|
| 1 | +"""Test for the in-memory implementation of the Cachier python package.""" |
| 2 | + |
| 3 | +import hashlib |
| 4 | +import queue |
| 5 | +import threading |
| 6 | +from datetime import timedelta |
| 7 | +from random import random |
| 8 | +from time import sleep, time |
| 9 | + |
| 10 | +import pandas as pd |
| 11 | + |
| 12 | +from cachier import cachier |
| 13 | + |
| 14 | + |
| 15 | +@cachier(backend='memory', next_time=False) |
| 16 | +def _takes_5_seconds(arg_1, arg_2): |
| 17 | + """Some function.""" |
| 18 | + sleep(5) |
| 19 | + return 'arg_1:{}, arg_2:{}'.format(arg_1, arg_2) |
| 20 | + |
| 21 | + |
| 22 | +def test_memory_core(): |
| 23 | + """Basic memory core functionality.""" |
| 24 | + _takes_5_seconds.clear_cache() |
| 25 | + _takes_5_seconds('a', 'b') |
| 26 | + start = time() |
| 27 | + _takes_5_seconds('a', 'b', verbose_cache=True) |
| 28 | + end = time() |
| 29 | + assert end - start < 1 |
| 30 | + _takes_5_seconds.clear_cache() |
| 31 | + |
| 32 | + |
| 33 | +SECONDS_IN_DELTA = 3 |
| 34 | +DELTA = timedelta(seconds=SECONDS_IN_DELTA) |
| 35 | + |
| 36 | + |
| 37 | +@cachier(backend='memory', stale_after=DELTA, next_time=False) |
| 38 | +def _stale_after_seconds(arg_1, arg_2): |
| 39 | + """Some function.""" |
| 40 | + return random() |
| 41 | + |
| 42 | + |
| 43 | +def test_stale_after(): |
| 44 | + """Testing the stale_after functionality.""" |
| 45 | + _stale_after_seconds.clear_cache() |
| 46 | + val1 = _stale_after_seconds(1, 2) |
| 47 | + val2 = _stale_after_seconds(1, 2) |
| 48 | + val3 = _stale_after_seconds(1, 3) |
| 49 | + assert val1 == val2 |
| 50 | + assert val1 != val3 |
| 51 | + sleep(3) |
| 52 | + val4 = _stale_after_seconds(1, 2) |
| 53 | + assert val4 != val1 |
| 54 | + _stale_after_seconds.clear_cache() |
| 55 | + |
| 56 | + |
| 57 | +@cachier(backend='memory', stale_after=DELTA, next_time=True) |
| 58 | +def _stale_after_next_time(arg_1, arg_2): |
| 59 | + """Some function.""" |
| 60 | + return random() |
| 61 | + |
| 62 | + |
| 63 | +def test_stale_after_next_time(): |
| 64 | + """Testing the stale_after with next_time functionality.""" |
| 65 | + _stale_after_next_time.clear_cache() |
| 66 | + val1 = _stale_after_next_time(1, 2) |
| 67 | + val2 = _stale_after_next_time(1, 2) |
| 68 | + val3 = _stale_after_next_time(1, 3) |
| 69 | + assert val1 == val2 |
| 70 | + assert val1 != val3 |
| 71 | + sleep(SECONDS_IN_DELTA + 1) |
| 72 | + val4 = _stale_after_next_time(1, 2) |
| 73 | + assert val4 == val1 |
| 74 | + sleep(0.5) |
| 75 | + val5 = _stale_after_next_time(1, 2) |
| 76 | + assert val5 != val1 |
| 77 | + _stale_after_next_time.clear_cache() |
| 78 | + |
| 79 | + |
| 80 | +@cachier(backend='memory') |
| 81 | +def _random_num(): |
| 82 | + return random() |
| 83 | + |
| 84 | + |
| 85 | +@cachier(backend='memory') |
| 86 | +def _random_num_with_arg(a): |
| 87 | + # print(a) |
| 88 | + return random() |
| 89 | + |
| 90 | + |
| 91 | +def test_overwrite_cache(): |
| 92 | + """Tests that the overwrite feature works correctly.""" |
| 93 | + _random_num.clear_cache() |
| 94 | + int1 = _random_num() |
| 95 | + int2 = _random_num() |
| 96 | + assert int2 == int1 |
| 97 | + int3 = _random_num(overwrite_cache=True) |
| 98 | + assert int3 != int1 |
| 99 | + int4 = _random_num() |
| 100 | + assert int4 == int3 |
| 101 | + _random_num.clear_cache() |
| 102 | + |
| 103 | + _random_num_with_arg.clear_cache() |
| 104 | + int1 = _random_num_with_arg('a') |
| 105 | + int2 = _random_num_with_arg('a') |
| 106 | + assert int2 == int1 |
| 107 | + int3 = _random_num_with_arg('a', overwrite_cache=True) |
| 108 | + assert int3 != int1 |
| 109 | + int4 = _random_num_with_arg('a') |
| 110 | + assert int4 == int3 |
| 111 | + _random_num_with_arg.clear_cache() |
| 112 | + |
| 113 | + |
| 114 | +def test_ignore_cache(): |
| 115 | + """Tests that the ignore_cache feature works correctly.""" |
| 116 | + _random_num.clear_cache() |
| 117 | + int1 = _random_num() |
| 118 | + int2 = _random_num() |
| 119 | + assert int2 == int1 |
| 120 | + int3 = _random_num(ignore_cache=True) |
| 121 | + assert int3 != int1 |
| 122 | + int4 = _random_num() |
| 123 | + assert int4 != int3 |
| 124 | + assert int4 == int1 |
| 125 | + _random_num.clear_cache() |
| 126 | + |
| 127 | + _random_num_with_arg.clear_cache() |
| 128 | + int1 = _random_num_with_arg('a') |
| 129 | + int2 = _random_num_with_arg('a') |
| 130 | + assert int2 == int1 |
| 131 | + int3 = _random_num_with_arg('a', ignore_cache=True) |
| 132 | + assert int3 != int1 |
| 133 | + int4 = _random_num_with_arg('a') |
| 134 | + assert int4 != int3 |
| 135 | + assert int4 == int1 |
| 136 | + _random_num_with_arg.clear_cache() |
| 137 | + |
| 138 | + |
| 139 | +@cachier(backend='memory') |
| 140 | +def _takes_time(arg_1, arg_2): |
| 141 | + """Some function.""" |
| 142 | + sleep(2) # this has to be enough time for check_calculation to run twice |
| 143 | + return random() + arg_1 + arg_2 |
| 144 | + |
| 145 | + |
| 146 | +def _calls_takes_time(res_queue): |
| 147 | + res = _takes_time(0.13, 0.02) |
| 148 | + res_queue.put(res) |
| 149 | + |
| 150 | + |
| 151 | +def test_memory_being_calculated(): |
| 152 | + """Testing memory core handling of being calculated scenarios.""" |
| 153 | + _takes_time.clear_cache() |
| 154 | + res_queue = queue.Queue() |
| 155 | + thread1 = threading.Thread(target=_calls_takes_time, kwargs={'res_queue': res_queue}) |
| 156 | + thread2 = threading.Thread(target=_calls_takes_time, kwargs={'res_queue': res_queue}) |
| 157 | + thread1.start() |
| 158 | + sleep(0.5) |
| 159 | + thread2.start() |
| 160 | + thread1.join() |
| 161 | + thread2.join() |
| 162 | + assert res_queue.qsize() == 2 |
| 163 | + res1 = res_queue.get() |
| 164 | + res2 = res_queue.get() |
| 165 | + assert res1 == res2 |
| 166 | + |
| 167 | + |
| 168 | +@cachier(backend='memory', stale_after=timedelta(seconds=1), next_time=True) |
| 169 | +def _being_calc_next_time(arg_1, arg_2): |
| 170 | + """Some function.""" |
| 171 | + sleep(1) |
| 172 | + return random() + arg_1 + arg_2 |
| 173 | + |
| 174 | + |
| 175 | +def _calls_being_calc_next_time(res_queue): |
| 176 | + res = _being_calc_next_time(0.13, 0.02) |
| 177 | + res_queue.put(res) |
| 178 | + |
| 179 | + |
| 180 | +def test_being_calc_next_time(): |
| 181 | + """Testing memory core handling of being calculated scenarios.""" |
| 182 | + _takes_time.clear_cache() |
| 183 | + _being_calc_next_time(0.13, 0.02) |
| 184 | + sleep(1.1) |
| 185 | + res_queue = queue.Queue() |
| 186 | + thread1 = threading.Thread( |
| 187 | + target=_calls_being_calc_next_time, kwargs={'res_queue': res_queue}) |
| 188 | + thread2 = threading.Thread( |
| 189 | + target=_calls_being_calc_next_time, kwargs={'res_queue': res_queue}) |
| 190 | + thread1.start() |
| 191 | + sleep(0.5) |
| 192 | + thread2.start() |
| 193 | + thread1.join() |
| 194 | + thread2.join() |
| 195 | + assert res_queue.qsize() == 2 |
| 196 | + res1 = res_queue.get() |
| 197 | + res2 = res_queue.get() |
| 198 | + assert res1 == res2 |
| 199 | + |
| 200 | + |
| 201 | +@cachier(backend='memory') |
| 202 | +def _bad_cache(arg_1, arg_2): |
| 203 | + """Some function.""" |
| 204 | + sleep(1) |
| 205 | + return random() + arg_1 + arg_2 |
| 206 | + |
| 207 | + |
| 208 | +@cachier(backend='memory') |
| 209 | +def _delete_cache(arg_1, arg_2): |
| 210 | + """Some function.""" |
| 211 | + sleep(1) |
| 212 | + return random() + arg_1 + arg_2 |
| 213 | + |
| 214 | + |
| 215 | +def test_clear_being_calculated(): |
| 216 | + """Test memory core clear `being calculated` functionality.""" |
| 217 | + _takes_time.clear_being_calculated() |
| 218 | + |
| 219 | + |
| 220 | +@cachier(backend='memory', stale_after=timedelta(seconds=1), next_time=True) |
| 221 | +def _error_throwing_func(arg1): |
| 222 | + if not hasattr(_error_throwing_func, 'count'): |
| 223 | + _error_throwing_func.count = 0 |
| 224 | + _error_throwing_func.count += 1 |
| 225 | + if _error_throwing_func.count > 1: |
| 226 | + raise ValueError("Tiny Rick!") |
| 227 | + return 7 |
| 228 | + |
| 229 | + |
| 230 | +def test_error_throwing_func(): |
| 231 | + # with |
| 232 | + res1 = _error_throwing_func(4) |
| 233 | + sleep(1.5) |
| 234 | + res2 = _error_throwing_func(4) |
| 235 | + assert res1 == res2 |
| 236 | + |
| 237 | + |
| 238 | +def test_callable_hash_param(): |
| 239 | + def _hash_params(args, kwargs): |
| 240 | + def _hash(obj): |
| 241 | + if isinstance(obj, pd.core.frame.DataFrame): |
| 242 | + return hashlib.sha256(pd.util.hash_pandas_object(obj).values.tobytes()).hexdigest() |
| 243 | + return obj |
| 244 | + |
| 245 | + k_args = tuple(map(_hash, args)) |
| 246 | + k_kwargs = tuple(sorted({k: _hash(v) for k, v in kwargs.items()}.items())) |
| 247 | + return k_args + k_kwargs |
| 248 | + |
| 249 | + @cachier(backend='memory', hash_params=_hash_params) |
| 250 | + def _params_with_dataframe(*args, **kwargs): |
| 251 | + """Some function.""" |
| 252 | + return random() |
| 253 | + |
| 254 | + _params_with_dataframe.clear_cache() |
| 255 | + |
| 256 | + df_a = pd.DataFrame.from_dict(dict(a=[0], b=[2], c=[3])) |
| 257 | + df_b = pd.DataFrame.from_dict(dict(a=[0], b=[2], c=[3])) |
| 258 | + value_a = _params_with_dataframe(df_a, 1) |
| 259 | + value_b = _params_with_dataframe(df_b, 1) |
| 260 | + |
| 261 | + assert value_a == value_b # same content --> same key |
| 262 | + |
| 263 | + value_a = _params_with_dataframe(1, df=df_a) |
| 264 | + value_b = _params_with_dataframe(1, df=df_b) |
| 265 | + |
| 266 | + assert value_a == value_b # same content --> same key |
| 267 | + |
| 268 | + |
| 269 | +if __name__ == '__main__': |
| 270 | + test_memory_being_calculated() |
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