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@@ -1,1093 +1,1100 b'' | |||||
1 | """Views of remote engines. |
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1 | """Views of remote engines. | |
2 |
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2 | |||
3 | Authors: |
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3 | Authors: | |
4 |
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4 | |||
5 | * Min RK |
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5 | * Min RK | |
6 | """ |
|
6 | """ | |
7 | #----------------------------------------------------------------------------- |
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7 | #----------------------------------------------------------------------------- | |
8 | # Copyright (C) 2010-2011 The IPython Development Team |
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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 |
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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 | #----------------------------------------------------------------------------- |
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12 | #----------------------------------------------------------------------------- | |
13 |
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13 | |||
14 | #----------------------------------------------------------------------------- |
|
14 | #----------------------------------------------------------------------------- | |
15 | # Imports |
|
15 | # Imports | |
16 | #----------------------------------------------------------------------------- |
|
16 | #----------------------------------------------------------------------------- | |
17 |
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17 | |||
18 | import imp |
|
18 | import imp | |
19 | import sys |
|
19 | import sys | |
20 | import warnings |
|
20 | import warnings | |
21 | from contextlib import contextmanager |
|
21 | from contextlib import contextmanager | |
22 | from types import ModuleType |
|
22 | from types import ModuleType | |
23 |
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23 | |||
24 | import zmq |
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24 | import zmq | |
25 |
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25 | |||
26 | from IPython.testing.skipdoctest import skip_doctest |
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26 | from IPython.testing.skipdoctest import skip_doctest | |
27 | from IPython.utils.traitlets import ( |
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27 | from IPython.utils.traitlets import ( | |
28 | HasTraits, Any, Bool, List, Dict, Set, Instance, CFloat, Integer |
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28 | HasTraits, Any, Bool, List, Dict, Set, Instance, CFloat, Integer | |
29 | ) |
|
29 | ) | |
30 | from IPython.external.decorator import decorator |
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30 | from IPython.external.decorator import decorator | |
31 |
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31 | |||
32 | from IPython.parallel import util |
|
32 | from IPython.parallel import util | |
33 | from IPython.parallel.controller.dependency import Dependency, dependent |
|
33 | from IPython.parallel.controller.dependency import Dependency, dependent | |
34 |
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34 | |||
35 | from . import map as Map |
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35 | from . import map as Map | |
36 | from .asyncresult import AsyncResult, AsyncMapResult |
|
36 | from .asyncresult import AsyncResult, AsyncMapResult | |
37 | from .remotefunction import ParallelFunction, parallel, remote, getname |
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37 | from .remotefunction import ParallelFunction, parallel, remote, getname | |
38 |
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38 | |||
39 | #----------------------------------------------------------------------------- |
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39 | #----------------------------------------------------------------------------- | |
40 | # Decorators |
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40 | # Decorators | |
41 | #----------------------------------------------------------------------------- |
|
41 | #----------------------------------------------------------------------------- | |
42 |
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42 | |||
43 | @decorator |
|
43 | @decorator | |
44 | def save_ids(f, self, *args, **kwargs): |
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44 | def save_ids(f, self, *args, **kwargs): | |
45 | """Keep our history and outstanding attributes up to date after a method call.""" |
|
45 | """Keep our history and outstanding attributes up to date after a method call.""" | |
46 | n_previous = len(self.client.history) |
|
46 | n_previous = len(self.client.history) | |
47 | try: |
|
47 | try: | |
48 | ret = f(self, *args, **kwargs) |
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48 | ret = f(self, *args, **kwargs) | |
49 | finally: |
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49 | finally: | |
50 | nmsgs = len(self.client.history) - n_previous |
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50 | nmsgs = len(self.client.history) - n_previous | |
51 | msg_ids = self.client.history[-nmsgs:] |
|
51 | msg_ids = self.client.history[-nmsgs:] | |
52 | self.history.extend(msg_ids) |
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52 | self.history.extend(msg_ids) | |
53 | map(self.outstanding.add, msg_ids) |
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53 | map(self.outstanding.add, msg_ids) | |
54 | return ret |
|
54 | return ret | |
55 |
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55 | |||
56 | @decorator |
|
56 | @decorator | |
57 | def sync_results(f, self, *args, **kwargs): |
|
57 | def sync_results(f, self, *args, **kwargs): | |
58 | """sync relevant results from self.client to our results attribute.""" |
|
58 | """sync relevant results from self.client to our results attribute.""" | |
59 | ret = f(self, *args, **kwargs) |
|
59 | ret = f(self, *args, **kwargs) | |
60 | delta = self.outstanding.difference(self.client.outstanding) |
|
60 | delta = self.outstanding.difference(self.client.outstanding) | |
61 | completed = self.outstanding.intersection(delta) |
|
61 | completed = self.outstanding.intersection(delta) | |
62 | self.outstanding = self.outstanding.difference(completed) |
|
62 | self.outstanding = self.outstanding.difference(completed) | |
63 | for msg_id in completed: |
|
63 | for msg_id in completed: | |
64 | self.results[msg_id] = self.client.results[msg_id] |
|
64 | self.results[msg_id] = self.client.results[msg_id] | |
65 | return ret |
|
65 | return ret | |
66 |
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66 | |||
67 | @decorator |
|
67 | @decorator | |
68 | def spin_after(f, self, *args, **kwargs): |
|
68 | def spin_after(f, self, *args, **kwargs): | |
69 | """call spin after the method.""" |
|
69 | """call spin after the method.""" | |
70 | ret = f(self, *args, **kwargs) |
|
70 | ret = f(self, *args, **kwargs) | |
71 | self.spin() |
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71 | self.spin() | |
72 | return ret |
|
72 | return ret | |
73 |
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73 | |||
74 | #----------------------------------------------------------------------------- |
|
74 | #----------------------------------------------------------------------------- | |
75 | # Classes |
|
75 | # Classes | |
76 | #----------------------------------------------------------------------------- |
|
76 | #----------------------------------------------------------------------------- | |
77 |
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77 | |||
78 | @skip_doctest |
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78 | @skip_doctest | |
79 | class View(HasTraits): |
|
79 | class View(HasTraits): | |
80 | """Base View class for more convenint apply(f,*args,**kwargs) syntax via attributes. |
|
80 | """Base View class for more convenint apply(f,*args,**kwargs) syntax via attributes. | |
81 |
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81 | |||
82 | Don't use this class, use subclasses. |
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82 | Don't use this class, use subclasses. | |
83 |
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83 | |||
84 | Methods |
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84 | Methods | |
85 | ------- |
|
85 | ------- | |
86 |
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86 | |||
87 | spin |
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87 | spin | |
88 | flushes incoming results and registration state changes |
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88 | flushes incoming results and registration state changes | |
89 | control methods spin, and requesting `ids` also ensures up to date |
|
89 | control methods spin, and requesting `ids` also ensures up to date | |
90 |
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90 | |||
91 | wait |
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91 | wait | |
92 | wait on one or more msg_ids |
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92 | wait on one or more msg_ids | |
93 |
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93 | |||
94 | execution methods |
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94 | execution methods | |
95 | apply |
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95 | apply | |
96 | legacy: execute, run |
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96 | legacy: execute, run | |
97 |
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97 | |||
98 | data movement |
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98 | data movement | |
99 | push, pull, scatter, gather |
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99 | push, pull, scatter, gather | |
100 |
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100 | |||
101 | query methods |
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101 | query methods | |
102 | get_result, queue_status, purge_results, result_status |
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102 | get_result, queue_status, purge_results, result_status | |
103 |
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103 | |||
104 | control methods |
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104 | control methods | |
105 | abort, shutdown |
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105 | abort, shutdown | |
106 |
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106 | |||
107 | """ |
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107 | """ | |
108 | # flags |
|
108 | # flags | |
109 | block=Bool(False) |
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109 | block=Bool(False) | |
110 | track=Bool(True) |
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110 | track=Bool(True) | |
111 | targets = Any() |
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111 | targets = Any() | |
112 |
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112 | |||
113 | history=List() |
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113 | history=List() | |
114 | outstanding = Set() |
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114 | outstanding = Set() | |
115 | results = Dict() |
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115 | results = Dict() | |
116 | client = Instance('IPython.parallel.Client') |
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116 | client = Instance('IPython.parallel.Client') | |
117 |
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117 | |||
118 | _socket = Instance('zmq.Socket') |
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118 | _socket = Instance('zmq.Socket') | |
119 | _flag_names = List(['targets', 'block', 'track']) |
|
119 | _flag_names = List(['targets', 'block', 'track']) | |
120 | _targets = Any() |
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120 | _targets = Any() | |
121 | _idents = Any() |
|
121 | _idents = Any() | |
122 |
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122 | |||
123 | def __init__(self, client=None, socket=None, **flags): |
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123 | def __init__(self, client=None, socket=None, **flags): | |
124 | super(View, self).__init__(client=client, _socket=socket) |
|
124 | super(View, self).__init__(client=client, _socket=socket) | |
125 | self.block = client.block |
|
125 | self.block = client.block | |
126 |
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126 | |||
127 | self.set_flags(**flags) |
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127 | self.set_flags(**flags) | |
128 |
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128 | |||
129 | assert not self.__class__ is View, "Don't use base View objects, use subclasses" |
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129 | assert not self.__class__ is View, "Don't use base View objects, use subclasses" | |
130 |
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130 | |||
131 |
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||||
132 | def __repr__(self): |
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131 | def __repr__(self): | |
133 | strtargets = str(self.targets) |
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132 | strtargets = str(self.targets) | |
134 | if len(strtargets) > 16: |
|
133 | if len(strtargets) > 16: | |
135 | strtargets = strtargets[:12]+'...]' |
|
134 | strtargets = strtargets[:12]+'...]' | |
136 | return "<%s %s>"%(self.__class__.__name__, strtargets) |
|
135 | return "<%s %s>"%(self.__class__.__name__, strtargets) | |
137 |
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136 | |||
|
137 | def __len__(self): | |||
|
138 | if isinstance(self.targets, list): | |||
|
139 | return len(self.targets) | |||
|
140 | elif isinstance(self.targets, int): | |||
|
141 | return 1 | |||
|
142 | else: | |||
|
143 | return len(self.client) | |||
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144 | ||||
138 | def set_flags(self, **kwargs): |
|
145 | def set_flags(self, **kwargs): | |
139 | """set my attribute flags by keyword. |
|
146 | """set my attribute flags by keyword. | |
140 |
|
147 | |||
141 | Views determine behavior with a few attributes (`block`, `track`, etc.). |
|
148 | Views determine behavior with a few attributes (`block`, `track`, etc.). | |
142 | These attributes can be set all at once by name with this method. |
|
149 | These attributes can be set all at once by name with this method. | |
143 |
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150 | |||
144 | Parameters |
|
151 | Parameters | |
145 | ---------- |
|
152 | ---------- | |
146 |
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153 | |||
147 | block : bool |
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154 | block : bool | |
148 | whether to wait for results |
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155 | whether to wait for results | |
149 | track : bool |
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156 | track : bool | |
150 | whether to create a MessageTracker to allow the user to |
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157 | whether to create a MessageTracker to allow the user to | |
151 | safely edit after arrays and buffers during non-copying |
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158 | safely edit after arrays and buffers during non-copying | |
152 | sends. |
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159 | sends. | |
153 | """ |
|
160 | """ | |
154 | for name, value in kwargs.iteritems(): |
|
161 | for name, value in kwargs.iteritems(): | |
155 | if name not in self._flag_names: |
|
162 | if name not in self._flag_names: | |
156 | raise KeyError("Invalid name: %r"%name) |
|
163 | raise KeyError("Invalid name: %r"%name) | |
157 | else: |
|
164 | else: | |
158 | setattr(self, name, value) |
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165 | setattr(self, name, value) | |
159 |
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166 | |||
160 | @contextmanager |
|
167 | @contextmanager | |
161 | def temp_flags(self, **kwargs): |
|
168 | def temp_flags(self, **kwargs): | |
162 | """temporarily set flags, for use in `with` statements. |
|
169 | """temporarily set flags, for use in `with` statements. | |
163 |
|
170 | |||
164 | See set_flags for permanent setting of flags |
|
171 | See set_flags for permanent setting of flags | |
165 |
|
172 | |||
166 | Examples |
|
173 | Examples | |
167 | -------- |
|
174 | -------- | |
168 |
|
175 | |||
169 | >>> view.track=False |
|
176 | >>> view.track=False | |
170 | ... |
|
177 | ... | |
171 | >>> with view.temp_flags(track=True): |
|
178 | >>> with view.temp_flags(track=True): | |
172 | ... ar = view.apply(dostuff, my_big_array) |
|
179 | ... ar = view.apply(dostuff, my_big_array) | |
173 | ... ar.tracker.wait() # wait for send to finish |
|
180 | ... ar.tracker.wait() # wait for send to finish | |
174 | >>> view.track |
|
181 | >>> view.track | |
175 | False |
|
182 | False | |
176 |
|
183 | |||
177 | """ |
|
184 | """ | |
178 | # preflight: save flags, and set temporaries |
|
185 | # preflight: save flags, and set temporaries | |
179 | saved_flags = {} |
|
186 | saved_flags = {} | |
180 | for f in self._flag_names: |
|
187 | for f in self._flag_names: | |
181 | saved_flags[f] = getattr(self, f) |
|
188 | saved_flags[f] = getattr(self, f) | |
182 | self.set_flags(**kwargs) |
|
189 | self.set_flags(**kwargs) | |
183 | # yield to the with-statement block |
|
190 | # yield to the with-statement block | |
184 | try: |
|
191 | try: | |
185 | yield |
|
192 | yield | |
186 | finally: |
|
193 | finally: | |
187 | # postflight: restore saved flags |
|
194 | # postflight: restore saved flags | |
188 | self.set_flags(**saved_flags) |
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195 | self.set_flags(**saved_flags) | |
189 |
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196 | |||
190 |
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197 | |||
191 | #---------------------------------------------------------------- |
|
198 | #---------------------------------------------------------------- | |
192 | # apply |
|
199 | # apply | |
193 | #---------------------------------------------------------------- |
|
200 | #---------------------------------------------------------------- | |
194 |
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201 | |||
195 | @sync_results |
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202 | @sync_results | |
196 | @save_ids |
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203 | @save_ids | |
197 | def _really_apply(self, f, args, kwargs, block=None, **options): |
|
204 | def _really_apply(self, f, args, kwargs, block=None, **options): | |
198 | """wrapper for client.send_apply_request""" |
|
205 | """wrapper for client.send_apply_request""" | |
199 | raise NotImplementedError("Implement in subclasses") |
|
206 | raise NotImplementedError("Implement in subclasses") | |
200 |
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207 | |||
201 | def apply(self, f, *args, **kwargs): |
|
208 | def apply(self, f, *args, **kwargs): | |
202 | """calls f(*args, **kwargs) on remote engines, returning the result. |
|
209 | """calls f(*args, **kwargs) on remote engines, returning the result. | |
203 |
|
210 | |||
204 | This method sets all apply flags via this View's attributes. |
|
211 | This method sets all apply flags via this View's attributes. | |
205 |
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212 | |||
206 | if self.block is False: |
|
213 | if self.block is False: | |
207 | returns AsyncResult |
|
214 | returns AsyncResult | |
208 | else: |
|
215 | else: | |
209 | returns actual result of f(*args, **kwargs) |
|
216 | returns actual result of f(*args, **kwargs) | |
210 | """ |
|
217 | """ | |
211 | return self._really_apply(f, args, kwargs) |
|
218 | return self._really_apply(f, args, kwargs) | |
212 |
|
219 | |||
213 | def apply_async(self, f, *args, **kwargs): |
|
220 | def apply_async(self, f, *args, **kwargs): | |
214 | """calls f(*args, **kwargs) on remote engines in a nonblocking manner. |
|
221 | """calls f(*args, **kwargs) on remote engines in a nonblocking manner. | |
215 |
|
222 | |||
216 | returns AsyncResult |
|
223 | returns AsyncResult | |
217 | """ |
|
224 | """ | |
218 | return self._really_apply(f, args, kwargs, block=False) |
|
225 | return self._really_apply(f, args, kwargs, block=False) | |
219 |
|
226 | |||
220 | @spin_after |
|
227 | @spin_after | |
221 | def apply_sync(self, f, *args, **kwargs): |
|
228 | def apply_sync(self, f, *args, **kwargs): | |
222 | """calls f(*args, **kwargs) on remote engines in a blocking manner, |
|
229 | """calls f(*args, **kwargs) on remote engines in a blocking manner, | |
223 | returning the result. |
|
230 | returning the result. | |
224 |
|
231 | |||
225 | returns: actual result of f(*args, **kwargs) |
|
232 | returns: actual result of f(*args, **kwargs) | |
226 | """ |
|
233 | """ | |
227 | return self._really_apply(f, args, kwargs, block=True) |
|
234 | return self._really_apply(f, args, kwargs, block=True) | |
228 |
|
235 | |||
229 | #---------------------------------------------------------------- |
|
236 | #---------------------------------------------------------------- | |
230 | # wrappers for client and control methods |
|
237 | # wrappers for client and control methods | |
231 | #---------------------------------------------------------------- |
|
238 | #---------------------------------------------------------------- | |
232 | @sync_results |
|
239 | @sync_results | |
233 | def spin(self): |
|
240 | def spin(self): | |
234 | """spin the client, and sync""" |
|
241 | """spin the client, and sync""" | |
235 | self.client.spin() |
|
242 | self.client.spin() | |
236 |
|
243 | |||
237 | @sync_results |
|
244 | @sync_results | |
238 | def wait(self, jobs=None, timeout=-1): |
|
245 | def wait(self, jobs=None, timeout=-1): | |
239 | """waits on one or more `jobs`, for up to `timeout` seconds. |
|
246 | """waits on one or more `jobs`, for up to `timeout` seconds. | |
240 |
|
247 | |||
241 | Parameters |
|
248 | Parameters | |
242 | ---------- |
|
249 | ---------- | |
243 |
|
250 | |||
244 | jobs : int, str, or list of ints and/or strs, or one or more AsyncResult objects |
|
251 | jobs : int, str, or list of ints and/or strs, or one or more AsyncResult objects | |
245 | ints are indices to self.history |
|
252 | ints are indices to self.history | |
246 | strs are msg_ids |
|
253 | strs are msg_ids | |
247 | default: wait on all outstanding messages |
|
254 | default: wait on all outstanding messages | |
248 | timeout : float |
|
255 | timeout : float | |
249 | a time in seconds, after which to give up. |
|
256 | a time in seconds, after which to give up. | |
250 | default is -1, which means no timeout |
|
257 | default is -1, which means no timeout | |
251 |
|
258 | |||
252 | Returns |
|
259 | Returns | |
253 | ------- |
|
260 | ------- | |
254 |
|
261 | |||
255 | True : when all msg_ids are done |
|
262 | True : when all msg_ids are done | |
256 | False : timeout reached, some msg_ids still outstanding |
|
263 | False : timeout reached, some msg_ids still outstanding | |
257 | """ |
|
264 | """ | |
258 | if jobs is None: |
|
265 | if jobs is None: | |
259 | jobs = self.history |
|
266 | jobs = self.history | |
260 | return self.client.wait(jobs, timeout) |
|
267 | return self.client.wait(jobs, timeout) | |
261 |
|
268 | |||
262 | def abort(self, jobs=None, targets=None, block=None): |
|
269 | def abort(self, jobs=None, targets=None, block=None): | |
263 | """Abort jobs on my engines. |
|
270 | """Abort jobs on my engines. | |
264 |
|
271 | |||
265 | Parameters |
|
272 | Parameters | |
266 | ---------- |
|
273 | ---------- | |
267 |
|
274 | |||
268 | jobs : None, str, list of strs, optional |
|
275 | jobs : None, str, list of strs, optional | |
269 | if None: abort all jobs. |
|
276 | if None: abort all jobs. | |
270 | else: abort specific msg_id(s). |
|
277 | else: abort specific msg_id(s). | |
271 | """ |
|
278 | """ | |
272 | block = block if block is not None else self.block |
|
279 | block = block if block is not None else self.block | |
273 | targets = targets if targets is not None else self.targets |
|
280 | targets = targets if targets is not None else self.targets | |
274 | jobs = jobs if jobs is not None else list(self.outstanding) |
|
281 | jobs = jobs if jobs is not None else list(self.outstanding) | |
275 |
|
282 | |||
276 | return self.client.abort(jobs=jobs, targets=targets, block=block) |
|
283 | return self.client.abort(jobs=jobs, targets=targets, block=block) | |
277 |
|
284 | |||
278 | def queue_status(self, targets=None, verbose=False): |
|
285 | def queue_status(self, targets=None, verbose=False): | |
279 | """Fetch the Queue status of my engines""" |
|
286 | """Fetch the Queue status of my engines""" | |
280 | targets = targets if targets is not None else self.targets |
|
287 | targets = targets if targets is not None else self.targets | |
281 | return self.client.queue_status(targets=targets, verbose=verbose) |
|
288 | return self.client.queue_status(targets=targets, verbose=verbose) | |
282 |
|
289 | |||
283 | def purge_results(self, jobs=[], targets=[]): |
|
290 | def purge_results(self, jobs=[], targets=[]): | |
284 | """Instruct the controller to forget specific results.""" |
|
291 | """Instruct the controller to forget specific results.""" | |
285 | if targets is None or targets == 'all': |
|
292 | if targets is None or targets == 'all': | |
286 | targets = self.targets |
|
293 | targets = self.targets | |
287 | return self.client.purge_results(jobs=jobs, targets=targets) |
|
294 | return self.client.purge_results(jobs=jobs, targets=targets) | |
288 |
|
295 | |||
289 | def shutdown(self, targets=None, restart=False, hub=False, block=None): |
|
296 | def shutdown(self, targets=None, restart=False, hub=False, block=None): | |
290 | """Terminates one or more engine processes, optionally including the hub. |
|
297 | """Terminates one or more engine processes, optionally including the hub. | |
291 | """ |
|
298 | """ | |
292 | block = self.block if block is None else block |
|
299 | block = self.block if block is None else block | |
293 | if targets is None or targets == 'all': |
|
300 | if targets is None or targets == 'all': | |
294 | targets = self.targets |
|
301 | targets = self.targets | |
295 | return self.client.shutdown(targets=targets, restart=restart, hub=hub, block=block) |
|
302 | return self.client.shutdown(targets=targets, restart=restart, hub=hub, block=block) | |
296 |
|
303 | |||
297 | @spin_after |
|
304 | @spin_after | |
298 | def get_result(self, indices_or_msg_ids=None): |
|
305 | def get_result(self, indices_or_msg_ids=None): | |
299 | """return one or more results, specified by history index or msg_id. |
|
306 | """return one or more results, specified by history index or msg_id. | |
300 |
|
307 | |||
301 | See client.get_result for details. |
|
308 | See client.get_result for details. | |
302 |
|
309 | |||
303 | """ |
|
310 | """ | |
304 |
|
311 | |||
305 | if indices_or_msg_ids is None: |
|
312 | if indices_or_msg_ids is None: | |
306 | indices_or_msg_ids = -1 |
|
313 | indices_or_msg_ids = -1 | |
307 | if isinstance(indices_or_msg_ids, int): |
|
314 | if isinstance(indices_or_msg_ids, int): | |
308 | indices_or_msg_ids = self.history[indices_or_msg_ids] |
|
315 | indices_or_msg_ids = self.history[indices_or_msg_ids] | |
309 | elif isinstance(indices_or_msg_ids, (list,tuple,set)): |
|
316 | elif isinstance(indices_or_msg_ids, (list,tuple,set)): | |
310 | indices_or_msg_ids = list(indices_or_msg_ids) |
|
317 | indices_or_msg_ids = list(indices_or_msg_ids) | |
311 | for i,index in enumerate(indices_or_msg_ids): |
|
318 | for i,index in enumerate(indices_or_msg_ids): | |
312 | if isinstance(index, int): |
|
319 | if isinstance(index, int): | |
313 | indices_or_msg_ids[i] = self.history[index] |
|
320 | indices_or_msg_ids[i] = self.history[index] | |
314 | return self.client.get_result(indices_or_msg_ids) |
|
321 | return self.client.get_result(indices_or_msg_ids) | |
315 |
|
322 | |||
316 | #------------------------------------------------------------------- |
|
323 | #------------------------------------------------------------------- | |
317 | # Map |
|
324 | # Map | |
318 | #------------------------------------------------------------------- |
|
325 | #------------------------------------------------------------------- | |
319 |
|
326 | |||
320 | def map(self, f, *sequences, **kwargs): |
|
327 | def map(self, f, *sequences, **kwargs): | |
321 | """override in subclasses""" |
|
328 | """override in subclasses""" | |
322 | raise NotImplementedError |
|
329 | raise NotImplementedError | |
323 |
|
330 | |||
324 | def map_async(self, f, *sequences, **kwargs): |
|
331 | def map_async(self, f, *sequences, **kwargs): | |
325 | """Parallel version of builtin `map`, using this view's engines. |
|
332 | """Parallel version of builtin `map`, using this view's engines. | |
326 |
|
333 | |||
327 | This is equivalent to map(...block=False) |
|
334 | This is equivalent to map(...block=False) | |
328 |
|
335 | |||
329 | See `self.map` for details. |
|
336 | See `self.map` for details. | |
330 | """ |
|
337 | """ | |
331 | if 'block' in kwargs: |
|
338 | if 'block' in kwargs: | |
332 | raise TypeError("map_async doesn't take a `block` keyword argument.") |
|
339 | raise TypeError("map_async doesn't take a `block` keyword argument.") | |
333 | kwargs['block'] = False |
|
340 | kwargs['block'] = False | |
334 | return self.map(f,*sequences,**kwargs) |
|
341 | return self.map(f,*sequences,**kwargs) | |
335 |
|
342 | |||
336 | def map_sync(self, f, *sequences, **kwargs): |
|
343 | def map_sync(self, f, *sequences, **kwargs): | |
337 | """Parallel version of builtin `map`, using this view's engines. |
|
344 | """Parallel version of builtin `map`, using this view's engines. | |
338 |
|
345 | |||
339 | This is equivalent to map(...block=True) |
|
346 | This is equivalent to map(...block=True) | |
340 |
|
347 | |||
341 | See `self.map` for details. |
|
348 | See `self.map` for details. | |
342 | """ |
|
349 | """ | |
343 | if 'block' in kwargs: |
|
350 | if 'block' in kwargs: | |
344 | raise TypeError("map_sync doesn't take a `block` keyword argument.") |
|
351 | raise TypeError("map_sync doesn't take a `block` keyword argument.") | |
345 | kwargs['block'] = True |
|
352 | kwargs['block'] = True | |
346 | return self.map(f,*sequences,**kwargs) |
|
353 | return self.map(f,*sequences,**kwargs) | |
347 |
|
354 | |||
348 | def imap(self, f, *sequences, **kwargs): |
|
355 | def imap(self, f, *sequences, **kwargs): | |
349 | """Parallel version of `itertools.imap`. |
|
356 | """Parallel version of `itertools.imap`. | |
350 |
|
357 | |||
351 | See `self.map` for details. |
|
358 | See `self.map` for details. | |
352 |
|
359 | |||
353 | """ |
|
360 | """ | |
354 |
|
361 | |||
355 | return iter(self.map_async(f,*sequences, **kwargs)) |
|
362 | return iter(self.map_async(f,*sequences, **kwargs)) | |
356 |
|
363 | |||
357 | #------------------------------------------------------------------- |
|
364 | #------------------------------------------------------------------- | |
358 | # Decorators |
|
365 | # Decorators | |
359 | #------------------------------------------------------------------- |
|
366 | #------------------------------------------------------------------- | |
360 |
|
367 | |||
361 | def remote(self, block=True, **flags): |
|
368 | def remote(self, block=True, **flags): | |
362 | """Decorator for making a RemoteFunction""" |
|
369 | """Decorator for making a RemoteFunction""" | |
363 | block = self.block if block is None else block |
|
370 | block = self.block if block is None else block | |
364 | return remote(self, block=block, **flags) |
|
371 | return remote(self, block=block, **flags) | |
365 |
|
372 | |||
366 | def parallel(self, dist='b', block=None, **flags): |
|
373 | def parallel(self, dist='b', block=None, **flags): | |
367 | """Decorator for making a ParallelFunction""" |
|
374 | """Decorator for making a ParallelFunction""" | |
368 | block = self.block if block is None else block |
|
375 | block = self.block if block is None else block | |
369 | return parallel(self, dist=dist, block=block, **flags) |
|
376 | return parallel(self, dist=dist, block=block, **flags) | |
370 |
|
377 | |||
371 | @skip_doctest |
|
378 | @skip_doctest | |
372 | class DirectView(View): |
|
379 | class DirectView(View): | |
373 | """Direct Multiplexer View of one or more engines. |
|
380 | """Direct Multiplexer View of one or more engines. | |
374 |
|
381 | |||
375 | These are created via indexed access to a client: |
|
382 | These are created via indexed access to a client: | |
376 |
|
383 | |||
377 | >>> dv_1 = client[1] |
|
384 | >>> dv_1 = client[1] | |
378 | >>> dv_all = client[:] |
|
385 | >>> dv_all = client[:] | |
379 | >>> dv_even = client[::2] |
|
386 | >>> dv_even = client[::2] | |
380 | >>> dv_some = client[1:3] |
|
387 | >>> dv_some = client[1:3] | |
381 |
|
388 | |||
382 | This object provides dictionary access to engine namespaces: |
|
389 | This object provides dictionary access to engine namespaces: | |
383 |
|
390 | |||
384 | # push a=5: |
|
391 | # push a=5: | |
385 | >>> dv['a'] = 5 |
|
392 | >>> dv['a'] = 5 | |
386 | # pull 'foo': |
|
393 | # pull 'foo': | |
387 | >>> db['foo'] |
|
394 | >>> db['foo'] | |
388 |
|
395 | |||
389 | """ |
|
396 | """ | |
390 |
|
397 | |||
391 | def __init__(self, client=None, socket=None, targets=None): |
|
398 | def __init__(self, client=None, socket=None, targets=None): | |
392 | super(DirectView, self).__init__(client=client, socket=socket, targets=targets) |
|
399 | super(DirectView, self).__init__(client=client, socket=socket, targets=targets) | |
393 |
|
400 | |||
394 | @property |
|
401 | @property | |
395 | def importer(self): |
|
402 | def importer(self): | |
396 | """sync_imports(local=True) as a property. |
|
403 | """sync_imports(local=True) as a property. | |
397 |
|
404 | |||
398 | See sync_imports for details. |
|
405 | See sync_imports for details. | |
399 |
|
406 | |||
400 | """ |
|
407 | """ | |
401 | return self.sync_imports(True) |
|
408 | return self.sync_imports(True) | |
402 |
|
409 | |||
403 | @contextmanager |
|
410 | @contextmanager | |
404 | def sync_imports(self, local=True, quiet=False): |
|
411 | def sync_imports(self, local=True, quiet=False): | |
405 | """Context Manager for performing simultaneous local and remote imports. |
|
412 | """Context Manager for performing simultaneous local and remote imports. | |
406 |
|
413 | |||
407 | 'import x as y' will *not* work. The 'as y' part will simply be ignored. |
|
414 | 'import x as y' will *not* work. The 'as y' part will simply be ignored. | |
408 |
|
415 | |||
409 | If `local=True`, then the package will also be imported locally. |
|
416 | If `local=True`, then the package will also be imported locally. | |
410 |
|
417 | |||
411 | If `quiet=True`, no output will be produced when attempting remote |
|
418 | If `quiet=True`, no output will be produced when attempting remote | |
412 | imports. |
|
419 | imports. | |
413 |
|
420 | |||
414 | Note that remote-only (`local=False`) imports have not been implemented. |
|
421 | Note that remote-only (`local=False`) imports have not been implemented. | |
415 |
|
422 | |||
416 | >>> with view.sync_imports(): |
|
423 | >>> with view.sync_imports(): | |
417 | ... from numpy import recarray |
|
424 | ... from numpy import recarray | |
418 | importing recarray from numpy on engine(s) |
|
425 | importing recarray from numpy on engine(s) | |
419 |
|
426 | |||
420 | """ |
|
427 | """ | |
421 | import __builtin__ |
|
428 | import __builtin__ | |
422 | local_import = __builtin__.__import__ |
|
429 | local_import = __builtin__.__import__ | |
423 | modules = set() |
|
430 | modules = set() | |
424 | results = [] |
|
431 | results = [] | |
425 | @util.interactive |
|
432 | @util.interactive | |
426 | def remote_import(name, fromlist, level): |
|
433 | def remote_import(name, fromlist, level): | |
427 | """the function to be passed to apply, that actually performs the import |
|
434 | """the function to be passed to apply, that actually performs the import | |
428 | on the engine, and loads up the user namespace. |
|
435 | on the engine, and loads up the user namespace. | |
429 | """ |
|
436 | """ | |
430 | import sys |
|
437 | import sys | |
431 | user_ns = globals() |
|
438 | user_ns = globals() | |
432 | mod = __import__(name, fromlist=fromlist, level=level) |
|
439 | mod = __import__(name, fromlist=fromlist, level=level) | |
433 | if fromlist: |
|
440 | if fromlist: | |
434 | for key in fromlist: |
|
441 | for key in fromlist: | |
435 | user_ns[key] = getattr(mod, key) |
|
442 | user_ns[key] = getattr(mod, key) | |
436 | else: |
|
443 | else: | |
437 | user_ns[name] = sys.modules[name] |
|
444 | user_ns[name] = sys.modules[name] | |
438 |
|
445 | |||
439 | def view_import(name, globals={}, locals={}, fromlist=[], level=-1): |
|
446 | def view_import(name, globals={}, locals={}, fromlist=[], level=-1): | |
440 | """the drop-in replacement for __import__, that optionally imports |
|
447 | """the drop-in replacement for __import__, that optionally imports | |
441 | locally as well. |
|
448 | locally as well. | |
442 | """ |
|
449 | """ | |
443 | # don't override nested imports |
|
450 | # don't override nested imports | |
444 | save_import = __builtin__.__import__ |
|
451 | save_import = __builtin__.__import__ | |
445 | __builtin__.__import__ = local_import |
|
452 | __builtin__.__import__ = local_import | |
446 |
|
453 | |||
447 | if imp.lock_held(): |
|
454 | if imp.lock_held(): | |
448 | # this is a side-effect import, don't do it remotely, or even |
|
455 | # this is a side-effect import, don't do it remotely, or even | |
449 | # ignore the local effects |
|
456 | # ignore the local effects | |
450 | return local_import(name, globals, locals, fromlist, level) |
|
457 | return local_import(name, globals, locals, fromlist, level) | |
451 |
|
458 | |||
452 | imp.acquire_lock() |
|
459 | imp.acquire_lock() | |
453 | if local: |
|
460 | if local: | |
454 | mod = local_import(name, globals, locals, fromlist, level) |
|
461 | mod = local_import(name, globals, locals, fromlist, level) | |
455 | else: |
|
462 | else: | |
456 | raise NotImplementedError("remote-only imports not yet implemented") |
|
463 | raise NotImplementedError("remote-only imports not yet implemented") | |
457 | imp.release_lock() |
|
464 | imp.release_lock() | |
458 |
|
465 | |||
459 | key = name+':'+','.join(fromlist or []) |
|
466 | key = name+':'+','.join(fromlist or []) | |
460 | if level == -1 and key not in modules: |
|
467 | if level == -1 and key not in modules: | |
461 | modules.add(key) |
|
468 | modules.add(key) | |
462 | if not quiet: |
|
469 | if not quiet: | |
463 | if fromlist: |
|
470 | if fromlist: | |
464 | print "importing %s from %s on engine(s)"%(','.join(fromlist), name) |
|
471 | print "importing %s from %s on engine(s)"%(','.join(fromlist), name) | |
465 | else: |
|
472 | else: | |
466 | print "importing %s on engine(s)"%name |
|
473 | print "importing %s on engine(s)"%name | |
467 | results.append(self.apply_async(remote_import, name, fromlist, level)) |
|
474 | results.append(self.apply_async(remote_import, name, fromlist, level)) | |
468 | # restore override |
|
475 | # restore override | |
469 | __builtin__.__import__ = save_import |
|
476 | __builtin__.__import__ = save_import | |
470 |
|
477 | |||
471 | return mod |
|
478 | return mod | |
472 |
|
479 | |||
473 | # override __import__ |
|
480 | # override __import__ | |
474 | __builtin__.__import__ = view_import |
|
481 | __builtin__.__import__ = view_import | |
475 | try: |
|
482 | try: | |
476 | # enter the block |
|
483 | # enter the block | |
477 | yield |
|
484 | yield | |
478 | except ImportError: |
|
485 | except ImportError: | |
479 | if local: |
|
486 | if local: | |
480 | raise |
|
487 | raise | |
481 | else: |
|
488 | else: | |
482 | # ignore import errors if not doing local imports |
|
489 | # ignore import errors if not doing local imports | |
483 | pass |
|
490 | pass | |
484 | finally: |
|
491 | finally: | |
485 | # always restore __import__ |
|
492 | # always restore __import__ | |
486 | __builtin__.__import__ = local_import |
|
493 | __builtin__.__import__ = local_import | |
487 |
|
494 | |||
488 | for r in results: |
|
495 | for r in results: | |
489 | # raise possible remote ImportErrors here |
|
496 | # raise possible remote ImportErrors here | |
490 | r.get() |
|
497 | r.get() | |
491 |
|
498 | |||
492 |
|
499 | |||
493 | @sync_results |
|
500 | @sync_results | |
494 | @save_ids |
|
501 | @save_ids | |
495 | def _really_apply(self, f, args=None, kwargs=None, targets=None, block=None, track=None): |
|
502 | def _really_apply(self, f, args=None, kwargs=None, targets=None, block=None, track=None): | |
496 | """calls f(*args, **kwargs) on remote engines, returning the result. |
|
503 | """calls f(*args, **kwargs) on remote engines, returning the result. | |
497 |
|
504 | |||
498 | This method sets all of `apply`'s flags via this View's attributes. |
|
505 | This method sets all of `apply`'s flags via this View's attributes. | |
499 |
|
506 | |||
500 | Parameters |
|
507 | Parameters | |
501 | ---------- |
|
508 | ---------- | |
502 |
|
509 | |||
503 | f : callable |
|
510 | f : callable | |
504 |
|
511 | |||
505 | args : list [default: empty] |
|
512 | args : list [default: empty] | |
506 |
|
513 | |||
507 | kwargs : dict [default: empty] |
|
514 | kwargs : dict [default: empty] | |
508 |
|
515 | |||
509 | targets : target list [default: self.targets] |
|
516 | targets : target list [default: self.targets] | |
510 | where to run |
|
517 | where to run | |
511 | block : bool [default: self.block] |
|
518 | block : bool [default: self.block] | |
512 | whether to block |
|
519 | whether to block | |
513 | track : bool [default: self.track] |
|
520 | track : bool [default: self.track] | |
514 | whether to ask zmq to track the message, for safe non-copying sends |
|
521 | whether to ask zmq to track the message, for safe non-copying sends | |
515 |
|
522 | |||
516 | Returns |
|
523 | Returns | |
517 | ------- |
|
524 | ------- | |
518 |
|
525 | |||
519 | if self.block is False: |
|
526 | if self.block is False: | |
520 | returns AsyncResult |
|
527 | returns AsyncResult | |
521 | else: |
|
528 | else: | |
522 | returns actual result of f(*args, **kwargs) on the engine(s) |
|
529 | returns actual result of f(*args, **kwargs) on the engine(s) | |
523 | This will be a list of self.targets is also a list (even length 1), or |
|
530 | This will be a list of self.targets is also a list (even length 1), or | |
524 | the single result if self.targets is an integer engine id |
|
531 | the single result if self.targets is an integer engine id | |
525 | """ |
|
532 | """ | |
526 | args = [] if args is None else args |
|
533 | args = [] if args is None else args | |
527 | kwargs = {} if kwargs is None else kwargs |
|
534 | kwargs = {} if kwargs is None else kwargs | |
528 | block = self.block if block is None else block |
|
535 | block = self.block if block is None else block | |
529 | track = self.track if track is None else track |
|
536 | track = self.track if track is None else track | |
530 | targets = self.targets if targets is None else targets |
|
537 | targets = self.targets if targets is None else targets | |
531 |
|
538 | |||
532 | _idents = self.client._build_targets(targets)[0] |
|
539 | _idents = self.client._build_targets(targets)[0] | |
533 | msg_ids = [] |
|
540 | msg_ids = [] | |
534 | trackers = [] |
|
541 | trackers = [] | |
535 | for ident in _idents: |
|
542 | for ident in _idents: | |
536 | msg = self.client.send_apply_request(self._socket, f, args, kwargs, track=track, |
|
543 | msg = self.client.send_apply_request(self._socket, f, args, kwargs, track=track, | |
537 | ident=ident) |
|
544 | ident=ident) | |
538 | if track: |
|
545 | if track: | |
539 | trackers.append(msg['tracker']) |
|
546 | trackers.append(msg['tracker']) | |
540 | msg_ids.append(msg['header']['msg_id']) |
|
547 | msg_ids.append(msg['header']['msg_id']) | |
541 | tracker = None if track is False else zmq.MessageTracker(*trackers) |
|
548 | tracker = None if track is False else zmq.MessageTracker(*trackers) | |
542 | ar = AsyncResult(self.client, msg_ids, fname=getname(f), targets=targets, tracker=tracker) |
|
549 | ar = AsyncResult(self.client, msg_ids, fname=getname(f), targets=targets, tracker=tracker) | |
543 | if block: |
|
550 | if block: | |
544 | try: |
|
551 | try: | |
545 | return ar.get() |
|
552 | return ar.get() | |
546 | except KeyboardInterrupt: |
|
553 | except KeyboardInterrupt: | |
547 | pass |
|
554 | pass | |
548 | return ar |
|
555 | return ar | |
549 |
|
556 | |||
550 |
|
557 | |||
551 | @spin_after |
|
558 | @spin_after | |
552 | def map(self, f, *sequences, **kwargs): |
|
559 | def map(self, f, *sequences, **kwargs): | |
553 | """view.map(f, *sequences, block=self.block) => list|AsyncMapResult |
|
560 | """view.map(f, *sequences, block=self.block) => list|AsyncMapResult | |
554 |
|
561 | |||
555 | Parallel version of builtin `map`, using this View's `targets`. |
|
562 | Parallel version of builtin `map`, using this View's `targets`. | |
556 |
|
563 | |||
557 | There will be one task per target, so work will be chunked |
|
564 | There will be one task per target, so work will be chunked | |
558 | if the sequences are longer than `targets`. |
|
565 | if the sequences are longer than `targets`. | |
559 |
|
566 | |||
560 | Results can be iterated as they are ready, but will become available in chunks. |
|
567 | Results can be iterated as they are ready, but will become available in chunks. | |
561 |
|
568 | |||
562 | Parameters |
|
569 | Parameters | |
563 | ---------- |
|
570 | ---------- | |
564 |
|
571 | |||
565 | f : callable |
|
572 | f : callable | |
566 | function to be mapped |
|
573 | function to be mapped | |
567 | *sequences: one or more sequences of matching length |
|
574 | *sequences: one or more sequences of matching length | |
568 | the sequences to be distributed and passed to `f` |
|
575 | the sequences to be distributed and passed to `f` | |
569 | block : bool |
|
576 | block : bool | |
570 | whether to wait for the result or not [default self.block] |
|
577 | whether to wait for the result or not [default self.block] | |
571 |
|
578 | |||
572 | Returns |
|
579 | Returns | |
573 | ------- |
|
580 | ------- | |
574 |
|
581 | |||
575 | if block=False: |
|
582 | if block=False: | |
576 | AsyncMapResult |
|
583 | AsyncMapResult | |
577 | An object like AsyncResult, but which reassembles the sequence of results |
|
584 | An object like AsyncResult, but which reassembles the sequence of results | |
578 | into a single list. AsyncMapResults can be iterated through before all |
|
585 | into a single list. AsyncMapResults can be iterated through before all | |
579 | results are complete. |
|
586 | results are complete. | |
580 | else: |
|
587 | else: | |
581 | list |
|
588 | list | |
582 | the result of map(f,*sequences) |
|
589 | the result of map(f,*sequences) | |
583 | """ |
|
590 | """ | |
584 |
|
591 | |||
585 | block = kwargs.pop('block', self.block) |
|
592 | block = kwargs.pop('block', self.block) | |
586 | for k in kwargs.keys(): |
|
593 | for k in kwargs.keys(): | |
587 | if k not in ['block', 'track']: |
|
594 | if k not in ['block', 'track']: | |
588 | raise TypeError("invalid keyword arg, %r"%k) |
|
595 | raise TypeError("invalid keyword arg, %r"%k) | |
589 |
|
596 | |||
590 | assert len(sequences) > 0, "must have some sequences to map onto!" |
|
597 | assert len(sequences) > 0, "must have some sequences to map onto!" | |
591 | pf = ParallelFunction(self, f, block=block, **kwargs) |
|
598 | pf = ParallelFunction(self, f, block=block, **kwargs) | |
592 | return pf.map(*sequences) |
|
599 | return pf.map(*sequences) | |
593 |
|
600 | |||
594 | @sync_results |
|
601 | @sync_results | |
595 | @save_ids |
|
602 | @save_ids | |
596 | def execute(self, code, silent=True, targets=None, block=None): |
|
603 | def execute(self, code, silent=True, targets=None, block=None): | |
597 | """Executes `code` on `targets` in blocking or nonblocking manner. |
|
604 | """Executes `code` on `targets` in blocking or nonblocking manner. | |
598 |
|
605 | |||
599 | ``execute`` is always `bound` (affects engine namespace) |
|
606 | ``execute`` is always `bound` (affects engine namespace) | |
600 |
|
607 | |||
601 | Parameters |
|
608 | Parameters | |
602 | ---------- |
|
609 | ---------- | |
603 |
|
610 | |||
604 | code : str |
|
611 | code : str | |
605 | the code string to be executed |
|
612 | the code string to be executed | |
606 | block : bool |
|
613 | block : bool | |
607 | whether or not to wait until done to return |
|
614 | whether or not to wait until done to return | |
608 | default: self.block |
|
615 | default: self.block | |
609 | """ |
|
616 | """ | |
610 | block = self.block if block is None else block |
|
617 | block = self.block if block is None else block | |
611 | targets = self.targets if targets is None else targets |
|
618 | targets = self.targets if targets is None else targets | |
612 |
|
619 | |||
613 | _idents = self.client._build_targets(targets)[0] |
|
620 | _idents = self.client._build_targets(targets)[0] | |
614 | msg_ids = [] |
|
621 | msg_ids = [] | |
615 | trackers = [] |
|
622 | trackers = [] | |
616 | for ident in _idents: |
|
623 | for ident in _idents: | |
617 | msg = self.client.send_execute_request(self._socket, code, silent=silent, ident=ident) |
|
624 | msg = self.client.send_execute_request(self._socket, code, silent=silent, ident=ident) | |
618 | msg_ids.append(msg['header']['msg_id']) |
|
625 | msg_ids.append(msg['header']['msg_id']) | |
619 | ar = AsyncResult(self.client, msg_ids, fname='execute', targets=targets) |
|
626 | ar = AsyncResult(self.client, msg_ids, fname='execute', targets=targets) | |
620 | if block: |
|
627 | if block: | |
621 | try: |
|
628 | try: | |
622 | ar.get() |
|
629 | ar.get() | |
623 | except KeyboardInterrupt: |
|
630 | except KeyboardInterrupt: | |
624 | pass |
|
631 | pass | |
625 | return ar |
|
632 | return ar | |
626 |
|
633 | |||
627 | def run(self, filename, targets=None, block=None): |
|
634 | def run(self, filename, targets=None, block=None): | |
628 | """Execute contents of `filename` on my engine(s). |
|
635 | """Execute contents of `filename` on my engine(s). | |
629 |
|
636 | |||
630 | This simply reads the contents of the file and calls `execute`. |
|
637 | This simply reads the contents of the file and calls `execute`. | |
631 |
|
638 | |||
632 | Parameters |
|
639 | Parameters | |
633 | ---------- |
|
640 | ---------- | |
634 |
|
641 | |||
635 | filename : str |
|
642 | filename : str | |
636 | The path to the file |
|
643 | The path to the file | |
637 | targets : int/str/list of ints/strs |
|
644 | targets : int/str/list of ints/strs | |
638 | the engines on which to execute |
|
645 | the engines on which to execute | |
639 | default : all |
|
646 | default : all | |
640 | block : bool |
|
647 | block : bool | |
641 | whether or not to wait until done |
|
648 | whether or not to wait until done | |
642 | default: self.block |
|
649 | default: self.block | |
643 |
|
650 | |||
644 | """ |
|
651 | """ | |
645 | with open(filename, 'r') as f: |
|
652 | with open(filename, 'r') as f: | |
646 | # add newline in case of trailing indented whitespace |
|
653 | # add newline in case of trailing indented whitespace | |
647 | # which will cause SyntaxError |
|
654 | # which will cause SyntaxError | |
648 | code = f.read()+'\n' |
|
655 | code = f.read()+'\n' | |
649 | return self.execute(code, block=block, targets=targets) |
|
656 | return self.execute(code, block=block, targets=targets) | |
650 |
|
657 | |||
651 | def update(self, ns): |
|
658 | def update(self, ns): | |
652 | """update remote namespace with dict `ns` |
|
659 | """update remote namespace with dict `ns` | |
653 |
|
660 | |||
654 | See `push` for details. |
|
661 | See `push` for details. | |
655 | """ |
|
662 | """ | |
656 | return self.push(ns, block=self.block, track=self.track) |
|
663 | return self.push(ns, block=self.block, track=self.track) | |
657 |
|
664 | |||
658 | def push(self, ns, targets=None, block=None, track=None): |
|
665 | def push(self, ns, targets=None, block=None, track=None): | |
659 | """update remote namespace with dict `ns` |
|
666 | """update remote namespace with dict `ns` | |
660 |
|
667 | |||
661 | Parameters |
|
668 | Parameters | |
662 | ---------- |
|
669 | ---------- | |
663 |
|
670 | |||
664 | ns : dict |
|
671 | ns : dict | |
665 | dict of keys with which to update engine namespace(s) |
|
672 | dict of keys with which to update engine namespace(s) | |
666 | block : bool [default : self.block] |
|
673 | block : bool [default : self.block] | |
667 | whether to wait to be notified of engine receipt |
|
674 | whether to wait to be notified of engine receipt | |
668 |
|
675 | |||
669 | """ |
|
676 | """ | |
670 |
|
677 | |||
671 | block = block if block is not None else self.block |
|
678 | block = block if block is not None else self.block | |
672 | track = track if track is not None else self.track |
|
679 | track = track if track is not None else self.track | |
673 | targets = targets if targets is not None else self.targets |
|
680 | targets = targets if targets is not None else self.targets | |
674 | # applier = self.apply_sync if block else self.apply_async |
|
681 | # applier = self.apply_sync if block else self.apply_async | |
675 | if not isinstance(ns, dict): |
|
682 | if not isinstance(ns, dict): | |
676 | raise TypeError("Must be a dict, not %s"%type(ns)) |
|
683 | raise TypeError("Must be a dict, not %s"%type(ns)) | |
677 | return self._really_apply(util._push, kwargs=ns, block=block, track=track, targets=targets) |
|
684 | return self._really_apply(util._push, kwargs=ns, block=block, track=track, targets=targets) | |
678 |
|
685 | |||
679 | def get(self, key_s): |
|
686 | def get(self, key_s): | |
680 | """get object(s) by `key_s` from remote namespace |
|
687 | """get object(s) by `key_s` from remote namespace | |
681 |
|
688 | |||
682 | see `pull` for details. |
|
689 | see `pull` for details. | |
683 | """ |
|
690 | """ | |
684 | # block = block if block is not None else self.block |
|
691 | # block = block if block is not None else self.block | |
685 | return self.pull(key_s, block=True) |
|
692 | return self.pull(key_s, block=True) | |
686 |
|
693 | |||
687 | def pull(self, names, targets=None, block=None): |
|
694 | def pull(self, names, targets=None, block=None): | |
688 | """get object(s) by `name` from remote namespace |
|
695 | """get object(s) by `name` from remote namespace | |
689 |
|
696 | |||
690 | will return one object if it is a key. |
|
697 | will return one object if it is a key. | |
691 | can also take a list of keys, in which case it will return a list of objects. |
|
698 | can also take a list of keys, in which case it will return a list of objects. | |
692 | """ |
|
699 | """ | |
693 | block = block if block is not None else self.block |
|
700 | block = block if block is not None else self.block | |
694 | targets = targets if targets is not None else self.targets |
|
701 | targets = targets if targets is not None else self.targets | |
695 | applier = self.apply_sync if block else self.apply_async |
|
702 | applier = self.apply_sync if block else self.apply_async | |
696 | if isinstance(names, basestring): |
|
703 | if isinstance(names, basestring): | |
697 | pass |
|
704 | pass | |
698 | elif isinstance(names, (list,tuple,set)): |
|
705 | elif isinstance(names, (list,tuple,set)): | |
699 | for key in names: |
|
706 | for key in names: | |
700 | if not isinstance(key, basestring): |
|
707 | if not isinstance(key, basestring): | |
701 | raise TypeError("keys must be str, not type %r"%type(key)) |
|
708 | raise TypeError("keys must be str, not type %r"%type(key)) | |
702 | else: |
|
709 | else: | |
703 | raise TypeError("names must be strs, not %r"%names) |
|
710 | raise TypeError("names must be strs, not %r"%names) | |
704 | return self._really_apply(util._pull, (names,), block=block, targets=targets) |
|
711 | return self._really_apply(util._pull, (names,), block=block, targets=targets) | |
705 |
|
712 | |||
706 | def scatter(self, key, seq, dist='b', flatten=False, targets=None, block=None, track=None): |
|
713 | def scatter(self, key, seq, dist='b', flatten=False, targets=None, block=None, track=None): | |
707 | """ |
|
714 | """ | |
708 | Partition a Python sequence and send the partitions to a set of engines. |
|
715 | Partition a Python sequence and send the partitions to a set of engines. | |
709 | """ |
|
716 | """ | |
710 | block = block if block is not None else self.block |
|
717 | block = block if block is not None else self.block | |
711 | track = track if track is not None else self.track |
|
718 | track = track if track is not None else self.track | |
712 | targets = targets if targets is not None else self.targets |
|
719 | targets = targets if targets is not None else self.targets | |
713 |
|
720 | |||
714 | # construct integer ID list: |
|
721 | # construct integer ID list: | |
715 | targets = self.client._build_targets(targets)[1] |
|
722 | targets = self.client._build_targets(targets)[1] | |
716 |
|
723 | |||
717 | mapObject = Map.dists[dist]() |
|
724 | mapObject = Map.dists[dist]() | |
718 | nparts = len(targets) |
|
725 | nparts = len(targets) | |
719 | msg_ids = [] |
|
726 | msg_ids = [] | |
720 | trackers = [] |
|
727 | trackers = [] | |
721 | for index, engineid in enumerate(targets): |
|
728 | for index, engineid in enumerate(targets): | |
722 | partition = mapObject.getPartition(seq, index, nparts) |
|
729 | partition = mapObject.getPartition(seq, index, nparts) | |
723 | if flatten and len(partition) == 1: |
|
730 | if flatten and len(partition) == 1: | |
724 | ns = {key: partition[0]} |
|
731 | ns = {key: partition[0]} | |
725 | else: |
|
732 | else: | |
726 | ns = {key: partition} |
|
733 | ns = {key: partition} | |
727 | r = self.push(ns, block=False, track=track, targets=engineid) |
|
734 | r = self.push(ns, block=False, track=track, targets=engineid) | |
728 | msg_ids.extend(r.msg_ids) |
|
735 | msg_ids.extend(r.msg_ids) | |
729 | if track: |
|
736 | if track: | |
730 | trackers.append(r._tracker) |
|
737 | trackers.append(r._tracker) | |
731 |
|
738 | |||
732 | if track: |
|
739 | if track: | |
733 | tracker = zmq.MessageTracker(*trackers) |
|
740 | tracker = zmq.MessageTracker(*trackers) | |
734 | else: |
|
741 | else: | |
735 | tracker = None |
|
742 | tracker = None | |
736 |
|
743 | |||
737 | r = AsyncResult(self.client, msg_ids, fname='scatter', targets=targets, tracker=tracker) |
|
744 | r = AsyncResult(self.client, msg_ids, fname='scatter', targets=targets, tracker=tracker) | |
738 | if block: |
|
745 | if block: | |
739 | r.wait() |
|
746 | r.wait() | |
740 | else: |
|
747 | else: | |
741 | return r |
|
748 | return r | |
742 |
|
749 | |||
743 | @sync_results |
|
750 | @sync_results | |
744 | @save_ids |
|
751 | @save_ids | |
745 | def gather(self, key, dist='b', targets=None, block=None): |
|
752 | def gather(self, key, dist='b', targets=None, block=None): | |
746 | """ |
|
753 | """ | |
747 | Gather a partitioned sequence on a set of engines as a single local seq. |
|
754 | Gather a partitioned sequence on a set of engines as a single local seq. | |
748 | """ |
|
755 | """ | |
749 | block = block if block is not None else self.block |
|
756 | block = block if block is not None else self.block | |
750 | targets = targets if targets is not None else self.targets |
|
757 | targets = targets if targets is not None else self.targets | |
751 | mapObject = Map.dists[dist]() |
|
758 | mapObject = Map.dists[dist]() | |
752 | msg_ids = [] |
|
759 | msg_ids = [] | |
753 |
|
760 | |||
754 | # construct integer ID list: |
|
761 | # construct integer ID list: | |
755 | targets = self.client._build_targets(targets)[1] |
|
762 | targets = self.client._build_targets(targets)[1] | |
756 |
|
763 | |||
757 | for index, engineid in enumerate(targets): |
|
764 | for index, engineid in enumerate(targets): | |
758 | msg_ids.extend(self.pull(key, block=False, targets=engineid).msg_ids) |
|
765 | msg_ids.extend(self.pull(key, block=False, targets=engineid).msg_ids) | |
759 |
|
766 | |||
760 | r = AsyncMapResult(self.client, msg_ids, mapObject, fname='gather') |
|
767 | r = AsyncMapResult(self.client, msg_ids, mapObject, fname='gather') | |
761 |
|
768 | |||
762 | if block: |
|
769 | if block: | |
763 | try: |
|
770 | try: | |
764 | return r.get() |
|
771 | return r.get() | |
765 | except KeyboardInterrupt: |
|
772 | except KeyboardInterrupt: | |
766 | pass |
|
773 | pass | |
767 | return r |
|
774 | return r | |
768 |
|
775 | |||
769 | def __getitem__(self, key): |
|
776 | def __getitem__(self, key): | |
770 | return self.get(key) |
|
777 | return self.get(key) | |
771 |
|
778 | |||
772 | def __setitem__(self,key, value): |
|
779 | def __setitem__(self,key, value): | |
773 | self.update({key:value}) |
|
780 | self.update({key:value}) | |
774 |
|
781 | |||
775 | def clear(self, targets=None, block=False): |
|
782 | def clear(self, targets=None, block=False): | |
776 | """Clear the remote namespaces on my engines.""" |
|
783 | """Clear the remote namespaces on my engines.""" | |
777 | block = block if block is not None else self.block |
|
784 | block = block if block is not None else self.block | |
778 | targets = targets if targets is not None else self.targets |
|
785 | targets = targets if targets is not None else self.targets | |
779 | return self.client.clear(targets=targets, block=block) |
|
786 | return self.client.clear(targets=targets, block=block) | |
780 |
|
787 | |||
781 | def kill(self, targets=None, block=True): |
|
788 | def kill(self, targets=None, block=True): | |
782 | """Kill my engines.""" |
|
789 | """Kill my engines.""" | |
783 | block = block if block is not None else self.block |
|
790 | block = block if block is not None else self.block | |
784 | targets = targets if targets is not None else self.targets |
|
791 | targets = targets if targets is not None else self.targets | |
785 | return self.client.kill(targets=targets, block=block) |
|
792 | return self.client.kill(targets=targets, block=block) | |
786 |
|
793 | |||
787 | #---------------------------------------- |
|
794 | #---------------------------------------- | |
788 | # activate for %px,%autopx magics |
|
795 | # activate for %px,%autopx magics | |
789 | #---------------------------------------- |
|
796 | #---------------------------------------- | |
790 | def activate(self): |
|
797 | def activate(self): | |
791 | """Make this `View` active for parallel magic commands. |
|
798 | """Make this `View` active for parallel magic commands. | |
792 |
|
799 | |||
793 | IPython has a magic command syntax to work with `MultiEngineClient` objects. |
|
800 | IPython has a magic command syntax to work with `MultiEngineClient` objects. | |
794 | In a given IPython session there is a single active one. While |
|
801 | In a given IPython session there is a single active one. While | |
795 | there can be many `Views` created and used by the user, |
|
802 | there can be many `Views` created and used by the user, | |
796 | there is only one active one. The active `View` is used whenever |
|
803 | there is only one active one. The active `View` is used whenever | |
797 | the magic commands %px and %autopx are used. |
|
804 | the magic commands %px and %autopx are used. | |
798 |
|
805 | |||
799 | The activate() method is called on a given `View` to make it |
|
806 | The activate() method is called on a given `View` to make it | |
800 | active. Once this has been done, the magic commands can be used. |
|
807 | active. Once this has been done, the magic commands can be used. | |
801 | """ |
|
808 | """ | |
802 |
|
809 | |||
803 | try: |
|
810 | try: | |
804 | # This is injected into __builtins__. |
|
811 | # This is injected into __builtins__. | |
805 | ip = get_ipython() |
|
812 | ip = get_ipython() | |
806 | except NameError: |
|
813 | except NameError: | |
807 | print "The IPython parallel magics (%result, %px, %autopx) only work within IPython." |
|
814 | print "The IPython parallel magics (%result, %px, %autopx) only work within IPython." | |
808 | else: |
|
815 | else: | |
809 | pmagic = ip.plugin_manager.get_plugin('parallelmagic') |
|
816 | pmagic = ip.plugin_manager.get_plugin('parallelmagic') | |
810 | if pmagic is None: |
|
817 | if pmagic is None: | |
811 | ip.magic_load_ext('parallelmagic') |
|
818 | ip.magic_load_ext('parallelmagic') | |
812 | pmagic = ip.plugin_manager.get_plugin('parallelmagic') |
|
819 | pmagic = ip.plugin_manager.get_plugin('parallelmagic') | |
813 |
|
820 | |||
814 | pmagic.active_view = self |
|
821 | pmagic.active_view = self | |
815 |
|
822 | |||
816 |
|
823 | |||
817 | @skip_doctest |
|
824 | @skip_doctest | |
818 | class LoadBalancedView(View): |
|
825 | class LoadBalancedView(View): | |
819 | """An load-balancing View that only executes via the Task scheduler. |
|
826 | """An load-balancing View that only executes via the Task scheduler. | |
820 |
|
827 | |||
821 | Load-balanced views can be created with the client's `view` method: |
|
828 | Load-balanced views can be created with the client's `view` method: | |
822 |
|
829 | |||
823 | >>> v = client.load_balanced_view() |
|
830 | >>> v = client.load_balanced_view() | |
824 |
|
831 | |||
825 | or targets can be specified, to restrict the potential destinations: |
|
832 | or targets can be specified, to restrict the potential destinations: | |
826 |
|
833 | |||
827 | >>> v = client.client.load_balanced_view([1,3]) |
|
834 | >>> v = client.client.load_balanced_view([1,3]) | |
828 |
|
835 | |||
829 | which would restrict loadbalancing to between engines 1 and 3. |
|
836 | which would restrict loadbalancing to between engines 1 and 3. | |
830 |
|
837 | |||
831 | """ |
|
838 | """ | |
832 |
|
839 | |||
833 | follow=Any() |
|
840 | follow=Any() | |
834 | after=Any() |
|
841 | after=Any() | |
835 | timeout=CFloat() |
|
842 | timeout=CFloat() | |
836 | retries = Integer(0) |
|
843 | retries = Integer(0) | |
837 |
|
844 | |||
838 | _task_scheme = Any() |
|
845 | _task_scheme = Any() | |
839 | _flag_names = List(['targets', 'block', 'track', 'follow', 'after', 'timeout', 'retries']) |
|
846 | _flag_names = List(['targets', 'block', 'track', 'follow', 'after', 'timeout', 'retries']) | |
840 |
|
847 | |||
841 | def __init__(self, client=None, socket=None, **flags): |
|
848 | def __init__(self, client=None, socket=None, **flags): | |
842 | super(LoadBalancedView, self).__init__(client=client, socket=socket, **flags) |
|
849 | super(LoadBalancedView, self).__init__(client=client, socket=socket, **flags) | |
843 | self._task_scheme=client._task_scheme |
|
850 | self._task_scheme=client._task_scheme | |
844 |
|
851 | |||
845 | def _validate_dependency(self, dep): |
|
852 | def _validate_dependency(self, dep): | |
846 | """validate a dependency. |
|
853 | """validate a dependency. | |
847 |
|
854 | |||
848 | For use in `set_flags`. |
|
855 | For use in `set_flags`. | |
849 | """ |
|
856 | """ | |
850 | if dep is None or isinstance(dep, (basestring, AsyncResult, Dependency)): |
|
857 | if dep is None or isinstance(dep, (basestring, AsyncResult, Dependency)): | |
851 | return True |
|
858 | return True | |
852 | elif isinstance(dep, (list,set, tuple)): |
|
859 | elif isinstance(dep, (list,set, tuple)): | |
853 | for d in dep: |
|
860 | for d in dep: | |
854 | if not isinstance(d, (basestring, AsyncResult)): |
|
861 | if not isinstance(d, (basestring, AsyncResult)): | |
855 | return False |
|
862 | return False | |
856 | elif isinstance(dep, dict): |
|
863 | elif isinstance(dep, dict): | |
857 | if set(dep.keys()) != set(Dependency().as_dict().keys()): |
|
864 | if set(dep.keys()) != set(Dependency().as_dict().keys()): | |
858 | return False |
|
865 | return False | |
859 | if not isinstance(dep['msg_ids'], list): |
|
866 | if not isinstance(dep['msg_ids'], list): | |
860 | return False |
|
867 | return False | |
861 | for d in dep['msg_ids']: |
|
868 | for d in dep['msg_ids']: | |
862 | if not isinstance(d, basestring): |
|
869 | if not isinstance(d, basestring): | |
863 | return False |
|
870 | return False | |
864 | else: |
|
871 | else: | |
865 | return False |
|
872 | return False | |
866 |
|
873 | |||
867 | return True |
|
874 | return True | |
868 |
|
875 | |||
869 | def _render_dependency(self, dep): |
|
876 | def _render_dependency(self, dep): | |
870 | """helper for building jsonable dependencies from various input forms.""" |
|
877 | """helper for building jsonable dependencies from various input forms.""" | |
871 | if isinstance(dep, Dependency): |
|
878 | if isinstance(dep, Dependency): | |
872 | return dep.as_dict() |
|
879 | return dep.as_dict() | |
873 | elif isinstance(dep, AsyncResult): |
|
880 | elif isinstance(dep, AsyncResult): | |
874 | return dep.msg_ids |
|
881 | return dep.msg_ids | |
875 | elif dep is None: |
|
882 | elif dep is None: | |
876 | return [] |
|
883 | return [] | |
877 | else: |
|
884 | else: | |
878 | # pass to Dependency constructor |
|
885 | # pass to Dependency constructor | |
879 | return list(Dependency(dep)) |
|
886 | return list(Dependency(dep)) | |
880 |
|
887 | |||
881 | def set_flags(self, **kwargs): |
|
888 | def set_flags(self, **kwargs): | |
882 | """set my attribute flags by keyword. |
|
889 | """set my attribute flags by keyword. | |
883 |
|
890 | |||
884 | A View is a wrapper for the Client's apply method, but with attributes |
|
891 | A View is a wrapper for the Client's apply method, but with attributes | |
885 | that specify keyword arguments, those attributes can be set by keyword |
|
892 | that specify keyword arguments, those attributes can be set by keyword | |
886 | argument with this method. |
|
893 | argument with this method. | |
887 |
|
894 | |||
888 | Parameters |
|
895 | Parameters | |
889 | ---------- |
|
896 | ---------- | |
890 |
|
897 | |||
891 | block : bool |
|
898 | block : bool | |
892 | whether to wait for results |
|
899 | whether to wait for results | |
893 | track : bool |
|
900 | track : bool | |
894 | whether to create a MessageTracker to allow the user to |
|
901 | whether to create a MessageTracker to allow the user to | |
895 | safely edit after arrays and buffers during non-copying |
|
902 | safely edit after arrays and buffers during non-copying | |
896 | sends. |
|
903 | sends. | |
897 |
|
904 | |||
898 | after : Dependency or collection of msg_ids |
|
905 | after : Dependency or collection of msg_ids | |
899 | Only for load-balanced execution (targets=None) |
|
906 | Only for load-balanced execution (targets=None) | |
900 | Specify a list of msg_ids as a time-based dependency. |
|
907 | Specify a list of msg_ids as a time-based dependency. | |
901 | This job will only be run *after* the dependencies |
|
908 | This job will only be run *after* the dependencies | |
902 | have been met. |
|
909 | have been met. | |
903 |
|
910 | |||
904 | follow : Dependency or collection of msg_ids |
|
911 | follow : Dependency or collection of msg_ids | |
905 | Only for load-balanced execution (targets=None) |
|
912 | Only for load-balanced execution (targets=None) | |
906 | Specify a list of msg_ids as a location-based dependency. |
|
913 | Specify a list of msg_ids as a location-based dependency. | |
907 | This job will only be run on an engine where this dependency |
|
914 | This job will only be run on an engine where this dependency | |
908 | is met. |
|
915 | is met. | |
909 |
|
916 | |||
910 | timeout : float/int or None |
|
917 | timeout : float/int or None | |
911 | Only for load-balanced execution (targets=None) |
|
918 | Only for load-balanced execution (targets=None) | |
912 | Specify an amount of time (in seconds) for the scheduler to |
|
919 | Specify an amount of time (in seconds) for the scheduler to | |
913 | wait for dependencies to be met before failing with a |
|
920 | wait for dependencies to be met before failing with a | |
914 | DependencyTimeout. |
|
921 | DependencyTimeout. | |
915 |
|
922 | |||
916 | retries : int |
|
923 | retries : int | |
917 | Number of times a task will be retried on failure. |
|
924 | Number of times a task will be retried on failure. | |
918 | """ |
|
925 | """ | |
919 |
|
926 | |||
920 | super(LoadBalancedView, self).set_flags(**kwargs) |
|
927 | super(LoadBalancedView, self).set_flags(**kwargs) | |
921 | for name in ('follow', 'after'): |
|
928 | for name in ('follow', 'after'): | |
922 | if name in kwargs: |
|
929 | if name in kwargs: | |
923 | value = kwargs[name] |
|
930 | value = kwargs[name] | |
924 | if self._validate_dependency(value): |
|
931 | if self._validate_dependency(value): | |
925 | setattr(self, name, value) |
|
932 | setattr(self, name, value) | |
926 | else: |
|
933 | else: | |
927 | raise ValueError("Invalid dependency: %r"%value) |
|
934 | raise ValueError("Invalid dependency: %r"%value) | |
928 | if 'timeout' in kwargs: |
|
935 | if 'timeout' in kwargs: | |
929 | t = kwargs['timeout'] |
|
936 | t = kwargs['timeout'] | |
930 | if not isinstance(t, (int, long, float, type(None))): |
|
937 | if not isinstance(t, (int, long, float, type(None))): | |
931 | raise TypeError("Invalid type for timeout: %r"%type(t)) |
|
938 | raise TypeError("Invalid type for timeout: %r"%type(t)) | |
932 | if t is not None: |
|
939 | if t is not None: | |
933 | if t < 0: |
|
940 | if t < 0: | |
934 | raise ValueError("Invalid timeout: %s"%t) |
|
941 | raise ValueError("Invalid timeout: %s"%t) | |
935 | self.timeout = t |
|
942 | self.timeout = t | |
936 |
|
943 | |||
937 | @sync_results |
|
944 | @sync_results | |
938 | @save_ids |
|
945 | @save_ids | |
939 | def _really_apply(self, f, args=None, kwargs=None, block=None, track=None, |
|
946 | def _really_apply(self, f, args=None, kwargs=None, block=None, track=None, | |
940 | after=None, follow=None, timeout=None, |
|
947 | after=None, follow=None, timeout=None, | |
941 | targets=None, retries=None): |
|
948 | targets=None, retries=None): | |
942 | """calls f(*args, **kwargs) on a remote engine, returning the result. |
|
949 | """calls f(*args, **kwargs) on a remote engine, returning the result. | |
943 |
|
950 | |||
944 | This method temporarily sets all of `apply`'s flags for a single call. |
|
951 | This method temporarily sets all of `apply`'s flags for a single call. | |
945 |
|
952 | |||
946 | Parameters |
|
953 | Parameters | |
947 | ---------- |
|
954 | ---------- | |
948 |
|
955 | |||
949 | f : callable |
|
956 | f : callable | |
950 |
|
957 | |||
951 | args : list [default: empty] |
|
958 | args : list [default: empty] | |
952 |
|
959 | |||
953 | kwargs : dict [default: empty] |
|
960 | kwargs : dict [default: empty] | |
954 |
|
961 | |||
955 | block : bool [default: self.block] |
|
962 | block : bool [default: self.block] | |
956 | whether to block |
|
963 | whether to block | |
957 | track : bool [default: self.track] |
|
964 | track : bool [default: self.track] | |
958 | whether to ask zmq to track the message, for safe non-copying sends |
|
965 | whether to ask zmq to track the message, for safe non-copying sends | |
959 |
|
966 | |||
960 | !!!!!! TODO: THE REST HERE !!!! |
|
967 | !!!!!! TODO: THE REST HERE !!!! | |
961 |
|
968 | |||
962 | Returns |
|
969 | Returns | |
963 | ------- |
|
970 | ------- | |
964 |
|
971 | |||
965 | if self.block is False: |
|
972 | if self.block is False: | |
966 | returns AsyncResult |
|
973 | returns AsyncResult | |
967 | else: |
|
974 | else: | |
968 | returns actual result of f(*args, **kwargs) on the engine(s) |
|
975 | returns actual result of f(*args, **kwargs) on the engine(s) | |
969 | This will be a list of self.targets is also a list (even length 1), or |
|
976 | This will be a list of self.targets is also a list (even length 1), or | |
970 | the single result if self.targets is an integer engine id |
|
977 | the single result if self.targets is an integer engine id | |
971 | """ |
|
978 | """ | |
972 |
|
979 | |||
973 | # validate whether we can run |
|
980 | # validate whether we can run | |
974 | if self._socket.closed: |
|
981 | if self._socket.closed: | |
975 | msg = "Task farming is disabled" |
|
982 | msg = "Task farming is disabled" | |
976 | if self._task_scheme == 'pure': |
|
983 | if self._task_scheme == 'pure': | |
977 | msg += " because the pure ZMQ scheduler cannot handle" |
|
984 | msg += " because the pure ZMQ scheduler cannot handle" | |
978 | msg += " disappearing engines." |
|
985 | msg += " disappearing engines." | |
979 | raise RuntimeError(msg) |
|
986 | raise RuntimeError(msg) | |
980 |
|
987 | |||
981 | if self._task_scheme == 'pure': |
|
988 | if self._task_scheme == 'pure': | |
982 | # pure zmq scheme doesn't support extra features |
|
989 | # pure zmq scheme doesn't support extra features | |
983 | msg = "Pure ZMQ scheduler doesn't support the following flags:" |
|
990 | msg = "Pure ZMQ scheduler doesn't support the following flags:" | |
984 | "follow, after, retries, targets, timeout" |
|
991 | "follow, after, retries, targets, timeout" | |
985 | if (follow or after or retries or targets or timeout): |
|
992 | if (follow or after or retries or targets or timeout): | |
986 | # hard fail on Scheduler flags |
|
993 | # hard fail on Scheduler flags | |
987 | raise RuntimeError(msg) |
|
994 | raise RuntimeError(msg) | |
988 | if isinstance(f, dependent): |
|
995 | if isinstance(f, dependent): | |
989 | # soft warn on functional dependencies |
|
996 | # soft warn on functional dependencies | |
990 | warnings.warn(msg, RuntimeWarning) |
|
997 | warnings.warn(msg, RuntimeWarning) | |
991 |
|
998 | |||
992 | # build args |
|
999 | # build args | |
993 | args = [] if args is None else args |
|
1000 | args = [] if args is None else args | |
994 | kwargs = {} if kwargs is None else kwargs |
|
1001 | kwargs = {} if kwargs is None else kwargs | |
995 | block = self.block if block is None else block |
|
1002 | block = self.block if block is None else block | |
996 | track = self.track if track is None else track |
|
1003 | track = self.track if track is None else track | |
997 | after = self.after if after is None else after |
|
1004 | after = self.after if after is None else after | |
998 | retries = self.retries if retries is None else retries |
|
1005 | retries = self.retries if retries is None else retries | |
999 | follow = self.follow if follow is None else follow |
|
1006 | follow = self.follow if follow is None else follow | |
1000 | timeout = self.timeout if timeout is None else timeout |
|
1007 | timeout = self.timeout if timeout is None else timeout | |
1001 | targets = self.targets if targets is None else targets |
|
1008 | targets = self.targets if targets is None else targets | |
1002 |
|
1009 | |||
1003 | if not isinstance(retries, int): |
|
1010 | if not isinstance(retries, int): | |
1004 | raise TypeError('retries must be int, not %r'%type(retries)) |
|
1011 | raise TypeError('retries must be int, not %r'%type(retries)) | |
1005 |
|
1012 | |||
1006 | if targets is None: |
|
1013 | if targets is None: | |
1007 | idents = [] |
|
1014 | idents = [] | |
1008 | else: |
|
1015 | else: | |
1009 | idents = self.client._build_targets(targets)[0] |
|
1016 | idents = self.client._build_targets(targets)[0] | |
1010 | # ensure *not* bytes |
|
1017 | # ensure *not* bytes | |
1011 | idents = [ ident.decode() for ident in idents ] |
|
1018 | idents = [ ident.decode() for ident in idents ] | |
1012 |
|
1019 | |||
1013 | after = self._render_dependency(after) |
|
1020 | after = self._render_dependency(after) | |
1014 | follow = self._render_dependency(follow) |
|
1021 | follow = self._render_dependency(follow) | |
1015 | subheader = dict(after=after, follow=follow, timeout=timeout, targets=idents, retries=retries) |
|
1022 | subheader = dict(after=after, follow=follow, timeout=timeout, targets=idents, retries=retries) | |
1016 |
|
1023 | |||
1017 | msg = self.client.send_apply_request(self._socket, f, args, kwargs, track=track, |
|
1024 | msg = self.client.send_apply_request(self._socket, f, args, kwargs, track=track, | |
1018 | subheader=subheader) |
|
1025 | subheader=subheader) | |
1019 | tracker = None if track is False else msg['tracker'] |
|
1026 | tracker = None if track is False else msg['tracker'] | |
1020 |
|
1027 | |||
1021 | ar = AsyncResult(self.client, msg['header']['msg_id'], fname=getname(f), targets=None, tracker=tracker) |
|
1028 | ar = AsyncResult(self.client, msg['header']['msg_id'], fname=getname(f), targets=None, tracker=tracker) | |
1022 |
|
1029 | |||
1023 | if block: |
|
1030 | if block: | |
1024 | try: |
|
1031 | try: | |
1025 | return ar.get() |
|
1032 | return ar.get() | |
1026 | except KeyboardInterrupt: |
|
1033 | except KeyboardInterrupt: | |
1027 | pass |
|
1034 | pass | |
1028 | return ar |
|
1035 | return ar | |
1029 |
|
1036 | |||
1030 | @spin_after |
|
1037 | @spin_after | |
1031 | @save_ids |
|
1038 | @save_ids | |
1032 | def map(self, f, *sequences, **kwargs): |
|
1039 | def map(self, f, *sequences, **kwargs): | |
1033 | """view.map(f, *sequences, block=self.block, chunksize=1, ordered=True) => list|AsyncMapResult |
|
1040 | """view.map(f, *sequences, block=self.block, chunksize=1, ordered=True) => list|AsyncMapResult | |
1034 |
|
1041 | |||
1035 | Parallel version of builtin `map`, load-balanced by this View. |
|
1042 | Parallel version of builtin `map`, load-balanced by this View. | |
1036 |
|
1043 | |||
1037 | `block`, and `chunksize` can be specified by keyword only. |
|
1044 | `block`, and `chunksize` can be specified by keyword only. | |
1038 |
|
1045 | |||
1039 | Each `chunksize` elements will be a separate task, and will be |
|
1046 | Each `chunksize` elements will be a separate task, and will be | |
1040 | load-balanced. This lets individual elements be available for iteration |
|
1047 | load-balanced. This lets individual elements be available for iteration | |
1041 | as soon as they arrive. |
|
1048 | as soon as they arrive. | |
1042 |
|
1049 | |||
1043 | Parameters |
|
1050 | Parameters | |
1044 | ---------- |
|
1051 | ---------- | |
1045 |
|
1052 | |||
1046 | f : callable |
|
1053 | f : callable | |
1047 | function to be mapped |
|
1054 | function to be mapped | |
1048 | *sequences: one or more sequences of matching length |
|
1055 | *sequences: one or more sequences of matching length | |
1049 | the sequences to be distributed and passed to `f` |
|
1056 | the sequences to be distributed and passed to `f` | |
1050 | block : bool [default self.block] |
|
1057 | block : bool [default self.block] | |
1051 | whether to wait for the result or not |
|
1058 | whether to wait for the result or not | |
1052 | track : bool |
|
1059 | track : bool | |
1053 | whether to create a MessageTracker to allow the user to |
|
1060 | whether to create a MessageTracker to allow the user to | |
1054 | safely edit after arrays and buffers during non-copying |
|
1061 | safely edit after arrays and buffers during non-copying | |
1055 | sends. |
|
1062 | sends. | |
1056 | chunksize : int [default 1] |
|
1063 | chunksize : int [default 1] | |
1057 | how many elements should be in each task. |
|
1064 | how many elements should be in each task. | |
1058 | ordered : bool [default True] |
|
1065 | ordered : bool [default True] | |
1059 | Whether the results should be gathered as they arrive, or enforce |
|
1066 | Whether the results should be gathered as they arrive, or enforce | |
1060 | the order of submission. |
|
1067 | the order of submission. | |
1061 |
|
1068 | |||
1062 | Only applies when iterating through AsyncMapResult as results arrive. |
|
1069 | Only applies when iterating through AsyncMapResult as results arrive. | |
1063 | Has no effect when block=True. |
|
1070 | Has no effect when block=True. | |
1064 |
|
1071 | |||
1065 | Returns |
|
1072 | Returns | |
1066 | ------- |
|
1073 | ------- | |
1067 |
|
1074 | |||
1068 | if block=False: |
|
1075 | if block=False: | |
1069 | AsyncMapResult |
|
1076 | AsyncMapResult | |
1070 | An object like AsyncResult, but which reassembles the sequence of results |
|
1077 | An object like AsyncResult, but which reassembles the sequence of results | |
1071 | into a single list. AsyncMapResults can be iterated through before all |
|
1078 | into a single list. AsyncMapResults can be iterated through before all | |
1072 | results are complete. |
|
1079 | results are complete. | |
1073 | else: |
|
1080 | else: | |
1074 | the result of map(f,*sequences) |
|
1081 | the result of map(f,*sequences) | |
1075 |
|
1082 | |||
1076 | """ |
|
1083 | """ | |
1077 |
|
1084 | |||
1078 | # default |
|
1085 | # default | |
1079 | block = kwargs.get('block', self.block) |
|
1086 | block = kwargs.get('block', self.block) | |
1080 | chunksize = kwargs.get('chunksize', 1) |
|
1087 | chunksize = kwargs.get('chunksize', 1) | |
1081 | ordered = kwargs.get('ordered', True) |
|
1088 | ordered = kwargs.get('ordered', True) | |
1082 |
|
1089 | |||
1083 | keyset = set(kwargs.keys()) |
|
1090 | keyset = set(kwargs.keys()) | |
1084 | extra_keys = keyset.difference_update(set(['block', 'chunksize'])) |
|
1091 | extra_keys = keyset.difference_update(set(['block', 'chunksize'])) | |
1085 | if extra_keys: |
|
1092 | if extra_keys: | |
1086 | raise TypeError("Invalid kwargs: %s"%list(extra_keys)) |
|
1093 | raise TypeError("Invalid kwargs: %s"%list(extra_keys)) | |
1087 |
|
1094 | |||
1088 | assert len(sequences) > 0, "must have some sequences to map onto!" |
|
1095 | assert len(sequences) > 0, "must have some sequences to map onto!" | |
1089 |
|
1096 | |||
1090 | pf = ParallelFunction(self, f, block=block, chunksize=chunksize, ordered=ordered) |
|
1097 | pf = ParallelFunction(self, f, block=block, chunksize=chunksize, ordered=ordered) | |
1091 | return pf.map(*sequences) |
|
1098 | return pf.map(*sequences) | |
1092 |
|
1099 | |||
1093 | __all__ = ['LoadBalancedView', 'DirectView'] |
|
1100 | __all__ = ['LoadBalancedView', 'DirectView'] |
@@ -1,553 +1,571 b'' | |||||
1 | # -*- coding: utf-8 -*- |
|
1 | # -*- coding: utf-8 -*- | |
2 | """test View objects |
|
2 | """test View objects | |
3 |
|
3 | |||
4 | Authors: |
|
4 | Authors: | |
5 |
|
5 | |||
6 | * Min RK |
|
6 | * Min RK | |
7 | """ |
|
7 | """ | |
8 | #------------------------------------------------------------------------------- |
|
8 | #------------------------------------------------------------------------------- | |
9 | # Copyright (C) 2011 The IPython Development Team |
|
9 | # Copyright (C) 2011 The IPython Development Team | |
10 | # |
|
10 | # | |
11 | # Distributed under the terms of the BSD License. The full license is in |
|
11 | # Distributed under the terms of the BSD License. The full license is in | |
12 | # the file COPYING, distributed as part of this software. |
|
12 | # the file COPYING, distributed as part of this software. | |
13 | #------------------------------------------------------------------------------- |
|
13 | #------------------------------------------------------------------------------- | |
14 |
|
14 | |||
15 | #------------------------------------------------------------------------------- |
|
15 | #------------------------------------------------------------------------------- | |
16 | # Imports |
|
16 | # Imports | |
17 | #------------------------------------------------------------------------------- |
|
17 | #------------------------------------------------------------------------------- | |
18 |
|
18 | |||
19 | import sys |
|
19 | import sys | |
20 | import time |
|
20 | import time | |
21 | from tempfile import mktemp |
|
21 | from tempfile import mktemp | |
22 | from StringIO import StringIO |
|
22 | from StringIO import StringIO | |
23 |
|
23 | |||
24 | import zmq |
|
24 | import zmq | |
25 | from nose import SkipTest |
|
25 | from nose import SkipTest | |
26 |
|
26 | |||
27 | from IPython.testing import decorators as dec |
|
27 | from IPython.testing import decorators as dec | |
|
28 | from IPython.testing.ipunittest import ParametricTestCase | |||
28 |
|
29 | |||
29 | from IPython import parallel as pmod |
|
30 | from IPython import parallel as pmod | |
30 | from IPython.parallel import error |
|
31 | from IPython.parallel import error | |
31 | from IPython.parallel import AsyncResult, AsyncHubResult, AsyncMapResult |
|
32 | from IPython.parallel import AsyncResult, AsyncHubResult, AsyncMapResult | |
32 | from IPython.parallel import DirectView |
|
33 | from IPython.parallel import DirectView | |
33 | from IPython.parallel.util import interactive |
|
34 | from IPython.parallel.util import interactive | |
34 |
|
35 | |||
35 | from IPython.parallel.tests import add_engines |
|
36 | from IPython.parallel.tests import add_engines | |
36 |
|
37 | |||
37 | from .clienttest import ClusterTestCase, crash, wait, skip_without |
|
38 | from .clienttest import ClusterTestCase, crash, wait, skip_without | |
38 |
|
39 | |||
39 | def setup(): |
|
40 | def setup(): | |
40 | add_engines(3, total=True) |
|
41 | add_engines(3, total=True) | |
41 |
|
42 | |||
42 | class TestView(ClusterTestCase): |
|
43 | class TestView(ClusterTestCase, ParametricTestCase): | |
43 |
|
44 | |||
44 | def test_z_crash_mux(self): |
|
45 | def test_z_crash_mux(self): | |
45 | """test graceful handling of engine death (direct)""" |
|
46 | """test graceful handling of engine death (direct)""" | |
46 | raise SkipTest("crash tests disabled, due to undesirable crash reports") |
|
47 | raise SkipTest("crash tests disabled, due to undesirable crash reports") | |
47 | # self.add_engines(1) |
|
48 | # self.add_engines(1) | |
48 | eid = self.client.ids[-1] |
|
49 | eid = self.client.ids[-1] | |
49 | ar = self.client[eid].apply_async(crash) |
|
50 | ar = self.client[eid].apply_async(crash) | |
50 | self.assertRaisesRemote(error.EngineError, ar.get, 10) |
|
51 | self.assertRaisesRemote(error.EngineError, ar.get, 10) | |
51 | eid = ar.engine_id |
|
52 | eid = ar.engine_id | |
52 | tic = time.time() |
|
53 | tic = time.time() | |
53 | while eid in self.client.ids and time.time()-tic < 5: |
|
54 | while eid in self.client.ids and time.time()-tic < 5: | |
54 | time.sleep(.01) |
|
55 | time.sleep(.01) | |
55 | self.client.spin() |
|
56 | self.client.spin() | |
56 | self.assertFalse(eid in self.client.ids, "Engine should have died") |
|
57 | self.assertFalse(eid in self.client.ids, "Engine should have died") | |
57 |
|
58 | |||
58 | def test_push_pull(self): |
|
59 | def test_push_pull(self): | |
59 | """test pushing and pulling""" |
|
60 | """test pushing and pulling""" | |
60 | data = dict(a=10, b=1.05, c=range(10), d={'e':(1,2),'f':'hi'}) |
|
61 | data = dict(a=10, b=1.05, c=range(10), d={'e':(1,2),'f':'hi'}) | |
61 | t = self.client.ids[-1] |
|
62 | t = self.client.ids[-1] | |
62 | v = self.client[t] |
|
63 | v = self.client[t] | |
63 | push = v.push |
|
64 | push = v.push | |
64 | pull = v.pull |
|
65 | pull = v.pull | |
65 | v.block=True |
|
66 | v.block=True | |
66 | nengines = len(self.client) |
|
67 | nengines = len(self.client) | |
67 | push({'data':data}) |
|
68 | push({'data':data}) | |
68 | d = pull('data') |
|
69 | d = pull('data') | |
69 | self.assertEquals(d, data) |
|
70 | self.assertEquals(d, data) | |
70 | self.client[:].push({'data':data}) |
|
71 | self.client[:].push({'data':data}) | |
71 | d = self.client[:].pull('data', block=True) |
|
72 | d = self.client[:].pull('data', block=True) | |
72 | self.assertEquals(d, nengines*[data]) |
|
73 | self.assertEquals(d, nengines*[data]) | |
73 | ar = push({'data':data}, block=False) |
|
74 | ar = push({'data':data}, block=False) | |
74 | self.assertTrue(isinstance(ar, AsyncResult)) |
|
75 | self.assertTrue(isinstance(ar, AsyncResult)) | |
75 | r = ar.get() |
|
76 | r = ar.get() | |
76 | ar = self.client[:].pull('data', block=False) |
|
77 | ar = self.client[:].pull('data', block=False) | |
77 | self.assertTrue(isinstance(ar, AsyncResult)) |
|
78 | self.assertTrue(isinstance(ar, AsyncResult)) | |
78 | r = ar.get() |
|
79 | r = ar.get() | |
79 | self.assertEquals(r, nengines*[data]) |
|
80 | self.assertEquals(r, nengines*[data]) | |
80 | self.client[:].push(dict(a=10,b=20)) |
|
81 | self.client[:].push(dict(a=10,b=20)) | |
81 | r = self.client[:].pull(('a','b'), block=True) |
|
82 | r = self.client[:].pull(('a','b'), block=True) | |
82 | self.assertEquals(r, nengines*[[10,20]]) |
|
83 | self.assertEquals(r, nengines*[[10,20]]) | |
83 |
|
84 | |||
84 | def test_push_pull_function(self): |
|
85 | def test_push_pull_function(self): | |
85 | "test pushing and pulling functions" |
|
86 | "test pushing and pulling functions" | |
86 | def testf(x): |
|
87 | def testf(x): | |
87 | return 2.0*x |
|
88 | return 2.0*x | |
88 |
|
89 | |||
89 | t = self.client.ids[-1] |
|
90 | t = self.client.ids[-1] | |
90 | v = self.client[t] |
|
91 | v = self.client[t] | |
91 | v.block=True |
|
92 | v.block=True | |
92 | push = v.push |
|
93 | push = v.push | |
93 | pull = v.pull |
|
94 | pull = v.pull | |
94 | execute = v.execute |
|
95 | execute = v.execute | |
95 | push({'testf':testf}) |
|
96 | push({'testf':testf}) | |
96 | r = pull('testf') |
|
97 | r = pull('testf') | |
97 | self.assertEqual(r(1.0), testf(1.0)) |
|
98 | self.assertEqual(r(1.0), testf(1.0)) | |
98 | execute('r = testf(10)') |
|
99 | execute('r = testf(10)') | |
99 | r = pull('r') |
|
100 | r = pull('r') | |
100 | self.assertEquals(r, testf(10)) |
|
101 | self.assertEquals(r, testf(10)) | |
101 | ar = self.client[:].push({'testf':testf}, block=False) |
|
102 | ar = self.client[:].push({'testf':testf}, block=False) | |
102 | ar.get() |
|
103 | ar.get() | |
103 | ar = self.client[:].pull('testf', block=False) |
|
104 | ar = self.client[:].pull('testf', block=False) | |
104 | rlist = ar.get() |
|
105 | rlist = ar.get() | |
105 | for r in rlist: |
|
106 | for r in rlist: | |
106 | self.assertEqual(r(1.0), testf(1.0)) |
|
107 | self.assertEqual(r(1.0), testf(1.0)) | |
107 | execute("def g(x): return x*x") |
|
108 | execute("def g(x): return x*x") | |
108 | r = pull(('testf','g')) |
|
109 | r = pull(('testf','g')) | |
109 | self.assertEquals((r[0](10),r[1](10)), (testf(10), 100)) |
|
110 | self.assertEquals((r[0](10),r[1](10)), (testf(10), 100)) | |
110 |
|
111 | |||
111 | def test_push_function_globals(self): |
|
112 | def test_push_function_globals(self): | |
112 | """test that pushed functions have access to globals""" |
|
113 | """test that pushed functions have access to globals""" | |
113 | @interactive |
|
114 | @interactive | |
114 | def geta(): |
|
115 | def geta(): | |
115 | return a |
|
116 | return a | |
116 | # self.add_engines(1) |
|
117 | # self.add_engines(1) | |
117 | v = self.client[-1] |
|
118 | v = self.client[-1] | |
118 | v.block=True |
|
119 | v.block=True | |
119 | v['f'] = geta |
|
120 | v['f'] = geta | |
120 | self.assertRaisesRemote(NameError, v.execute, 'b=f()') |
|
121 | self.assertRaisesRemote(NameError, v.execute, 'b=f()') | |
121 | v.execute('a=5') |
|
122 | v.execute('a=5') | |
122 | v.execute('b=f()') |
|
123 | v.execute('b=f()') | |
123 | self.assertEquals(v['b'], 5) |
|
124 | self.assertEquals(v['b'], 5) | |
124 |
|
125 | |||
125 | def test_push_function_defaults(self): |
|
126 | def test_push_function_defaults(self): | |
126 | """test that pushed functions preserve default args""" |
|
127 | """test that pushed functions preserve default args""" | |
127 | def echo(a=10): |
|
128 | def echo(a=10): | |
128 | return a |
|
129 | return a | |
129 | v = self.client[-1] |
|
130 | v = self.client[-1] | |
130 | v.block=True |
|
131 | v.block=True | |
131 | v['f'] = echo |
|
132 | v['f'] = echo | |
132 | v.execute('b=f()') |
|
133 | v.execute('b=f()') | |
133 | self.assertEquals(v['b'], 10) |
|
134 | self.assertEquals(v['b'], 10) | |
134 |
|
135 | |||
135 | def test_get_result(self): |
|
136 | def test_get_result(self): | |
136 | """test getting results from the Hub.""" |
|
137 | """test getting results from the Hub.""" | |
137 | c = pmod.Client(profile='iptest') |
|
138 | c = pmod.Client(profile='iptest') | |
138 | # self.add_engines(1) |
|
139 | # self.add_engines(1) | |
139 | t = c.ids[-1] |
|
140 | t = c.ids[-1] | |
140 | v = c[t] |
|
141 | v = c[t] | |
141 | v2 = self.client[t] |
|
142 | v2 = self.client[t] | |
142 | ar = v.apply_async(wait, 1) |
|
143 | ar = v.apply_async(wait, 1) | |
143 | # give the monitor time to notice the message |
|
144 | # give the monitor time to notice the message | |
144 | time.sleep(.25) |
|
145 | time.sleep(.25) | |
145 | ahr = v2.get_result(ar.msg_ids) |
|
146 | ahr = v2.get_result(ar.msg_ids) | |
146 | self.assertTrue(isinstance(ahr, AsyncHubResult)) |
|
147 | self.assertTrue(isinstance(ahr, AsyncHubResult)) | |
147 | self.assertEquals(ahr.get(), ar.get()) |
|
148 | self.assertEquals(ahr.get(), ar.get()) | |
148 | ar2 = v2.get_result(ar.msg_ids) |
|
149 | ar2 = v2.get_result(ar.msg_ids) | |
149 | self.assertFalse(isinstance(ar2, AsyncHubResult)) |
|
150 | self.assertFalse(isinstance(ar2, AsyncHubResult)) | |
150 | c.spin() |
|
151 | c.spin() | |
151 | c.close() |
|
152 | c.close() | |
152 |
|
153 | |||
153 | def test_run_newline(self): |
|
154 | def test_run_newline(self): | |
154 | """test that run appends newline to files""" |
|
155 | """test that run appends newline to files""" | |
155 | tmpfile = mktemp() |
|
156 | tmpfile = mktemp() | |
156 | with open(tmpfile, 'w') as f: |
|
157 | with open(tmpfile, 'w') as f: | |
157 | f.write("""def g(): |
|
158 | f.write("""def g(): | |
158 | return 5 |
|
159 | return 5 | |
159 | """) |
|
160 | """) | |
160 | v = self.client[-1] |
|
161 | v = self.client[-1] | |
161 | v.run(tmpfile, block=True) |
|
162 | v.run(tmpfile, block=True) | |
162 | self.assertEquals(v.apply_sync(lambda f: f(), pmod.Reference('g')), 5) |
|
163 | self.assertEquals(v.apply_sync(lambda f: f(), pmod.Reference('g')), 5) | |
163 |
|
164 | |||
164 | def test_apply_tracked(self): |
|
165 | def test_apply_tracked(self): | |
165 | """test tracking for apply""" |
|
166 | """test tracking for apply""" | |
166 | # self.add_engines(1) |
|
167 | # self.add_engines(1) | |
167 | t = self.client.ids[-1] |
|
168 | t = self.client.ids[-1] | |
168 | v = self.client[t] |
|
169 | v = self.client[t] | |
169 | v.block=False |
|
170 | v.block=False | |
170 | def echo(n=1024*1024, **kwargs): |
|
171 | def echo(n=1024*1024, **kwargs): | |
171 | with v.temp_flags(**kwargs): |
|
172 | with v.temp_flags(**kwargs): | |
172 | return v.apply(lambda x: x, 'x'*n) |
|
173 | return v.apply(lambda x: x, 'x'*n) | |
173 | ar = echo(1, track=False) |
|
174 | ar = echo(1, track=False) | |
174 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
|
175 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) | |
175 | self.assertTrue(ar.sent) |
|
176 | self.assertTrue(ar.sent) | |
176 | ar = echo(track=True) |
|
177 | ar = echo(track=True) | |
177 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
|
178 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) | |
178 | self.assertEquals(ar.sent, ar._tracker.done) |
|
179 | self.assertEquals(ar.sent, ar._tracker.done) | |
179 | ar._tracker.wait() |
|
180 | ar._tracker.wait() | |
180 | self.assertTrue(ar.sent) |
|
181 | self.assertTrue(ar.sent) | |
181 |
|
182 | |||
182 | def test_push_tracked(self): |
|
183 | def test_push_tracked(self): | |
183 | t = self.client.ids[-1] |
|
184 | t = self.client.ids[-1] | |
184 | ns = dict(x='x'*1024*1024) |
|
185 | ns = dict(x='x'*1024*1024) | |
185 | v = self.client[t] |
|
186 | v = self.client[t] | |
186 | ar = v.push(ns, block=False, track=False) |
|
187 | ar = v.push(ns, block=False, track=False) | |
187 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
|
188 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) | |
188 | self.assertTrue(ar.sent) |
|
189 | self.assertTrue(ar.sent) | |
189 |
|
190 | |||
190 | ar = v.push(ns, block=False, track=True) |
|
191 | ar = v.push(ns, block=False, track=True) | |
191 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
|
192 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) | |
192 | ar._tracker.wait() |
|
193 | ar._tracker.wait() | |
193 | self.assertEquals(ar.sent, ar._tracker.done) |
|
194 | self.assertEquals(ar.sent, ar._tracker.done) | |
194 | self.assertTrue(ar.sent) |
|
195 | self.assertTrue(ar.sent) | |
195 | ar.get() |
|
196 | ar.get() | |
196 |
|
197 | |||
197 | def test_scatter_tracked(self): |
|
198 | def test_scatter_tracked(self): | |
198 | t = self.client.ids |
|
199 | t = self.client.ids | |
199 | x='x'*1024*1024 |
|
200 | x='x'*1024*1024 | |
200 | ar = self.client[t].scatter('x', x, block=False, track=False) |
|
201 | ar = self.client[t].scatter('x', x, block=False, track=False) | |
201 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
|
202 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) | |
202 | self.assertTrue(ar.sent) |
|
203 | self.assertTrue(ar.sent) | |
203 |
|
204 | |||
204 | ar = self.client[t].scatter('x', x, block=False, track=True) |
|
205 | ar = self.client[t].scatter('x', x, block=False, track=True) | |
205 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) |
|
206 | self.assertTrue(isinstance(ar._tracker, zmq.MessageTracker)) | |
206 | self.assertEquals(ar.sent, ar._tracker.done) |
|
207 | self.assertEquals(ar.sent, ar._tracker.done) | |
207 | ar._tracker.wait() |
|
208 | ar._tracker.wait() | |
208 | self.assertTrue(ar.sent) |
|
209 | self.assertTrue(ar.sent) | |
209 | ar.get() |
|
210 | ar.get() | |
210 |
|
211 | |||
211 | def test_remote_reference(self): |
|
212 | def test_remote_reference(self): | |
212 | v = self.client[-1] |
|
213 | v = self.client[-1] | |
213 | v['a'] = 123 |
|
214 | v['a'] = 123 | |
214 | ra = pmod.Reference('a') |
|
215 | ra = pmod.Reference('a') | |
215 | b = v.apply_sync(lambda x: x, ra) |
|
216 | b = v.apply_sync(lambda x: x, ra) | |
216 | self.assertEquals(b, 123) |
|
217 | self.assertEquals(b, 123) | |
217 |
|
218 | |||
218 |
|
219 | |||
219 | def test_scatter_gather(self): |
|
220 | def test_scatter_gather(self): | |
220 | view = self.client[:] |
|
221 | view = self.client[:] | |
221 | seq1 = range(16) |
|
222 | seq1 = range(16) | |
222 | view.scatter('a', seq1) |
|
223 | view.scatter('a', seq1) | |
223 | seq2 = view.gather('a', block=True) |
|
224 | seq2 = view.gather('a', block=True) | |
224 | self.assertEquals(seq2, seq1) |
|
225 | self.assertEquals(seq2, seq1) | |
225 | self.assertRaisesRemote(NameError, view.gather, 'asdf', block=True) |
|
226 | self.assertRaisesRemote(NameError, view.gather, 'asdf', block=True) | |
226 |
|
227 | |||
227 | @skip_without('numpy') |
|
228 | @skip_without('numpy') | |
228 | def test_scatter_gather_numpy(self): |
|
229 | def test_scatter_gather_numpy(self): | |
229 | import numpy |
|
230 | import numpy | |
230 | from numpy.testing.utils import assert_array_equal, assert_array_almost_equal |
|
231 | from numpy.testing.utils import assert_array_equal, assert_array_almost_equal | |
231 | view = self.client[:] |
|
232 | view = self.client[:] | |
232 | a = numpy.arange(64) |
|
233 | a = numpy.arange(64) | |
233 | view.scatter('a', a) |
|
234 | view.scatter('a', a) | |
234 | b = view.gather('a', block=True) |
|
235 | b = view.gather('a', block=True) | |
235 | assert_array_equal(b, a) |
|
236 | assert_array_equal(b, a) | |
236 |
|
237 | |||
237 | def test_scatter_gather_lazy(self): |
|
238 | def test_scatter_gather_lazy(self): | |
238 | """scatter/gather with targets='all'""" |
|
239 | """scatter/gather with targets='all'""" | |
239 | view = self.client.direct_view(targets='all') |
|
240 | view = self.client.direct_view(targets='all') | |
240 | x = range(64) |
|
241 | x = range(64) | |
241 | view.scatter('x', x) |
|
242 | view.scatter('x', x) | |
242 | gathered = view.gather('x', block=True) |
|
243 | gathered = view.gather('x', block=True) | |
243 | self.assertEquals(gathered, x) |
|
244 | self.assertEquals(gathered, x) | |
244 |
|
245 | |||
245 |
|
246 | |||
246 | @dec.known_failure_py3 |
|
247 | @dec.known_failure_py3 | |
247 | @skip_without('numpy') |
|
248 | @skip_without('numpy') | |
248 | def test_push_numpy_nocopy(self): |
|
249 | def test_push_numpy_nocopy(self): | |
249 | import numpy |
|
250 | import numpy | |
250 | view = self.client[:] |
|
251 | view = self.client[:] | |
251 | a = numpy.arange(64) |
|
252 | a = numpy.arange(64) | |
252 | view['A'] = a |
|
253 | view['A'] = a | |
253 | @interactive |
|
254 | @interactive | |
254 | def check_writeable(x): |
|
255 | def check_writeable(x): | |
255 | return x.flags.writeable |
|
256 | return x.flags.writeable | |
256 |
|
257 | |||
257 | for flag in view.apply_sync(check_writeable, pmod.Reference('A')): |
|
258 | for flag in view.apply_sync(check_writeable, pmod.Reference('A')): | |
258 | self.assertFalse(flag, "array is writeable, push shouldn't have pickled it") |
|
259 | self.assertFalse(flag, "array is writeable, push shouldn't have pickled it") | |
259 |
|
260 | |||
260 | view.push(dict(B=a)) |
|
261 | view.push(dict(B=a)) | |
261 | for flag in view.apply_sync(check_writeable, pmod.Reference('B')): |
|
262 | for flag in view.apply_sync(check_writeable, pmod.Reference('B')): | |
262 | self.assertFalse(flag, "array is writeable, push shouldn't have pickled it") |
|
263 | self.assertFalse(flag, "array is writeable, push shouldn't have pickled it") | |
263 |
|
264 | |||
264 | @skip_without('numpy') |
|
265 | @skip_without('numpy') | |
265 | def test_apply_numpy(self): |
|
266 | def test_apply_numpy(self): | |
266 | """view.apply(f, ndarray)""" |
|
267 | """view.apply(f, ndarray)""" | |
267 | import numpy |
|
268 | import numpy | |
268 | from numpy.testing.utils import assert_array_equal, assert_array_almost_equal |
|
269 | from numpy.testing.utils import assert_array_equal, assert_array_almost_equal | |
269 |
|
270 | |||
270 | A = numpy.random.random((100,100)) |
|
271 | A = numpy.random.random((100,100)) | |
271 | view = self.client[-1] |
|
272 | view = self.client[-1] | |
272 | for dt in [ 'int32', 'uint8', 'float32', 'float64' ]: |
|
273 | for dt in [ 'int32', 'uint8', 'float32', 'float64' ]: | |
273 | B = A.astype(dt) |
|
274 | B = A.astype(dt) | |
274 | C = view.apply_sync(lambda x:x, B) |
|
275 | C = view.apply_sync(lambda x:x, B) | |
275 | assert_array_equal(B,C) |
|
276 | assert_array_equal(B,C) | |
276 |
|
277 | |||
277 | def test_map(self): |
|
278 | def test_map(self): | |
278 | view = self.client[:] |
|
279 | view = self.client[:] | |
279 | def f(x): |
|
280 | def f(x): | |
280 | return x**2 |
|
281 | return x**2 | |
281 | data = range(16) |
|
282 | data = range(16) | |
282 | r = view.map_sync(f, data) |
|
283 | r = view.map_sync(f, data) | |
283 | self.assertEquals(r, map(f, data)) |
|
284 | self.assertEquals(r, map(f, data)) | |
284 |
|
285 | |||
285 | def test_map_iterable(self): |
|
286 | def test_map_iterable(self): | |
286 | """test map on iterables (direct)""" |
|
287 | """test map on iterables (direct)""" | |
287 | view = self.client[:] |
|
288 | view = self.client[:] | |
288 | # 101 is prime, so it won't be evenly distributed |
|
289 | # 101 is prime, so it won't be evenly distributed | |
289 | arr = range(101) |
|
290 | arr = range(101) | |
290 | # ensure it will be an iterator, even in Python 3 |
|
291 | # ensure it will be an iterator, even in Python 3 | |
291 | it = iter(arr) |
|
292 | it = iter(arr) | |
292 | r = view.map_sync(lambda x:x, arr) |
|
293 | r = view.map_sync(lambda x:x, arr) | |
293 | self.assertEquals(r, list(arr)) |
|
294 | self.assertEquals(r, list(arr)) | |
294 |
|
295 | |||
295 | def test_scatterGatherNonblocking(self): |
|
296 | def test_scatterGatherNonblocking(self): | |
296 | data = range(16) |
|
297 | data = range(16) | |
297 | view = self.client[:] |
|
298 | view = self.client[:] | |
298 | view.scatter('a', data, block=False) |
|
299 | view.scatter('a', data, block=False) | |
299 | ar = view.gather('a', block=False) |
|
300 | ar = view.gather('a', block=False) | |
300 | self.assertEquals(ar.get(), data) |
|
301 | self.assertEquals(ar.get(), data) | |
301 |
|
302 | |||
302 | @skip_without('numpy') |
|
303 | @skip_without('numpy') | |
303 | def test_scatter_gather_numpy_nonblocking(self): |
|
304 | def test_scatter_gather_numpy_nonblocking(self): | |
304 | import numpy |
|
305 | import numpy | |
305 | from numpy.testing.utils import assert_array_equal, assert_array_almost_equal |
|
306 | from numpy.testing.utils import assert_array_equal, assert_array_almost_equal | |
306 | a = numpy.arange(64) |
|
307 | a = numpy.arange(64) | |
307 | view = self.client[:] |
|
308 | view = self.client[:] | |
308 | ar = view.scatter('a', a, block=False) |
|
309 | ar = view.scatter('a', a, block=False) | |
309 | self.assertTrue(isinstance(ar, AsyncResult)) |
|
310 | self.assertTrue(isinstance(ar, AsyncResult)) | |
310 | amr = view.gather('a', block=False) |
|
311 | amr = view.gather('a', block=False) | |
311 | self.assertTrue(isinstance(amr, AsyncMapResult)) |
|
312 | self.assertTrue(isinstance(amr, AsyncMapResult)) | |
312 | assert_array_equal(amr.get(), a) |
|
313 | assert_array_equal(amr.get(), a) | |
313 |
|
314 | |||
314 | def test_execute(self): |
|
315 | def test_execute(self): | |
315 | view = self.client[:] |
|
316 | view = self.client[:] | |
316 | # self.client.debug=True |
|
317 | # self.client.debug=True | |
317 | execute = view.execute |
|
318 | execute = view.execute | |
318 | ar = execute('c=30', block=False) |
|
319 | ar = execute('c=30', block=False) | |
319 | self.assertTrue(isinstance(ar, AsyncResult)) |
|
320 | self.assertTrue(isinstance(ar, AsyncResult)) | |
320 | ar = execute('d=[0,1,2]', block=False) |
|
321 | ar = execute('d=[0,1,2]', block=False) | |
321 | self.client.wait(ar, 1) |
|
322 | self.client.wait(ar, 1) | |
322 | self.assertEquals(len(ar.get()), len(self.client)) |
|
323 | self.assertEquals(len(ar.get()), len(self.client)) | |
323 | for c in view['c']: |
|
324 | for c in view['c']: | |
324 | self.assertEquals(c, 30) |
|
325 | self.assertEquals(c, 30) | |
325 |
|
326 | |||
326 | def test_abort(self): |
|
327 | def test_abort(self): | |
327 | view = self.client[-1] |
|
328 | view = self.client[-1] | |
328 | ar = view.execute('import time; time.sleep(1)', block=False) |
|
329 | ar = view.execute('import time; time.sleep(1)', block=False) | |
329 | ar2 = view.apply_async(lambda : 2) |
|
330 | ar2 = view.apply_async(lambda : 2) | |
330 | ar3 = view.apply_async(lambda : 3) |
|
331 | ar3 = view.apply_async(lambda : 3) | |
331 | view.abort(ar2) |
|
332 | view.abort(ar2) | |
332 | view.abort(ar3.msg_ids) |
|
333 | view.abort(ar3.msg_ids) | |
333 | self.assertRaises(error.TaskAborted, ar2.get) |
|
334 | self.assertRaises(error.TaskAborted, ar2.get) | |
334 | self.assertRaises(error.TaskAborted, ar3.get) |
|
335 | self.assertRaises(error.TaskAborted, ar3.get) | |
335 |
|
336 | |||
336 | def test_abort_all(self): |
|
337 | def test_abort_all(self): | |
337 | """view.abort() aborts all outstanding tasks""" |
|
338 | """view.abort() aborts all outstanding tasks""" | |
338 | view = self.client[-1] |
|
339 | view = self.client[-1] | |
339 | ars = [ view.apply_async(time.sleep, 0.25) for i in range(10) ] |
|
340 | ars = [ view.apply_async(time.sleep, 0.25) for i in range(10) ] | |
340 | view.abort() |
|
341 | view.abort() | |
341 | view.wait(timeout=5) |
|
342 | view.wait(timeout=5) | |
342 | for ar in ars[5:]: |
|
343 | for ar in ars[5:]: | |
343 | self.assertRaises(error.TaskAborted, ar.get) |
|
344 | self.assertRaises(error.TaskAborted, ar.get) | |
344 |
|
345 | |||
345 | def test_temp_flags(self): |
|
346 | def test_temp_flags(self): | |
346 | view = self.client[-1] |
|
347 | view = self.client[-1] | |
347 | view.block=True |
|
348 | view.block=True | |
348 | with view.temp_flags(block=False): |
|
349 | with view.temp_flags(block=False): | |
349 | self.assertFalse(view.block) |
|
350 | self.assertFalse(view.block) | |
350 | self.assertTrue(view.block) |
|
351 | self.assertTrue(view.block) | |
351 |
|
352 | |||
352 | @dec.known_failure_py3 |
|
353 | @dec.known_failure_py3 | |
353 | def test_importer(self): |
|
354 | def test_importer(self): | |
354 | view = self.client[-1] |
|
355 | view = self.client[-1] | |
355 | view.clear(block=True) |
|
356 | view.clear(block=True) | |
356 | with view.importer: |
|
357 | with view.importer: | |
357 | import re |
|
358 | import re | |
358 |
|
359 | |||
359 | @interactive |
|
360 | @interactive | |
360 | def findall(pat, s): |
|
361 | def findall(pat, s): | |
361 | # this globals() step isn't necessary in real code |
|
362 | # this globals() step isn't necessary in real code | |
362 | # only to prevent a closure in the test |
|
363 | # only to prevent a closure in the test | |
363 | re = globals()['re'] |
|
364 | re = globals()['re'] | |
364 | return re.findall(pat, s) |
|
365 | return re.findall(pat, s) | |
365 |
|
366 | |||
366 | self.assertEquals(view.apply_sync(findall, '\w+', 'hello world'), 'hello world'.split()) |
|
367 | self.assertEquals(view.apply_sync(findall, '\w+', 'hello world'), 'hello world'.split()) | |
367 |
|
368 | |||
368 | # parallel magic tests |
|
369 | # parallel magic tests | |
369 |
|
370 | |||
370 | def test_magic_px_blocking(self): |
|
371 | def test_magic_px_blocking(self): | |
371 | ip = get_ipython() |
|
372 | ip = get_ipython() | |
372 | v = self.client[-1] |
|
373 | v = self.client[-1] | |
373 | v.activate() |
|
374 | v.activate() | |
374 | v.block=True |
|
375 | v.block=True | |
375 |
|
376 | |||
376 | ip.magic_px('a=5') |
|
377 | ip.magic_px('a=5') | |
377 | self.assertEquals(v['a'], 5) |
|
378 | self.assertEquals(v['a'], 5) | |
378 | ip.magic_px('a=10') |
|
379 | ip.magic_px('a=10') | |
379 | self.assertEquals(v['a'], 10) |
|
380 | self.assertEquals(v['a'], 10) | |
380 | sio = StringIO() |
|
381 | sio = StringIO() | |
381 | savestdout = sys.stdout |
|
382 | savestdout = sys.stdout | |
382 | sys.stdout = sio |
|
383 | sys.stdout = sio | |
383 | # just 'print a' worst ~99% of the time, but this ensures that |
|
384 | # just 'print a' worst ~99% of the time, but this ensures that | |
384 | # the stdout message has arrived when the result is finished: |
|
385 | # the stdout message has arrived when the result is finished: | |
385 | ip.magic_px('import sys,time;print (a); sys.stdout.flush();time.sleep(0.2)') |
|
386 | ip.magic_px('import sys,time;print (a); sys.stdout.flush();time.sleep(0.2)') | |
386 | sys.stdout = savestdout |
|
387 | sys.stdout = savestdout | |
387 | buf = sio.getvalue() |
|
388 | buf = sio.getvalue() | |
388 | self.assertTrue('[stdout:' in buf, buf) |
|
389 | self.assertTrue('[stdout:' in buf, buf) | |
389 | self.assertTrue(buf.rstrip().endswith('10')) |
|
390 | self.assertTrue(buf.rstrip().endswith('10')) | |
390 | self.assertRaisesRemote(ZeroDivisionError, ip.magic_px, '1/0') |
|
391 | self.assertRaisesRemote(ZeroDivisionError, ip.magic_px, '1/0') | |
391 |
|
392 | |||
392 | def test_magic_px_nonblocking(self): |
|
393 | def test_magic_px_nonblocking(self): | |
393 | ip = get_ipython() |
|
394 | ip = get_ipython() | |
394 | v = self.client[-1] |
|
395 | v = self.client[-1] | |
395 | v.activate() |
|
396 | v.activate() | |
396 | v.block=False |
|
397 | v.block=False | |
397 |
|
398 | |||
398 | ip.magic_px('a=5') |
|
399 | ip.magic_px('a=5') | |
399 | self.assertEquals(v['a'], 5) |
|
400 | self.assertEquals(v['a'], 5) | |
400 | ip.magic_px('a=10') |
|
401 | ip.magic_px('a=10') | |
401 | self.assertEquals(v['a'], 10) |
|
402 | self.assertEquals(v['a'], 10) | |
402 | sio = StringIO() |
|
403 | sio = StringIO() | |
403 | savestdout = sys.stdout |
|
404 | savestdout = sys.stdout | |
404 | sys.stdout = sio |
|
405 | sys.stdout = sio | |
405 | ip.magic_px('print a') |
|
406 | ip.magic_px('print a') | |
406 | sys.stdout = savestdout |
|
407 | sys.stdout = savestdout | |
407 | buf = sio.getvalue() |
|
408 | buf = sio.getvalue() | |
408 | self.assertFalse('[stdout:%i]'%v.targets in buf) |
|
409 | self.assertFalse('[stdout:%i]'%v.targets in buf) | |
409 | ip.magic_px('1/0') |
|
410 | ip.magic_px('1/0') | |
410 | ar = v.get_result(-1) |
|
411 | ar = v.get_result(-1) | |
411 | self.assertRaisesRemote(ZeroDivisionError, ar.get) |
|
412 | self.assertRaisesRemote(ZeroDivisionError, ar.get) | |
412 |
|
413 | |||
413 | def test_magic_autopx_blocking(self): |
|
414 | def test_magic_autopx_blocking(self): | |
414 | ip = get_ipython() |
|
415 | ip = get_ipython() | |
415 | v = self.client[-1] |
|
416 | v = self.client[-1] | |
416 | v.activate() |
|
417 | v.activate() | |
417 | v.block=True |
|
418 | v.block=True | |
418 |
|
419 | |||
419 | sio = StringIO() |
|
420 | sio = StringIO() | |
420 | savestdout = sys.stdout |
|
421 | savestdout = sys.stdout | |
421 | sys.stdout = sio |
|
422 | sys.stdout = sio | |
422 | ip.magic_autopx() |
|
423 | ip.magic_autopx() | |
423 | ip.run_cell('\n'.join(('a=5','b=10','c=0'))) |
|
424 | ip.run_cell('\n'.join(('a=5','b=10','c=0'))) | |
424 | ip.run_cell('b*=2') |
|
425 | ip.run_cell('b*=2') | |
425 | ip.run_cell('print (b)') |
|
426 | ip.run_cell('print (b)') | |
426 | ip.run_cell("b/c") |
|
427 | ip.run_cell("b/c") | |
427 | ip.magic_autopx() |
|
428 | ip.magic_autopx() | |
428 | sys.stdout = savestdout |
|
429 | sys.stdout = savestdout | |
429 | output = sio.getvalue().strip() |
|
430 | output = sio.getvalue().strip() | |
430 | self.assertTrue(output.startswith('%autopx enabled')) |
|
431 | self.assertTrue(output.startswith('%autopx enabled')) | |
431 | self.assertTrue(output.endswith('%autopx disabled')) |
|
432 | self.assertTrue(output.endswith('%autopx disabled')) | |
432 | self.assertTrue('RemoteError: ZeroDivisionError' in output) |
|
433 | self.assertTrue('RemoteError: ZeroDivisionError' in output) | |
433 | ar = v.get_result(-1) |
|
434 | ar = v.get_result(-1) | |
434 | self.assertEquals(v['a'], 5) |
|
435 | self.assertEquals(v['a'], 5) | |
435 | self.assertEquals(v['b'], 20) |
|
436 | self.assertEquals(v['b'], 20) | |
436 | self.assertRaisesRemote(ZeroDivisionError, ar.get) |
|
437 | self.assertRaisesRemote(ZeroDivisionError, ar.get) | |
437 |
|
438 | |||
438 | def test_magic_autopx_nonblocking(self): |
|
439 | def test_magic_autopx_nonblocking(self): | |
439 | ip = get_ipython() |
|
440 | ip = get_ipython() | |
440 | v = self.client[-1] |
|
441 | v = self.client[-1] | |
441 | v.activate() |
|
442 | v.activate() | |
442 | v.block=False |
|
443 | v.block=False | |
443 |
|
444 | |||
444 | sio = StringIO() |
|
445 | sio = StringIO() | |
445 | savestdout = sys.stdout |
|
446 | savestdout = sys.stdout | |
446 | sys.stdout = sio |
|
447 | sys.stdout = sio | |
447 | ip.magic_autopx() |
|
448 | ip.magic_autopx() | |
448 | ip.run_cell('\n'.join(('a=5','b=10','c=0'))) |
|
449 | ip.run_cell('\n'.join(('a=5','b=10','c=0'))) | |
449 | ip.run_cell('print (b)') |
|
450 | ip.run_cell('print (b)') | |
450 | ip.run_cell("b/c") |
|
451 | ip.run_cell("b/c") | |
451 | ip.run_cell('b*=2') |
|
452 | ip.run_cell('b*=2') | |
452 | ip.magic_autopx() |
|
453 | ip.magic_autopx() | |
453 | sys.stdout = savestdout |
|
454 | sys.stdout = savestdout | |
454 | output = sio.getvalue().strip() |
|
455 | output = sio.getvalue().strip() | |
455 | self.assertTrue(output.startswith('%autopx enabled')) |
|
456 | self.assertTrue(output.startswith('%autopx enabled')) | |
456 | self.assertTrue(output.endswith('%autopx disabled')) |
|
457 | self.assertTrue(output.endswith('%autopx disabled')) | |
457 | self.assertFalse('ZeroDivisionError' in output) |
|
458 | self.assertFalse('ZeroDivisionError' in output) | |
458 | ar = v.get_result(-2) |
|
459 | ar = v.get_result(-2) | |
459 | self.assertEquals(v['a'], 5) |
|
460 | self.assertEquals(v['a'], 5) | |
460 | self.assertEquals(v['b'], 20) |
|
461 | self.assertEquals(v['b'], 20) | |
461 | self.assertRaisesRemote(ZeroDivisionError, ar.get) |
|
462 | self.assertRaisesRemote(ZeroDivisionError, ar.get) | |
462 |
|
463 | |||
463 | def test_magic_result(self): |
|
464 | def test_magic_result(self): | |
464 | ip = get_ipython() |
|
465 | ip = get_ipython() | |
465 | v = self.client[-1] |
|
466 | v = self.client[-1] | |
466 | v.activate() |
|
467 | v.activate() | |
467 | v['a'] = 111 |
|
468 | v['a'] = 111 | |
468 | ra = v['a'] |
|
469 | ra = v['a'] | |
469 |
|
470 | |||
470 | ar = ip.magic_result() |
|
471 | ar = ip.magic_result() | |
471 | self.assertEquals(ar.msg_ids, [v.history[-1]]) |
|
472 | self.assertEquals(ar.msg_ids, [v.history[-1]]) | |
472 | self.assertEquals(ar.get(), 111) |
|
473 | self.assertEquals(ar.get(), 111) | |
473 | ar = ip.magic_result('-2') |
|
474 | ar = ip.magic_result('-2') | |
474 | self.assertEquals(ar.msg_ids, [v.history[-2]]) |
|
475 | self.assertEquals(ar.msg_ids, [v.history[-2]]) | |
475 |
|
476 | |||
476 | def test_unicode_execute(self): |
|
477 | def test_unicode_execute(self): | |
477 | """test executing unicode strings""" |
|
478 | """test executing unicode strings""" | |
478 | v = self.client[-1] |
|
479 | v = self.client[-1] | |
479 | v.block=True |
|
480 | v.block=True | |
480 | if sys.version_info[0] >= 3: |
|
481 | if sys.version_info[0] >= 3: | |
481 | code="a='é'" |
|
482 | code="a='é'" | |
482 | else: |
|
483 | else: | |
483 | code=u"a=u'é'" |
|
484 | code=u"a=u'é'" | |
484 | v.execute(code) |
|
485 | v.execute(code) | |
485 | self.assertEquals(v['a'], u'é') |
|
486 | self.assertEquals(v['a'], u'é') | |
486 |
|
487 | |||
487 | def test_unicode_apply_result(self): |
|
488 | def test_unicode_apply_result(self): | |
488 | """test unicode apply results""" |
|
489 | """test unicode apply results""" | |
489 | v = self.client[-1] |
|
490 | v = self.client[-1] | |
490 | r = v.apply_sync(lambda : u'é') |
|
491 | r = v.apply_sync(lambda : u'é') | |
491 | self.assertEquals(r, u'é') |
|
492 | self.assertEquals(r, u'é') | |
492 |
|
493 | |||
493 | def test_unicode_apply_arg(self): |
|
494 | def test_unicode_apply_arg(self): | |
494 | """test passing unicode arguments to apply""" |
|
495 | """test passing unicode arguments to apply""" | |
495 | v = self.client[-1] |
|
496 | v = self.client[-1] | |
496 |
|
497 | |||
497 | @interactive |
|
498 | @interactive | |
498 | def check_unicode(a, check): |
|
499 | def check_unicode(a, check): | |
499 | assert isinstance(a, unicode), "%r is not unicode"%a |
|
500 | assert isinstance(a, unicode), "%r is not unicode"%a | |
500 | assert isinstance(check, bytes), "%r is not bytes"%check |
|
501 | assert isinstance(check, bytes), "%r is not bytes"%check | |
501 | assert a.encode('utf8') == check, "%s != %s"%(a,check) |
|
502 | assert a.encode('utf8') == check, "%s != %s"%(a,check) | |
502 |
|
503 | |||
503 | for s in [ u'é', u'ßø®∫',u'asdf' ]: |
|
504 | for s in [ u'é', u'ßø®∫',u'asdf' ]: | |
504 | try: |
|
505 | try: | |
505 | v.apply_sync(check_unicode, s, s.encode('utf8')) |
|
506 | v.apply_sync(check_unicode, s, s.encode('utf8')) | |
506 | except error.RemoteError as e: |
|
507 | except error.RemoteError as e: | |
507 | if e.ename == 'AssertionError': |
|
508 | if e.ename == 'AssertionError': | |
508 | self.fail(e.evalue) |
|
509 | self.fail(e.evalue) | |
509 | else: |
|
510 | else: | |
510 | raise e |
|
511 | raise e | |
511 |
|
512 | |||
512 | def test_map_reference(self): |
|
513 | def test_map_reference(self): | |
513 | """view.map(<Reference>, *seqs) should work""" |
|
514 | """view.map(<Reference>, *seqs) should work""" | |
514 | v = self.client[:] |
|
515 | v = self.client[:] | |
515 | v.scatter('n', self.client.ids, flatten=True) |
|
516 | v.scatter('n', self.client.ids, flatten=True) | |
516 | v.execute("f = lambda x,y: x*y") |
|
517 | v.execute("f = lambda x,y: x*y") | |
517 | rf = pmod.Reference('f') |
|
518 | rf = pmod.Reference('f') | |
518 | nlist = list(range(10)) |
|
519 | nlist = list(range(10)) | |
519 | mlist = nlist[::-1] |
|
520 | mlist = nlist[::-1] | |
520 | expected = [ m*n for m,n in zip(mlist, nlist) ] |
|
521 | expected = [ m*n for m,n in zip(mlist, nlist) ] | |
521 | result = v.map_sync(rf, mlist, nlist) |
|
522 | result = v.map_sync(rf, mlist, nlist) | |
522 | self.assertEquals(result, expected) |
|
523 | self.assertEquals(result, expected) | |
523 |
|
524 | |||
524 | def test_apply_reference(self): |
|
525 | def test_apply_reference(self): | |
525 | """view.apply(<Reference>, *args) should work""" |
|
526 | """view.apply(<Reference>, *args) should work""" | |
526 | v = self.client[:] |
|
527 | v = self.client[:] | |
527 | v.scatter('n', self.client.ids, flatten=True) |
|
528 | v.scatter('n', self.client.ids, flatten=True) | |
528 | v.execute("f = lambda x: n*x") |
|
529 | v.execute("f = lambda x: n*x") | |
529 | rf = pmod.Reference('f') |
|
530 | rf = pmod.Reference('f') | |
530 | result = v.apply_sync(rf, 5) |
|
531 | result = v.apply_sync(rf, 5) | |
531 | expected = [ 5*id for id in self.client.ids ] |
|
532 | expected = [ 5*id for id in self.client.ids ] | |
532 | self.assertEquals(result, expected) |
|
533 | self.assertEquals(result, expected) | |
533 |
|
534 | |||
534 | def test_eval_reference(self): |
|
535 | def test_eval_reference(self): | |
535 | v = self.client[self.client.ids[0]] |
|
536 | v = self.client[self.client.ids[0]] | |
536 | v['g'] = range(5) |
|
537 | v['g'] = range(5) | |
537 | rg = pmod.Reference('g[0]') |
|
538 | rg = pmod.Reference('g[0]') | |
538 | echo = lambda x:x |
|
539 | echo = lambda x:x | |
539 | self.assertEquals(v.apply_sync(echo, rg), 0) |
|
540 | self.assertEquals(v.apply_sync(echo, rg), 0) | |
540 |
|
541 | |||
541 | def test_reference_nameerror(self): |
|
542 | def test_reference_nameerror(self): | |
542 | v = self.client[self.client.ids[0]] |
|
543 | v = self.client[self.client.ids[0]] | |
543 | r = pmod.Reference('elvis_has_left') |
|
544 | r = pmod.Reference('elvis_has_left') | |
544 | echo = lambda x:x |
|
545 | echo = lambda x:x | |
545 | self.assertRaisesRemote(NameError, v.apply_sync, echo, r) |
|
546 | self.assertRaisesRemote(NameError, v.apply_sync, echo, r) | |
546 |
|
547 | |||
547 | def test_single_engine_map(self): |
|
548 | def test_single_engine_map(self): | |
548 | e0 = self.client[self.client.ids[0]] |
|
549 | e0 = self.client[self.client.ids[0]] | |
549 | r = range(5) |
|
550 | r = range(5) | |
550 | check = [ -1*i for i in r ] |
|
551 | check = [ -1*i for i in r ] | |
551 | result = e0.map_sync(lambda x: -1*x, r) |
|
552 | result = e0.map_sync(lambda x: -1*x, r) | |
552 | self.assertEquals(result, check) |
|
553 | self.assertEquals(result, check) | |
|
554 | ||||
|
555 | def test_len(self): | |||
|
556 | """len(view) makes sense""" | |||
|
557 | e0 = self.client[self.client.ids[0]] | |||
|
558 | yield self.assertEquals(len(e0), 1) | |||
|
559 | v = self.client[:] | |||
|
560 | yield self.assertEquals(len(v), len(self.client.ids)) | |||
|
561 | v = self.client.direct_view('all') | |||
|
562 | yield self.assertEquals(len(v), len(self.client.ids)) | |||
|
563 | v = self.client[:2] | |||
|
564 | yield self.assertEquals(len(v), 2) | |||
|
565 | v = self.client[:1] | |||
|
566 | yield self.assertEquals(len(v), 1) | |||
|
567 | v = self.client.load_balanced_view() | |||
|
568 | yield self.assertEquals(len(v), len(self.client.ids)) | |||
|
569 | # parametric tests seem to require manual closing? | |||
|
570 | self.client.close() | |||
553 |
|
571 |
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