Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 1 | # Copyright (c) 2021-2022, ARM Limited. |
| 2 | # SPDX-License-Identifier: Apache-2.0 |
| 3 | """Select generated tests.""" |
| 4 | import argparse |
| 5 | import itertools |
| 6 | import json |
| 7 | import logging |
| 8 | from pathlib import Path |
| 9 | from typing import Any |
| 10 | from typing import Dict |
| 11 | from typing import List |
| 12 | |
| 13 | logging.basicConfig() |
| 14 | logger = logging.getLogger("test_select") |
| 15 | |
| 16 | |
| 17 | def expand_params(permutes: Dict[str, List[Any]], others: Dict[str, List[Any]]): |
| 18 | """Generate permuted combinations of a dictionary of values and combine with others. |
| 19 | |
| 20 | permutes: a dictionary with sequences of values to be fully permuted |
| 21 | others: a dictionary with sequences of values not fully permuted, but all used |
| 22 | |
| 23 | This yields dictionaries with one value from each of the items in permutes, |
| 24 | combined with one value from each of the items in others. |
| 25 | |
| 26 | Example 1: |
| 27 | |
| 28 | permutes = {"a": [1, 2], "b": [3, 4]} |
| 29 | others = {"c": [5, 6, 7], "d" [True, False]} |
| 30 | |
| 31 | generates: |
| 32 | |
| 33 | [ |
| 34 | {"a": 1, "b": 3, "c": 5, "d": True}, |
| 35 | {"a": 1, "b": 4, "c": 6, "d": False`}, |
| 36 | {"a": 2, "b": 3, "c": 7, "d": True}, |
| 37 | {"a": 2, "b": 4, "c": 5, "d": False`}, |
| 38 | ] |
| 39 | |
| 40 | Example 2: |
| 41 | |
| 42 | permutes = {"a": [1, 2], "b": [3, 4]} |
| 43 | others = {"c": [5, 6, 7, 8, 9], "d" [True, False]} |
| 44 | |
| 45 | generates: |
| 46 | |
| 47 | [ |
| 48 | {"a": 1, "b": 3, "c": 5, "d": True}, |
| 49 | {"a": 1, "b": 4, "c": 6, "d": False}, |
| 50 | {"a": 2, "b": 3, "c": 7, "d": True}, |
| 51 | {"a": 2, "b": 4, "c": 8, "d": False}, |
| 52 | {"a": 1, "b": 3, "c": 9, "d": True}, |
| 53 | ] |
| 54 | |
| 55 | Raises: |
| 56 | ValueError if any item is in both permutes and others |
| 57 | """ |
| 58 | for k in permutes: |
| 59 | if k in others: |
| 60 | raise ValueError(f"item conflict: {k}") |
| 61 | |
| 62 | p_keys = [] |
| 63 | p_vals = [] |
| 64 | # if permutes is empty, p_permute_len should be 0, but we leave it as 1 |
| 65 | # so we return a single, empty dictionary, if others is also empty |
| 66 | p_product_len = 1 |
| 67 | # extract the keys and values from the permutes dictionary |
| 68 | # and calulate the product of the number of values in each item as we do so |
| 69 | for k, v in permutes.items(): |
| 70 | p_keys.append(k) |
| 71 | p_vals.append(v) |
| 72 | p_product_len *= len(v) |
| 73 | # create a cyclic generator for the product of all the permuted values |
| 74 | p_product = itertools.product(*p_vals) |
| 75 | p_generator = itertools.cycle(p_product) |
| 76 | |
| 77 | o_keys = [] |
| 78 | o_vals = [] |
| 79 | o_generators = [] |
| 80 | # extract the keys and values from the others dictionary |
| 81 | # and create a cyclic generator for each list of values |
| 82 | for k, v in others.items(): |
| 83 | o_keys.append(k) |
| 84 | o_vals.append(v) |
| 85 | o_generators.append(itertools.cycle(v)) |
| 86 | |
| 87 | # The number of params dictionaries generated will be the maximumum size |
| 88 | # of the permuted values and the non-permuted values from others |
| 89 | max_items = max([p_product_len] + [len(x) for x in o_vals]) |
| 90 | |
| 91 | # create a dictionary with a single value for each of the permutes and others keys |
| 92 | for _ in range(max_items): |
| 93 | params = {} |
| 94 | # add the values for the permutes parameters |
| 95 | # the permuted values generator returns a value for each of the permuted keys |
| 96 | # in the same order as they were originally given |
| 97 | p_vals = next(p_generator) |
| 98 | for i in range(len(p_keys)): |
| 99 | params[p_keys[i]] = p_vals[i] |
| 100 | # add the values for the others parameters |
| 101 | # there is a separate generator for each of the others values |
| 102 | for i in range(len(o_keys)): |
| 103 | params[o_keys[i]] = next(o_generators[i]) |
| 104 | yield params |
| 105 | |
| 106 | |
| 107 | class Operator: |
| 108 | """Base class for operator specific selection properties.""" |
| 109 | |
| 110 | # A registry of all Operator subclasses, indexed by the operator name |
| 111 | registry = {} |
| 112 | |
| 113 | def __init_subclass__(cls, **kwargs): |
| 114 | """Subclass initialiser to register all Operator classes.""" |
| 115 | super().__init_subclass__(**kwargs) |
| 116 | cls.registry[cls.name] = cls |
| 117 | |
| 118 | # Derived classes must override the operator name |
| 119 | name = None |
| 120 | # Operators with additional parameters must override the param_names |
| 121 | # NB: the order must match the order the values appear in the test names |
| 122 | param_names = ["shape", "type"] |
| 123 | |
| 124 | # Working set of param_names - updated for negative tests |
| 125 | wks_param_names = None |
| 126 | |
| 127 | def __init__( |
| 128 | self, |
| 129 | test_dir: Path, |
| 130 | config: Dict[str, Dict[str, List[Any]]], |
| 131 | negative=False, |
| 132 | exclude_types=None, |
| 133 | ): |
| 134 | """Initialise the selection parameters for an operator. |
| 135 | |
| 136 | test_dir: the directory where the tests for all operators can be found |
| 137 | config: a dictionary with: |
| 138 | "params" - mappings of parameter names to the values to select |
| 139 | "permutes" - a list of parameter names to be permuted |
| 140 | "errorifs" - list of ERRORIF case names to be selected (negative test) |
| 141 | negative: bool indicating if negative testing is being selected (ERRORIF tests) |
| 142 | """ |
| 143 | assert isinstance( |
| 144 | self.name, str |
| 145 | ), f"{self.__class__.__name__}: {self.name} is not a valid operator name" |
| 146 | |
| 147 | self.negative = negative |
| 148 | self.wks_param_names = self.param_names.copy() |
| 149 | if self.negative: |
| 150 | # need to override positive set up - use "errorifs" config if set |
| 151 | # add in errorif case before shape to support all ops, including |
| 152 | # different ops like COND_IF and CONVnD etc |
| 153 | index = self.wks_param_names.index("shape") |
| 154 | self.wks_param_names[index:index] = ["ERRORIF", "case"] |
| 155 | config["params"] = {x: [] for x in self.wks_param_names} |
| 156 | config["params"]["case"] = ( |
| 157 | config["errorifs"] if "errorifs" in config else [] |
| 158 | ) |
| 159 | config["permutes"] = [] |
| 160 | config["preselected"] = {} |
| 161 | |
| 162 | self.params = config["params"] if "params" in config else {} |
| 163 | self.permutes = config["permutes"] if "permutes" in config else [] |
| 164 | self.sparsity = config["sparsity"] if "sparsity" in config else {} |
| 165 | self.preselected = config["preselected"] if "preselected" in config else {} |
| 166 | self.non_permutes = [x for x in self.wks_param_names if x not in self.permutes] |
| 167 | logger.info(f"{self.name}: permutes={self.permutes}") |
| 168 | logger.info(f"{self.name}: non_permutes={self.non_permutes}") |
| 169 | |
| 170 | if exclude_types is None: |
| 171 | exclude_types = [] |
| 172 | self.test_paths = [ |
| 173 | p |
| 174 | for p in self.get_test_paths(test_dir, self.negative) |
| 175 | # exclusion of types if requested |
| 176 | if self.path_params(p)["type"] not in exclude_types |
| 177 | ] |
| 178 | if not self.test_paths: |
| 179 | logger.error(f"no tests found for {self.name} in {test_dir}") |
| 180 | logger.debug(f"{self.name}: paths={self.test_paths}") |
| 181 | |
| 182 | # get default parameter values for any not given in the config |
| 183 | default_params = self.get_default_params() |
| 184 | for param in default_params: |
| 185 | if param not in self.params or not self.params[param]: |
| 186 | self.params[param] = default_params[param] |
| 187 | for param in self.wks_param_names: |
| 188 | logger.info(f"{self.name}: params[{param}]={self.params[param]}") |
| 189 | |
| 190 | @staticmethod |
| 191 | def _get_test_paths(test_dir: Path, base_dir_glob, path_glob, negative): |
| 192 | """Generate test paths for operators using operator specifics.""" |
| 193 | for base_dir in sorted(test_dir.glob(base_dir_glob)): |
| 194 | for path in sorted(base_dir.glob(path_glob)): |
| 195 | if (not negative and "ERRORIF" not in str(path)) or ( |
| 196 | negative and "ERRORIF" in str(path) |
| 197 | ): |
| 198 | yield path |
| 199 | |
| 200 | @classmethod |
| 201 | def get_test_paths(cls, test_dir: Path, negative): |
| 202 | """Generate test paths for this operator.""" |
| 203 | yield from Operator._get_test_paths(test_dir, f"{cls.name}*", "*", negative) |
| 204 | |
| 205 | def path_params(self, path): |
| 206 | """Return a dictionary of params from the test path.""" |
| 207 | params = {} |
| 208 | op_name_parts = self.name.split("_") |
| 209 | values = path.name.split("_")[len(op_name_parts) :] |
| 210 | assert len(values) == len( |
| 211 | self.wks_param_names |
| 212 | ), f"len({values}) == len({self.wks_param_names})" |
| 213 | for i, param in enumerate(self.wks_param_names): |
| 214 | params[param] = values[i] |
| 215 | return params |
| 216 | |
| 217 | def get_default_params(self): |
| 218 | """Get the default parameter values from the test names.""" |
| 219 | params = {param: set() for param in self.wks_param_names} |
| 220 | for path in self.test_paths: |
| 221 | path_params = self.path_params(path) |
| 222 | for k in params: |
| 223 | params[k].add(path_params[k]) |
| 224 | for param in params: |
| 225 | params[param] = sorted(list(params[param])) |
| 226 | return params |
| 227 | |
| 228 | def select_tests(self): # noqa: C901 (function too complex) |
| 229 | """Generate the paths to the selected tests for this operator.""" |
| 230 | if not self.test_paths: |
| 231 | # Exit early when nothing to select from |
| 232 | return |
| 233 | |
| 234 | # the test paths that have not been selected yet |
| 235 | unused_paths = set(self.test_paths) |
| 236 | |
| 237 | # a list of dictionaries of unused preselected parameter combinations |
| 238 | unused_preselected = [x for x in self.preselected] |
| 239 | logger.debug(f"preselected: {unused_preselected}") |
| 240 | |
| 241 | # a list of dictionaries of unused permuted parameter combinations |
| 242 | permutes = {k: self.params[k] for k in self.permutes} |
| 243 | others = {k: self.params[k] for k in self.non_permutes} |
| 244 | unused_permuted = [x for x in expand_params(permutes, others)] |
| 245 | logger.debug(f"permuted: {unused_permuted}") |
| 246 | |
| 247 | # a dictionary of sets of unused parameter values |
| 248 | if self.negative: |
| 249 | # We only care about selecting a test for each errorif case |
| 250 | unused_values = {k: set() for k in self.params} |
| 251 | unused_values["case"] = set(self.params["case"]) |
| 252 | else: |
| 253 | unused_values = {k: set(v) for k, v in self.params.items()} |
| 254 | |
| 255 | # select tests matching permuted, or preselected, parameter combinations |
| 256 | for path in self.test_paths: |
| 257 | path_params = self.path_params(path) |
| 258 | if path_params in unused_permuted or path_params in unused_preselected: |
| 259 | unused_paths.remove(path) |
| 260 | if path_params in unused_preselected: |
| 261 | unused_preselected.remove(path_params) |
| 262 | if path_params in unused_permuted: |
| 263 | unused_permuted.remove(path_params) |
| 264 | if self.negative: |
| 265 | # remove any other errorif cases, so we only match one |
| 266 | for p in list(unused_permuted): |
| 267 | if p["case"] == path_params["case"]: |
| 268 | unused_permuted.remove(p) |
| 269 | # remove the param values used by this path |
| 270 | for k in path_params: |
| 271 | unused_values[k].discard(path_params[k]) |
| 272 | logger.debug(f"FOUND: {path.name}") |
| 273 | yield path |
| 274 | |
| 275 | # search for tests that match any unused parameter values |
| 276 | for n, path in enumerate(sorted(list(unused_paths))): |
| 277 | path_params = self.path_params(path) |
| 278 | # select paths with unused param values |
| 279 | # skipping some, if sparsity is set for the param |
| 280 | for k in path_params: |
| 281 | if path_params[k] in unused_values[k] and ( |
| 282 | k not in self.sparsity or n % self.sparsity[k] == 0 |
| 283 | ): |
| 284 | # remove the param values used by this path |
| 285 | for p in path_params: |
| 286 | unused_values[p].discard(path_params[p]) |
| 287 | logger.debug(f"FOUND: {path.name}") |
| 288 | yield path |
| 289 | break |
| 290 | |
| 291 | # report any preselected combinations that were not found |
| 292 | for params in unused_preselected: |
| 293 | logger.warning(f"MISSING preselected: {params}") |
| 294 | # report any permuted combinations that were not found |
| 295 | for params in unused_permuted: |
| 296 | logger.debug(f"MISSING permutation: {params}") |
| 297 | # report any param values that were not found |
| 298 | for k, values in unused_values.items(): |
| 299 | if values: |
| 300 | if k not in self.sparsity: |
| 301 | logger.warning(f"MISSING {len(values)} values for {k}: {values}") |
| 302 | else: |
| 303 | logger.info( |
| 304 | f"Skipped {len(values)} values for {k} due to sparsity setting" |
| 305 | ) |
| 306 | logger.debug(f"Values skipped: {values}") |
| 307 | |
| 308 | |
| 309 | class AbsOperator(Operator): |
| 310 | """Test selector for the ABS operator.""" |
| 311 | |
| 312 | name = "abs" |
| 313 | |
| 314 | |
| 315 | class ArithmeticRightShiftOperator(Operator): |
| 316 | """Test selector for the Arithmetic Right Shift operator.""" |
| 317 | |
| 318 | name = "arithmetic_right_shift" |
| 319 | param_names = ["shape", "type", "rounding"] |
| 320 | |
| 321 | |
| 322 | class AddOperator(Operator): |
| 323 | """Test selector for the ADD operator.""" |
| 324 | |
| 325 | name = "add" |
| 326 | |
| 327 | |
| 328 | class ArgmaxOperator(Operator): |
| 329 | """Test selector for the ARGMAX operator.""" |
| 330 | |
| 331 | name = "argmax" |
| 332 | param_names = ["shape", "type", "axis"] |
| 333 | |
| 334 | |
| 335 | class AvgPool2dOperator(Operator): |
| 336 | """Test selector for the AVG_POOL2D operator.""" |
| 337 | |
| 338 | name = "avg_pool2d" |
| 339 | param_names = ["shape", "type", "stride", "kernel", "pad"] |
| 340 | |
| 341 | |
| 342 | class BitwiseAndOperator(Operator): |
| 343 | """Test selector for the BITWISE_AND operator.""" |
| 344 | |
| 345 | name = "bitwise_and" |
| 346 | |
| 347 | |
| 348 | class BitwiseNotOperator(Operator): |
| 349 | """Test selector for the BITWISE_NOT operator.""" |
| 350 | |
| 351 | name = "bitwise_not" |
| 352 | |
| 353 | |
| 354 | class BitwiseOrOperator(Operator): |
| 355 | """Test selector for the BITWISE_OR operator.""" |
| 356 | |
| 357 | name = "bitwise_or" |
| 358 | |
| 359 | |
| 360 | class BitwiseXorOperator(Operator): |
| 361 | """Test selector for the BITWISE_XOR operator.""" |
| 362 | |
| 363 | name = "bitwise_xor" |
| 364 | |
| 365 | |
| 366 | class CastOperator(Operator): |
| 367 | """Test selector for the CAST operator.""" |
| 368 | |
| 369 | name = "cast" |
| 370 | param_names = ["shape", "type", "output_type"] |
| 371 | |
| 372 | |
| 373 | class ClampOperator(Operator): |
| 374 | """Test selector for the CLAMP operator.""" |
| 375 | |
| 376 | name = "clamp" |
| 377 | |
| 378 | |
| 379 | class CLZOperator(Operator): |
| 380 | """Test selector for the CLZ operator.""" |
| 381 | |
| 382 | name = "clz" |
| 383 | param_names = ["shape", "type"] |
| 384 | |
| 385 | |
| 386 | class ConcatOperator(Operator): |
| 387 | """Test selector for the CONCAT operator.""" |
| 388 | |
| 389 | name = "concat" |
| 390 | param_names = ["shape", "type", "axis"] |
| 391 | |
| 392 | |
| 393 | class CondIfOperator(Operator): |
| 394 | """Test selector for the COND_IF operator.""" |
| 395 | |
| 396 | name = "cond_if" |
| 397 | param_names = ["variant", "shape", "type", "cond"] |
| 398 | |
| 399 | |
| 400 | class ConstOperator(Operator): |
| 401 | """Test selector for the CONST operator.""" |
| 402 | |
| 403 | name = "const" |
| 404 | |
| 405 | |
| 406 | class Conv2dOperator(Operator): |
| 407 | """Test selector for the CONV2D operator.""" |
| 408 | |
| 409 | name = "conv2d" |
| 410 | param_names = ["kernel", "shape", "type", "stride", "pad", "dilation"] |
| 411 | |
| 412 | |
| 413 | class Conv3dOperator(Operator): |
| 414 | """Test selector for the CONV3D operator.""" |
| 415 | |
| 416 | name = "conv3d" |
| 417 | param_names = ["kernel", "shape", "type", "stride", "pad", "dilation"] |
| 418 | |
| 419 | |
| 420 | class DepthwiseConv2dOperator(Operator): |
| 421 | """Test selector for the DEPTHWISE_CONV2D operator.""" |
| 422 | |
| 423 | name = "depthwise_conv2d" |
| 424 | param_names = ["kernel", "shape", "type", "stride", "pad", "dilation"] |
| 425 | |
| 426 | |
| 427 | class EqualOperator(Operator): |
| 428 | """Test selector for the EQUAL operator.""" |
| 429 | |
| 430 | name = "equal" |
| 431 | |
| 432 | |
| 433 | class FullyConnectedOperator(Operator): |
| 434 | """Test selector for the FULLY_CONNECTED operator.""" |
| 435 | |
| 436 | name = "fully_connected" |
| 437 | |
| 438 | |
| 439 | class GatherOperator(Operator): |
| 440 | """Test selector for the GATHER operator.""" |
| 441 | |
| 442 | name = "gather" |
| 443 | |
| 444 | |
| 445 | class GreaterOperator(Operator): |
| 446 | """Test selector for the GREATER operator.""" |
| 447 | |
| 448 | name = "greater" |
| 449 | |
| 450 | @classmethod |
| 451 | def get_test_paths(cls, test_dir: Path, negative): |
| 452 | """Generate test paths for this operator.""" |
| 453 | yield from Operator._get_test_paths(test_dir, f"{cls.name}", "*", negative) |
| 454 | |
| 455 | |
| 456 | class GreaterEqualOperator(Operator): |
| 457 | """Test selector for the GREATER_EQUAL operator.""" |
| 458 | |
| 459 | name = "greater_equal" |
| 460 | |
| 461 | |
| 462 | class IdentityOperator(Operator): |
| 463 | """Test selector for the IDENTITY operator.""" |
| 464 | |
| 465 | name = "identity" |
| 466 | |
| 467 | |
| 468 | class IntDivOperator(Operator): |
| 469 | """Test selector for the INTDIV.""" |
| 470 | |
| 471 | name = "intdiv" |
| 472 | |
| 473 | |
| 474 | class LogicalAndOperator(Operator): |
| 475 | """Test selector for the LOGICAL_AND operator.""" |
| 476 | |
| 477 | name = "logical_and" |
| 478 | |
| 479 | |
| 480 | class LogicalLeftShiftOperator(Operator): |
| 481 | """Test selector for the LOGICAL_LEFT_SHIFT operator.""" |
| 482 | |
| 483 | name = "logical_left_shift" |
| 484 | |
| 485 | |
| 486 | class LogicalNotOperator(Operator): |
| 487 | """Test selector for the LOGICAL_NOT operator.""" |
| 488 | |
| 489 | name = "logical_not" |
| 490 | |
| 491 | |
| 492 | class LogicalOrOperator(Operator): |
| 493 | """Test selector for the LOGICAL_OR operator.""" |
| 494 | |
| 495 | name = "logical_or" |
| 496 | |
| 497 | |
| 498 | class LogicalRightShiftOperator(Operator): |
| 499 | """Test selector for the LOGICAL_RIGHT_SHIFT operator.""" |
| 500 | |
| 501 | name = "logical_right_shift" |
| 502 | |
| 503 | |
| 504 | class LogicalXorOperator(Operator): |
| 505 | """Test selector for the LOGICAL_XOR operator.""" |
| 506 | |
| 507 | name = "logical_xor" |
| 508 | |
| 509 | |
| 510 | class MatmulOperator(Operator): |
| 511 | """Test selector for the MATMUL operator.""" |
| 512 | |
| 513 | name = "matmul" |
| 514 | |
| 515 | |
| 516 | class MaximumOperator(Operator): |
| 517 | """Test selector for the Maximum operator.""" |
| 518 | |
| 519 | name = "maximum" |
| 520 | |
| 521 | |
| 522 | class MaxPool2dOperator(Operator): |
| 523 | """Test selector for the MAX_POOL2D operator.""" |
| 524 | |
| 525 | name = "max_pool2d" |
| 526 | param_names = ["shape", "type", "stride", "kernel", "pad"] |
| 527 | |
| 528 | |
| 529 | class MinimumOperator(Operator): |
| 530 | """Test selector for the Minimum operator.""" |
| 531 | |
| 532 | name = "minimum" |
| 533 | |
| 534 | |
| 535 | class MulOperator(Operator): |
| 536 | """Test selector for the MUL operator.""" |
| 537 | |
| 538 | name = "mul" |
| 539 | param_names = ["shape", "type", "perm", "shift"] |
| 540 | |
| 541 | |
| 542 | class NegateOperator(Operator): |
| 543 | """Test selector for the Negate operator.""" |
| 544 | |
| 545 | name = "negate" |
| 546 | |
| 547 | |
| 548 | class PadOperator(Operator): |
| 549 | """Test selector for the PAD operator.""" |
| 550 | |
| 551 | name = "pad" |
| 552 | param_names = ["shape", "type", "pad"] |
| 553 | |
| 554 | |
| 555 | class ReduceAllOperator(Operator): |
| 556 | """Test selector for the REDUCE_ALL operator.""" |
| 557 | |
| 558 | name = "reduce_all" |
| 559 | param_names = ["shape", "type", "axis"] |
| 560 | |
| 561 | |
| 562 | class ReduceAnyOperator(Operator): |
| 563 | """Test selector for the REDUCE_ANY operator.""" |
| 564 | |
| 565 | name = "reduce_any" |
| 566 | param_names = ["shape", "type", "axis"] |
| 567 | |
| 568 | |
| 569 | class ReduceMaxOperator(Operator): |
| 570 | """Test selector for the REDUCE_MAX operator.""" |
| 571 | |
| 572 | name = "reduce_max" |
| 573 | param_names = ["shape", "type", "axis"] |
| 574 | |
| 575 | |
| 576 | class ReduceMinOperator(Operator): |
| 577 | """Test selector for the REDUCE_MIN operator.""" |
| 578 | |
| 579 | name = "reduce_min" |
| 580 | param_names = ["shape", "type", "axis"] |
| 581 | |
| 582 | |
| 583 | class ReduceSumOperator(Operator): |
| 584 | """Test selector for the REDUCE_SUM operator.""" |
| 585 | |
| 586 | name = "reduce_sum" |
| 587 | param_names = ["shape", "type", "axis"] |
| 588 | |
| 589 | |
| 590 | class RescaleOperator(Operator): |
| 591 | """Test selector for the RESCALE operator.""" |
| 592 | |
| 593 | name = "rescale" |
| 594 | param_names = [ |
| 595 | "shape", |
| 596 | "type", |
| 597 | "output_type", |
| 598 | "scale", |
| 599 | "double_round", |
| 600 | "per_channel", |
| 601 | ] |
| 602 | |
| 603 | |
| 604 | class ReshapeOperator(Operator): |
| 605 | """Test selector for the RESHAPE operator.""" |
| 606 | |
| 607 | name = "reshape" |
| 608 | param_names = ["shape", "type", "perm", "rank"] |
| 609 | |
| 610 | |
| 611 | class ResizeOperator(Operator): |
| 612 | """Test selector for the RESIZE operator.""" |
| 613 | |
| 614 | name = "resize" |
| 615 | param_names = [ |
| 616 | "shape", |
| 617 | "type", |
| 618 | "mode", |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 619 | "output_type", |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame^] | 620 | "scale", |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 621 | "offset", |
Jeremy Johnson | a0e03f3 | 2022-06-13 17:48:09 +0100 | [diff] [blame^] | 622 | "border", |
Jeremy Johnson | 0ecfa37 | 2022-06-30 14:27:56 +0100 | [diff] [blame] | 623 | ] |
| 624 | |
| 625 | |
| 626 | class ReverseOperator(Operator): |
| 627 | """Test selector for the REVERSE operator.""" |
| 628 | |
| 629 | name = "reverse" |
| 630 | param_names = ["shape", "type", "axis"] |
| 631 | |
| 632 | |
| 633 | class ScatterOperator(Operator): |
| 634 | """Test selector for the SCATTER operator.""" |
| 635 | |
| 636 | name = "scatter" |
| 637 | |
| 638 | |
| 639 | class SelectOperator(Operator): |
| 640 | """Test selector for the SELECT operator.""" |
| 641 | |
| 642 | name = "select" |
| 643 | |
| 644 | |
| 645 | class SliceOperator(Operator): |
| 646 | """Test selector for the SLICE operator.""" |
| 647 | |
| 648 | name = "slice" |
| 649 | param_names = ["shape", "type", "perm"] |
| 650 | |
| 651 | |
| 652 | class SubOperator(Operator): |
| 653 | """Test selector for the SUB operator.""" |
| 654 | |
| 655 | name = "sub" |
| 656 | |
| 657 | |
| 658 | class TableOperator(Operator): |
| 659 | """Test selector for the TABLE operator.""" |
| 660 | |
| 661 | name = "table" |
| 662 | |
| 663 | |
| 664 | class TileOperator(Operator): |
| 665 | """Test selector for the TILE operator.""" |
| 666 | |
| 667 | name = "tile" |
| 668 | param_names = ["shape", "type", "perm"] |
| 669 | |
| 670 | |
| 671 | class TransposeOperator(Operator): |
| 672 | """Test selector for the TRANSPOSE operator.""" |
| 673 | |
| 674 | name = "transpose" |
| 675 | param_names = ["shape", "type", "perm"] |
| 676 | |
| 677 | @classmethod |
| 678 | def get_test_paths(cls, test_dir: Path, negative): |
| 679 | """Generate test paths for this operator.""" |
| 680 | yield from Operator._get_test_paths(test_dir, f"{cls.name}", "*", negative) |
| 681 | |
| 682 | |
| 683 | class TransposeConv2dOperator(Operator): |
| 684 | """Test selector for the TRANSPOSE_CONV2D operator.""" |
| 685 | |
| 686 | name = "transpose_conv2d" |
| 687 | param_names = ["kernel", "shape", "type", "stride", "pad", "out_shape"] |
| 688 | |
| 689 | def path_params(self, path): |
| 690 | """Return a dictionary of params from the test path.""" |
| 691 | params = super().path_params(path) |
| 692 | # out_shape is different for every test case, so ignore it for selection |
| 693 | params["out_shape"] = "" |
| 694 | return params |
| 695 | |
| 696 | |
| 697 | class WhileLoopOperator(Operator): |
| 698 | """Test selector for the WHILE_LOOP operator.""" |
| 699 | |
| 700 | name = "while_loop" |
| 701 | param_names = ["shape", "type", "cond"] |
| 702 | |
| 703 | |
| 704 | def parse_args(): |
| 705 | """Parse the arguments.""" |
| 706 | parser = argparse.ArgumentParser() |
| 707 | parser.add_argument( |
| 708 | "--test-dir", |
| 709 | default=Path.cwd(), |
| 710 | type=Path, |
| 711 | help=( |
| 712 | "The directory where test subdirectories for all operators can be found" |
| 713 | " (default: current working directory)" |
| 714 | ), |
| 715 | ) |
| 716 | parser.add_argument( |
| 717 | "--config", |
| 718 | default=Path(__file__).with_suffix(".json"), |
| 719 | type=Path, |
| 720 | help="A JSON file defining the parameters to use for each operator", |
| 721 | ) |
| 722 | parser.add_argument( |
| 723 | "--full-path", action="store_true", help="output the full path for each test" |
| 724 | ) |
| 725 | parser.add_argument( |
| 726 | "-v", |
| 727 | dest="verbosity", |
| 728 | action="count", |
| 729 | default=0, |
| 730 | help="Verbosity (can be used multiple times for more details)", |
| 731 | ) |
| 732 | parser.add_argument( |
| 733 | "operators", |
| 734 | type=str, |
| 735 | nargs="*", |
| 736 | help=( |
| 737 | f"Select tests for the specified operator(s)" |
| 738 | f" - all operators are assumed if none are specified)" |
| 739 | f" - choose from: {[n for n in Operator.registry]}" |
| 740 | ), |
| 741 | ) |
| 742 | parser.add_argument( |
| 743 | "--test-type", |
| 744 | dest="test_type", |
| 745 | choices=["positive", "negative"], |
| 746 | default="positive", |
| 747 | type=str, |
| 748 | help="type of tests selected, positive or negative", |
| 749 | ) |
| 750 | return parser.parse_args() |
| 751 | |
| 752 | |
| 753 | def main(): |
| 754 | """Example test selection.""" |
| 755 | args = parse_args() |
| 756 | |
| 757 | loglevels = (logging.ERROR, logging.WARNING, logging.INFO, logging.DEBUG) |
| 758 | logger.basicConfig(level=loglevels[min(args.verbosity, len(loglevels) - 1)]) |
| 759 | logger.info(f"{__file__}: args: {args}") |
| 760 | |
| 761 | try: |
| 762 | with open(args.config, "r") as fd: |
| 763 | config = json.load(fd) |
| 764 | except Exception as e: |
| 765 | logger.error(f"Config file error: {e}") |
| 766 | return 2 |
| 767 | |
| 768 | negative = args.test_type == "negative" |
| 769 | for op_name in Operator.registry: |
| 770 | if not args.operators or op_name in args.operators: |
| 771 | op_params = config[op_name] if op_name in config else {} |
| 772 | op = Operator.registry[op_name]( |
| 773 | args.test_dir, op_params, negative, exclude_types=["float"] |
| 774 | ) |
| 775 | for test_path in op.select_tests(): |
| 776 | print(test_path.resolve() if args.full_path else test_path.name) |
| 777 | |
| 778 | return 0 |
| 779 | |
| 780 | |
| 781 | if __name__ == "__main__": |
| 782 | exit(main()) |