blob: 3bef16db68eaad6fdd1e8c3c828d50e90ade28a3 [file] [log] [blame]
Werner Lewis99e81782022-09-30 16:28:43 +01001"""Common features for bignum in test generation framework."""
2# Copyright The Mbed TLS Contributors
3# SPDX-License-Identifier: Apache-2.0
4#
5# Licensed under the Apache License, Version 2.0 (the "License"); you may
6# not use this file except in compliance with the License.
7# You may obtain a copy of the License at
8#
9# http://www.apache.org/licenses/LICENSE-2.0
10#
11# Unless required by applicable law or agreed to in writing, software
12# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
13# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14# See the License for the specific language governing permissions and
15# limitations under the License.
16
Werner Lewis99e81782022-09-30 16:28:43 +010017from abc import abstractmethod
Gilles Peskine7a708fd2022-12-20 19:19:18 +010018import enum
Janos Follath98edf212022-11-19 12:48:17 +000019from typing import Iterator, List, Tuple, TypeVar, Any
Minos Galanakis0a325b62023-04-06 16:33:10 +010020from copy import deepcopy
Janos Follath98edf212022-11-19 12:48:17 +000021from itertools import chain
Minos Galanakis80c4ae82023-06-27 16:34:59 +010022from math import ceil
Werner Lewis99e81782022-09-30 16:28:43 +010023
Janos Follath87df3732022-11-09 12:31:23 +000024from . import test_case
Janos Follath0cd89672022-11-09 12:14:14 +000025from . import test_data_generation
Janos Follathdac44e62022-11-20 11:58:12 +000026from .bignum_data import INPUTS_DEFAULT, MODULI_DEFAULT
Janos Follath0cd89672022-11-09 12:14:14 +000027
Werner Lewis99e81782022-09-30 16:28:43 +010028T = TypeVar('T') #pylint: disable=invalid-name
29
Werner Lewisa8503122022-10-04 10:10:40 +010030def invmod(a: int, n: int) -> int:
31 """Return inverse of a to modulo n.
32
33 Equivalent to pow(a, -1, n) in Python 3.8+. Implementation is equivalent
34 to long_invmod() in CPython.
35 """
36 b, c = 1, 0
37 while n:
38 q, r = divmod(a, n)
39 a, b, c, n = n, c, b - q*c, r
40 # at this point a is the gcd of the original inputs
41 if a == 1:
42 return b
43 raise ValueError("Not invertible")
44
Tom Cosgrove1133d232022-12-16 03:53:17 +000045def invmod_positive(a: int, n: int) -> int:
46 """Return a non-negative inverse of a to modulo n."""
47 inv = invmod(a, n)
48 return inv if inv >= 0 else inv + n
49
Werner Lewis99e81782022-09-30 16:28:43 +010050def hex_to_int(val: str) -> int:
Gilles Peskine35af0212022-11-15 20:43:33 +010051 """Implement the syntax accepted by mbedtls_test_read_mpi().
52
53 This is a superset of what is accepted by mbedtls_test_read_mpi_core().
54 """
Gilles Peskineb9b90262022-11-10 09:15:21 +010055 if val in ['', '-']:
Gilles Peskine35af0212022-11-15 20:43:33 +010056 return 0
57 return int(val, 16)
Werner Lewis99e81782022-09-30 16:28:43 +010058
Gilles Peskinef8a44632022-12-20 19:12:22 +010059def quote_str(val: str) -> str:
Werner Lewis99e81782022-09-30 16:28:43 +010060 return "\"{}\"".format(val)
61
Werner Lewisf86c82e2022-10-19 13:50:10 +010062def bound_mpi(val: int, bits_in_limb: int) -> int:
63 """First number exceeding number of limbs needed for given input value."""
64 return bound_mpi_limbs(limbs_mpi(val, bits_in_limb), bits_in_limb)
Werner Lewis99e81782022-09-30 16:28:43 +010065
Werner Lewisf86c82e2022-10-19 13:50:10 +010066def bound_mpi_limbs(limbs: int, bits_in_limb: int) -> int:
67 """First number exceeding maximum of given number of limbs."""
68 bits = bits_in_limb * limbs
Werner Lewis99e81782022-09-30 16:28:43 +010069 return 1 << bits
70
Werner Lewisf86c82e2022-10-19 13:50:10 +010071def limbs_mpi(val: int, bits_in_limb: int) -> int:
72 """Return the number of limbs required to store value."""
Gabor Mezei5ded38e2023-03-31 16:03:14 +020073 bit_length = max(val.bit_length(), 1)
74 return (bit_length + bits_in_limb - 1) // bits_in_limb
Werner Lewis99e81782022-09-30 16:28:43 +010075
76def combination_pairs(values: List[T]) -> List[Tuple[T, T]]:
Gilles Peskine4cbbfd82022-11-09 21:57:52 +010077 """Return all pair combinations from input values."""
78 return [(x, y) for x in values for y in values]
Werner Lewis99e81782022-09-30 16:28:43 +010079
Minos Galanakis80c4ae82023-06-27 16:34:59 +010080def bits_to_limbs(bits: int, bits_in_limb: int) -> int:
81 """ Return the appropriate ammount of limbs needed to store
82 a number contained in input bits"""
83 return ceil(bits / bits_in_limb)
84
Gabor Mezei7c8d7062023-02-14 18:25:23 +010085def hex_digits_for_limb(limbs: int, bits_in_limb: int) -> int:
Minos Galanakis80c4ae82023-06-27 16:34:59 +010086 """ Return the hex digits need for a number of limbs. """
87 return 2 * ((limbs * bits_in_limb) // 8)
Gabor Mezei7c8d7062023-02-14 18:25:23 +010088
Minos Galanakisc787cf72023-04-25 12:13:25 +010089def hex_digits_max_int(val: str, bits_in_limb: int) -> int:
90 """ Return the first number exceeding maximum the limb space
91 required to store the input hex-string value. This method
92 weights on the input str_len rather than numerical value
93 and works with zero-padded inputs"""
94 n = ((1 << (len(val) * 4)) - 1)
95 l = limbs_mpi(n, bits_in_limb)
96 return bound_mpi_limbs(l, bits_in_limb)
97
98def zfill_match(reference: str, target: str) -> str:
Minos Galanakis013167e2023-05-11 10:54:44 +010099 """ Zero pad target hex-string to match the limb size of
100 the reference input """
Minos Galanakisc787cf72023-04-25 12:13:25 +0100101 lt = len(target)
102 lr = len(reference)
Minos Galanakis013167e2023-05-11 10:54:44 +0100103 target_len = lr if lt < lr else lt
104 return "{:x}".format(int(target, 16)).zfill(target_len)
Minos Galanakisc787cf72023-04-25 12:13:25 +0100105
Janos Follath0cd89672022-11-09 12:14:14 +0000106class OperationCommon(test_data_generation.BaseTest):
Werner Lewis99e81782022-09-30 16:28:43 +0100107 """Common features for bignum binary operations.
108
109 This adds functionality common in binary operation tests.
110
111 Attributes:
112 symbol: Symbol to use for the operation in case description.
113 input_values: List of values to use as test case inputs. These are
114 combined to produce pairs of values.
115 input_cases: List of tuples containing pairs of test case inputs. This
116 can be used to implement specific pairs of inputs.
Werner Lewisbbf0a322022-10-04 10:07:13 +0100117 unique_combinations_only: Boolean to select if test case combinations
118 must be unique. If True, only A,B or B,A would be included as a test
119 case. If False, both A,B and B,A would be included.
Janos Follath6fa3f062022-11-17 20:33:51 +0000120 input_style: Controls the way how test data is passed to the functions
121 in the generated test cases. "variable" passes them as they are
122 defined in the python source. "arch_split" pads the values with
123 zeroes depending on the architecture/limb size. If this is set,
124 test cases are generated for all architectures.
Janos Follatha36a3d32022-11-18 17:49:13 +0000125 arity: the number of operands for the operation. Currently supported
126 values are 1 and 2.
Werner Lewis99e81782022-09-30 16:28:43 +0100127 """
128 symbol = ""
Janos Follathdac44e62022-11-20 11:58:12 +0000129 input_values = INPUTS_DEFAULT # type: List[str]
Janos Follath98edf212022-11-19 12:48:17 +0000130 input_cases = [] # type: List[Any]
Minos Galanakis0a325b62023-04-06 16:33:10 +0100131 dependencies = [] # type: List[Any]
Janos Follathf4579762022-11-20 13:32:54 +0000132 unique_combinations_only = False
Janos Follatha36e4302022-11-19 15:55:53 +0000133 input_styles = ["variable", "fixed", "arch_split"] # type: List[str]
Janos Follath6fa3f062022-11-17 20:33:51 +0000134 input_style = "variable" # type: str
Janos Follath155ad8c2022-11-17 14:42:40 +0000135 limb_sizes = [32, 64] # type: List[int]
Janos Follatha36a3d32022-11-18 17:49:13 +0000136 arities = [1, 2]
137 arity = 2
Tom Cosgrove61292682022-12-08 09:44:10 +0000138 suffix = False # for arity = 1, symbol can be prefix (default) or suffix
Werner Lewis99e81782022-09-30 16:28:43 +0100139
Janos Follatha36e4302022-11-19 15:55:53 +0000140 def __init__(self, val_a: str, val_b: str = "0", bits_in_limb: int = 32) -> None:
Janos Follath4c59d352022-11-18 16:05:46 +0000141 self.val_a = val_a
142 self.val_b = val_b
Janos Follathabfca8f2022-11-18 16:48:45 +0000143 # Setting the int versions here as opposed to making them @properties
144 # provides earlier/more robust input validation.
Werner Lewis99e81782022-09-30 16:28:43 +0100145 self.int_a = hex_to_int(val_a)
146 self.int_b = hex_to_int(val_b)
Minos Galanakis0a325b62023-04-06 16:33:10 +0100147 self.dependencies = deepcopy(self.dependencies)
Janos Follath155ad8c2022-11-17 14:42:40 +0000148 if bits_in_limb not in self.limb_sizes:
149 raise ValueError("Invalid number of bits in limb!")
Janos Follath6fa3f062022-11-17 20:33:51 +0000150 if self.input_style == "arch_split":
Minos Galanakis0a325b62023-04-06 16:33:10 +0100151 self.dependencies.append("MBEDTLS_HAVE_INT{:d}".format(bits_in_limb))
Janos Follath155ad8c2022-11-17 14:42:40 +0000152 self.bits_in_limb = bits_in_limb
Werner Lewis99e81782022-09-30 16:28:43 +0100153
Janos Follathb41ab922022-11-17 15:13:02 +0000154 @property
155 def boundary(self) -> int:
Janos Follatha36a3d32022-11-18 17:49:13 +0000156 if self.arity == 1:
157 return self.int_a
158 elif self.arity == 2:
159 return max(self.int_a, self.int_b)
160 raise ValueError("Unsupported number of operands!")
Janos Follathb41ab922022-11-17 15:13:02 +0000161
162 @property
Janos Follath6fa3f062022-11-17 20:33:51 +0000163 def limb_boundary(self) -> int:
164 return bound_mpi(self.boundary, self.bits_in_limb)
165
166 @property
Janos Follathb41ab922022-11-17 15:13:02 +0000167 def limbs(self) -> int:
168 return limbs_mpi(self.boundary, self.bits_in_limb)
169
170 @property
171 def hex_digits(self) -> int:
Gabor Mezei7c8d7062023-02-14 18:25:23 +0100172 return hex_digits_for_limb(self.limbs, self.bits_in_limb)
Janos Follathb41ab922022-11-17 15:13:02 +0000173
Gilles Peskinef8a44632022-12-20 19:12:22 +0100174 def format_arg(self, val: str) -> str:
Janos Follath4c59d352022-11-18 16:05:46 +0000175 if self.input_style not in self.input_styles:
176 raise ValueError("Unknown input style!")
177 if self.input_style == "variable":
178 return val
179 else:
180 return val.zfill(self.hex_digits)
181
Gilles Peskinef8a44632022-12-20 19:12:22 +0100182 def format_result(self, res: int) -> str:
Janos Follath4c59d352022-11-18 16:05:46 +0000183 res_str = '{:x}'.format(res)
184 return quote_str(self.format_arg(res_str))
Janos Follathb41ab922022-11-17 15:13:02 +0000185
186 @property
Janos Follath4c59d352022-11-18 16:05:46 +0000187 def arg_a(self) -> str:
188 return self.format_arg(self.val_a)
189
190 @property
191 def arg_b(self) -> str:
Janos Follatha36a3d32022-11-18 17:49:13 +0000192 if self.arity == 1:
193 raise AttributeError("Operation is unary and doesn't have arg_b!")
Janos Follath4c59d352022-11-18 16:05:46 +0000194 return self.format_arg(self.val_b)
Janos Follathb41ab922022-11-17 15:13:02 +0000195
Werner Lewis99e81782022-09-30 16:28:43 +0100196 def arguments(self) -> List[str]:
Janos Follatha36a3d32022-11-18 17:49:13 +0000197 args = [quote_str(self.arg_a)]
198 if self.arity == 2:
199 args.append(quote_str(self.arg_b))
200 return args + self.result()
Werner Lewis99e81782022-09-30 16:28:43 +0100201
Janos Follath3aeb60a2022-11-09 13:24:46 +0000202 def description(self) -> str:
203 """Generate a description for the test case.
204
205 If not set, case_description uses the form A `symbol` B, where symbol
206 is used to represent the operation. Descriptions of each value are
207 generated to provide some context to the test case.
208 """
209 if not self.case_description:
Janos Follath8ae7a652022-11-19 15:05:19 +0000210 if self.arity == 1:
Tom Cosgrove61292682022-12-08 09:44:10 +0000211 format_string = "{1:x} {0}" if self.suffix else "{0} {1:x}"
212 self.case_description = format_string.format(
Janos Follath8ae7a652022-11-19 15:05:19 +0000213 self.symbol, self.int_a
214 )
215 elif self.arity == 2:
216 self.case_description = "{:x} {} {:x}".format(
217 self.int_a, self.symbol, self.int_b
218 )
Janos Follath3aeb60a2022-11-09 13:24:46 +0000219 return super().description()
220
Janos Follath939621f2022-11-18 18:15:24 +0000221 @property
222 def is_valid(self) -> bool:
223 return True
224
Werner Lewis99e81782022-09-30 16:28:43 +0100225 @abstractmethod
Werner Lewis1b20e7e2022-10-12 14:53:17 +0100226 def result(self) -> List[str]:
Werner Lewis99e81782022-09-30 16:28:43 +0100227 """Get the result of the operation.
228
229 This could be calculated during initialization and stored as `_result`
230 and then returned, or calculated when the method is called.
231 """
232 raise NotImplementedError
233
234 @classmethod
235 def get_value_pairs(cls) -> Iterator[Tuple[str, str]]:
236 """Generator to yield pairs of inputs.
237
238 Combinations are first generated from all input values, and then
239 specific cases provided.
240 """
Janos Follath284672c2022-11-19 14:55:43 +0000241 if cls.arity == 1:
242 yield from ((a, "0") for a in cls.input_values)
243 elif cls.arity == 2:
244 if cls.unique_combinations_only:
245 yield from combination_pairs(cls.input_values)
246 else:
247 yield from (
248 (a, b)
249 for a in cls.input_values
250 for b in cls.input_values
251 )
Werner Lewisbbf0a322022-10-04 10:07:13 +0100252 else:
Janos Follath284672c2022-11-19 14:55:43 +0000253 raise ValueError("Unsupported number of operands!")
Janos Follathf8b3b722022-11-03 14:46:18 +0000254
Janos Follath87df3732022-11-09 12:31:23 +0000255 @classmethod
256 def generate_function_tests(cls) -> Iterator[test_case.TestCase]:
Janos Follath6fa3f062022-11-17 20:33:51 +0000257 if cls.input_style not in cls.input_styles:
258 raise ValueError("Unknown input style!")
Janos Follatha36a3d32022-11-18 17:49:13 +0000259 if cls.arity not in cls.arities:
260 raise ValueError("Unsupported number of operands!")
Janos Follath939621f2022-11-18 18:15:24 +0000261 if cls.input_style == "arch_split":
Janos Follathc4fca5d2022-11-19 10:42:20 +0000262 test_objects = (cls(a, b, bits_in_limb=bil)
263 for a, b in cls.get_value_pairs()
Janos Follath939621f2022-11-18 18:15:24 +0000264 for bil in cls.limb_sizes)
Janos Follath98edf212022-11-19 12:48:17 +0000265 special_cases = (cls(*args, bits_in_limb=bil) # type: ignore
266 for args in cls.input_cases
267 for bil in cls.limb_sizes)
Janos Follath939621f2022-11-18 18:15:24 +0000268 else:
Janos Follathc4fca5d2022-11-19 10:42:20 +0000269 test_objects = (cls(a, b)
270 for a, b in cls.get_value_pairs())
Janos Follath98edf212022-11-19 12:48:17 +0000271 special_cases = (cls(*args) for args in cls.input_cases)
Janos Follath939621f2022-11-18 18:15:24 +0000272 yield from (valid_test_object.create_test_case()
273 for valid_test_object in filter(
274 lambda test_object: test_object.is_valid,
Janos Follath98edf212022-11-19 12:48:17 +0000275 chain(test_objects, special_cases)
276 )
277 )
278
Janos Follath87df3732022-11-09 12:31:23 +0000279
Gilles Peskine7a708fd2022-12-20 19:19:18 +0100280class ModulusRepresentation(enum.Enum):
281 """Representation selector of a modulus."""
282 # Numerical values aligned with the type mbedtls_mpi_mod_rep_selector
283 INVALID = 0
284 MONTGOMERY = 2
285 OPT_RED = 3
286
287 def symbol(self) -> str:
288 """The C symbol for this representation selector."""
289 return 'MBEDTLS_MPI_MOD_REP_' + self.name
290
291 @classmethod
292 def supported_representations(cls) -> List['ModulusRepresentation']:
293 """Return all representations that are supported in positive test cases."""
294 return [cls.MONTGOMERY, cls.OPT_RED]
295
296
Janos Follath5b1dbb42022-11-17 13:32:43 +0000297class ModOperationCommon(OperationCommon):
298 #pylint: disable=abstract-method
299 """Target for bignum mod_raw test case generation."""
Janos Follathdac44e62022-11-20 11:58:12 +0000300 moduli = MODULI_DEFAULT # type: List[str]
Tom Cosgrovef7237542022-12-16 16:10:36 +0000301 montgomery_form_a = False
Tom Cosgrove1133d232022-12-16 03:53:17 +0000302 disallow_zero_a = False
Janos Follath5b1dbb42022-11-17 13:32:43 +0000303
Janos Follath155ad8c2022-11-17 14:42:40 +0000304 def __init__(self, val_n: str, val_a: str, val_b: str = "0",
305 bits_in_limb: int = 64) -> None:
306 super().__init__(val_a=val_a, val_b=val_b, bits_in_limb=bits_in_limb)
Janos Follath5b1dbb42022-11-17 13:32:43 +0000307 self.val_n = val_n
Janos Follathabfca8f2022-11-18 16:48:45 +0000308 # Setting the int versions here as opposed to making them @properties
309 # provides earlier/more robust input validation.
310 self.int_n = hex_to_int(val_n)
Janos Follath5b1dbb42022-11-17 13:32:43 +0000311
Tom Cosgrove21d459d2022-12-06 12:36:00 +0000312 def to_montgomery(self, val: int) -> int:
Tom Cosgrovec2406002022-12-06 12:20:43 +0000313 return (val * self.r) % self.int_n
314
Tom Cosgrove21d459d2022-12-06 12:36:00 +0000315 def from_montgomery(self, val: int) -> int:
Tom Cosgrovec2406002022-12-06 12:20:43 +0000316 return (val * self.r_inv) % self.int_n
317
Gilles Peskine7a708fd2022-12-20 19:19:18 +0100318 def convert_from_canonical(self, canonical: int,
319 rep: ModulusRepresentation) -> int:
320 """Convert values from canonical representation to the given representation."""
321 if rep is ModulusRepresentation.MONTGOMERY:
322 return self.to_montgomery(canonical)
323 elif rep is ModulusRepresentation.OPT_RED:
324 return canonical
325 else:
326 raise ValueError('Modulus representation not supported: {}'
327 .format(rep.name))
328
Janos Follath5b1dbb42022-11-17 13:32:43 +0000329 @property
330 def boundary(self) -> int:
Janos Follatha36a3d32022-11-18 17:49:13 +0000331 return self.int_n
Janos Follath5b1dbb42022-11-17 13:32:43 +0000332
333 @property
Tom Cosgrove1133d232022-12-16 03:53:17 +0000334 def arg_a(self) -> str:
Tom Cosgrovef7237542022-12-16 16:10:36 +0000335 if self.montgomery_form_a:
Tom Cosgrove1133d232022-12-16 03:53:17 +0000336 value_a = self.to_montgomery(self.int_a)
337 else:
338 value_a = self.int_a
339 return self.format_arg('{:x}'.format(value_a))
340
341 @property
Janos Follath4c59d352022-11-18 16:05:46 +0000342 def arg_n(self) -> str:
343 return self.format_arg(self.val_n)
Janos Follath5b1dbb42022-11-17 13:32:43 +0000344
Gilles Peskine5623ecc2022-12-20 19:16:54 +0100345 def format_arg(self, val: str) -> str:
Minos Galanakis3d2aab82022-12-21 17:30:10 +0000346 return super().format_arg(val).zfill(self.hex_digits)
Gilles Peskine5623ecc2022-12-20 19:16:54 +0100347
Janos Follatha36a3d32022-11-18 17:49:13 +0000348 def arguments(self) -> List[str]:
349 return [quote_str(self.arg_n)] + super().arguments()
350
Janos Follath5b1dbb42022-11-17 13:32:43 +0000351 @property
Janos Follath5b1dbb42022-11-17 13:32:43 +0000352 def r(self) -> int: # pylint: disable=invalid-name
353 l = limbs_mpi(self.int_n, self.bits_in_limb)
354 return bound_mpi_limbs(l, self.bits_in_limb)
355
356 @property
357 def r_inv(self) -> int:
358 return invmod(self.r, self.int_n)
359
360 @property
361 def r2(self) -> int: # pylint: disable=invalid-name
362 return pow(self.r, 2)
363
Janos Follathc4fca5d2022-11-19 10:42:20 +0000364 @property
365 def is_valid(self) -> bool:
366 if self.int_a >= self.int_n:
367 return False
Tom Cosgrove1133d232022-12-16 03:53:17 +0000368 if self.disallow_zero_a and self.int_a == 0:
369 return False
Janos Follathc4fca5d2022-11-19 10:42:20 +0000370 if self.arity == 2 and self.int_b >= self.int_n:
371 return False
372 return True
373
Janos Follath8ae7a652022-11-19 15:05:19 +0000374 def description(self) -> str:
375 """Generate a description for the test case.
376
377 It uses the form A `symbol` B mod N, where symbol is used to represent
378 the operation.
379 """
380
381 if not self.case_description:
382 return super().description() + " mod {:x}".format(self.int_n)
383 return super().description()
384
Janos Follathc4fca5d2022-11-19 10:42:20 +0000385 @classmethod
Janos Follath435b3052022-11-19 14:18:02 +0000386 def input_cases_args(cls) -> Iterator[Tuple[Any, Any, Any]]:
387 if cls.arity == 1:
388 yield from ((n, a, "0") for a, n in cls.input_cases)
389 elif cls.arity == 2:
390 yield from ((n, a, b) for a, b, n in cls.input_cases)
391 else:
392 raise ValueError("Unsupported number of operands!")
393
394 @classmethod
Janos Follathc4fca5d2022-11-19 10:42:20 +0000395 def generate_function_tests(cls) -> Iterator[test_case.TestCase]:
396 if cls.input_style not in cls.input_styles:
397 raise ValueError("Unknown input style!")
398 if cls.arity not in cls.arities:
399 raise ValueError("Unsupported number of operands!")
400 if cls.input_style == "arch_split":
401 test_objects = (cls(n, a, b, bits_in_limb=bil)
402 for n in cls.moduli
403 for a, b in cls.get_value_pairs()
404 for bil in cls.limb_sizes)
Janos Follath435b3052022-11-19 14:18:02 +0000405 special_cases = (cls(*args, bits_in_limb=bil)
406 for args in cls.input_cases_args()
407 for bil in cls.limb_sizes)
Janos Follathc4fca5d2022-11-19 10:42:20 +0000408 else:
409 test_objects = (cls(n, a, b)
410 for n in cls.moduli
411 for a, b in cls.get_value_pairs())
Janos Follath435b3052022-11-19 14:18:02 +0000412 special_cases = (cls(*args) for args in cls.input_cases_args())
Janos Follathc4fca5d2022-11-19 10:42:20 +0000413 yield from (valid_test_object.create_test_case()
414 for valid_test_object in filter(
415 lambda test_object: test_object.is_valid,
Janos Follath435b3052022-11-19 14:18:02 +0000416 chain(test_objects, special_cases)
Janos Follathc4fca5d2022-11-19 10:42:20 +0000417 ))