorIf.FFTOutputShapeMismatch: |
| 6071 | modify_dim = rng.choice([1, 2]) |
| 6072 | output_shape[modify_dim] += rng.integers(1, 10) |
Luke Hutton | 261b7b6 | 2023-01-10 14:50:31 +0000 | [diff] [blame] | 6073 | |
| 6074 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6075 | outputs.append(serializer.addOutput(output_shape, output_dtype)) |
| 6076 | return outputs |
Won Jeon | 74342e5 | 2024-01-09 00:34:40 +0000 | [diff] [blame] | 6077 | |
| 6078 | @staticmethod |
| 6079 | def addShapeOp(ser, rng, a, b, error_name=None): |
| 6080 | if error_name != ErrorIf.RankMismatch: |
| 6081 | assert len(a.shape) == len(b.shape) |
| 6082 | assert a.dtype == b.dtype |
| 6083 | |
| 6084 | shape = [] |
| 6085 | for i in range(len(a.shape)): |
| 6086 | shape.append(a.shape[i]) |
| 6087 | |
| 6088 | fuzz_idx = rng.integers(0, len(a.shape)) |
| 6089 | if error_name == ErrorIf.DimensionMismatch: |
| 6090 | shape[fuzz_idx] += 1 |
| 6091 | |
| 6092 | if error_name == ErrorIf.WrongOutputType: |
| 6093 | wrong_dtypes = gtu.get_wrong_output_type(a.dtype) |
| 6094 | outputDType = rng.choice(wrong_dtypes) |
| 6095 | else: |
| 6096 | outputDType = DType.SHAPE |
| 6097 | return ser.addOutput(shape, outputDType) |