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@@ -1,651 +1,651 | |||||
1 | """AsyncResult objects for the client |
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1 | """AsyncResult objects for the client | |
2 |
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2 | |||
3 | Authors: |
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3 | Authors: | |
4 |
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4 | |||
5 | * MinRK |
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5 | * MinRK | |
6 | """ |
|
6 | """ | |
7 | #----------------------------------------------------------------------------- |
|
7 | #----------------------------------------------------------------------------- | |
8 | # Copyright (C) 2010-2011 The IPython Development Team |
|
8 | # Copyright (C) 2010-2011 The IPython Development Team | |
9 | # |
|
9 | # | |
10 | # Distributed under the terms of the BSD License. The full license is in |
|
10 | # Distributed under the terms of the BSD License. The full license is in | |
11 | # the file COPYING, distributed as part of this software. |
|
11 | # the file COPYING, distributed as part of this software. | |
12 | #----------------------------------------------------------------------------- |
|
12 | #----------------------------------------------------------------------------- | |
13 |
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13 | |||
14 | #----------------------------------------------------------------------------- |
|
14 | #----------------------------------------------------------------------------- | |
15 | # Imports |
|
15 | # Imports | |
16 | #----------------------------------------------------------------------------- |
|
16 | #----------------------------------------------------------------------------- | |
17 |
|
17 | |||
18 | import sys |
|
18 | import sys | |
19 | import time |
|
19 | import time | |
20 | from datetime import datetime |
|
20 | from datetime import datetime | |
21 |
|
21 | |||
22 | from zmq import MessageTracker |
|
22 | from zmq import MessageTracker | |
23 |
|
23 | |||
24 | from IPython.core.display import clear_output, display |
|
24 | from IPython.core.display import clear_output, display | |
25 | from IPython.external.decorator import decorator |
|
25 | from IPython.external.decorator import decorator | |
26 | from IPython.parallel import error |
|
26 | from IPython.parallel import error | |
27 |
|
27 | |||
28 | #----------------------------------------------------------------------------- |
|
28 | #----------------------------------------------------------------------------- | |
29 | # Functions |
|
29 | # Functions | |
30 | #----------------------------------------------------------------------------- |
|
30 | #----------------------------------------------------------------------------- | |
31 |
|
31 | |||
32 | def _total_seconds(td): |
|
32 | def _total_seconds(td): | |
33 | """timedelta.total_seconds was added in 2.7""" |
|
33 | """timedelta.total_seconds was added in 2.7""" | |
34 | try: |
|
34 | try: | |
35 | # Python >= 2.7 |
|
35 | # Python >= 2.7 | |
36 | return td.total_seconds() |
|
36 | return td.total_seconds() | |
37 | except AttributeError: |
|
37 | except AttributeError: | |
38 | # Python 2.6 |
|
38 | # Python 2.6 | |
39 | return 1e-6 * (td.microseconds + (td.seconds + td.days * 24 * 3600) * 10**6) |
|
39 | return 1e-6 * (td.microseconds + (td.seconds + td.days * 24 * 3600) * 10**6) | |
40 |
|
40 | |||
41 | #----------------------------------------------------------------------------- |
|
41 | #----------------------------------------------------------------------------- | |
42 | # Classes |
|
42 | # Classes | |
43 | #----------------------------------------------------------------------------- |
|
43 | #----------------------------------------------------------------------------- | |
44 |
|
44 | |||
45 | # global empty tracker that's always done: |
|
45 | # global empty tracker that's always done: | |
46 | finished_tracker = MessageTracker() |
|
46 | finished_tracker = MessageTracker() | |
47 |
|
47 | |||
48 | @decorator |
|
48 | @decorator | |
49 | def check_ready(f, self, *args, **kwargs): |
|
49 | def check_ready(f, self, *args, **kwargs): | |
50 | """Call spin() to sync state prior to calling the method.""" |
|
50 | """Call spin() to sync state prior to calling the method.""" | |
51 | self.wait(0) |
|
51 | self.wait(0) | |
52 | if not self._ready: |
|
52 | if not self._ready: | |
53 | raise error.TimeoutError("result not ready") |
|
53 | raise error.TimeoutError("result not ready") | |
54 | return f(self, *args, **kwargs) |
|
54 | return f(self, *args, **kwargs) | |
55 |
|
55 | |||
56 | class AsyncResult(object): |
|
56 | class AsyncResult(object): | |
57 | """Class for representing results of non-blocking calls. |
|
57 | """Class for representing results of non-blocking calls. | |
58 |
|
58 | |||
59 | Provides the same interface as :py:class:`multiprocessing.pool.AsyncResult`. |
|
59 | Provides the same interface as :py:class:`multiprocessing.pool.AsyncResult`. | |
60 | """ |
|
60 | """ | |
61 |
|
61 | |||
62 | msg_ids = None |
|
62 | msg_ids = None | |
63 | _targets = None |
|
63 | _targets = None | |
64 | _tracker = None |
|
64 | _tracker = None | |
65 | _single_result = False |
|
65 | _single_result = False | |
66 |
|
66 | |||
67 | def __init__(self, client, msg_ids, fname='unknown', targets=None, tracker=None): |
|
67 | def __init__(self, client, msg_ids, fname='unknown', targets=None, tracker=None): | |
68 | if isinstance(msg_ids, basestring): |
|
68 | if isinstance(msg_ids, basestring): | |
69 | # always a list |
|
69 | # always a list | |
70 | msg_ids = [msg_ids] |
|
70 | msg_ids = [msg_ids] | |
71 | if tracker is None: |
|
71 | if tracker is None: | |
72 | # default to always done |
|
72 | # default to always done | |
73 | tracker = finished_tracker |
|
73 | tracker = finished_tracker | |
74 | self._client = client |
|
74 | self._client = client | |
75 | self.msg_ids = msg_ids |
|
75 | self.msg_ids = msg_ids | |
76 | self._fname=fname |
|
76 | self._fname=fname | |
77 | self._targets = targets |
|
77 | self._targets = targets | |
78 | self._tracker = tracker |
|
78 | self._tracker = tracker | |
79 | self._ready = False |
|
79 | self._ready = False | |
80 | self._success = None |
|
80 | self._success = None | |
81 | self._metadata = None |
|
81 | self._metadata = None | |
82 | if len(msg_ids) == 1: |
|
82 | if len(msg_ids) == 1: | |
83 | self._single_result = not isinstance(targets, (list, tuple)) |
|
83 | self._single_result = not isinstance(targets, (list, tuple)) | |
84 | else: |
|
84 | else: | |
85 | self._single_result = False |
|
85 | self._single_result = False | |
86 |
|
86 | |||
87 | def __repr__(self): |
|
87 | def __repr__(self): | |
88 | if self._ready: |
|
88 | if self._ready: | |
89 | return "<%s: finished>"%(self.__class__.__name__) |
|
89 | return "<%s: finished>"%(self.__class__.__name__) | |
90 | else: |
|
90 | else: | |
91 | return "<%s: %s>"%(self.__class__.__name__,self._fname) |
|
91 | return "<%s: %s>"%(self.__class__.__name__,self._fname) | |
92 |
|
92 | |||
93 |
|
93 | |||
94 | def _reconstruct_result(self, res): |
|
94 | def _reconstruct_result(self, res): | |
95 | """Reconstruct our result from actual result list (always a list) |
|
95 | """Reconstruct our result from actual result list (always a list) | |
96 |
|
96 | |||
97 | Override me in subclasses for turning a list of results |
|
97 | Override me in subclasses for turning a list of results | |
98 | into the expected form. |
|
98 | into the expected form. | |
99 | """ |
|
99 | """ | |
100 | if self._single_result: |
|
100 | if self._single_result: | |
101 | return res[0] |
|
101 | return res[0] | |
102 | else: |
|
102 | else: | |
103 | return res |
|
103 | return res | |
104 |
|
104 | |||
105 | def get(self, timeout=-1): |
|
105 | def get(self, timeout=-1): | |
106 | """Return the result when it arrives. |
|
106 | """Return the result when it arrives. | |
107 |
|
107 | |||
108 | If `timeout` is not ``None`` and the result does not arrive within |
|
108 | If `timeout` is not ``None`` and the result does not arrive within | |
109 | `timeout` seconds then ``TimeoutError`` is raised. If the |
|
109 | `timeout` seconds then ``TimeoutError`` is raised. If the | |
110 | remote call raised an exception then that exception will be reraised |
|
110 | remote call raised an exception then that exception will be reraised | |
111 | by get() inside a `RemoteError`. |
|
111 | by get() inside a `RemoteError`. | |
112 | """ |
|
112 | """ | |
113 | if not self.ready(): |
|
113 | if not self.ready(): | |
114 | self.wait(timeout) |
|
114 | self.wait(timeout) | |
115 |
|
115 | |||
116 | if self._ready: |
|
116 | if self._ready: | |
117 | if self._success: |
|
117 | if self._success: | |
118 | return self._result |
|
118 | return self._result | |
119 | else: |
|
119 | else: | |
120 | raise self._exception |
|
120 | raise self._exception | |
121 | else: |
|
121 | else: | |
122 | raise error.TimeoutError("Result not ready.") |
|
122 | raise error.TimeoutError("Result not ready.") | |
123 |
|
123 | |||
124 | def ready(self): |
|
124 | def ready(self): | |
125 | """Return whether the call has completed.""" |
|
125 | """Return whether the call has completed.""" | |
126 | if not self._ready: |
|
126 | if not self._ready: | |
127 | self.wait(0) |
|
127 | self.wait(0) | |
128 | return self._ready |
|
128 | return self._ready | |
129 |
|
129 | |||
130 | def wait(self, timeout=-1): |
|
130 | def wait(self, timeout=-1): | |
131 | """Wait until the result is available or until `timeout` seconds pass. |
|
131 | """Wait until the result is available or until `timeout` seconds pass. | |
132 |
|
132 | |||
133 | This method always returns None. |
|
133 | This method always returns None. | |
134 | """ |
|
134 | """ | |
135 | if self._ready: |
|
135 | if self._ready: | |
136 | return |
|
136 | return | |
137 | self._ready = self._client.wait(self.msg_ids, timeout) |
|
137 | self._ready = self._client.wait(self.msg_ids, timeout) | |
138 | if self._ready: |
|
138 | if self._ready: | |
139 | try: |
|
139 | try: | |
140 | results = map(self._client.results.get, self.msg_ids) |
|
140 | results = map(self._client.results.get, self.msg_ids) | |
141 | self._result = results |
|
141 | self._result = results | |
142 | if self._single_result: |
|
142 | if self._single_result: | |
143 | r = results[0] |
|
143 | r = results[0] | |
144 | if isinstance(r, Exception): |
|
144 | if isinstance(r, Exception): | |
145 | raise r |
|
145 | raise r | |
146 | else: |
|
146 | else: | |
147 | results = error.collect_exceptions(results, self._fname) |
|
147 | results = error.collect_exceptions(results, self._fname) | |
148 | self._result = self._reconstruct_result(results) |
|
148 | self._result = self._reconstruct_result(results) | |
149 | except Exception, e: |
|
149 | except Exception, e: | |
150 | self._exception = e |
|
150 | self._exception = e | |
151 | self._success = False |
|
151 | self._success = False | |
152 | else: |
|
152 | else: | |
153 | self._success = True |
|
153 | self._success = True | |
154 | finally: |
|
154 | finally: | |
155 | self._metadata = map(self._client.metadata.get, self.msg_ids) |
|
155 | self._metadata = map(self._client.metadata.get, self.msg_ids) | |
156 |
|
156 | |||
157 |
|
157 | |||
158 | def successful(self): |
|
158 | def successful(self): | |
159 | """Return whether the call completed without raising an exception. |
|
159 | """Return whether the call completed without raising an exception. | |
160 |
|
160 | |||
161 | Will raise ``AssertionError`` if the result is not ready. |
|
161 | Will raise ``AssertionError`` if the result is not ready. | |
162 | """ |
|
162 | """ | |
163 | assert self.ready() |
|
163 | assert self.ready() | |
164 | return self._success |
|
164 | return self._success | |
165 |
|
165 | |||
166 | #---------------------------------------------------------------- |
|
166 | #---------------------------------------------------------------- | |
167 | # Extra methods not in mp.pool.AsyncResult |
|
167 | # Extra methods not in mp.pool.AsyncResult | |
168 | #---------------------------------------------------------------- |
|
168 | #---------------------------------------------------------------- | |
169 |
|
169 | |||
170 | def get_dict(self, timeout=-1): |
|
170 | def get_dict(self, timeout=-1): | |
171 | """Get the results as a dict, keyed by engine_id. |
|
171 | """Get the results as a dict, keyed by engine_id. | |
172 |
|
172 | |||
173 | timeout behavior is described in `get()`. |
|
173 | timeout behavior is described in `get()`. | |
174 | """ |
|
174 | """ | |
175 |
|
175 | |||
176 | results = self.get(timeout) |
|
176 | results = self.get(timeout) | |
177 | engine_ids = [ md['engine_id'] for md in self._metadata ] |
|
177 | engine_ids = [ md['engine_id'] for md in self._metadata ] | |
178 | bycount = sorted(engine_ids, key=lambda k: engine_ids.count(k)) |
|
178 | bycount = sorted(engine_ids, key=lambda k: engine_ids.count(k)) | |
179 | maxcount = bycount.count(bycount[-1]) |
|
179 | maxcount = bycount.count(bycount[-1]) | |
180 | if maxcount > 1: |
|
180 | if maxcount > 1: | |
181 | raise ValueError("Cannot build dict, %i jobs ran on engine #%i"%( |
|
181 | raise ValueError("Cannot build dict, %i jobs ran on engine #%i"%( | |
182 | maxcount, bycount[-1])) |
|
182 | maxcount, bycount[-1])) | |
183 |
|
183 | |||
184 | return dict(zip(engine_ids,results)) |
|
184 | return dict(zip(engine_ids,results)) | |
185 |
|
185 | |||
186 | @property |
|
186 | @property | |
187 | def result(self): |
|
187 | def result(self): | |
188 | """result property wrapper for `get(timeout=0)`.""" |
|
188 | """result property wrapper for `get(timeout=0)`.""" | |
189 | return self.get() |
|
189 | return self.get() | |
190 |
|
190 | |||
191 | # abbreviated alias: |
|
191 | # abbreviated alias: | |
192 | r = result |
|
192 | r = result | |
193 |
|
193 | |||
194 | @property |
|
194 | @property | |
195 | @check_ready |
|
195 | @check_ready | |
196 | def metadata(self): |
|
196 | def metadata(self): | |
197 | """property for accessing execution metadata.""" |
|
197 | """property for accessing execution metadata.""" | |
198 | if self._single_result: |
|
198 | if self._single_result: | |
199 | return self._metadata[0] |
|
199 | return self._metadata[0] | |
200 | else: |
|
200 | else: | |
201 | return self._metadata |
|
201 | return self._metadata | |
202 |
|
202 | |||
203 | @property |
|
203 | @property | |
204 | def result_dict(self): |
|
204 | def result_dict(self): | |
205 | """result property as a dict.""" |
|
205 | """result property as a dict.""" | |
206 | return self.get_dict() |
|
206 | return self.get_dict() | |
207 |
|
207 | |||
208 | def __dict__(self): |
|
208 | def __dict__(self): | |
209 | return self.get_dict(0) |
|
209 | return self.get_dict(0) | |
210 |
|
210 | |||
211 | def abort(self): |
|
211 | def abort(self): | |
212 | """abort my tasks.""" |
|
212 | """abort my tasks.""" | |
213 | assert not self.ready(), "Can't abort, I am already done!" |
|
213 | assert not self.ready(), "Can't abort, I am already done!" | |
214 | return self._client.abort(self.msg_ids, targets=self._targets, block=True) |
|
214 | return self._client.abort(self.msg_ids, targets=self._targets, block=True) | |
215 |
|
215 | |||
216 | @property |
|
216 | @property | |
217 | def sent(self): |
|
217 | def sent(self): | |
218 | """check whether my messages have been sent.""" |
|
218 | """check whether my messages have been sent.""" | |
219 | return self._tracker.done |
|
219 | return self._tracker.done | |
220 |
|
220 | |||
221 | def wait_for_send(self, timeout=-1): |
|
221 | def wait_for_send(self, timeout=-1): | |
222 | """wait for pyzmq send to complete. |
|
222 | """wait for pyzmq send to complete. | |
223 |
|
223 | |||
224 | This is necessary when sending arrays that you intend to edit in-place. |
|
224 | This is necessary when sending arrays that you intend to edit in-place. | |
225 | `timeout` is in seconds, and will raise TimeoutError if it is reached |
|
225 | `timeout` is in seconds, and will raise TimeoutError if it is reached | |
226 | before the send completes. |
|
226 | before the send completes. | |
227 | """ |
|
227 | """ | |
228 | return self._tracker.wait(timeout) |
|
228 | return self._tracker.wait(timeout) | |
229 |
|
229 | |||
230 | #------------------------------------- |
|
230 | #------------------------------------- | |
231 | # dict-access |
|
231 | # dict-access | |
232 | #------------------------------------- |
|
232 | #------------------------------------- | |
233 |
|
233 | |||
234 | @check_ready |
|
234 | @check_ready | |
235 | def __getitem__(self, key): |
|
235 | def __getitem__(self, key): | |
236 | """getitem returns result value(s) if keyed by int/slice, or metadata if key is str. |
|
236 | """getitem returns result value(s) if keyed by int/slice, or metadata if key is str. | |
237 | """ |
|
237 | """ | |
238 | if isinstance(key, int): |
|
238 | if isinstance(key, int): | |
239 | return error.collect_exceptions([self._result[key]], self._fname)[0] |
|
239 | return error.collect_exceptions([self._result[key]], self._fname)[0] | |
240 | elif isinstance(key, slice): |
|
240 | elif isinstance(key, slice): | |
241 | return error.collect_exceptions(self._result[key], self._fname) |
|
241 | return error.collect_exceptions(self._result[key], self._fname) | |
242 | elif isinstance(key, basestring): |
|
242 | elif isinstance(key, basestring): | |
243 | values = [ md[key] for md in self._metadata ] |
|
243 | values = [ md[key] for md in self._metadata ] | |
244 | if self._single_result: |
|
244 | if self._single_result: | |
245 | return values[0] |
|
245 | return values[0] | |
246 | else: |
|
246 | else: | |
247 | return values |
|
247 | return values | |
248 | else: |
|
248 | else: | |
249 | raise TypeError("Invalid key type %r, must be 'int','slice', or 'str'"%type(key)) |
|
249 | raise TypeError("Invalid key type %r, must be 'int','slice', or 'str'"%type(key)) | |
250 |
|
250 | |||
251 | def __getattr__(self, key): |
|
251 | def __getattr__(self, key): | |
252 | """getattr maps to getitem for convenient attr access to metadata.""" |
|
252 | """getattr maps to getitem for convenient attr access to metadata.""" | |
253 | try: |
|
253 | try: | |
254 | return self.__getitem__(key) |
|
254 | return self.__getitem__(key) | |
255 | except (error.TimeoutError, KeyError): |
|
255 | except (error.TimeoutError, KeyError): | |
256 | raise AttributeError("%r object has no attribute %r"%( |
|
256 | raise AttributeError("%r object has no attribute %r"%( | |
257 | self.__class__.__name__, key)) |
|
257 | self.__class__.__name__, key)) | |
258 |
|
258 | |||
259 | # asynchronous iterator: |
|
259 | # asynchronous iterator: | |
260 | def __iter__(self): |
|
260 | def __iter__(self): | |
261 | if self._single_result: |
|
261 | if self._single_result: | |
262 | raise TypeError("AsyncResults with a single result are not iterable.") |
|
262 | raise TypeError("AsyncResults with a single result are not iterable.") | |
263 | try: |
|
263 | try: | |
264 | rlist = self.get(0) |
|
264 | rlist = self.get(0) | |
265 | except error.TimeoutError: |
|
265 | except error.TimeoutError: | |
266 | # wait for each result individually |
|
266 | # wait for each result individually | |
267 | for msg_id in self.msg_ids: |
|
267 | for msg_id in self.msg_ids: | |
268 | ar = AsyncResult(self._client, msg_id, self._fname) |
|
268 | ar = AsyncResult(self._client, msg_id, self._fname) | |
269 | yield ar.get() |
|
269 | yield ar.get() | |
270 | else: |
|
270 | else: | |
271 | # already done |
|
271 | # already done | |
272 | for r in rlist: |
|
272 | for r in rlist: | |
273 | yield r |
|
273 | yield r | |
274 |
|
274 | |||
275 | def __len__(self): |
|
275 | def __len__(self): | |
276 | return len(self.msg_ids) |
|
276 | return len(self.msg_ids) | |
277 |
|
277 | |||
278 | #------------------------------------- |
|
278 | #------------------------------------- | |
279 | # Sugar methods and attributes |
|
279 | # Sugar methods and attributes | |
280 | #------------------------------------- |
|
280 | #------------------------------------- | |
281 |
|
281 | |||
282 | def timedelta(self, start, end, start_key=min, end_key=max): |
|
282 | def timedelta(self, start, end, start_key=min, end_key=max): | |
283 | """compute the difference between two sets of timestamps |
|
283 | """compute the difference between two sets of timestamps | |
284 |
|
284 | |||
285 | The default behavior is to use the earliest of the first |
|
285 | The default behavior is to use the earliest of the first | |
286 | and the latest of the second list, but this can be changed |
|
286 | and the latest of the second list, but this can be changed | |
287 | by passing a different |
|
287 | by passing a different | |
288 |
|
288 | |||
289 | Parameters |
|
289 | Parameters | |
290 | ---------- |
|
290 | ---------- | |
291 |
|
291 | |||
292 | start : one or more datetime objects (e.g. ar.submitted) |
|
292 | start : one or more datetime objects (e.g. ar.submitted) | |
293 | end : one or more datetime objects (e.g. ar.received) |
|
293 | end : one or more datetime objects (e.g. ar.received) | |
294 | start_key : callable |
|
294 | start_key : callable | |
295 | Function to call on `start` to extract the relevant |
|
295 | Function to call on `start` to extract the relevant | |
296 | entry [defalt: min] |
|
296 | entry [defalt: min] | |
297 | end_key : callable |
|
297 | end_key : callable | |
298 | Function to call on `end` to extract the relevant |
|
298 | Function to call on `end` to extract the relevant | |
299 | entry [default: max] |
|
299 | entry [default: max] | |
300 |
|
300 | |||
301 | Returns |
|
301 | Returns | |
302 | ------- |
|
302 | ------- | |
303 |
|
303 | |||
304 | dt : float |
|
304 | dt : float | |
305 | The time elapsed (in seconds) between the two selected timestamps. |
|
305 | The time elapsed (in seconds) between the two selected timestamps. | |
306 | """ |
|
306 | """ | |
307 | if not isinstance(start, datetime): |
|
307 | if not isinstance(start, datetime): | |
308 | # handle single_result AsyncResults, where ar.stamp is single object, |
|
308 | # handle single_result AsyncResults, where ar.stamp is single object, | |
309 | # not a list |
|
309 | # not a list | |
310 | start = start_key(start) |
|
310 | start = start_key(start) | |
311 | if not isinstance(end, datetime): |
|
311 | if not isinstance(end, datetime): | |
312 | # handle single_result AsyncResults, where ar.stamp is single object, |
|
312 | # handle single_result AsyncResults, where ar.stamp is single object, | |
313 | # not a list |
|
313 | # not a list | |
314 | end = end_key(end) |
|
314 | end = end_key(end) | |
315 | return _total_seconds(end - start) |
|
315 | return _total_seconds(end - start) | |
316 |
|
316 | |||
317 | @property |
|
317 | @property | |
318 | def progress(self): |
|
318 | def progress(self): | |
319 | """the number of tasks which have been completed at this point. |
|
319 | """the number of tasks which have been completed at this point. | |
320 |
|
320 | |||
321 | Fractional progress would be given by 1.0 * ar.progress / len(ar) |
|
321 | Fractional progress would be given by 1.0 * ar.progress / len(ar) | |
322 | """ |
|
322 | """ | |
323 | self.wait(0) |
|
323 | self.wait(0) | |
324 | return len(self) - len(set(self.msg_ids).intersection(self._client.outstanding)) |
|
324 | return len(self) - len(set(self.msg_ids).intersection(self._client.outstanding)) | |
325 |
|
325 | |||
326 | @property |
|
326 | @property | |
327 | def elapsed(self): |
|
327 | def elapsed(self): | |
328 | """elapsed time since initial submission""" |
|
328 | """elapsed time since initial submission""" | |
329 | if self.ready(): |
|
329 | if self.ready(): | |
330 | return self.wall_time |
|
330 | return self.wall_time | |
331 |
|
331 | |||
332 | now = submitted = datetime.now() |
|
332 | now = submitted = datetime.now() | |
333 | for msg_id in self.msg_ids: |
|
333 | for msg_id in self.msg_ids: | |
334 | if msg_id in self._client.metadata: |
|
334 | if msg_id in self._client.metadata: | |
335 | stamp = self._client.metadata[msg_id]['submitted'] |
|
335 | stamp = self._client.metadata[msg_id]['submitted'] | |
336 | if stamp and stamp < submitted: |
|
336 | if stamp and stamp < submitted: | |
337 | submitted = stamp |
|
337 | submitted = stamp | |
338 | return _total_seconds(now-submitted) |
|
338 | return _total_seconds(now-submitted) | |
339 |
|
339 | |||
340 | @property |
|
340 | @property | |
341 | @check_ready |
|
341 | @check_ready | |
342 | def serial_time(self): |
|
342 | def serial_time(self): | |
343 | """serial computation time of a parallel calculation |
|
343 | """serial computation time of a parallel calculation | |
344 |
|
344 | |||
345 | Computed as the sum of (completed-started) of each task |
|
345 | Computed as the sum of (completed-started) of each task | |
346 | """ |
|
346 | """ | |
347 | t = 0 |
|
347 | t = 0 | |
348 | for md in self._metadata: |
|
348 | for md in self._metadata: | |
349 | t += _total_seconds(md['completed'] - md['started']) |
|
349 | t += _total_seconds(md['completed'] - md['started']) | |
350 | return t |
|
350 | return t | |
351 |
|
351 | |||
352 | @property |
|
352 | @property | |
353 | @check_ready |
|
353 | @check_ready | |
354 | def wall_time(self): |
|
354 | def wall_time(self): | |
355 | """actual computation time of a parallel calculation |
|
355 | """actual computation time of a parallel calculation | |
356 |
|
356 | |||
357 | Computed as the time between the latest `received` stamp |
|
357 | Computed as the time between the latest `received` stamp | |
358 | and the earliest `submitted`. |
|
358 | and the earliest `submitted`. | |
359 |
|
359 | |||
360 | Only reliable if Client was spinning/waiting when the task finished, because |
|
360 | Only reliable if Client was spinning/waiting when the task finished, because | |
361 | the `received` timestamp is created when a result is pulled off of the zmq queue, |
|
361 | the `received` timestamp is created when a result is pulled off of the zmq queue, | |
362 | which happens as a result of `client.spin()`. |
|
362 | which happens as a result of `client.spin()`. | |
363 |
|
363 | |||
364 | For similar comparison of other timestamp pairs, check out AsyncResult.timedelta. |
|
364 | For similar comparison of other timestamp pairs, check out AsyncResult.timedelta. | |
365 |
|
365 | |||
366 | """ |
|
366 | """ | |
367 | return self.timedelta(self.submitted, self.received) |
|
367 | return self.timedelta(self.submitted, self.received) | |
368 |
|
368 | |||
369 | def wait_interactive(self, interval=1., timeout=None): |
|
369 | def wait_interactive(self, interval=1., timeout=None): | |
370 | """interactive wait, printing progress at regular intervals""" |
|
370 | """interactive wait, printing progress at regular intervals""" | |
371 | N = len(self) |
|
371 | N = len(self) | |
372 | tic = time.time() |
|
372 | tic = time.time() | |
373 | while not self.ready() and (timeout is None or time.time() - tic <= timeout): |
|
373 | while not self.ready() and (timeout is None or time.time() - tic <= timeout): | |
374 | self.wait(interval) |
|
374 | self.wait(interval) | |
375 | clear_output() |
|
375 | clear_output() | |
376 | print "%4i/%i tasks finished after %4i s" % (self.progress, N, self.elapsed), |
|
376 | print "%4i/%i tasks finished after %4i s" % (self.progress, N, self.elapsed), | |
377 | sys.stdout.flush() |
|
377 | sys.stdout.flush() | |
378 |
|
378 | |||
379 | print "done" |
|
379 | print "done" | |
380 |
|
380 | |||
381 | def _republish_displaypub(self, content, eid): |
|
381 | def _republish_displaypub(self, content, eid): | |
382 | """republish individual displaypub content dicts""" |
|
382 | """republish individual displaypub content dicts""" | |
383 | try: |
|
383 | try: | |
384 | ip = get_ipython() |
|
384 | ip = get_ipython() | |
385 | except NameError: |
|
385 | except NameError: | |
386 | # displaypub is meaningless outside IPython |
|
386 | # displaypub is meaningless outside IPython | |
387 | return |
|
387 | return | |
388 | md = content['metadata'] or {} |
|
388 | md = content['metadata'] or {} | |
389 | md['engine'] = eid |
|
389 | md['engine'] = eid | |
390 | ip.display_pub.publish(content['source'], content['data'], md) |
|
390 | ip.display_pub.publish(content['source'], content['data'], md) | |
391 |
|
391 | |||
392 |
|
392 | |||
393 | def _display_single_result(self): |
|
393 | def _display_single_result(self): | |
394 |
|
394 | |||
395 | print self.stdout |
|
395 | print self.stdout | |
396 | print >> sys.stderr, self.stderr |
|
396 | print >> sys.stderr, self.stderr | |
397 |
|
397 | |||
398 | try: |
|
398 | try: | |
399 | get_ipython() |
|
399 | get_ipython() | |
400 | except NameError: |
|
400 | except NameError: | |
401 | # displaypub is meaningless outside IPython |
|
401 | # displaypub is meaningless outside IPython | |
402 | return |
|
402 | return | |
403 |
|
403 | |||
404 | for output in self.outputs: |
|
404 | for output in self.outputs: | |
405 | self._republish_displaypub(output, self.engine_id) |
|
405 | self._republish_displaypub(output, self.engine_id) | |
406 |
|
406 | |||
407 | if self.pyout is not None: |
|
407 | if self.pyout is not None: | |
408 | display(self.get()) |
|
408 | display(self.get()) | |
409 |
|
409 | |||
410 | @check_ready |
|
410 | @check_ready | |
411 | def display_outputs(self, groupby="type"): |
|
411 | def display_outputs(self, groupby="type"): | |
412 | """republish the outputs of the computation |
|
412 | """republish the outputs of the computation | |
413 |
|
413 | |||
414 | Parameters |
|
414 | Parameters | |
415 | ---------- |
|
415 | ---------- | |
416 |
|
416 | |||
417 | groupby : str [default: type] |
|
417 | groupby : str [default: type] | |
418 | if 'type': |
|
418 | if 'type': | |
419 | Group outputs by type (show all stdout, then all stderr, etc.): |
|
419 | Group outputs by type (show all stdout, then all stderr, etc.): | |
420 |
|
420 | |||
421 | [stdout:1] foo |
|
421 | [stdout:1] foo | |
422 | [stdout:2] foo |
|
422 | [stdout:2] foo | |
423 | [stderr:1] bar |
|
423 | [stderr:1] bar | |
424 | [stderr:2] bar |
|
424 | [stderr:2] bar | |
425 | if 'engine': |
|
425 | if 'engine': | |
426 | Display outputs for each engine before moving on to the next: |
|
426 | Display outputs for each engine before moving on to the next: | |
427 |
|
427 | |||
428 | [stdout:1] foo |
|
428 | [stdout:1] foo | |
429 | [stderr:1] bar |
|
429 | [stderr:1] bar | |
430 | [stdout:2] foo |
|
430 | [stdout:2] foo | |
431 | [stderr:2] bar |
|
431 | [stderr:2] bar | |
432 |
|
432 | |||
433 | if 'order': |
|
433 | if 'order': | |
434 | Like 'type', but further collate individual displaypub |
|
434 | Like 'type', but further collate individual displaypub | |
435 | outputs. This is meant for cases of each command producing |
|
435 | outputs. This is meant for cases of each command producing | |
436 | several plots, and you would like to see all of the first |
|
436 | several plots, and you would like to see all of the first | |
437 | plots together, then all of the second plots, and so on. |
|
437 | plots together, then all of the second plots, and so on. | |
438 | """ |
|
438 | """ | |
439 | # flush iopub, just in case |
|
439 | # flush iopub, just in case | |
440 | self._client._flush_iopub(self._client._iopub_socket) |
|
440 | self._client._flush_iopub(self._client._iopub_socket) | |
441 | if self._single_result: |
|
441 | if self._single_result: | |
442 | self._display_single_result() |
|
442 | self._display_single_result() | |
443 | return |
|
443 | return | |
444 |
|
444 | |||
445 | stdouts = [s.rstrip() for s in self.stdout] |
|
445 | stdouts = [s.rstrip() for s in self.stdout] | |
446 | stderrs = [s.rstrip() for s in self.stderr] |
|
446 | stderrs = [s.rstrip() for s in self.stderr] | |
447 | pyouts = [p for p in self.pyout] |
|
447 | pyouts = [p for p in self.pyout] | |
448 | output_lists = self.outputs |
|
448 | output_lists = self.outputs | |
449 | results = self.get() |
|
449 | results = self.get() | |
450 |
|
450 | |||
451 | targets = self.engine_id |
|
451 | targets = self.engine_id | |
452 |
|
452 | |||
453 | if groupby == "engine": |
|
453 | if groupby == "engine": | |
454 | for eid,stdout,stderr,outputs,r,pyout in zip( |
|
454 | for eid,stdout,stderr,outputs,r,pyout in zip( | |
455 | targets, stdouts, stderrs, output_lists, results, pyouts |
|
455 | targets, stdouts, stderrs, output_lists, results, pyouts | |
456 | ): |
|
456 | ): | |
457 | if stdout: |
|
457 | if stdout: | |
458 | print '[stdout:%2i]' % eid, stdout |
|
458 | print '[stdout:%2i]' % eid, stdout | |
459 | if stderr: |
|
459 | if stderr: | |
460 | print '[stderr:%2i]' % eid, stderr |
|
460 | print >> sys.stderr, '[stderr:%2i]' % eid, stderr | |
461 |
|
461 | |||
462 | try: |
|
462 | try: | |
463 | get_ipython() |
|
463 | get_ipython() | |
464 | except NameError: |
|
464 | except NameError: | |
465 | # displaypub is meaningless outside IPython |
|
465 | # displaypub is meaningless outside IPython | |
466 | return |
|
466 | return | |
467 |
|
467 | |||
468 | for output in outputs: |
|
468 | for output in outputs: | |
469 | self._republish_displaypub(output, eid) |
|
469 | self._republish_displaypub(output, eid) | |
470 |
|
470 | |||
471 | if pyout is not None: |
|
471 | if pyout is not None: | |
472 | display(r) |
|
472 | display(r) | |
473 |
|
473 | |||
474 | elif groupby in ('type', 'order'): |
|
474 | elif groupby in ('type', 'order'): | |
475 | # republish stdout: |
|
475 | # republish stdout: | |
476 | if any(stdouts): |
|
476 | if any(stdouts): | |
477 | for eid,stdout in zip(targets, stdouts): |
|
477 | for eid,stdout in zip(targets, stdouts): | |
478 | print '[stdout:%2i]' % eid, stdout |
|
478 | print '[stdout:%2i]' % eid, stdout | |
479 |
|
479 | |||
480 | # republish stderr: |
|
480 | # republish stderr: | |
481 | if any(stderrs): |
|
481 | if any(stderrs): | |
482 | for eid,stderr in zip(targets, stderrs): |
|
482 | for eid,stderr in zip(targets, stderrs): | |
483 | print >> sys.stderr, '[stderr:%2i]' % eid, stderr |
|
483 | print >> sys.stderr, '[stderr:%2i]' % eid, stderr | |
484 |
|
484 | |||
485 | try: |
|
485 | try: | |
486 | get_ipython() |
|
486 | get_ipython() | |
487 | except NameError: |
|
487 | except NameError: | |
488 | # displaypub is meaningless outside IPython |
|
488 | # displaypub is meaningless outside IPython | |
489 | return |
|
489 | return | |
490 |
|
490 | |||
491 | if groupby == 'order': |
|
491 | if groupby == 'order': | |
492 | output_dict = dict((eid, outputs) for eid,outputs in zip(targets, output_lists)) |
|
492 | output_dict = dict((eid, outputs) for eid,outputs in zip(targets, output_lists)) | |
493 | N = max(len(outputs) for outputs in output_lists) |
|
493 | N = max(len(outputs) for outputs in output_lists) | |
494 | for i in range(N): |
|
494 | for i in range(N): | |
495 | for eid in targets: |
|
495 | for eid in targets: | |
496 | outputs = output_dict[eid] |
|
496 | outputs = output_dict[eid] | |
497 | if len(outputs) >= N: |
|
497 | if len(outputs) >= N: | |
498 | self._republish_displaypub(outputs[i], eid) |
|
498 | self._republish_displaypub(outputs[i], eid) | |
499 | else: |
|
499 | else: | |
500 | # republish displaypub output |
|
500 | # republish displaypub output | |
501 | for eid,outputs in zip(targets, output_lists): |
|
501 | for eid,outputs in zip(targets, output_lists): | |
502 | for output in outputs: |
|
502 | for output in outputs: | |
503 | self._republish_displaypub(output, eid) |
|
503 | self._republish_displaypub(output, eid) | |
504 |
|
504 | |||
505 | # finally, add pyout: |
|
505 | # finally, add pyout: | |
506 | for eid,r,pyout in zip(targets, results, pyouts): |
|
506 | for eid,r,pyout in zip(targets, results, pyouts): | |
507 | if pyout is not None: |
|
507 | if pyout is not None: | |
508 | display(r) |
|
508 | display(r) | |
509 |
|
509 | |||
510 | else: |
|
510 | else: | |
511 | raise ValueError("groupby must be one of 'type', 'engine', 'collate', not %r" % groupby) |
|
511 | raise ValueError("groupby must be one of 'type', 'engine', 'collate', not %r" % groupby) | |
512 |
|
512 | |||
513 |
|
513 | |||
514 |
|
514 | |||
515 |
|
515 | |||
516 | class AsyncMapResult(AsyncResult): |
|
516 | class AsyncMapResult(AsyncResult): | |
517 | """Class for representing results of non-blocking gathers. |
|
517 | """Class for representing results of non-blocking gathers. | |
518 |
|
518 | |||
519 | This will properly reconstruct the gather. |
|
519 | This will properly reconstruct the gather. | |
520 |
|
520 | |||
521 | This class is iterable at any time, and will wait on results as they come. |
|
521 | This class is iterable at any time, and will wait on results as they come. | |
522 |
|
522 | |||
523 | If ordered=False, then the first results to arrive will come first, otherwise |
|
523 | If ordered=False, then the first results to arrive will come first, otherwise | |
524 | results will be yielded in the order they were submitted. |
|
524 | results will be yielded in the order they were submitted. | |
525 |
|
525 | |||
526 | """ |
|
526 | """ | |
527 |
|
527 | |||
528 | def __init__(self, client, msg_ids, mapObject, fname='', ordered=True): |
|
528 | def __init__(self, client, msg_ids, mapObject, fname='', ordered=True): | |
529 | AsyncResult.__init__(self, client, msg_ids, fname=fname) |
|
529 | AsyncResult.__init__(self, client, msg_ids, fname=fname) | |
530 | self._mapObject = mapObject |
|
530 | self._mapObject = mapObject | |
531 | self._single_result = False |
|
531 | self._single_result = False | |
532 | self.ordered = ordered |
|
532 | self.ordered = ordered | |
533 |
|
533 | |||
534 | def _reconstruct_result(self, res): |
|
534 | def _reconstruct_result(self, res): | |
535 | """Perform the gather on the actual results.""" |
|
535 | """Perform the gather on the actual results.""" | |
536 | return self._mapObject.joinPartitions(res) |
|
536 | return self._mapObject.joinPartitions(res) | |
537 |
|
537 | |||
538 | # asynchronous iterator: |
|
538 | # asynchronous iterator: | |
539 | def __iter__(self): |
|
539 | def __iter__(self): | |
540 | it = self._ordered_iter if self.ordered else self._unordered_iter |
|
540 | it = self._ordered_iter if self.ordered else self._unordered_iter | |
541 | for r in it(): |
|
541 | for r in it(): | |
542 | yield r |
|
542 | yield r | |
543 |
|
543 | |||
544 | # asynchronous ordered iterator: |
|
544 | # asynchronous ordered iterator: | |
545 | def _ordered_iter(self): |
|
545 | def _ordered_iter(self): | |
546 | """iterator for results *as they arrive*, preserving submission order.""" |
|
546 | """iterator for results *as they arrive*, preserving submission order.""" | |
547 | try: |
|
547 | try: | |
548 | rlist = self.get(0) |
|
548 | rlist = self.get(0) | |
549 | except error.TimeoutError: |
|
549 | except error.TimeoutError: | |
550 | # wait for each result individually |
|
550 | # wait for each result individually | |
551 | for msg_id in self.msg_ids: |
|
551 | for msg_id in self.msg_ids: | |
552 | ar = AsyncResult(self._client, msg_id, self._fname) |
|
552 | ar = AsyncResult(self._client, msg_id, self._fname) | |
553 | rlist = ar.get() |
|
553 | rlist = ar.get() | |
554 | try: |
|
554 | try: | |
555 | for r in rlist: |
|
555 | for r in rlist: | |
556 | yield r |
|
556 | yield r | |
557 | except TypeError: |
|
557 | except TypeError: | |
558 | # flattened, not a list |
|
558 | # flattened, not a list | |
559 | # this could get broken by flattened data that returns iterables |
|
559 | # this could get broken by flattened data that returns iterables | |
560 | # but most calls to map do not expose the `flatten` argument |
|
560 | # but most calls to map do not expose the `flatten` argument | |
561 | yield rlist |
|
561 | yield rlist | |
562 | else: |
|
562 | else: | |
563 | # already done |
|
563 | # already done | |
564 | for r in rlist: |
|
564 | for r in rlist: | |
565 | yield r |
|
565 | yield r | |
566 |
|
566 | |||
567 | # asynchronous unordered iterator: |
|
567 | # asynchronous unordered iterator: | |
568 | def _unordered_iter(self): |
|
568 | def _unordered_iter(self): | |
569 | """iterator for results *as they arrive*, on FCFS basis, ignoring submission order.""" |
|
569 | """iterator for results *as they arrive*, on FCFS basis, ignoring submission order.""" | |
570 | try: |
|
570 | try: | |
571 | rlist = self.get(0) |
|
571 | rlist = self.get(0) | |
572 | except error.TimeoutError: |
|
572 | except error.TimeoutError: | |
573 | pending = set(self.msg_ids) |
|
573 | pending = set(self.msg_ids) | |
574 | while pending: |
|
574 | while pending: | |
575 | try: |
|
575 | try: | |
576 | self._client.wait(pending, 1e-3) |
|
576 | self._client.wait(pending, 1e-3) | |
577 | except error.TimeoutError: |
|
577 | except error.TimeoutError: | |
578 | # ignore timeout error, because that only means |
|
578 | # ignore timeout error, because that only means | |
579 | # *some* jobs are outstanding |
|
579 | # *some* jobs are outstanding | |
580 | pass |
|
580 | pass | |
581 | # update ready set with those no longer outstanding: |
|
581 | # update ready set with those no longer outstanding: | |
582 | ready = pending.difference(self._client.outstanding) |
|
582 | ready = pending.difference(self._client.outstanding) | |
583 | # update pending to exclude those that are finished |
|
583 | # update pending to exclude those that are finished | |
584 | pending = pending.difference(ready) |
|
584 | pending = pending.difference(ready) | |
585 | while ready: |
|
585 | while ready: | |
586 | msg_id = ready.pop() |
|
586 | msg_id = ready.pop() | |
587 | ar = AsyncResult(self._client, msg_id, self._fname) |
|
587 | ar = AsyncResult(self._client, msg_id, self._fname) | |
588 | rlist = ar.get() |
|
588 | rlist = ar.get() | |
589 | try: |
|
589 | try: | |
590 | for r in rlist: |
|
590 | for r in rlist: | |
591 | yield r |
|
591 | yield r | |
592 | except TypeError: |
|
592 | except TypeError: | |
593 | # flattened, not a list |
|
593 | # flattened, not a list | |
594 | # this could get broken by flattened data that returns iterables |
|
594 | # this could get broken by flattened data that returns iterables | |
595 | # but most calls to map do not expose the `flatten` argument |
|
595 | # but most calls to map do not expose the `flatten` argument | |
596 | yield rlist |
|
596 | yield rlist | |
597 | else: |
|
597 | else: | |
598 | # already done |
|
598 | # already done | |
599 | for r in rlist: |
|
599 | for r in rlist: | |
600 | yield r |
|
600 | yield r | |
601 |
|
601 | |||
602 |
|
602 | |||
603 |
|
603 | |||
604 | class AsyncHubResult(AsyncResult): |
|
604 | class AsyncHubResult(AsyncResult): | |
605 | """Class to wrap pending results that must be requested from the Hub. |
|
605 | """Class to wrap pending results that must be requested from the Hub. | |
606 |
|
606 | |||
607 | Note that waiting/polling on these objects requires polling the Hubover the network, |
|
607 | Note that waiting/polling on these objects requires polling the Hubover the network, | |
608 | so use `AsyncHubResult.wait()` sparingly. |
|
608 | so use `AsyncHubResult.wait()` sparingly. | |
609 | """ |
|
609 | """ | |
610 |
|
610 | |||
611 | def wait(self, timeout=-1): |
|
611 | def wait(self, timeout=-1): | |
612 | """wait for result to complete.""" |
|
612 | """wait for result to complete.""" | |
613 | start = time.time() |
|
613 | start = time.time() | |
614 | if self._ready: |
|
614 | if self._ready: | |
615 | return |
|
615 | return | |
616 | local_ids = filter(lambda msg_id: msg_id in self._client.outstanding, self.msg_ids) |
|
616 | local_ids = filter(lambda msg_id: msg_id in self._client.outstanding, self.msg_ids) | |
617 | local_ready = self._client.wait(local_ids, timeout) |
|
617 | local_ready = self._client.wait(local_ids, timeout) | |
618 | if local_ready: |
|
618 | if local_ready: | |
619 | remote_ids = filter(lambda msg_id: msg_id not in self._client.results, self.msg_ids) |
|
619 | remote_ids = filter(lambda msg_id: msg_id not in self._client.results, self.msg_ids) | |
620 | if not remote_ids: |
|
620 | if not remote_ids: | |
621 | self._ready = True |
|
621 | self._ready = True | |
622 | else: |
|
622 | else: | |
623 | rdict = self._client.result_status(remote_ids, status_only=False) |
|
623 | rdict = self._client.result_status(remote_ids, status_only=False) | |
624 | pending = rdict['pending'] |
|
624 | pending = rdict['pending'] | |
625 | while pending and (timeout < 0 or time.time() < start+timeout): |
|
625 | while pending and (timeout < 0 or time.time() < start+timeout): | |
626 | rdict = self._client.result_status(remote_ids, status_only=False) |
|
626 | rdict = self._client.result_status(remote_ids, status_only=False) | |
627 | pending = rdict['pending'] |
|
627 | pending = rdict['pending'] | |
628 | if pending: |
|
628 | if pending: | |
629 | time.sleep(0.1) |
|
629 | time.sleep(0.1) | |
630 | if not pending: |
|
630 | if not pending: | |
631 | self._ready = True |
|
631 | self._ready = True | |
632 | if self._ready: |
|
632 | if self._ready: | |
633 | try: |
|
633 | try: | |
634 | results = map(self._client.results.get, self.msg_ids) |
|
634 | results = map(self._client.results.get, self.msg_ids) | |
635 | self._result = results |
|
635 | self._result = results | |
636 | if self._single_result: |
|
636 | if self._single_result: | |
637 | r = results[0] |
|
637 | r = results[0] | |
638 | if isinstance(r, Exception): |
|
638 | if isinstance(r, Exception): | |
639 | raise r |
|
639 | raise r | |
640 | else: |
|
640 | else: | |
641 | results = error.collect_exceptions(results, self._fname) |
|
641 | results = error.collect_exceptions(results, self._fname) | |
642 | self._result = self._reconstruct_result(results) |
|
642 | self._result = self._reconstruct_result(results) | |
643 | except Exception, e: |
|
643 | except Exception, e: | |
644 | self._exception = e |
|
644 | self._exception = e | |
645 | self._success = False |
|
645 | self._success = False | |
646 | else: |
|
646 | else: | |
647 | self._success = True |
|
647 | self._success = True | |
648 | finally: |
|
648 | finally: | |
649 | self._metadata = map(self._client.metadata.get, self.msg_ids) |
|
649 | self._metadata = map(self._client.metadata.get, self.msg_ids) | |
650 |
|
650 | |||
651 | __all__ = ['AsyncResult', 'AsyncMapResult', 'AsyncHubResult'] No newline at end of file |
|
651 | __all__ = ['AsyncResult', 'AsyncMapResult', 'AsyncHubResult'] |
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