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@@ -1,707 +1,708 b'' | |||||
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 |
|
13 | |||
14 | #----------------------------------------------------------------------------- |
|
14 | #----------------------------------------------------------------------------- | |
15 | # Imports |
|
15 | # Imports | |
16 | #----------------------------------------------------------------------------- |
|
16 | #----------------------------------------------------------------------------- | |
17 |
|
17 | |||
18 | from __future__ import print_function |
|
18 | from __future__ import print_function | |
19 |
|
19 | |||
20 | import sys |
|
20 | import sys | |
21 | import time |
|
21 | import time | |
22 | from datetime import datetime |
|
22 | from datetime import datetime | |
23 |
|
23 | |||
24 | from zmq import MessageTracker |
|
24 | from zmq import MessageTracker | |
25 |
|
25 | |||
26 | from IPython.core.display import clear_output, display, display_pretty |
|
26 | from IPython.core.display import clear_output, display, display_pretty | |
27 | from IPython.external.decorator import decorator |
|
27 | from IPython.external.decorator import decorator | |
28 | from IPython.parallel import error |
|
28 | from IPython.parallel import error | |
29 |
|
29 | |||
30 | #----------------------------------------------------------------------------- |
|
30 | #----------------------------------------------------------------------------- | |
31 | # Functions |
|
31 | # Functions | |
32 | #----------------------------------------------------------------------------- |
|
32 | #----------------------------------------------------------------------------- | |
33 |
|
33 | |||
34 | def _total_seconds(td): |
|
34 | def _total_seconds(td): | |
35 | """timedelta.total_seconds was added in 2.7""" |
|
35 | """timedelta.total_seconds was added in 2.7""" | |
36 | try: |
|
36 | try: | |
37 | # Python >= 2.7 |
|
37 | # Python >= 2.7 | |
38 | return td.total_seconds() |
|
38 | return td.total_seconds() | |
39 | except AttributeError: |
|
39 | except AttributeError: | |
40 | # Python 2.6 |
|
40 | # Python 2.6 | |
41 | return 1e-6 * (td.microseconds + (td.seconds + td.days * 24 * 3600) * 10**6) |
|
41 | return 1e-6 * (td.microseconds + (td.seconds + td.days * 24 * 3600) * 10**6) | |
42 |
|
42 | |||
43 | def _raw_text(s): |
|
43 | def _raw_text(s): | |
44 | display_pretty(s, raw=True) |
|
44 | display_pretty(s, raw=True) | |
45 |
|
45 | |||
46 | #----------------------------------------------------------------------------- |
|
46 | #----------------------------------------------------------------------------- | |
47 | # Classes |
|
47 | # Classes | |
48 | #----------------------------------------------------------------------------- |
|
48 | #----------------------------------------------------------------------------- | |
49 |
|
49 | |||
50 | # global empty tracker that's always done: |
|
50 | # global empty tracker that's always done: | |
51 | finished_tracker = MessageTracker() |
|
51 | finished_tracker = MessageTracker() | |
52 |
|
52 | |||
53 | @decorator |
|
53 | @decorator | |
54 | def check_ready(f, self, *args, **kwargs): |
|
54 | def check_ready(f, self, *args, **kwargs): | |
55 | """Call spin() to sync state prior to calling the method.""" |
|
55 | """Call spin() to sync state prior to calling the method.""" | |
56 | self.wait(0) |
|
56 | self.wait(0) | |
57 | if not self._ready: |
|
57 | if not self._ready: | |
58 | raise error.TimeoutError("result not ready") |
|
58 | raise error.TimeoutError("result not ready") | |
59 | return f(self, *args, **kwargs) |
|
59 | return f(self, *args, **kwargs) | |
60 |
|
60 | |||
61 | class AsyncResult(object): |
|
61 | class AsyncResult(object): | |
62 | """Class for representing results of non-blocking calls. |
|
62 | """Class for representing results of non-blocking calls. | |
63 |
|
63 | |||
64 | Provides the same interface as :py:class:`multiprocessing.pool.AsyncResult`. |
|
64 | Provides the same interface as :py:class:`multiprocessing.pool.AsyncResult`. | |
65 | """ |
|
65 | """ | |
66 |
|
66 | |||
67 | msg_ids = None |
|
67 | msg_ids = None | |
68 | _targets = None |
|
68 | _targets = None | |
69 | _tracker = None |
|
69 | _tracker = None | |
70 | _single_result = False |
|
70 | _single_result = False | |
71 |
|
71 | |||
72 | def __init__(self, client, msg_ids, fname='unknown', targets=None, tracker=None): |
|
72 | def __init__(self, client, msg_ids, fname='unknown', targets=None, tracker=None): | |
73 | if isinstance(msg_ids, basestring): |
|
73 | if isinstance(msg_ids, basestring): | |
74 | # always a list |
|
74 | # always a list | |
75 | msg_ids = [msg_ids] |
|
75 | msg_ids = [msg_ids] | |
76 | if tracker is None: |
|
76 | if tracker is None: | |
77 | # default to always done |
|
77 | # default to always done | |
78 | tracker = finished_tracker |
|
78 | tracker = finished_tracker | |
79 | self._client = client |
|
79 | self._client = client | |
80 | self.msg_ids = msg_ids |
|
80 | self.msg_ids = msg_ids | |
81 | self._fname=fname |
|
81 | self._fname=fname | |
82 | self._targets = targets |
|
82 | self._targets = targets | |
83 | self._tracker = tracker |
|
83 | self._tracker = tracker | |
84 | self._ready = False |
|
84 | self._ready = False | |
85 | self._outputs_ready = False |
|
85 | self._outputs_ready = False | |
86 | self._success = None |
|
86 | self._success = None | |
87 | self._metadata = [ self._client.metadata.get(id) for id in self.msg_ids ] |
|
87 | self._metadata = [ self._client.metadata.get(id) for id in self.msg_ids ] | |
88 | if len(msg_ids) == 1: |
|
88 | if len(msg_ids) == 1: | |
89 | self._single_result = not isinstance(targets, (list, tuple)) |
|
89 | self._single_result = not isinstance(targets, (list, tuple)) | |
90 | else: |
|
90 | else: | |
91 | self._single_result = False |
|
91 | self._single_result = False | |
92 |
|
92 | |||
93 | def __repr__(self): |
|
93 | def __repr__(self): | |
94 | if self._ready: |
|
94 | if self._ready: | |
95 | return "<%s: finished>"%(self.__class__.__name__) |
|
95 | return "<%s: finished>"%(self.__class__.__name__) | |
96 | else: |
|
96 | else: | |
97 | return "<%s: %s>"%(self.__class__.__name__,self._fname) |
|
97 | return "<%s: %s>"%(self.__class__.__name__,self._fname) | |
98 |
|
98 | |||
99 |
|
99 | |||
100 | def _reconstruct_result(self, res): |
|
100 | def _reconstruct_result(self, res): | |
101 | """Reconstruct our result from actual result list (always a list) |
|
101 | """Reconstruct our result from actual result list (always a list) | |
102 |
|
102 | |||
103 | Override me in subclasses for turning a list of results |
|
103 | Override me in subclasses for turning a list of results | |
104 | into the expected form. |
|
104 | into the expected form. | |
105 | """ |
|
105 | """ | |
106 | if self._single_result: |
|
106 | if self._single_result: | |
107 | return res[0] |
|
107 | return res[0] | |
108 | else: |
|
108 | else: | |
109 | return res |
|
109 | return res | |
110 |
|
110 | |||
111 | def get(self, timeout=-1): |
|
111 | def get(self, timeout=-1): | |
112 | """Return the result when it arrives. |
|
112 | """Return the result when it arrives. | |
113 |
|
113 | |||
114 | If `timeout` is not ``None`` and the result does not arrive within |
|
114 | If `timeout` is not ``None`` and the result does not arrive within | |
115 | `timeout` seconds then ``TimeoutError`` is raised. If the |
|
115 | `timeout` seconds then ``TimeoutError`` is raised. If the | |
116 | remote call raised an exception then that exception will be reraised |
|
116 | remote call raised an exception then that exception will be reraised | |
117 | by get() inside a `RemoteError`. |
|
117 | by get() inside a `RemoteError`. | |
118 | """ |
|
118 | """ | |
119 | if not self.ready(): |
|
119 | if not self.ready(): | |
120 | self.wait(timeout) |
|
120 | self.wait(timeout) | |
121 |
|
121 | |||
122 | if self._ready: |
|
122 | if self._ready: | |
123 | if self._success: |
|
123 | if self._success: | |
124 | return self._result |
|
124 | return self._result | |
125 | else: |
|
125 | else: | |
126 | raise self._exception |
|
126 | raise self._exception | |
127 | else: |
|
127 | else: | |
128 | raise error.TimeoutError("Result not ready.") |
|
128 | raise error.TimeoutError("Result not ready.") | |
129 |
|
129 | |||
130 | def _check_ready(self): |
|
130 | def _check_ready(self): | |
131 | if not self.ready(): |
|
131 | if not self.ready(): | |
132 | raise error.TimeoutError("Result not ready.") |
|
132 | raise error.TimeoutError("Result not ready.") | |
133 |
|
133 | |||
134 | def ready(self): |
|
134 | def ready(self): | |
135 | """Return whether the call has completed.""" |
|
135 | """Return whether the call has completed.""" | |
136 | if not self._ready: |
|
136 | if not self._ready: | |
137 | self.wait(0) |
|
137 | self.wait(0) | |
138 | elif not self._outputs_ready: |
|
138 | elif not self._outputs_ready: | |
139 | self._wait_for_outputs(0) |
|
139 | self._wait_for_outputs(0) | |
140 |
|
140 | |||
141 | return self._ready |
|
141 | return self._ready | |
142 |
|
142 | |||
143 | def wait(self, timeout=-1): |
|
143 | def wait(self, timeout=-1): | |
144 | """Wait until the result is available or until `timeout` seconds pass. |
|
144 | """Wait until the result is available or until `timeout` seconds pass. | |
145 |
|
145 | |||
146 | This method always returns None. |
|
146 | This method always returns None. | |
147 | """ |
|
147 | """ | |
148 | if self._ready: |
|
148 | if self._ready: | |
149 | self._wait_for_outputs(timeout) |
|
149 | self._wait_for_outputs(timeout) | |
150 | return |
|
150 | return | |
151 | self._ready = self._client.wait(self.msg_ids, timeout) |
|
151 | self._ready = self._client.wait(self.msg_ids, timeout) | |
152 | if self._ready: |
|
152 | if self._ready: | |
153 | try: |
|
153 | try: | |
154 | results = map(self._client.results.get, self.msg_ids) |
|
154 | results = map(self._client.results.get, self.msg_ids) | |
155 | self._result = results |
|
155 | self._result = results | |
156 | if self._single_result: |
|
156 | if self._single_result: | |
157 | r = results[0] |
|
157 | r = results[0] | |
158 | if isinstance(r, Exception): |
|
158 | if isinstance(r, Exception): | |
159 | raise r |
|
159 | raise r | |
160 | else: |
|
160 | else: | |
161 | results = error.collect_exceptions(results, self._fname) |
|
161 | results = error.collect_exceptions(results, self._fname) | |
162 | self._result = self._reconstruct_result(results) |
|
162 | self._result = self._reconstruct_result(results) | |
163 | except Exception as e: |
|
163 | except Exception as e: | |
164 | self._exception = e |
|
164 | self._exception = e | |
165 | self._success = False |
|
165 | self._success = False | |
166 | else: |
|
166 | else: | |
167 | self._success = True |
|
167 | self._success = True | |
168 | finally: |
|
168 | finally: | |
169 |
if timeout is |
|
169 | if timeout is None or timeout < 0: | |
|
170 | # cutoff infinite wait at 10s | |||
170 | timeout = 10 |
|
171 | timeout = 10 | |
171 | self._wait_for_outputs(timeout) |
|
172 | self._wait_for_outputs(timeout) | |
172 |
|
173 | |||
173 |
|
174 | |||
174 | def successful(self): |
|
175 | def successful(self): | |
175 | """Return whether the call completed without raising an exception. |
|
176 | """Return whether the call completed without raising an exception. | |
176 |
|
177 | |||
177 | Will raise ``AssertionError`` if the result is not ready. |
|
178 | Will raise ``AssertionError`` if the result is not ready. | |
178 | """ |
|
179 | """ | |
179 | assert self.ready() |
|
180 | assert self.ready() | |
180 | return self._success |
|
181 | return self._success | |
181 |
|
182 | |||
182 | #---------------------------------------------------------------- |
|
183 | #---------------------------------------------------------------- | |
183 | # Extra methods not in mp.pool.AsyncResult |
|
184 | # Extra methods not in mp.pool.AsyncResult | |
184 | #---------------------------------------------------------------- |
|
185 | #---------------------------------------------------------------- | |
185 |
|
186 | |||
186 | def get_dict(self, timeout=-1): |
|
187 | def get_dict(self, timeout=-1): | |
187 | """Get the results as a dict, keyed by engine_id. |
|
188 | """Get the results as a dict, keyed by engine_id. | |
188 |
|
189 | |||
189 | timeout behavior is described in `get()`. |
|
190 | timeout behavior is described in `get()`. | |
190 | """ |
|
191 | """ | |
191 |
|
192 | |||
192 | results = self.get(timeout) |
|
193 | results = self.get(timeout) | |
193 | engine_ids = [ md['engine_id'] for md in self._metadata ] |
|
194 | engine_ids = [ md['engine_id'] for md in self._metadata ] | |
194 | bycount = sorted(engine_ids, key=lambda k: engine_ids.count(k)) |
|
195 | bycount = sorted(engine_ids, key=lambda k: engine_ids.count(k)) | |
195 | maxcount = bycount.count(bycount[-1]) |
|
196 | maxcount = bycount.count(bycount[-1]) | |
196 | if maxcount > 1: |
|
197 | if maxcount > 1: | |
197 | raise ValueError("Cannot build dict, %i jobs ran on engine #%i"%( |
|
198 | raise ValueError("Cannot build dict, %i jobs ran on engine #%i"%( | |
198 | maxcount, bycount[-1])) |
|
199 | maxcount, bycount[-1])) | |
199 |
|
200 | |||
200 | return dict(zip(engine_ids,results)) |
|
201 | return dict(zip(engine_ids,results)) | |
201 |
|
202 | |||
202 | @property |
|
203 | @property | |
203 | def result(self): |
|
204 | def result(self): | |
204 | """result property wrapper for `get(timeout=-1)`.""" |
|
205 | """result property wrapper for `get(timeout=-1)`.""" | |
205 | return self.get() |
|
206 | return self.get() | |
206 |
|
207 | |||
207 | # abbreviated alias: |
|
208 | # abbreviated alias: | |
208 | r = result |
|
209 | r = result | |
209 |
|
210 | |||
210 | @property |
|
211 | @property | |
211 | def metadata(self): |
|
212 | def metadata(self): | |
212 | """property for accessing execution metadata.""" |
|
213 | """property for accessing execution metadata.""" | |
213 | if self._single_result: |
|
214 | if self._single_result: | |
214 | return self._metadata[0] |
|
215 | return self._metadata[0] | |
215 | else: |
|
216 | else: | |
216 | return self._metadata |
|
217 | return self._metadata | |
217 |
|
218 | |||
218 | @property |
|
219 | @property | |
219 | def result_dict(self): |
|
220 | def result_dict(self): | |
220 | """result property as a dict.""" |
|
221 | """result property as a dict.""" | |
221 | return self.get_dict() |
|
222 | return self.get_dict() | |
222 |
|
223 | |||
223 | def __dict__(self): |
|
224 | def __dict__(self): | |
224 | return self.get_dict(0) |
|
225 | return self.get_dict(0) | |
225 |
|
226 | |||
226 | def abort(self): |
|
227 | def abort(self): | |
227 | """abort my tasks.""" |
|
228 | """abort my tasks.""" | |
228 | assert not self.ready(), "Can't abort, I am already done!" |
|
229 | assert not self.ready(), "Can't abort, I am already done!" | |
229 | return self._client.abort(self.msg_ids, targets=self._targets, block=True) |
|
230 | return self._client.abort(self.msg_ids, targets=self._targets, block=True) | |
230 |
|
231 | |||
231 | @property |
|
232 | @property | |
232 | def sent(self): |
|
233 | def sent(self): | |
233 | """check whether my messages have been sent.""" |
|
234 | """check whether my messages have been sent.""" | |
234 | return self._tracker.done |
|
235 | return self._tracker.done | |
235 |
|
236 | |||
236 | def wait_for_send(self, timeout=-1): |
|
237 | def wait_for_send(self, timeout=-1): | |
237 | """wait for pyzmq send to complete. |
|
238 | """wait for pyzmq send to complete. | |
238 |
|
239 | |||
239 | This is necessary when sending arrays that you intend to edit in-place. |
|
240 | This is necessary when sending arrays that you intend to edit in-place. | |
240 | `timeout` is in seconds, and will raise TimeoutError if it is reached |
|
241 | `timeout` is in seconds, and will raise TimeoutError if it is reached | |
241 | before the send completes. |
|
242 | before the send completes. | |
242 | """ |
|
243 | """ | |
243 | return self._tracker.wait(timeout) |
|
244 | return self._tracker.wait(timeout) | |
244 |
|
245 | |||
245 | #------------------------------------- |
|
246 | #------------------------------------- | |
246 | # dict-access |
|
247 | # dict-access | |
247 | #------------------------------------- |
|
248 | #------------------------------------- | |
248 |
|
249 | |||
249 | def __getitem__(self, key): |
|
250 | def __getitem__(self, key): | |
250 | """getitem returns result value(s) if keyed by int/slice, or metadata if key is str. |
|
251 | """getitem returns result value(s) if keyed by int/slice, or metadata if key is str. | |
251 | """ |
|
252 | """ | |
252 | if isinstance(key, int): |
|
253 | if isinstance(key, int): | |
253 | self._check_ready() |
|
254 | self._check_ready() | |
254 | return error.collect_exceptions([self._result[key]], self._fname)[0] |
|
255 | return error.collect_exceptions([self._result[key]], self._fname)[0] | |
255 | elif isinstance(key, slice): |
|
256 | elif isinstance(key, slice): | |
256 | self._check_ready() |
|
257 | self._check_ready() | |
257 | return error.collect_exceptions(self._result[key], self._fname) |
|
258 | return error.collect_exceptions(self._result[key], self._fname) | |
258 | elif isinstance(key, basestring): |
|
259 | elif isinstance(key, basestring): | |
259 | # metadata proxy *does not* require that results are done |
|
260 | # metadata proxy *does not* require that results are done | |
260 | self.wait(0) |
|
261 | self.wait(0) | |
261 | values = [ md[key] for md in self._metadata ] |
|
262 | values = [ md[key] for md in self._metadata ] | |
262 | if self._single_result: |
|
263 | if self._single_result: | |
263 | return values[0] |
|
264 | return values[0] | |
264 | else: |
|
265 | else: | |
265 | return values |
|
266 | return values | |
266 | else: |
|
267 | else: | |
267 | raise TypeError("Invalid key type %r, must be 'int','slice', or 'str'"%type(key)) |
|
268 | raise TypeError("Invalid key type %r, must be 'int','slice', or 'str'"%type(key)) | |
268 |
|
269 | |||
269 | def __getattr__(self, key): |
|
270 | def __getattr__(self, key): | |
270 | """getattr maps to getitem for convenient attr access to metadata.""" |
|
271 | """getattr maps to getitem for convenient attr access to metadata.""" | |
271 | try: |
|
272 | try: | |
272 | return self.__getitem__(key) |
|
273 | return self.__getitem__(key) | |
273 | except (error.TimeoutError, KeyError): |
|
274 | except (error.TimeoutError, KeyError): | |
274 | raise AttributeError("%r object has no attribute %r"%( |
|
275 | raise AttributeError("%r object has no attribute %r"%( | |
275 | self.__class__.__name__, key)) |
|
276 | self.__class__.__name__, key)) | |
276 |
|
277 | |||
277 | # asynchronous iterator: |
|
278 | # asynchronous iterator: | |
278 | def __iter__(self): |
|
279 | def __iter__(self): | |
279 | if self._single_result: |
|
280 | if self._single_result: | |
280 | raise TypeError("AsyncResults with a single result are not iterable.") |
|
281 | raise TypeError("AsyncResults with a single result are not iterable.") | |
281 | try: |
|
282 | try: | |
282 | rlist = self.get(0) |
|
283 | rlist = self.get(0) | |
283 | except error.TimeoutError: |
|
284 | except error.TimeoutError: | |
284 | # wait for each result individually |
|
285 | # wait for each result individually | |
285 | for msg_id in self.msg_ids: |
|
286 | for msg_id in self.msg_ids: | |
286 | ar = AsyncResult(self._client, msg_id, self._fname) |
|
287 | ar = AsyncResult(self._client, msg_id, self._fname) | |
287 | yield ar.get() |
|
288 | yield ar.get() | |
288 | else: |
|
289 | else: | |
289 | # already done |
|
290 | # already done | |
290 | for r in rlist: |
|
291 | for r in rlist: | |
291 | yield r |
|
292 | yield r | |
292 |
|
293 | |||
293 | def __len__(self): |
|
294 | def __len__(self): | |
294 | return len(self.msg_ids) |
|
295 | return len(self.msg_ids) | |
295 |
|
296 | |||
296 | #------------------------------------- |
|
297 | #------------------------------------- | |
297 | # Sugar methods and attributes |
|
298 | # Sugar methods and attributes | |
298 | #------------------------------------- |
|
299 | #------------------------------------- | |
299 |
|
300 | |||
300 | def timedelta(self, start, end, start_key=min, end_key=max): |
|
301 | def timedelta(self, start, end, start_key=min, end_key=max): | |
301 | """compute the difference between two sets of timestamps |
|
302 | """compute the difference between two sets of timestamps | |
302 |
|
303 | |||
303 | The default behavior is to use the earliest of the first |
|
304 | The default behavior is to use the earliest of the first | |
304 | and the latest of the second list, but this can be changed |
|
305 | and the latest of the second list, but this can be changed | |
305 | by passing a different |
|
306 | by passing a different | |
306 |
|
307 | |||
307 | Parameters |
|
308 | Parameters | |
308 | ---------- |
|
309 | ---------- | |
309 |
|
310 | |||
310 | start : one or more datetime objects (e.g. ar.submitted) |
|
311 | start : one or more datetime objects (e.g. ar.submitted) | |
311 | end : one or more datetime objects (e.g. ar.received) |
|
312 | end : one or more datetime objects (e.g. ar.received) | |
312 | start_key : callable |
|
313 | start_key : callable | |
313 | Function to call on `start` to extract the relevant |
|
314 | Function to call on `start` to extract the relevant | |
314 | entry [defalt: min] |
|
315 | entry [defalt: min] | |
315 | end_key : callable |
|
316 | end_key : callable | |
316 | Function to call on `end` to extract the relevant |
|
317 | Function to call on `end` to extract the relevant | |
317 | entry [default: max] |
|
318 | entry [default: max] | |
318 |
|
319 | |||
319 | Returns |
|
320 | Returns | |
320 | ------- |
|
321 | ------- | |
321 |
|
322 | |||
322 | dt : float |
|
323 | dt : float | |
323 | The time elapsed (in seconds) between the two selected timestamps. |
|
324 | The time elapsed (in seconds) between the two selected timestamps. | |
324 | """ |
|
325 | """ | |
325 | if not isinstance(start, datetime): |
|
326 | if not isinstance(start, datetime): | |
326 | # handle single_result AsyncResults, where ar.stamp is single object, |
|
327 | # handle single_result AsyncResults, where ar.stamp is single object, | |
327 | # not a list |
|
328 | # not a list | |
328 | start = start_key(start) |
|
329 | start = start_key(start) | |
329 | if not isinstance(end, datetime): |
|
330 | if not isinstance(end, datetime): | |
330 | # handle single_result AsyncResults, where ar.stamp is single object, |
|
331 | # handle single_result AsyncResults, where ar.stamp is single object, | |
331 | # not a list |
|
332 | # not a list | |
332 | end = end_key(end) |
|
333 | end = end_key(end) | |
333 | return _total_seconds(end - start) |
|
334 | return _total_seconds(end - start) | |
334 |
|
335 | |||
335 | @property |
|
336 | @property | |
336 | def progress(self): |
|
337 | def progress(self): | |
337 | """the number of tasks which have been completed at this point. |
|
338 | """the number of tasks which have been completed at this point. | |
338 |
|
339 | |||
339 | Fractional progress would be given by 1.0 * ar.progress / len(ar) |
|
340 | Fractional progress would be given by 1.0 * ar.progress / len(ar) | |
340 | """ |
|
341 | """ | |
341 | self.wait(0) |
|
342 | self.wait(0) | |
342 | return len(self) - len(set(self.msg_ids).intersection(self._client.outstanding)) |
|
343 | return len(self) - len(set(self.msg_ids).intersection(self._client.outstanding)) | |
343 |
|
344 | |||
344 | @property |
|
345 | @property | |
345 | def elapsed(self): |
|
346 | def elapsed(self): | |
346 | """elapsed time since initial submission""" |
|
347 | """elapsed time since initial submission""" | |
347 | if self.ready(): |
|
348 | if self.ready(): | |
348 | return self.wall_time |
|
349 | return self.wall_time | |
349 |
|
350 | |||
350 | now = submitted = datetime.now() |
|
351 | now = submitted = datetime.now() | |
351 | for msg_id in self.msg_ids: |
|
352 | for msg_id in self.msg_ids: | |
352 | if msg_id in self._client.metadata: |
|
353 | if msg_id in self._client.metadata: | |
353 | stamp = self._client.metadata[msg_id]['submitted'] |
|
354 | stamp = self._client.metadata[msg_id]['submitted'] | |
354 | if stamp and stamp < submitted: |
|
355 | if stamp and stamp < submitted: | |
355 | submitted = stamp |
|
356 | submitted = stamp | |
356 | return _total_seconds(now-submitted) |
|
357 | return _total_seconds(now-submitted) | |
357 |
|
358 | |||
358 | @property |
|
359 | @property | |
359 | @check_ready |
|
360 | @check_ready | |
360 | def serial_time(self): |
|
361 | def serial_time(self): | |
361 | """serial computation time of a parallel calculation |
|
362 | """serial computation time of a parallel calculation | |
362 |
|
363 | |||
363 | Computed as the sum of (completed-started) of each task |
|
364 | Computed as the sum of (completed-started) of each task | |
364 | """ |
|
365 | """ | |
365 | t = 0 |
|
366 | t = 0 | |
366 | for md in self._metadata: |
|
367 | for md in self._metadata: | |
367 | t += _total_seconds(md['completed'] - md['started']) |
|
368 | t += _total_seconds(md['completed'] - md['started']) | |
368 | return t |
|
369 | return t | |
369 |
|
370 | |||
370 | @property |
|
371 | @property | |
371 | @check_ready |
|
372 | @check_ready | |
372 | def wall_time(self): |
|
373 | def wall_time(self): | |
373 | """actual computation time of a parallel calculation |
|
374 | """actual computation time of a parallel calculation | |
374 |
|
375 | |||
375 | Computed as the time between the latest `received` stamp |
|
376 | Computed as the time between the latest `received` stamp | |
376 | and the earliest `submitted`. |
|
377 | and the earliest `submitted`. | |
377 |
|
378 | |||
378 | Only reliable if Client was spinning/waiting when the task finished, because |
|
379 | Only reliable if Client was spinning/waiting when the task finished, because | |
379 | the `received` timestamp is created when a result is pulled off of the zmq queue, |
|
380 | the `received` timestamp is created when a result is pulled off of the zmq queue, | |
380 | which happens as a result of `client.spin()`. |
|
381 | which happens as a result of `client.spin()`. | |
381 |
|
382 | |||
382 | For similar comparison of other timestamp pairs, check out AsyncResult.timedelta. |
|
383 | For similar comparison of other timestamp pairs, check out AsyncResult.timedelta. | |
383 |
|
384 | |||
384 | """ |
|
385 | """ | |
385 | return self.timedelta(self.submitted, self.received) |
|
386 | return self.timedelta(self.submitted, self.received) | |
386 |
|
387 | |||
387 | def wait_interactive(self, interval=1., timeout=-1): |
|
388 | def wait_interactive(self, interval=1., timeout=-1): | |
388 | """interactive wait, printing progress at regular intervals""" |
|
389 | """interactive wait, printing progress at regular intervals""" | |
389 | if timeout is None: |
|
390 | if timeout is None: | |
390 | timeout = -1 |
|
391 | timeout = -1 | |
391 | N = len(self) |
|
392 | N = len(self) | |
392 | tic = time.time() |
|
393 | tic = time.time() | |
393 | while not self.ready() and (timeout < 0 or time.time() - tic <= timeout): |
|
394 | while not self.ready() and (timeout < 0 or time.time() - tic <= timeout): | |
394 | self.wait(interval) |
|
395 | self.wait(interval) | |
395 | clear_output() |
|
396 | clear_output() | |
396 | print("%4i/%i tasks finished after %4i s" % (self.progress, N, self.elapsed), end="") |
|
397 | print("%4i/%i tasks finished after %4i s" % (self.progress, N, self.elapsed), end="") | |
397 | sys.stdout.flush() |
|
398 | sys.stdout.flush() | |
398 | print() |
|
399 | print() | |
399 | print("done") |
|
400 | print("done") | |
400 |
|
401 | |||
401 | def _republish_displaypub(self, content, eid): |
|
402 | def _republish_displaypub(self, content, eid): | |
402 | """republish individual displaypub content dicts""" |
|
403 | """republish individual displaypub content dicts""" | |
403 | try: |
|
404 | try: | |
404 | ip = get_ipython() |
|
405 | ip = get_ipython() | |
405 | except NameError: |
|
406 | except NameError: | |
406 | # displaypub is meaningless outside IPython |
|
407 | # displaypub is meaningless outside IPython | |
407 | return |
|
408 | return | |
408 | md = content['metadata'] or {} |
|
409 | md = content['metadata'] or {} | |
409 | md['engine'] = eid |
|
410 | md['engine'] = eid | |
410 | ip.display_pub.publish(content['source'], content['data'], md) |
|
411 | ip.display_pub.publish(content['source'], content['data'], md) | |
411 |
|
412 | |||
412 | def _display_stream(self, text, prefix='', file=None): |
|
413 | def _display_stream(self, text, prefix='', file=None): | |
413 | if not text: |
|
414 | if not text: | |
414 | # nothing to display |
|
415 | # nothing to display | |
415 | return |
|
416 | return | |
416 | if file is None: |
|
417 | if file is None: | |
417 | file = sys.stdout |
|
418 | file = sys.stdout | |
418 | end = '' if text.endswith('\n') else '\n' |
|
419 | end = '' if text.endswith('\n') else '\n' | |
419 |
|
420 | |||
420 | multiline = text.count('\n') > int(text.endswith('\n')) |
|
421 | multiline = text.count('\n') > int(text.endswith('\n')) | |
421 | if prefix and multiline and not text.startswith('\n'): |
|
422 | if prefix and multiline and not text.startswith('\n'): | |
422 | prefix = prefix + '\n' |
|
423 | prefix = prefix + '\n' | |
423 | print("%s%s" % (prefix, text), file=file, end=end) |
|
424 | print("%s%s" % (prefix, text), file=file, end=end) | |
424 |
|
425 | |||
425 |
|
426 | |||
426 | def _display_single_result(self): |
|
427 | def _display_single_result(self): | |
427 | self._display_stream(self.stdout) |
|
428 | self._display_stream(self.stdout) | |
428 | self._display_stream(self.stderr, file=sys.stderr) |
|
429 | self._display_stream(self.stderr, file=sys.stderr) | |
429 |
|
430 | |||
430 | try: |
|
431 | try: | |
431 | get_ipython() |
|
432 | get_ipython() | |
432 | except NameError: |
|
433 | except NameError: | |
433 | # displaypub is meaningless outside IPython |
|
434 | # displaypub is meaningless outside IPython | |
434 | return |
|
435 | return | |
435 |
|
436 | |||
436 | for output in self.outputs: |
|
437 | for output in self.outputs: | |
437 | self._republish_displaypub(output, self.engine_id) |
|
438 | self._republish_displaypub(output, self.engine_id) | |
438 |
|
439 | |||
439 | if self.pyout is not None: |
|
440 | if self.pyout is not None: | |
440 | display(self.get()) |
|
441 | display(self.get()) | |
441 |
|
442 | |||
442 | def _wait_for_outputs(self, timeout=-1): |
|
443 | def _wait_for_outputs(self, timeout=-1): | |
443 | """wait for the 'status=idle' message that indicates we have all outputs |
|
444 | """wait for the 'status=idle' message that indicates we have all outputs | |
444 | """ |
|
445 | """ | |
445 | if self._outputs_ready or not self._success: |
|
446 | if self._outputs_ready or not self._success: | |
446 | # don't wait on errors |
|
447 | # don't wait on errors | |
447 | return |
|
448 | return | |
448 |
|
449 | |||
449 | # cast None to -1 for infinite timeout |
|
450 | # cast None to -1 for infinite timeout | |
450 | if timeout is None: |
|
451 | if timeout is None: | |
451 | timeout = -1 |
|
452 | timeout = -1 | |
452 |
|
453 | |||
453 | tic = time.time() |
|
454 | tic = time.time() | |
454 | self._client._flush_iopub(self._client._iopub_socket) |
|
455 | self._client._flush_iopub(self._client._iopub_socket) | |
455 | self._outputs_ready = all(md['outputs_ready'] for md in self._metadata) |
|
456 | self._outputs_ready = all(md['outputs_ready'] for md in self._metadata) | |
456 | while not self._outputs_ready: |
|
457 | while not self._outputs_ready: | |
457 | time.sleep(0.01) |
|
458 | time.sleep(0.01) | |
458 | self._client._flush_iopub(self._client._iopub_socket) |
|
459 | self._client._flush_iopub(self._client._iopub_socket) | |
459 | self._outputs_ready = all(md['outputs_ready'] for md in self._metadata) |
|
460 | self._outputs_ready = all(md['outputs_ready'] for md in self._metadata) | |
460 | if timeout >= 0 and time.time() > tic + timeout: |
|
461 | if timeout >= 0 and time.time() > tic + timeout: | |
461 | break |
|
462 | break | |
462 |
|
463 | |||
463 | @check_ready |
|
464 | @check_ready | |
464 | def display_outputs(self, groupby="type"): |
|
465 | def display_outputs(self, groupby="type"): | |
465 | """republish the outputs of the computation |
|
466 | """republish the outputs of the computation | |
466 |
|
467 | |||
467 | Parameters |
|
468 | Parameters | |
468 | ---------- |
|
469 | ---------- | |
469 |
|
470 | |||
470 | groupby : str [default: type] |
|
471 | groupby : str [default: type] | |
471 | if 'type': |
|
472 | if 'type': | |
472 | Group outputs by type (show all stdout, then all stderr, etc.): |
|
473 | Group outputs by type (show all stdout, then all stderr, etc.): | |
473 |
|
474 | |||
474 | [stdout:1] foo |
|
475 | [stdout:1] foo | |
475 | [stdout:2] foo |
|
476 | [stdout:2] foo | |
476 | [stderr:1] bar |
|
477 | [stderr:1] bar | |
477 | [stderr:2] bar |
|
478 | [stderr:2] bar | |
478 | if 'engine': |
|
479 | if 'engine': | |
479 | Display outputs for each engine before moving on to the next: |
|
480 | Display outputs for each engine before moving on to the next: | |
480 |
|
481 | |||
481 | [stdout:1] foo |
|
482 | [stdout:1] foo | |
482 | [stderr:1] bar |
|
483 | [stderr:1] bar | |
483 | [stdout:2] foo |
|
484 | [stdout:2] foo | |
484 | [stderr:2] bar |
|
485 | [stderr:2] bar | |
485 |
|
486 | |||
486 | if 'order': |
|
487 | if 'order': | |
487 | Like 'type', but further collate individual displaypub |
|
488 | Like 'type', but further collate individual displaypub | |
488 | outputs. This is meant for cases of each command producing |
|
489 | outputs. This is meant for cases of each command producing | |
489 | several plots, and you would like to see all of the first |
|
490 | several plots, and you would like to see all of the first | |
490 | plots together, then all of the second plots, and so on. |
|
491 | plots together, then all of the second plots, and so on. | |
491 | """ |
|
492 | """ | |
492 | if self._single_result: |
|
493 | if self._single_result: | |
493 | self._display_single_result() |
|
494 | self._display_single_result() | |
494 | return |
|
495 | return | |
495 |
|
496 | |||
496 | stdouts = self.stdout |
|
497 | stdouts = self.stdout | |
497 | stderrs = self.stderr |
|
498 | stderrs = self.stderr | |
498 | pyouts = self.pyout |
|
499 | pyouts = self.pyout | |
499 | output_lists = self.outputs |
|
500 | output_lists = self.outputs | |
500 | results = self.get() |
|
501 | results = self.get() | |
501 |
|
502 | |||
502 | targets = self.engine_id |
|
503 | targets = self.engine_id | |
503 |
|
504 | |||
504 | if groupby == "engine": |
|
505 | if groupby == "engine": | |
505 | for eid,stdout,stderr,outputs,r,pyout in zip( |
|
506 | for eid,stdout,stderr,outputs,r,pyout in zip( | |
506 | targets, stdouts, stderrs, output_lists, results, pyouts |
|
507 | targets, stdouts, stderrs, output_lists, results, pyouts | |
507 | ): |
|
508 | ): | |
508 | self._display_stream(stdout, '[stdout:%i] ' % eid) |
|
509 | self._display_stream(stdout, '[stdout:%i] ' % eid) | |
509 | self._display_stream(stderr, '[stderr:%i] ' % eid, file=sys.stderr) |
|
510 | self._display_stream(stderr, '[stderr:%i] ' % eid, file=sys.stderr) | |
510 |
|
511 | |||
511 | try: |
|
512 | try: | |
512 | get_ipython() |
|
513 | get_ipython() | |
513 | except NameError: |
|
514 | except NameError: | |
514 | # displaypub is meaningless outside IPython |
|
515 | # displaypub is meaningless outside IPython | |
515 | return |
|
516 | return | |
516 |
|
517 | |||
517 | if outputs or pyout is not None: |
|
518 | if outputs or pyout is not None: | |
518 | _raw_text('[output:%i]' % eid) |
|
519 | _raw_text('[output:%i]' % eid) | |
519 |
|
520 | |||
520 | for output in outputs: |
|
521 | for output in outputs: | |
521 | self._republish_displaypub(output, eid) |
|
522 | self._republish_displaypub(output, eid) | |
522 |
|
523 | |||
523 | if pyout is not None: |
|
524 | if pyout is not None: | |
524 | display(r) |
|
525 | display(r) | |
525 |
|
526 | |||
526 | elif groupby in ('type', 'order'): |
|
527 | elif groupby in ('type', 'order'): | |
527 | # republish stdout: |
|
528 | # republish stdout: | |
528 | for eid,stdout in zip(targets, stdouts): |
|
529 | for eid,stdout in zip(targets, stdouts): | |
529 | self._display_stream(stdout, '[stdout:%i] ' % eid) |
|
530 | self._display_stream(stdout, '[stdout:%i] ' % eid) | |
530 |
|
531 | |||
531 | # republish stderr: |
|
532 | # republish stderr: | |
532 | for eid,stderr in zip(targets, stderrs): |
|
533 | for eid,stderr in zip(targets, stderrs): | |
533 | self._display_stream(stderr, '[stderr:%i] ' % eid, file=sys.stderr) |
|
534 | self._display_stream(stderr, '[stderr:%i] ' % eid, file=sys.stderr) | |
534 |
|
535 | |||
535 | try: |
|
536 | try: | |
536 | get_ipython() |
|
537 | get_ipython() | |
537 | except NameError: |
|
538 | except NameError: | |
538 | # displaypub is meaningless outside IPython |
|
539 | # displaypub is meaningless outside IPython | |
539 | return |
|
540 | return | |
540 |
|
541 | |||
541 | if groupby == 'order': |
|
542 | if groupby == 'order': | |
542 | output_dict = dict((eid, outputs) for eid,outputs in zip(targets, output_lists)) |
|
543 | output_dict = dict((eid, outputs) for eid,outputs in zip(targets, output_lists)) | |
543 | N = max(len(outputs) for outputs in output_lists) |
|
544 | N = max(len(outputs) for outputs in output_lists) | |
544 | for i in range(N): |
|
545 | for i in range(N): | |
545 | for eid in targets: |
|
546 | for eid in targets: | |
546 | outputs = output_dict[eid] |
|
547 | outputs = output_dict[eid] | |
547 | if len(outputs) >= N: |
|
548 | if len(outputs) >= N: | |
548 | _raw_text('[output:%i]' % eid) |
|
549 | _raw_text('[output:%i]' % eid) | |
549 | self._republish_displaypub(outputs[i], eid) |
|
550 | self._republish_displaypub(outputs[i], eid) | |
550 | else: |
|
551 | else: | |
551 | # republish displaypub output |
|
552 | # republish displaypub output | |
552 | for eid,outputs in zip(targets, output_lists): |
|
553 | for eid,outputs in zip(targets, output_lists): | |
553 | if outputs: |
|
554 | if outputs: | |
554 | _raw_text('[output:%i]' % eid) |
|
555 | _raw_text('[output:%i]' % eid) | |
555 | for output in outputs: |
|
556 | for output in outputs: | |
556 | self._republish_displaypub(output, eid) |
|
557 | self._republish_displaypub(output, eid) | |
557 |
|
558 | |||
558 | # finally, add pyout: |
|
559 | # finally, add pyout: | |
559 | for eid,r,pyout in zip(targets, results, pyouts): |
|
560 | for eid,r,pyout in zip(targets, results, pyouts): | |
560 | if pyout is not None: |
|
561 | if pyout is not None: | |
561 | display(r) |
|
562 | display(r) | |
562 |
|
563 | |||
563 | else: |
|
564 | else: | |
564 | raise ValueError("groupby must be one of 'type', 'engine', 'collate', not %r" % groupby) |
|
565 | raise ValueError("groupby must be one of 'type', 'engine', 'collate', not %r" % groupby) | |
565 |
|
566 | |||
566 |
|
567 | |||
567 |
|
568 | |||
568 |
|
569 | |||
569 | class AsyncMapResult(AsyncResult): |
|
570 | class AsyncMapResult(AsyncResult): | |
570 | """Class for representing results of non-blocking gathers. |
|
571 | """Class for representing results of non-blocking gathers. | |
571 |
|
572 | |||
572 | This will properly reconstruct the gather. |
|
573 | This will properly reconstruct the gather. | |
573 |
|
574 | |||
574 | This class is iterable at any time, and will wait on results as they come. |
|
575 | This class is iterable at any time, and will wait on results as they come. | |
575 |
|
576 | |||
576 | If ordered=False, then the first results to arrive will come first, otherwise |
|
577 | If ordered=False, then the first results to arrive will come first, otherwise | |
577 | results will be yielded in the order they were submitted. |
|
578 | results will be yielded in the order they were submitted. | |
578 |
|
579 | |||
579 | """ |
|
580 | """ | |
580 |
|
581 | |||
581 | def __init__(self, client, msg_ids, mapObject, fname='', ordered=True): |
|
582 | def __init__(self, client, msg_ids, mapObject, fname='', ordered=True): | |
582 | AsyncResult.__init__(self, client, msg_ids, fname=fname) |
|
583 | AsyncResult.__init__(self, client, msg_ids, fname=fname) | |
583 | self._mapObject = mapObject |
|
584 | self._mapObject = mapObject | |
584 | self._single_result = False |
|
585 | self._single_result = False | |
585 | self.ordered = ordered |
|
586 | self.ordered = ordered | |
586 |
|
587 | |||
587 | def _reconstruct_result(self, res): |
|
588 | def _reconstruct_result(self, res): | |
588 | """Perform the gather on the actual results.""" |
|
589 | """Perform the gather on the actual results.""" | |
589 | return self._mapObject.joinPartitions(res) |
|
590 | return self._mapObject.joinPartitions(res) | |
590 |
|
591 | |||
591 | # asynchronous iterator: |
|
592 | # asynchronous iterator: | |
592 | def __iter__(self): |
|
593 | def __iter__(self): | |
593 | it = self._ordered_iter if self.ordered else self._unordered_iter |
|
594 | it = self._ordered_iter if self.ordered else self._unordered_iter | |
594 | for r in it(): |
|
595 | for r in it(): | |
595 | yield r |
|
596 | yield r | |
596 |
|
597 | |||
597 | # asynchronous ordered iterator: |
|
598 | # asynchronous ordered iterator: | |
598 | def _ordered_iter(self): |
|
599 | def _ordered_iter(self): | |
599 | """iterator for results *as they arrive*, preserving submission order.""" |
|
600 | """iterator for results *as they arrive*, preserving submission order.""" | |
600 | try: |
|
601 | try: | |
601 | rlist = self.get(0) |
|
602 | rlist = self.get(0) | |
602 | except error.TimeoutError: |
|
603 | except error.TimeoutError: | |
603 | # wait for each result individually |
|
604 | # wait for each result individually | |
604 | for msg_id in self.msg_ids: |
|
605 | for msg_id in self.msg_ids: | |
605 | ar = AsyncResult(self._client, msg_id, self._fname) |
|
606 | ar = AsyncResult(self._client, msg_id, self._fname) | |
606 | rlist = ar.get() |
|
607 | rlist = ar.get() | |
607 | try: |
|
608 | try: | |
608 | for r in rlist: |
|
609 | for r in rlist: | |
609 | yield r |
|
610 | yield r | |
610 | except TypeError: |
|
611 | except TypeError: | |
611 | # flattened, not a list |
|
612 | # flattened, not a list | |
612 | # this could get broken by flattened data that returns iterables |
|
613 | # this could get broken by flattened data that returns iterables | |
613 | # but most calls to map do not expose the `flatten` argument |
|
614 | # but most calls to map do not expose the `flatten` argument | |
614 | yield rlist |
|
615 | yield rlist | |
615 | else: |
|
616 | else: | |
616 | # already done |
|
617 | # already done | |
617 | for r in rlist: |
|
618 | for r in rlist: | |
618 | yield r |
|
619 | yield r | |
619 |
|
620 | |||
620 | # asynchronous unordered iterator: |
|
621 | # asynchronous unordered iterator: | |
621 | def _unordered_iter(self): |
|
622 | def _unordered_iter(self): | |
622 | """iterator for results *as they arrive*, on FCFS basis, ignoring submission order.""" |
|
623 | """iterator for results *as they arrive*, on FCFS basis, ignoring submission order.""" | |
623 | try: |
|
624 | try: | |
624 | rlist = self.get(0) |
|
625 | rlist = self.get(0) | |
625 | except error.TimeoutError: |
|
626 | except error.TimeoutError: | |
626 | pending = set(self.msg_ids) |
|
627 | pending = set(self.msg_ids) | |
627 | while pending: |
|
628 | while pending: | |
628 | try: |
|
629 | try: | |
629 | self._client.wait(pending, 1e-3) |
|
630 | self._client.wait(pending, 1e-3) | |
630 | except error.TimeoutError: |
|
631 | except error.TimeoutError: | |
631 | # ignore timeout error, because that only means |
|
632 | # ignore timeout error, because that only means | |
632 | # *some* jobs are outstanding |
|
633 | # *some* jobs are outstanding | |
633 | pass |
|
634 | pass | |
634 | # update ready set with those no longer outstanding: |
|
635 | # update ready set with those no longer outstanding: | |
635 | ready = pending.difference(self._client.outstanding) |
|
636 | ready = pending.difference(self._client.outstanding) | |
636 | # update pending to exclude those that are finished |
|
637 | # update pending to exclude those that are finished | |
637 | pending = pending.difference(ready) |
|
638 | pending = pending.difference(ready) | |
638 | while ready: |
|
639 | while ready: | |
639 | msg_id = ready.pop() |
|
640 | msg_id = ready.pop() | |
640 | ar = AsyncResult(self._client, msg_id, self._fname) |
|
641 | ar = AsyncResult(self._client, msg_id, self._fname) | |
641 | rlist = ar.get() |
|
642 | rlist = ar.get() | |
642 | try: |
|
643 | try: | |
643 | for r in rlist: |
|
644 | for r in rlist: | |
644 | yield r |
|
645 | yield r | |
645 | except TypeError: |
|
646 | except TypeError: | |
646 | # flattened, not a list |
|
647 | # flattened, not a list | |
647 | # this could get broken by flattened data that returns iterables |
|
648 | # this could get broken by flattened data that returns iterables | |
648 | # but most calls to map do not expose the `flatten` argument |
|
649 | # but most calls to map do not expose the `flatten` argument | |
649 | yield rlist |
|
650 | yield rlist | |
650 | else: |
|
651 | else: | |
651 | # already done |
|
652 | # already done | |
652 | for r in rlist: |
|
653 | for r in rlist: | |
653 | yield r |
|
654 | yield r | |
654 |
|
655 | |||
655 |
|
656 | |||
656 | class AsyncHubResult(AsyncResult): |
|
657 | class AsyncHubResult(AsyncResult): | |
657 | """Class to wrap pending results that must be requested from the Hub. |
|
658 | """Class to wrap pending results that must be requested from the Hub. | |
658 |
|
659 | |||
659 | Note that waiting/polling on these objects requires polling the Hubover the network, |
|
660 | Note that waiting/polling on these objects requires polling the Hubover the network, | |
660 | so use `AsyncHubResult.wait()` sparingly. |
|
661 | so use `AsyncHubResult.wait()` sparingly. | |
661 | """ |
|
662 | """ | |
662 |
|
663 | |||
663 | def _wait_for_outputs(self, timeout=-1): |
|
664 | def _wait_for_outputs(self, timeout=-1): | |
664 | """no-op, because HubResults are never incomplete""" |
|
665 | """no-op, because HubResults are never incomplete""" | |
665 | self._outputs_ready = True |
|
666 | self._outputs_ready = True | |
666 |
|
667 | |||
667 | def wait(self, timeout=-1): |
|
668 | def wait(self, timeout=-1): | |
668 | """wait for result to complete.""" |
|
669 | """wait for result to complete.""" | |
669 | start = time.time() |
|
670 | start = time.time() | |
670 | if self._ready: |
|
671 | if self._ready: | |
671 | return |
|
672 | return | |
672 | local_ids = filter(lambda msg_id: msg_id in self._client.outstanding, self.msg_ids) |
|
673 | local_ids = filter(lambda msg_id: msg_id in self._client.outstanding, self.msg_ids) | |
673 | local_ready = self._client.wait(local_ids, timeout) |
|
674 | local_ready = self._client.wait(local_ids, timeout) | |
674 | if local_ready: |
|
675 | if local_ready: | |
675 | remote_ids = filter(lambda msg_id: msg_id not in self._client.results, self.msg_ids) |
|
676 | remote_ids = filter(lambda msg_id: msg_id not in self._client.results, self.msg_ids) | |
676 | if not remote_ids: |
|
677 | if not remote_ids: | |
677 | self._ready = True |
|
678 | self._ready = True | |
678 | else: |
|
679 | else: | |
679 | rdict = self._client.result_status(remote_ids, status_only=False) |
|
680 | rdict = self._client.result_status(remote_ids, status_only=False) | |
680 | pending = rdict['pending'] |
|
681 | pending = rdict['pending'] | |
681 | while pending and (timeout < 0 or time.time() < start+timeout): |
|
682 | while pending and (timeout < 0 or time.time() < start+timeout): | |
682 | rdict = self._client.result_status(remote_ids, status_only=False) |
|
683 | rdict = self._client.result_status(remote_ids, status_only=False) | |
683 | pending = rdict['pending'] |
|
684 | pending = rdict['pending'] | |
684 | if pending: |
|
685 | if pending: | |
685 | time.sleep(0.1) |
|
686 | time.sleep(0.1) | |
686 | if not pending: |
|
687 | if not pending: | |
687 | self._ready = True |
|
688 | self._ready = True | |
688 | if self._ready: |
|
689 | if self._ready: | |
689 | try: |
|
690 | try: | |
690 | results = map(self._client.results.get, self.msg_ids) |
|
691 | results = map(self._client.results.get, self.msg_ids) | |
691 | self._result = results |
|
692 | self._result = results | |
692 | if self._single_result: |
|
693 | if self._single_result: | |
693 | r = results[0] |
|
694 | r = results[0] | |
694 | if isinstance(r, Exception): |
|
695 | if isinstance(r, Exception): | |
695 | raise r |
|
696 | raise r | |
696 | else: |
|
697 | else: | |
697 | results = error.collect_exceptions(results, self._fname) |
|
698 | results = error.collect_exceptions(results, self._fname) | |
698 | self._result = self._reconstruct_result(results) |
|
699 | self._result = self._reconstruct_result(results) | |
699 | except Exception as e: |
|
700 | except Exception as e: | |
700 | self._exception = e |
|
701 | self._exception = e | |
701 | self._success = False |
|
702 | self._success = False | |
702 | else: |
|
703 | else: | |
703 | self._success = True |
|
704 | self._success = True | |
704 | finally: |
|
705 | finally: | |
705 | self._metadata = map(self._client.metadata.get, self.msg_ids) |
|
706 | self._metadata = map(self._client.metadata.get, self.msg_ids) | |
706 |
|
707 | |||
707 | __all__ = ['AsyncResult', 'AsyncMapResult', 'AsyncHubResult'] |
|
708 | __all__ = ['AsyncResult', 'AsyncMapResult', 'AsyncHubResult'] |
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