Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +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 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 3 | import argparse |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 4 | import json |
| 5 | import logging |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 6 | import re |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 7 | import sys |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 8 | from pathlib import Path |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 9 | |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 10 | import conformance.model_files as cmf |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 11 | import generator.tosa_test_select as tts |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 12 | from generator.tosa_test_gen import TosaTestGen |
| 13 | from serializer.tosa_serializer import dtype_str_to_val |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 14 | from serializer.tosa_serializer import DTypeNames |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 15 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 16 | OPTION_FP_VALUES_RANGE = "--fp-values-range" |
| 17 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 18 | logging.basicConfig() |
| 19 | logger = logging.getLogger("tosa_verif_build_tests") |
| 20 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 21 | |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 22 | # Used for parsing a comma-separated list of integers/floats in a string |
| 23 | # to an actual list of integers/floats with special case max |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 24 | def str_to_list(in_s, is_float=False): |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 25 | """Converts a comma-separated list string to a python list of numbers.""" |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 26 | lst = in_s.split(",") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 27 | out_list = [] |
| 28 | for i in lst: |
Jeremy Johnson | a4d907e | 2023-10-26 13:53:14 +0100 | [diff] [blame] | 29 | # Special case for allowing maximum FP numbers |
| 30 | if is_float and i in ("-max", "max"): |
| 31 | val = i |
| 32 | else: |
| 33 | val = float(i) if is_float else int(i) |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 34 | out_list.append(val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 35 | return out_list |
| 36 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 37 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 38 | def auto_int(x): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 39 | """Converts hex/dec argument values to an int""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 40 | return int(x, 0) |
| 41 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 42 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 43 | def parseArgs(argv): |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 44 | """Parse the command line arguments.""" |
| 45 | if argv is None: |
| 46 | argv = sys.argv[1:] |
| 47 | |
| 48 | if OPTION_FP_VALUES_RANGE in argv: |
| 49 | # Argparse fix for hyphen (minus values) in argument values |
| 50 | # convert "ARG VAL" into "ARG=VAL" |
| 51 | # Example --fp-values-range -2.0,2.0 -> --fp-values-range=-2.0,2.0 |
| 52 | new_argv = [] |
| 53 | idx = 0 |
| 54 | while idx < len(argv): |
| 55 | arg = argv[idx] |
| 56 | if arg == OPTION_FP_VALUES_RANGE and idx + 1 < len(argv): |
| 57 | val = argv[idx + 1] |
| 58 | if val.startswith("-"): |
| 59 | arg = f"{arg}={val}" |
| 60 | idx += 1 |
| 61 | new_argv.append(arg) |
| 62 | idx += 1 |
| 63 | argv = new_argv |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 64 | |
| 65 | parser = argparse.ArgumentParser() |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 66 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 67 | filter_group = parser.add_argument_group("test filter options") |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 68 | ops_group = parser.add_argument_group("operator options") |
| 69 | tens_group = parser.add_argument_group("tensor options") |
| 70 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 71 | parser.add_argument( |
| 72 | "-o", dest="output_dir", type=str, default="vtest", help="Test output directory" |
| 73 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 74 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 75 | parser.add_argument( |
| 76 | "--seed", |
| 77 | dest="random_seed", |
| 78 | default=42, |
| 79 | type=int, |
| 80 | help="Random seed for test generation", |
| 81 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 82 | |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 83 | parser.add_argument( |
| 84 | "--stable-random-generation", |
| 85 | dest="stable_rng", |
| 86 | action="store_true", |
| 87 | help="Produces less variation (when the test-generator changes) in the test output using the same options", |
| 88 | ) |
| 89 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 90 | filter_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 91 | "--filter", |
| 92 | dest="filter", |
| 93 | default="", |
| 94 | type=str, |
| 95 | help="Filter operator test names by this expression", |
| 96 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 97 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 98 | parser.add_argument( |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 99 | "-v", |
| 100 | "--verbose", |
| 101 | dest="verbose", |
| 102 | action="count", |
| 103 | default=0, |
| 104 | help="Verbose operation", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 105 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 106 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 107 | parser.add_argument( |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 108 | "--lazy-data-generation", |
| 109 | dest="lazy_data_gen", |
| 110 | action="store_true", |
| 111 | help="Tensor data generation is delayed til test running", |
| 112 | ) |
| 113 | |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 114 | parser.add_argument( |
| 115 | "--generate-lib-path", |
| 116 | dest="generate_lib_path", |
| 117 | type=Path, |
| 118 | help="Path to TOSA generate library.", |
| 119 | ) |
| 120 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 121 | # Constraints on tests |
| 122 | tens_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 123 | "--tensor-dim-range", |
| 124 | dest="tensor_shape_range", |
| 125 | default="1,64", |
| 126 | type=lambda x: str_to_list(x), |
| 127 | help="Min,Max range of tensor shapes", |
| 128 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 129 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 130 | tens_group.add_argument( |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 131 | OPTION_FP_VALUES_RANGE, |
| 132 | dest="tensor_fp_value_range", |
| 133 | default="0.0,1.0", |
| 134 | type=lambda x: str_to_list(x, is_float=True), |
| 135 | help="Min,Max range of floating point tensor values", |
| 136 | ) |
| 137 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 138 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 139 | "--max-batch-size", |
| 140 | dest="max_batch_size", |
| 141 | default=1, |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 142 | type=positive_integer_type, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 143 | help="Maximum batch size for NHWC tests", |
| 144 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 145 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 146 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 147 | "--max-conv-padding", |
| 148 | dest="max_conv_padding", |
| 149 | default=1, |
| 150 | type=int, |
| 151 | help="Maximum padding for Conv tests", |
| 152 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 153 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 154 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 155 | "--max-conv-dilation", |
| 156 | dest="max_conv_dilation", |
| 157 | default=2, |
| 158 | type=int, |
| 159 | help="Maximum dilation for Conv tests", |
| 160 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 161 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 162 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 163 | "--max-conv-stride", |
| 164 | dest="max_conv_stride", |
| 165 | default=2, |
| 166 | type=int, |
| 167 | help="Maximum stride for Conv tests", |
| 168 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 169 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 170 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 171 | "--max-pooling-padding", |
| 172 | dest="max_pooling_padding", |
| 173 | default=1, |
| 174 | type=int, |
| 175 | help="Maximum padding for pooling tests", |
| 176 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 177 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 178 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 179 | "--max-pooling-stride", |
| 180 | dest="max_pooling_stride", |
| 181 | default=2, |
| 182 | type=int, |
| 183 | help="Maximum stride for pooling tests", |
| 184 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 185 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 186 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 187 | "--max-pooling-kernel", |
| 188 | dest="max_pooling_kernel", |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 189 | default=3, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 190 | type=int, |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 191 | help="Maximum kernel for pooling tests", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 192 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 193 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 194 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 195 | "--num-rand-permutations", |
| 196 | dest="num_rand_permutations", |
| 197 | default=6, |
| 198 | type=int, |
| 199 | help="Number of random permutations for a given shape/rank for randomly-sampled parameter spaces", |
| 200 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 201 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 202 | ops_group.add_argument( |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 203 | "--max-resize-output-dim", |
| 204 | dest="max_resize_output_dim", |
| 205 | default=1000, |
| 206 | type=int, |
| 207 | help="Upper limit on width and height output dimensions for `resize` op. Default: 1000", |
| 208 | ) |
| 209 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 210 | # Targeting a specific shape/rank/dtype |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 211 | tens_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 212 | "--target-shape", |
| 213 | dest="target_shapes", |
| 214 | action="append", |
| 215 | default=[], |
| 216 | type=lambda x: str_to_list(x), |
| 217 | help="Create tests with a particular input tensor shape, e.g., 1,4,4,8 (may be repeated for tests that require multiple input shapes)", |
| 218 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 219 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 220 | tens_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 221 | "--target-rank", |
| 222 | dest="target_ranks", |
| 223 | action="append", |
| 224 | default=None, |
| 225 | type=lambda x: auto_int(x), |
| 226 | help="Create tests with a particular input tensor rank", |
| 227 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 228 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 229 | # Used for parsing a comma-separated list of integers in a string |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 230 | tens_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 231 | "--target-dtype", |
| 232 | dest="target_dtypes", |
| 233 | action="append", |
| 234 | default=None, |
| 235 | type=lambda x: dtype_str_to_val(x), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 236 | help=f"Create test with a particular DType: [{', '.join([d.lower() for d in DTypeNames[1:]])}] (may be repeated)", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 237 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 238 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 239 | ops_group.add_argument( |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 240 | "--num-const-inputs-concat", |
| 241 | dest="num_const_inputs_concat", |
| 242 | default=0, |
| 243 | choices=[0, 1, 2, 3], |
| 244 | type=int, |
| 245 | help="Allow constant input tensors for concat operator", |
| 246 | ) |
| 247 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 248 | filter_group.add_argument( |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 249 | "--test-type", |
| 250 | dest="test_type", |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 251 | choices=["positive", "negative", "both"], |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 252 | default="positive", |
| 253 | type=str, |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 254 | help="type of tests produced, positive, negative, or both", |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 255 | ) |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 256 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 257 | filter_group.add_argument( |
| 258 | "--test-selection-config", |
| 259 | dest="selection_config", |
| 260 | type=Path, |
| 261 | help="enables test selection, this is the path to the JSON test selection config file, will use the default selection specified for each op unless --selection-criteria is supplied", |
| 262 | ) |
| 263 | |
| 264 | filter_group.add_argument( |
| 265 | "--test-selection-criteria", |
| 266 | dest="selection_criteria", |
| 267 | help="enables test selection, this is the selection criteria to use from the selection config", |
| 268 | ) |
| 269 | |
| 270 | parser.add_argument( |
| 271 | "--list-tests", |
| 272 | dest="list_tests", |
| 273 | action="store_true", |
| 274 | help="lists the tests that will be generated and then exits", |
| 275 | ) |
| 276 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 277 | ops_group.add_argument( |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 278 | "--allow-pooling-and-conv-oversizes", |
| 279 | dest="oversize", |
Jeremy Johnson | ae0c1c6 | 2022-02-10 17:27:34 +0000 | [diff] [blame] | 280 | action="store_true", |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 281 | help="allow oversize padding, stride and kernel tests", |
| 282 | ) |
| 283 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 284 | ops_group.add_argument( |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 285 | "--zero-point", |
| 286 | dest="zeropoint", |
| 287 | default=None, |
| 288 | type=int, |
| 289 | help="set a particular zero point for all valid positive tests", |
| 290 | ) |
| 291 | |
Jeremy Johnson | a0848c6 | 2022-09-15 15:01:30 +0100 | [diff] [blame] | 292 | parser.add_argument( |
| 293 | "--dump-const-tensors", |
| 294 | dest="dump_consts", |
| 295 | action="store_true", |
| 296 | help="output const tensors as numpy files for inspection", |
| 297 | ) |
| 298 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 299 | ops_group.add_argument( |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 300 | "--level-8k-sizes", |
| 301 | dest="level8k", |
| 302 | action="store_true", |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 303 | help="create level 8k size tests", |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 304 | ) |
| 305 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 306 | args = parser.parse_args(argv) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 307 | |
| 308 | return args |
| 309 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 310 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 311 | def positive_integer_type(argv_str): |
| 312 | value = int(argv_str) |
| 313 | if value <= 0: |
| 314 | msg = f"{argv_str} is not a valid positive integer" |
| 315 | raise argparse.ArgumentTypeError(msg) |
| 316 | return value |
| 317 | |
| 318 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 319 | def main(argv=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 320 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 321 | args = parseArgs(argv) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 322 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 323 | loglevels = (logging.WARNING, logging.INFO, logging.DEBUG) |
| 324 | loglevel = loglevels[min(args.verbose, len(loglevels) - 1)] |
| 325 | logger.setLevel(loglevel) |
| 326 | |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 327 | if not args.lazy_data_gen: |
| 328 | if args.generate_lib_path is None: |
| 329 | args.generate_lib_path = cmf.find_tosa_file( |
| 330 | cmf.TosaFileType.GENERATE_LIBRARY, Path("reference_model"), False |
| 331 | ) |
| 332 | if not args.generate_lib_path.is_file(): |
| 333 | print( |
| 334 | f"Argument error: Generate library (--generate-lib-path) not found - {str(args.generate_lib_path)}" |
| 335 | ) |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 336 | return 2 |
Jeremy Johnson | 65ba809 | 2023-10-09 16:31:13 +0100 | [diff] [blame] | 337 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 338 | ttg = TosaTestGen(args) |
| 339 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 340 | # Determine if test selection mode is enabled or not |
| 341 | selectionMode = ( |
| 342 | args.selection_config is not None or args.selection_criteria is not None |
| 343 | ) |
| 344 | selectionCriteria = ( |
| 345 | "default" if args.selection_criteria is None else args.selection_criteria |
| 346 | ) |
| 347 | if args.selection_config is not None: |
| 348 | # Try loading the selection config |
| 349 | if not args.generate_lib_path.is_file(): |
| 350 | print( |
| 351 | f"Argument error: Test selection config (--test-selection-config) not found {str(args.selection_config)}" |
| 352 | ) |
| 353 | return 2 |
| 354 | with args.selection_config.open("r") as fd: |
| 355 | selectionCfg = json.load(fd) |
| 356 | else: |
| 357 | # Fallback to using anything defined in the TosaTestGen list |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 358 | selectionCfg = ttg.TOSA_OP_LIST |
Jeremy Johnson | 00dc22e | 2024-03-13 17:06:06 +0000 | [diff] [blame] | 359 | # Set up some defaults to create a quick testing selection |
| 360 | selectDefault = {"default": {"permutes": ["rank", "dtype"], "maximum": 10}} |
| 361 | for opName in selectionCfg: |
| 362 | if ( |
| 363 | "selection" not in selectionCfg[opName] |
| 364 | or "default" not in selectionCfg[opName]["selection"] |
| 365 | ): |
| 366 | selectionCfg[opName]["selection"] = selectDefault |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 367 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 368 | if args.test_type == "both": |
| 369 | testType = ["positive", "negative"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 370 | else: |
| 371 | testType = [args.test_type] |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 372 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 373 | results = [] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 374 | for test_type in testType: |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 375 | testList = tts.TestList(selectionCfg, selectionCriteria=selectionCriteria) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 376 | try: |
| 377 | for opName in ttg.TOSA_OP_LIST: |
| 378 | if re.match(args.filter + ".*", opName): |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 379 | tests = ttg.genOpTestList( |
| 380 | opName, |
| 381 | shapeFilter=args.target_shapes, |
| 382 | rankFilter=args.target_ranks, |
| 383 | dtypeFilter=args.target_dtypes, |
| 384 | testType=test_type, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 385 | ) |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 386 | for testOpName, testStr, dtype, error, shapeList, argsDict in tests: |
| 387 | if "real_name" in ttg.TOSA_OP_LIST[testOpName]: |
| 388 | name = ttg.TOSA_OP_LIST[testOpName]["real_name"] |
| 389 | else: |
| 390 | name = testOpName |
| 391 | test = tts.Test( |
| 392 | name, testStr, dtype, error, shapeList, argsDict, testOpName |
| 393 | ) |
| 394 | testList.add(test) |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 395 | except Exception as e: |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 396 | logger.error(f"INTERNAL ERROR: Failure generating test lists for {opName}") |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 397 | raise e |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 398 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 399 | if not selectionMode: |
| 400 | # Allow all tests to be selected |
| 401 | tests = testList.all() |
| 402 | else: |
| 403 | # Use the random number generator to shuffle the test list |
| 404 | # and select the per op tests from it |
Jeremy Johnson | 0a6d1de | 2023-09-27 14:59:43 +0100 | [diff] [blame] | 405 | tests = testList.select(ttg.global_rng) |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 406 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 407 | if args.list_tests: |
| 408 | for test in tests: |
| 409 | print(test) |
| 410 | continue |
| 411 | |
| 412 | print(f"{len(tests)} matching {test_type} tests") |
| 413 | |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 414 | try: |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 415 | for test in tests: |
| 416 | opName = test.testOpName |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 417 | results.append( |
| 418 | ttg.serializeTest( |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 419 | opName, |
| 420 | str(test), |
| 421 | test.dtype, |
| 422 | test.error, |
| 423 | test.shapeList, |
| 424 | test.argsDict, |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 425 | ) |
| 426 | ) |
| 427 | except Exception as e: |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 428 | logger.error(f"INTERNAL ERROR: Failure creating test output for {opName}") |
Jeremy Johnson | 7bf0cb9 | 2023-10-31 14:37:54 +0000 | [diff] [blame] | 429 | raise e |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 430 | |
Jeremy Johnson | dd975b8 | 2024-02-28 17:29:13 +0000 | [diff] [blame] | 431 | if results.count(False): |
| 432 | raise Exception(f"Failed to create {results.count(False)} tests") |
| 433 | |
Jeremy Johnson | af09018 | 2024-02-13 18:25:39 +0000 | [diff] [blame] | 434 | if not args.list_tests: |
| 435 | print(f"Done creating {len(results)} tests") |
| 436 | return 0 |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 437 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 438 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 439 | if __name__ == "__main__": |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 440 | exit(main()) |