James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 1 | # Copyright (c) 2020-2023, 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 |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 4 | import re |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 5 | import sys |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 6 | |
Jeremy Johnson | 2ec3494 | 2021-12-14 16:34:05 +0000 | [diff] [blame] | 7 | from generator.tosa_test_gen import TosaTestGen |
| 8 | from serializer.tosa_serializer import dtype_str_to_val |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 9 | from serializer.tosa_serializer import DTypeNames |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 10 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 11 | OPTION_FP_VALUES_RANGE = "--fp-values-range" |
| 12 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 13 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 14 | # Used for parsing a comma-separated list of integers in a string |
| 15 | # to an actual list of integers |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 16 | def str_to_list(in_s, is_float=False): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 17 | """Converts a comma-separated list of string integers to a python list of ints""" |
| 18 | lst = in_s.split(",") |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 19 | out_list = [] |
| 20 | for i in lst: |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 21 | val = float(i) if is_float else int(i) |
| 22 | out_list.append(val) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 23 | return out_list |
| 24 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 25 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 26 | def auto_int(x): |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 27 | """Converts hex/dec argument values to an int""" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 28 | return int(x, 0) |
| 29 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 30 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 31 | def parseArgs(argv): |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 32 | """Parse the command line arguments.""" |
| 33 | if argv is None: |
| 34 | argv = sys.argv[1:] |
| 35 | |
| 36 | if OPTION_FP_VALUES_RANGE in argv: |
| 37 | # Argparse fix for hyphen (minus values) in argument values |
| 38 | # convert "ARG VAL" into "ARG=VAL" |
| 39 | # Example --fp-values-range -2.0,2.0 -> --fp-values-range=-2.0,2.0 |
| 40 | new_argv = [] |
| 41 | idx = 0 |
| 42 | while idx < len(argv): |
| 43 | arg = argv[idx] |
| 44 | if arg == OPTION_FP_VALUES_RANGE and idx + 1 < len(argv): |
| 45 | val = argv[idx + 1] |
| 46 | if val.startswith("-"): |
| 47 | arg = f"{arg}={val}" |
| 48 | idx += 1 |
| 49 | new_argv.append(arg) |
| 50 | idx += 1 |
| 51 | argv = new_argv |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 52 | |
| 53 | parser = argparse.ArgumentParser() |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 54 | |
| 55 | ops_group = parser.add_argument_group("operator options") |
| 56 | tens_group = parser.add_argument_group("tensor options") |
| 57 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 58 | parser.add_argument( |
| 59 | "-o", dest="output_dir", type=str, default="vtest", help="Test output directory" |
| 60 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 61 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 62 | parser.add_argument( |
| 63 | "--seed", |
| 64 | dest="random_seed", |
| 65 | default=42, |
| 66 | type=int, |
| 67 | help="Random seed for test generation", |
| 68 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 69 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 70 | parser.add_argument( |
| 71 | "--filter", |
| 72 | dest="filter", |
| 73 | default="", |
| 74 | type=str, |
| 75 | help="Filter operator test names by this expression", |
| 76 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 77 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 78 | parser.add_argument( |
| 79 | "-v", "--verbose", dest="verbose", action="count", help="Verbose operation" |
| 80 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 81 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 82 | parser.add_argument( |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 83 | "--lazy-data-generation", |
| 84 | dest="lazy_data_gen", |
| 85 | action="store_true", |
| 86 | help="Tensor data generation is delayed til test running", |
| 87 | ) |
| 88 | |
| 89 | # Constraints on tests |
| 90 | tens_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 91 | "--tensor-dim-range", |
| 92 | dest="tensor_shape_range", |
| 93 | default="1,64", |
| 94 | type=lambda x: str_to_list(x), |
| 95 | help="Min,Max range of tensor shapes", |
| 96 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 97 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 98 | tens_group.add_argument( |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 99 | OPTION_FP_VALUES_RANGE, |
| 100 | dest="tensor_fp_value_range", |
| 101 | default="0.0,1.0", |
| 102 | type=lambda x: str_to_list(x, is_float=True), |
| 103 | help="Min,Max range of floating point tensor values", |
| 104 | ) |
| 105 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 106 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 107 | "--max-batch-size", |
| 108 | dest="max_batch_size", |
| 109 | default=1, |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 110 | type=positive_integer_type, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 111 | help="Maximum batch size for NHWC tests", |
| 112 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 113 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 114 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 115 | "--max-conv-padding", |
| 116 | dest="max_conv_padding", |
| 117 | default=1, |
| 118 | type=int, |
| 119 | help="Maximum padding for Conv tests", |
| 120 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 121 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 122 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 123 | "--max-conv-dilation", |
| 124 | dest="max_conv_dilation", |
| 125 | default=2, |
| 126 | type=int, |
| 127 | help="Maximum dilation for Conv tests", |
| 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 | ops_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 131 | "--max-conv-stride", |
| 132 | dest="max_conv_stride", |
| 133 | default=2, |
| 134 | type=int, |
| 135 | help="Maximum stride for Conv tests", |
| 136 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 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-pooling-padding", |
| 140 | dest="max_pooling_padding", |
| 141 | default=1, |
| 142 | type=int, |
| 143 | help="Maximum padding for pooling 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-pooling-stride", |
| 148 | dest="max_pooling_stride", |
| 149 | default=2, |
| 150 | type=int, |
| 151 | help="Maximum stride for pooling 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-pooling-kernel", |
| 156 | dest="max_pooling_kernel", |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 157 | default=3, |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 158 | type=int, |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 159 | help="Maximum kernel for pooling tests", |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 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 | "--num-rand-permutations", |
| 164 | dest="num_rand_permutations", |
| 165 | default=6, |
| 166 | type=int, |
| 167 | help="Number of random permutations for a given shape/rank for randomly-sampled parameter spaces", |
| 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( |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 171 | "--max-resize-output-dim", |
| 172 | dest="max_resize_output_dim", |
| 173 | default=1000, |
| 174 | type=int, |
| 175 | help="Upper limit on width and height output dimensions for `resize` op. Default: 1000", |
| 176 | ) |
| 177 | |
Jeremy Johnson | e4b08ff | 2022-09-15 10:38:17 +0100 | [diff] [blame] | 178 | # Targeting a specific shape/rank/dtype |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 179 | tens_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 180 | "--target-shape", |
| 181 | dest="target_shapes", |
| 182 | action="append", |
| 183 | default=[], |
| 184 | type=lambda x: str_to_list(x), |
| 185 | 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)", |
| 186 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 187 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 188 | tens_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 189 | "--target-rank", |
| 190 | dest="target_ranks", |
| 191 | action="append", |
| 192 | default=None, |
| 193 | type=lambda x: auto_int(x), |
| 194 | help="Create tests with a particular input tensor rank", |
| 195 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 196 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 197 | # Used for parsing a comma-separated list of integers in a string |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 198 | tens_group.add_argument( |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 199 | "--target-dtype", |
| 200 | dest="target_dtypes", |
| 201 | action="append", |
| 202 | default=None, |
| 203 | type=lambda x: dtype_str_to_val(x), |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame] | 204 | 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] | 205 | ) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 206 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 207 | ops_group.add_argument( |
Matthew Haddon | 818ab90 | 2021-07-27 09:12:49 +0100 | [diff] [blame] | 208 | "--num-const-inputs-concat", |
| 209 | dest="num_const_inputs_concat", |
| 210 | default=0, |
| 211 | choices=[0, 1, 2, 3], |
| 212 | type=int, |
| 213 | help="Allow constant input tensors for concat operator", |
| 214 | ) |
| 215 | |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 216 | parser.add_argument( |
| 217 | "--test-type", |
| 218 | dest="test_type", |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 219 | choices=["positive", "negative", "both"], |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 220 | default="positive", |
| 221 | type=str, |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 222 | help="type of tests produced, positive, negative, or both", |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 223 | ) |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 224 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 225 | ops_group.add_argument( |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 226 | "--allow-pooling-and-conv-oversizes", |
| 227 | dest="oversize", |
Jeremy Johnson | ae0c1c6 | 2022-02-10 17:27:34 +0000 | [diff] [blame] | 228 | action="store_true", |
Jeremy Johnson | 39f127b | 2022-01-25 17:51:26 +0000 | [diff] [blame] | 229 | help="allow oversize padding, stride and kernel tests", |
| 230 | ) |
| 231 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 232 | ops_group.add_argument( |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 233 | "--zero-point", |
| 234 | dest="zeropoint", |
| 235 | default=None, |
| 236 | type=int, |
| 237 | help="set a particular zero point for all valid positive tests", |
| 238 | ) |
| 239 | |
Jeremy Johnson | a0848c6 | 2022-09-15 15:01:30 +0100 | [diff] [blame] | 240 | parser.add_argument( |
| 241 | "--dump-const-tensors", |
| 242 | dest="dump_consts", |
| 243 | action="store_true", |
| 244 | help="output const tensors as numpy files for inspection", |
| 245 | ) |
| 246 | |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 247 | ops_group.add_argument( |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 248 | "--level-8k-sizes", |
| 249 | dest="level8k", |
| 250 | action="store_true", |
Jeremy Johnson | 1271c44 | 2023-09-05 11:39:26 +0100 | [diff] [blame] | 251 | help="create level 8k size tests", |
Jeremy Johnson | b209970 | 2023-04-12 15:59:01 +0100 | [diff] [blame] | 252 | ) |
| 253 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 254 | args = parser.parse_args(argv) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 255 | |
| 256 | return args |
| 257 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 258 | |
James Ward | 30124a8 | 2023-02-02 14:56:33 +0000 | [diff] [blame] | 259 | def positive_integer_type(argv_str): |
| 260 | value = int(argv_str) |
| 261 | if value <= 0: |
| 262 | msg = f"{argv_str} is not a valid positive integer" |
| 263 | raise argparse.ArgumentTypeError(msg) |
| 264 | return value |
| 265 | |
| 266 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 267 | def main(argv=None): |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 268 | |
Jeremy Johnson | 0042343 | 2022-09-12 17:27:37 +0100 | [diff] [blame] | 269 | args = parseArgs(argv) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 270 | |
| 271 | ttg = TosaTestGen(args) |
| 272 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 273 | if args.test_type == "both": |
| 274 | testType = ["positive", "negative"] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 275 | else: |
| 276 | testType = [args.test_type] |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 277 | results = [] |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 278 | for test_type in testType: |
| 279 | testList = [] |
| 280 | for op in ttg.TOSA_OP_LIST: |
| 281 | if re.match(args.filter + ".*", op): |
| 282 | testList.extend( |
| 283 | ttg.genOpTestList( |
| 284 | op, |
| 285 | shapeFilter=args.target_shapes, |
| 286 | rankFilter=args.target_ranks, |
| 287 | dtypeFilter=args.target_dtypes, |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 288 | testType=test_type, |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 289 | ) |
| 290 | ) |
Matthew Haddon | 848efb4 | 2021-09-09 12:30:53 +0100 | [diff] [blame] | 291 | |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 292 | print("{} matching {} tests".format(len(testList), test_type)) |
| 293 | |
| 294 | testStrings = [] |
| 295 | for opName, testStr, dtype, error, shapeList, testArgs in testList: |
| 296 | # Check for and skip duplicate tests |
| 297 | if testStr in testStrings: |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame] | 298 | print(f"Skipping duplicate test: {testStr}") |
Matthew Haddon | 1c00b71 | 2021-10-01 15:51:03 +0100 | [diff] [blame] | 299 | continue |
| 300 | else: |
| 301 | testStrings.append(testStr) |
| 302 | |
Jeremy Johnson | 5c1364c | 2022-01-13 15:04:21 +0000 | [diff] [blame] | 303 | results.append( |
| 304 | ttg.serializeTest(opName, testStr, dtype, error, shapeList, testArgs) |
| 305 | ) |
Matthew Haddon | 7456709 | 2021-07-16 15:38:20 +0100 | [diff] [blame] | 306 | |
| 307 | print(f"Done creating {len(results)} tests") |
| 308 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 309 | |
Kevin Cheng | 550ccc5 | 2021-03-03 11:21:43 -0800 | [diff] [blame] | 310 | if __name__ == "__main__": |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 311 | exit(main()) |