##// END OF EJS Templates
caches: allow force re-init of cache region for re-creating the cache
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1 # Copyright (C) 2015-2024 RhodeCode GmbH
1 # Copyright (C) 2015-2024 RhodeCode GmbH
2 #
2 #
3 # This program is free software: you can redistribute it and/or modify
3 # This program is free software: you can redistribute it and/or modify
4 # it under the terms of the GNU Affero General Public License, version 3
4 # it under the terms of the GNU Affero General Public License, version 3
5 # (only), as published by the Free Software Foundation.
5 # (only), as published by the Free Software Foundation.
6 #
6 #
7 # This program is distributed in the hope that it will be useful,
7 # This program is distributed in the hope that it will be useful,
8 # but WITHOUT ANY WARRANTY; without even the implied warranty of
8 # but WITHOUT ANY WARRANTY; without even the implied warranty of
9 # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
9 # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
10 # GNU General Public License for more details.
10 # GNU General Public License for more details.
11 #
11 #
12 # You should have received a copy of the GNU Affero General Public License
12 # You should have received a copy of the GNU Affero General Public License
13 # along with this program. If not, see <http://www.gnu.org/licenses/>.
13 # along with this program. If not, see <http://www.gnu.org/licenses/>.
14 #
14 #
15 # This program is dual-licensed. If you wish to learn more about the
15 # This program is dual-licensed. If you wish to learn more about the
16 # RhodeCode Enterprise Edition, including its added features, Support services,
16 # RhodeCode Enterprise Edition, including its added features, Support services,
17 # and proprietary license terms, please see https://rhodecode.com/licenses/
17 # and proprietary license terms, please see https://rhodecode.com/licenses/
18
18
19 import functools
19 import functools
20 import logging
20 import logging
21 import os
21 import os
22 import threading
22 import threading
23 import time
23 import time
24
24
25 import decorator
25 import decorator
26 from dogpile.cache import CacheRegion
26 from dogpile.cache import CacheRegion
27
27
28 import rhodecode
28 import rhodecode
29 from ...lib.hash_utils import sha1
29 from ...lib.hash_utils import sha1
30 from ...lib.str_utils import safe_bytes
30 from ...lib.str_utils import safe_bytes
31 from ...lib.type_utils import str2bool # noqa :required by imports from .utils
31 from ...lib.type_utils import str2bool # noqa :required by imports from .utils
32
32
33 from . import region_meta
33 from . import region_meta
34
34
35 log = logging.getLogger(__name__)
35 log = logging.getLogger(__name__)
36
36
37
37
38 def isCython(func):
38 def isCython(func):
39 """
39 """
40 Private helper that checks if a function is a cython function.
40 Private helper that checks if a function is a cython function.
41 """
41 """
42 return func.__class__.__name__ == 'cython_function_or_method'
42 return func.__class__.__name__ == 'cython_function_or_method'
43
43
44
44
45 class RhodeCodeCacheRegion(CacheRegion):
45 class RhodeCodeCacheRegion(CacheRegion):
46
46
47 def __repr__(self):
47 def __repr__(self):
48 return f'`{self.__class__.__name__}(name={self.name}, backend={self.backend.__class__})`'
48 return f'`{self.__class__.__name__}(name={self.name}, backend={self.backend.__class__})`'
49
49
50 def conditional_cache_on_arguments(
50 def conditional_cache_on_arguments(
51 self, namespace=None,
51 self, namespace=None,
52 expiration_time=None,
52 expiration_time=None,
53 should_cache_fn=None,
53 should_cache_fn=None,
54 to_str=str,
54 to_str=str,
55 function_key_generator=None,
55 function_key_generator=None,
56 condition=True):
56 condition=True):
57 """
57 """
58 Custom conditional decorator, that will not touch any dogpile internals if
58 Custom conditional decorator, that will not touch any dogpile internals if
59 condition isn't meet. This works a bit different from should_cache_fn
59 condition isn't meet. This works a bit different from should_cache_fn
60 And it's faster in cases we don't ever want to compute cached values
60 And it's faster in cases we don't ever want to compute cached values
61 """
61 """
62 expiration_time_is_callable = callable(expiration_time)
62 expiration_time_is_callable = callable(expiration_time)
63 if not namespace:
63 if not namespace:
64 namespace = getattr(self, '_default_namespace', None)
64 namespace = getattr(self, '_default_namespace', None)
65
65
66 if function_key_generator is None:
66 if function_key_generator is None:
67 function_key_generator = self.function_key_generator
67 function_key_generator = self.function_key_generator
68
68
69 def get_or_create_for_user_func(func_key_generator, user_func, *arg, **kw):
69 def get_or_create_for_user_func(func_key_generator, user_func, *arg, **kw):
70
70
71 if not condition:
71 if not condition:
72 log.debug('Calling un-cached method:%s', user_func.__name__)
72 log.debug('Calling un-cached method:%s', user_func.__name__)
73 start = time.time()
73 start = time.time()
74 result = user_func(*arg, **kw)
74 result = user_func(*arg, **kw)
75 total = time.time() - start
75 total = time.time() - start
76 log.debug('un-cached method:%s took %.4fs', user_func.__name__, total)
76 log.debug('un-cached method:%s took %.4fs', user_func.__name__, total)
77 return result
77 return result
78
78
79 key = func_key_generator(*arg, **kw)
79 key = func_key_generator(*arg, **kw)
80
80
81 timeout = expiration_time() if expiration_time_is_callable \
81 timeout = expiration_time() if expiration_time_is_callable \
82 else expiration_time
82 else expiration_time
83
83
84 log.debug('Calling cached method:`%s`', user_func.__name__)
84 log.debug('Calling cached method:`%s`', user_func.__name__)
85 return self.get_or_create(key, user_func, timeout, should_cache_fn, (arg, kw))
85 return self.get_or_create(key, user_func, timeout, should_cache_fn, (arg, kw))
86
86
87 def cache_decorator(user_func):
87 def cache_decorator(user_func):
88 if to_str is str:
88 if to_str is str:
89 # backwards compatible
89 # backwards compatible
90 key_generator = function_key_generator(namespace, user_func)
90 key_generator = function_key_generator(namespace, user_func)
91 else:
91 else:
92 key_generator = function_key_generator(namespace, user_func, to_str=to_str)
92 key_generator = function_key_generator(namespace, user_func, to_str=to_str)
93
93
94 def refresh(*arg, **kw):
94 def refresh(*arg, **kw):
95 """
95 """
96 Like invalidate, but regenerates the value instead
96 Like invalidate, but regenerates the value instead
97 """
97 """
98 key = key_generator(*arg, **kw)
98 key = key_generator(*arg, **kw)
99 value = user_func(*arg, **kw)
99 value = user_func(*arg, **kw)
100 self.set(key, value)
100 self.set(key, value)
101 return value
101 return value
102
102
103 def invalidate(*arg, **kw):
103 def invalidate(*arg, **kw):
104 key = key_generator(*arg, **kw)
104 key = key_generator(*arg, **kw)
105 self.delete(key)
105 self.delete(key)
106
106
107 def set_(value, *arg, **kw):
107 def set_(value, *arg, **kw):
108 key = key_generator(*arg, **kw)
108 key = key_generator(*arg, **kw)
109 self.set(key, value)
109 self.set(key, value)
110
110
111 def get(*arg, **kw):
111 def get(*arg, **kw):
112 key = key_generator(*arg, **kw)
112 key = key_generator(*arg, **kw)
113 return self.get(key)
113 return self.get(key)
114
114
115 user_func.set = set_
115 user_func.set = set_
116 user_func.invalidate = invalidate
116 user_func.invalidate = invalidate
117 user_func.get = get
117 user_func.get = get
118 user_func.refresh = refresh
118 user_func.refresh = refresh
119 user_func.key_generator = key_generator
119 user_func.key_generator = key_generator
120 user_func.original = user_func
120 user_func.original = user_func
121
121
122 # Use `decorate` to preserve the signature of :param:`user_func`.
122 # Use `decorate` to preserve the signature of :param:`user_func`.
123 return decorator.decorate(user_func, functools.partial(
123 return decorator.decorate(user_func, functools.partial(
124 get_or_create_for_user_func, key_generator))
124 get_or_create_for_user_func, key_generator))
125
125
126 return cache_decorator
126 return cache_decorator
127
127
128
128
129 def make_region(*arg, **kw):
129 def make_region(*arg, **kw):
130 return RhodeCodeCacheRegion(*arg, **kw)
130 return RhodeCodeCacheRegion(*arg, **kw)
131
131
132
132
133 def get_default_cache_settings(settings, prefixes=None):
133 def get_default_cache_settings(settings, prefixes=None):
134 prefixes = prefixes or []
134 prefixes = prefixes or []
135 cache_settings = {}
135 cache_settings = {}
136 for key in settings.keys():
136 for key in settings.keys():
137 for prefix in prefixes:
137 for prefix in prefixes:
138 if key.startswith(prefix):
138 if key.startswith(prefix):
139 name = key.split(prefix)[1].strip()
139 name = key.split(prefix)[1].strip()
140 val = settings[key]
140 val = settings[key]
141 if isinstance(val, str):
141 if isinstance(val, str):
142 val = val.strip()
142 val = val.strip()
143 cache_settings[name] = val
143 cache_settings[name] = val
144 return cache_settings
144 return cache_settings
145
145
146
146
147 def compute_key_from_params(*args):
147 def compute_key_from_params(*args):
148 """
148 """
149 Helper to compute key from given params to be used in cache manager
149 Helper to compute key from given params to be used in cache manager
150 """
150 """
151 return sha1(safe_bytes("_".join(map(str, args))))
151 return sha1(safe_bytes("_".join(map(str, args))))
152
152
153
153
154 def custom_key_generator(backend, namespace, fn):
154 def custom_key_generator(backend, namespace, fn):
155 func_name = fn.__name__
155 func_name = fn.__name__
156
156
157 def generate_key(*args):
157 def generate_key(*args):
158 backend_pref = getattr(backend, 'key_prefix', None) or 'backend_prefix'
158 backend_pref = getattr(backend, 'key_prefix', None) or 'backend_prefix'
159 namespace_pref = namespace or 'default_namespace'
159 namespace_pref = namespace or 'default_namespace'
160 arg_key = compute_key_from_params(*args)
160 arg_key = compute_key_from_params(*args)
161 final_key = f"{backend_pref}:{namespace_pref}:{func_name}_{arg_key}"
161 final_key = f"{backend_pref}:{namespace_pref}:{func_name}_{arg_key}"
162
162
163 return final_key
163 return final_key
164
164
165 return generate_key
165 return generate_key
166
166
167
167
168 def backend_key_generator(backend):
168 def backend_key_generator(backend):
169 """
169 """
170 Special wrapper that also sends over the backend to the key generator
170 Special wrapper that also sends over the backend to the key generator
171 """
171 """
172 def wrapper(namespace, fn):
172 def wrapper(namespace, fn):
173 return custom_key_generator(backend, namespace, fn)
173 return custom_key_generator(backend, namespace, fn)
174 return wrapper
174 return wrapper
175
175
176
176
177 def get_or_create_region(region_name, region_namespace: str = None, use_async_runner=False):
177 def get_or_create_region(region_name, region_namespace: str = None, use_async_runner=False, force=False):
178 from .backends import FileNamespaceBackend
178 from .backends import FileNamespaceBackend
179 from . import async_creation_runner
179 from . import async_creation_runner
180
180
181 region_obj = region_meta.dogpile_cache_regions.get(region_name)
181 region_obj = region_meta.dogpile_cache_regions.get(region_name)
182 if not region_obj:
182 if not region_obj:
183 reg_keys = list(region_meta.dogpile_cache_regions.keys())
183 reg_keys = list(region_meta.dogpile_cache_regions.keys())
184 raise OSError(f'Region `{region_name}` not in configured: {reg_keys}.')
184 raise OSError(f'Region `{region_name}` not in configured: {reg_keys}.')
185
185
186 region_uid_name = f'{region_name}:{region_namespace}'
186 region_uid_name = f'{region_name}:{region_namespace}'
187
187
188 # Special case for ONLY the FileNamespaceBackend backend. We register one-file-per-region
188 # Special case for ONLY the FileNamespaceBackend backend. We register one-file-per-region
189 if isinstance(region_obj.actual_backend, FileNamespaceBackend):
189 if isinstance(region_obj.actual_backend, FileNamespaceBackend):
190 if not region_namespace:
190 if not region_namespace:
191 raise ValueError(f'{FileNamespaceBackend} used requires to specify region_namespace param')
191 raise ValueError(f'{FileNamespaceBackend} used requires to specify region_namespace param')
192
192
193 region_exist = region_meta.dogpile_cache_regions.get(region_namespace)
193 region_exist = region_meta.dogpile_cache_regions.get(region_namespace)
194 if region_exist:
194 if region_exist and not force:
195 log.debug('Using already configured region: %s', region_namespace)
195 log.debug('Using already configured region: %s', region_namespace)
196 return region_exist
196 return region_exist
197
197
198 expiration_time = region_obj.expiration_time
198 expiration_time = region_obj.expiration_time
199
199
200 cache_dir = region_meta.dogpile_config_defaults['cache_dir']
200 cache_dir = region_meta.dogpile_config_defaults['cache_dir']
201 namespace_cache_dir = cache_dir
201 namespace_cache_dir = cache_dir
202
202
203 # we default the namespace_cache_dir to our default cache dir.
203 # we default the namespace_cache_dir to our default cache dir.
204 # however, if this backend is configured with filename= param, we prioritize that
204 # however, if this backend is configured with filename= param, we prioritize that
205 # so all caches within that particular region, even those namespaced end up in the same path
205 # so all caches within that particular region, even those namespaced end up in the same path
206 if region_obj.actual_backend.filename:
206 if region_obj.actual_backend.filename:
207 namespace_cache_dir = os.path.dirname(region_obj.actual_backend.filename)
207 namespace_cache_dir = os.path.dirname(region_obj.actual_backend.filename)
208
208
209 if not os.path.isdir(namespace_cache_dir):
209 if not os.path.isdir(namespace_cache_dir):
210 os.makedirs(namespace_cache_dir)
210 os.makedirs(namespace_cache_dir)
211 new_region = make_region(
211 new_region = make_region(
212 name=region_uid_name,
212 name=region_uid_name,
213 function_key_generator=backend_key_generator(region_obj.actual_backend)
213 function_key_generator=backend_key_generator(region_obj.actual_backend)
214 )
214 )
215
215
216 namespace_filename = os.path.join(
216 namespace_filename = os.path.join(
217 namespace_cache_dir, f"{region_name}_{region_namespace}.cache_db")
217 namespace_cache_dir, f"{region_name}_{region_namespace}.cache_db")
218 # special type that allows 1db per namespace
218 # special type that allows 1db per namespace
219 new_region.configure(
219 new_region.configure(
220 backend='dogpile.cache.rc.file_namespace',
220 backend='dogpile.cache.rc.file_namespace',
221 expiration_time=expiration_time,
221 expiration_time=expiration_time,
222 arguments={"filename": namespace_filename}
222 arguments={"filename": namespace_filename}
223 )
223 )
224
224
225 # create and save in region caches
225 # create and save in region caches
226 log.debug('configuring new region: %s', region_uid_name)
226 log.debug('configuring new region: %s', region_uid_name)
227 region_obj = region_meta.dogpile_cache_regions[region_namespace] = new_region
227 region_obj = region_meta.dogpile_cache_regions[region_namespace] = new_region
228
228
229 region_obj._default_namespace = region_namespace
229 region_obj._default_namespace = region_namespace
230 if use_async_runner:
230 if use_async_runner:
231 region_obj.async_creation_runner = async_creation_runner
231 region_obj.async_creation_runner = async_creation_runner
232 return region_obj
232 return region_obj
233
233
234
234
235 def clear_cache_namespace(cache_region: str | RhodeCodeCacheRegion, cache_namespace_uid: str, method: str) -> int:
235 def clear_cache_namespace(cache_region: str | RhodeCodeCacheRegion, cache_namespace_uid: str, method: str) -> int:
236 from . import CLEAR_DELETE, CLEAR_INVALIDATE
236 from . import CLEAR_DELETE, CLEAR_INVALIDATE
237
237
238 if not isinstance(cache_region, RhodeCodeCacheRegion):
238 if not isinstance(cache_region, RhodeCodeCacheRegion):
239 cache_region = get_or_create_region(cache_region, cache_namespace_uid)
239 cache_region = get_or_create_region(cache_region, cache_namespace_uid)
240 log.debug('clearing cache region: %s [prefix:%s] with method=%s',
240 log.debug('clearing cache region: %s [prefix:%s] with method=%s',
241 cache_region, cache_namespace_uid, method)
241 cache_region, cache_namespace_uid, method)
242
242
243 num_affected_keys = 0
243 num_affected_keys = 0
244
244
245 if method == CLEAR_INVALIDATE:
245 if method == CLEAR_INVALIDATE:
246 # NOTE: The CacheRegion.invalidate() method’s default mode of
246 # NOTE: The CacheRegion.invalidate() method’s default mode of
247 # operation is to set a timestamp local to this CacheRegion in this Python process only.
247 # operation is to set a timestamp local to this CacheRegion in this Python process only.
248 # It does not impact other Python processes or regions as the timestamp is only stored locally in memory.
248 # It does not impact other Python processes or regions as the timestamp is only stored locally in memory.
249 cache_region.invalidate(hard=True)
249 cache_region.invalidate(hard=True)
250
250
251 if method == CLEAR_DELETE:
251 if method == CLEAR_DELETE:
252 num_affected_keys = cache_region.backend.delete_multi_by_prefix(prefix=cache_namespace_uid)
252 num_affected_keys = cache_region.backend.delete_multi_by_prefix(prefix=cache_namespace_uid)
253 return num_affected_keys
253 return num_affected_keys
254
254
255
255
256 class ActiveRegionCache(object):
256 class ActiveRegionCache(object):
257 def __init__(self, context, cache_data: dict):
257 def __init__(self, context, cache_data: dict):
258 self.context = context
258 self.context = context
259 self.cache_data = cache_data
259 self.cache_data = cache_data
260
260
261 @property
261 @property
262 def state_uid(self) -> str:
262 def state_uid(self) -> str:
263 return self.cache_data['cache_state_uid']
263 return self.cache_data['cache_state_uid']
264
264
265
265
266 class InvalidationContext(object):
266 class InvalidationContext(object):
267 """
267 """
268 usage::
268 usage::
269
269
270 from rhodecode.lib import rc_cache
270 from rhodecode.lib import rc_cache
271
271
272 repo_namespace_key = 'some-cache-for-repo-id-100'
272 repo_namespace_key = 'some-cache-for-repo-id-100'
273 inv_context_manager = rc_cache.InvalidationContext(key=repo_namespace_key)
273 inv_context_manager = rc_cache.InvalidationContext(key=repo_namespace_key)
274
274
275 def cache_generator(_state_uid):
275 def cache_generator(_state_uid):
276
276
277 @region.conditional_cache_on_arguments(namespace='some-common-namespace-100')
277 @region.conditional_cache_on_arguments(namespace='some-common-namespace-100')
278 def _dummy_func(*args):
278 def _dummy_func(*args):
279 # compute heavy function
279 # compute heavy function
280 return _state_uid, 'result'
280 return _state_uid, 'result'
281
281
282 return _dummy_func
282 return _dummy_func
283
283
284 with inv_context_manager as invalidation_context:
284 with inv_context_manager as invalidation_context:
285 cache_state_uid = invalidation_context.state_uid
285 cache_state_uid = invalidation_context.state_uid
286 cache_func = cache_generator(cache_state_uid)
286 cache_func = cache_generator(cache_state_uid)
287 previous_state_uid, result = cache_func(*call_args)
287 previous_state_uid, result = cache_func(*call_args)
288
288
289 should_invalidate = previous_state_uid != cache_state_uid
289 should_invalidate = previous_state_uid != cache_state_uid
290 if should_invalidate:
290 if should_invalidate:
291 _, result = cache_func.refresh(*call_args)
291 _, result = cache_func.refresh(*call_args)
292
292
293 # To send global invalidation signal, simply run
293 # To send global invalidation signal, simply run
294 CacheKey.set_invalidate(repo_namespace_key)
294 CacheKey.set_invalidate(repo_namespace_key)
295
295
296 """
296 """
297
297
298 def __repr__(self):
298 def __repr__(self):
299 return f'<InvalidationContext:{self.cache_key}>'
299 return f'<InvalidationContext:{self.cache_key}>'
300
300
301 def __init__(self, key, raise_exception=False, thread_scoped=None):
301 def __init__(self, key, raise_exception=False, thread_scoped=None):
302 self.cache_key = key
302 self.cache_key = key
303
303
304 self.raise_exception = raise_exception
304 self.raise_exception = raise_exception
305 self.proc_id = rhodecode.ConfigGet().get_str('instance_id') or 'DEFAULT'
305 self.proc_id = rhodecode.ConfigGet().get_str('instance_id') or 'DEFAULT'
306 self.thread_id = 'global'
306 self.thread_id = 'global'
307
307
308 if thread_scoped is None:
308 if thread_scoped is None:
309 # if we set "default" we can override this via .ini settings
309 # if we set "default" we can override this via .ini settings
310 thread_scoped = rhodecode.ConfigGet().get_bool('cache_thread_scoped')
310 thread_scoped = rhodecode.ConfigGet().get_bool('cache_thread_scoped')
311
311
312 # Append the thread id to the cache key if this invalidation context
312 # Append the thread id to the cache key if this invalidation context
313 # should be scoped to the current thread.
313 # should be scoped to the current thread.
314 if thread_scoped is True:
314 if thread_scoped is True:
315 self.thread_id = threading.current_thread().ident
315 self.thread_id = threading.current_thread().ident
316
316
317 self.proc_key = f'proc:{self.proc_id}|thread:{self.thread_id}|key:{self.cache_key}'
317 self.proc_key = f'proc:{self.proc_id}|thread:{self.thread_id}|key:{self.cache_key}'
318 self.compute_time = 0
318 self.compute_time = 0
319
319
320 def get_or_create_cache_obj(self):
320 def get_or_create_cache_obj(self):
321 from rhodecode.model.db import CacheKey, Session, IntegrityError
321 from rhodecode.model.db import CacheKey, Session, IntegrityError
322
322
323 cache_obj = CacheKey.get_active_cache(self.cache_key)
323 cache_obj = CacheKey.get_active_cache(self.cache_key)
324 log.debug('Fetched cache obj %s using %s cache key.', cache_obj, self.cache_key)
324 log.debug('Fetched cache obj %s using %s cache key.', cache_obj, self.cache_key)
325
325
326 if not cache_obj:
326 if not cache_obj:
327 # generate new UID for non-existing cache object
327 # generate new UID for non-existing cache object
328 cache_state_uid = CacheKey.generate_new_state_uid()
328 cache_state_uid = CacheKey.generate_new_state_uid()
329 cache_obj = CacheKey(self.cache_key, cache_args=f'repo_state:{self._start_time}',
329 cache_obj = CacheKey(self.cache_key, cache_args=f'repo_state:{self._start_time}',
330 cache_state_uid=cache_state_uid, cache_active=True)
330 cache_state_uid=cache_state_uid, cache_active=True)
331 try:
331 try:
332 Session().add(cache_obj)
332 Session().add(cache_obj)
333 Session().commit()
333 Session().commit()
334 except IntegrityError:
334 except IntegrityError:
335 # if we catch integrity error, it means we inserted this object
335 # if we catch integrity error, it means we inserted this object
336 # assumption is that's really an edge race-condition case and
336 # assumption is that's really an edge race-condition case and
337 # it's safe is to skip it
337 # it's safe is to skip it
338 Session().rollback()
338 Session().rollback()
339 except Exception:
339 except Exception:
340 log.exception('Failed to commit on cache key update')
340 log.exception('Failed to commit on cache key update')
341 Session().rollback()
341 Session().rollback()
342 if self.raise_exception:
342 if self.raise_exception:
343 raise
343 raise
344 return cache_obj
344 return cache_obj
345
345
346 def __enter__(self):
346 def __enter__(self):
347 log.debug('Entering cache invalidation check context: %s', self)
347 log.debug('Entering cache invalidation check context: %s', self)
348 self._start_time = time.time()
348 self._start_time = time.time()
349
349
350 self.cache_obj = self.get_or_create_cache_obj()
350 self.cache_obj = self.get_or_create_cache_obj()
351 cache_data = self.cache_obj.get_dict()
351 cache_data = self.cache_obj.get_dict()
352
352
353 return ActiveRegionCache(context=self, cache_data=cache_data)
353 return ActiveRegionCache(context=self, cache_data=cache_data)
354
354
355 def __exit__(self, exc_type, exc_val, exc_tb):
355 def __exit__(self, exc_type, exc_val, exc_tb):
356 # save compute time
356 # save compute time
357 self.compute_time = time.time() - self._start_time
357 self.compute_time = time.time() - self._start_time
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