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@@ -1,112 +1,112 | |||||
1 | """AsyncResult objects for the client""" |
|
1 | """AsyncResult objects for the client""" | |
2 | #----------------------------------------------------------------------------- |
|
2 | #----------------------------------------------------------------------------- | |
3 | # Copyright (C) 2010 The IPython Development Team |
|
3 | # Copyright (C) 2010 The IPython Development Team | |
4 | # |
|
4 | # | |
5 | # Distributed under the terms of the BSD License. The full license is in |
|
5 | # Distributed under the terms of the BSD License. The full license is in | |
6 | # the file COPYING, distributed as part of this software. |
|
6 | # the file COPYING, distributed as part of this software. | |
7 | #----------------------------------------------------------------------------- |
|
7 | #----------------------------------------------------------------------------- | |
8 |
|
8 | |||
9 | #----------------------------------------------------------------------------- |
|
9 | #----------------------------------------------------------------------------- | |
10 | # Imports |
|
10 | # Imports | |
11 | #----------------------------------------------------------------------------- |
|
11 | #----------------------------------------------------------------------------- | |
12 |
|
12 | |||
13 | import error |
|
13 | import error | |
14 |
|
14 | |||
15 | #----------------------------------------------------------------------------- |
|
15 | #----------------------------------------------------------------------------- | |
16 | # Classes |
|
16 | # Classes | |
17 | #----------------------------------------------------------------------------- |
|
17 | #----------------------------------------------------------------------------- | |
18 |
|
18 | |||
19 | class AsyncResult(object): |
|
19 | class AsyncResult(object): | |
20 | """Class for representing results of non-blocking calls. |
|
20 | """Class for representing results of non-blocking calls. | |
21 |
|
21 | |||
22 | Provides the same interface as :py:class:`multiprocessing.AsyncResult`. |
|
22 | Provides the same interface as :py:class:`multiprocessing.AsyncResult`. | |
23 | """ |
|
23 | """ | |
24 | def __init__(self, client, msg_ids): |
|
24 | def __init__(self, client, msg_ids): | |
25 | self._client = client |
|
25 | self._client = client | |
26 |
self. |
|
26 | self.msg_ids = msg_ids | |
27 | self._ready = False |
|
27 | self._ready = False | |
28 | self._success = None |
|
28 | self._success = None | |
29 |
|
29 | |||
30 | def __repr__(self): |
|
30 | def __repr__(self): | |
31 | if self._ready: |
|
31 | if self._ready: | |
32 | return "<%s: finished>"%(self.__class__.__name__) |
|
32 | return "<%s: finished>"%(self.__class__.__name__) | |
33 | else: |
|
33 | else: | |
34 |
return "<%s: %r>"%(self.__class__.__name__,self. |
|
34 | return "<%s: %r>"%(self.__class__.__name__,self.msg_ids) | |
35 |
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35 | |||
36 |
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36 | |||
37 | def _reconstruct_result(self, res): |
|
37 | def _reconstruct_result(self, res): | |
38 | """ |
|
38 | """ | |
39 | Override me in subclasses for turning a list of results |
|
39 | Override me in subclasses for turning a list of results | |
40 | into the expected form. |
|
40 | into the expected form. | |
41 | """ |
|
41 | """ | |
42 | if len(res) == 1: |
|
42 | if len(res) == 1: | |
43 | return res[0] |
|
43 | return res[0] | |
44 | else: |
|
44 | else: | |
45 | return res |
|
45 | return res | |
46 |
|
46 | |||
47 | def get(self, timeout=-1): |
|
47 | def get(self, timeout=-1): | |
48 | """Return the result when it arrives. |
|
48 | """Return the result when it arrives. | |
49 |
|
49 | |||
50 | If `timeout` is not ``None`` and the result does not arrive within |
|
50 | If `timeout` is not ``None`` and the result does not arrive within | |
51 | `timeout` seconds then ``TimeoutError`` is raised. If the |
|
51 | `timeout` seconds then ``TimeoutError`` is raised. If the | |
52 | remote call raised an exception then that exception will be reraised |
|
52 | remote call raised an exception then that exception will be reraised | |
53 | by get(). |
|
53 | by get(). | |
54 | """ |
|
54 | """ | |
55 | if not self.ready(): |
|
55 | if not self.ready(): | |
56 | self.wait(timeout) |
|
56 | self.wait(timeout) | |
57 |
|
57 | |||
58 | if self._ready: |
|
58 | if self._ready: | |
59 | if self._success: |
|
59 | if self._success: | |
60 | return self._result |
|
60 | return self._result | |
61 | else: |
|
61 | else: | |
62 | raise self._exception |
|
62 | raise self._exception | |
63 | else: |
|
63 | else: | |
64 | raise error.TimeoutError("Result not ready.") |
|
64 | raise error.TimeoutError("Result not ready.") | |
65 |
|
65 | |||
66 | def ready(self): |
|
66 | def ready(self): | |
67 | """Return whether the call has completed.""" |
|
67 | """Return whether the call has completed.""" | |
68 | if not self._ready: |
|
68 | if not self._ready: | |
69 | self.wait(0) |
|
69 | self.wait(0) | |
70 | return self._ready |
|
70 | return self._ready | |
71 |
|
71 | |||
72 | def wait(self, timeout=-1): |
|
72 | def wait(self, timeout=-1): | |
73 | """Wait until the result is available or until `timeout` seconds pass. |
|
73 | """Wait until the result is available or until `timeout` seconds pass. | |
74 | """ |
|
74 | """ | |
75 | if self._ready: |
|
75 | if self._ready: | |
76 | return |
|
76 | return | |
77 |
self._ready = self._client.barrier(self. |
|
77 | self._ready = self._client.barrier(self.msg_ids, timeout) | |
78 | if self._ready: |
|
78 | if self._ready: | |
79 | try: |
|
79 | try: | |
80 |
results = map(self._client.results.get, self. |
|
80 | results = map(self._client.results.get, self.msg_ids) | |
81 | results = error.collect_exceptions(results, 'get') |
|
81 | results = error.collect_exceptions(results, 'get') | |
82 | self._result = self._reconstruct_result(results) |
|
82 | self._result = self._reconstruct_result(results) | |
83 | except Exception, e: |
|
83 | except Exception, e: | |
84 | self._exception = e |
|
84 | self._exception = e | |
85 | self._success = False |
|
85 | self._success = False | |
86 | else: |
|
86 | else: | |
87 | self._success = True |
|
87 | self._success = True | |
88 |
|
88 | |||
89 |
|
89 | |||
90 | def successful(self): |
|
90 | def successful(self): | |
91 | """Return whether the call completed without raising an exception. |
|
91 | """Return whether the call completed without raising an exception. | |
92 |
|
92 | |||
93 | Will raise ``AssertionError`` if the result is not ready. |
|
93 | Will raise ``AssertionError`` if the result is not ready. | |
94 | """ |
|
94 | """ | |
95 | assert self._ready |
|
95 | assert self._ready | |
96 | return self._success |
|
96 | return self._success | |
97 |
|
97 | |||
98 | class AsyncMapResult(AsyncResult): |
|
98 | class AsyncMapResult(AsyncResult): | |
99 | """Class for representing results of non-blocking gathers. |
|
99 | """Class for representing results of non-blocking gathers. | |
100 |
|
100 | |||
101 | This will properly reconstruct the gather. |
|
101 | This will properly reconstruct the gather. | |
102 | """ |
|
102 | """ | |
103 |
|
103 | |||
104 | def __init__(self, client, msg_ids, mapObject): |
|
104 | def __init__(self, client, msg_ids, mapObject): | |
105 | self._mapObject = mapObject |
|
105 | self._mapObject = mapObject | |
106 | AsyncResult.__init__(self, client, msg_ids) |
|
106 | AsyncResult.__init__(self, client, msg_ids) | |
107 |
|
107 | |||
108 | def _reconstruct_result(self, res): |
|
108 | def _reconstruct_result(self, res): | |
109 | """Perform the gather on the actual results.""" |
|
109 | """Perform the gather on the actual results.""" | |
110 | return self._mapObject.joinPartitions(res) |
|
110 | return self._mapObject.joinPartitions(res) | |
111 |
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111 | |||
112 |
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112 |
@@ -1,1053 +1,1053 | |||||
1 | """A semi-synchronous Client for the ZMQ controller""" |
|
1 | """A semi-synchronous Client for the ZMQ controller""" | |
2 | #----------------------------------------------------------------------------- |
|
2 | #----------------------------------------------------------------------------- | |
3 | # Copyright (C) 2010 The IPython Development Team |
|
3 | # Copyright (C) 2010 The IPython Development Team | |
4 | # |
|
4 | # | |
5 | # Distributed under the terms of the BSD License. The full license is in |
|
5 | # Distributed under the terms of the BSD License. The full license is in | |
6 | # the file COPYING, distributed as part of this software. |
|
6 | # the file COPYING, distributed as part of this software. | |
7 | #----------------------------------------------------------------------------- |
|
7 | #----------------------------------------------------------------------------- | |
8 |
|
8 | |||
9 | #----------------------------------------------------------------------------- |
|
9 | #----------------------------------------------------------------------------- | |
10 | # Imports |
|
10 | # Imports | |
11 | #----------------------------------------------------------------------------- |
|
11 | #----------------------------------------------------------------------------- | |
12 |
|
12 | |||
13 | import os |
|
13 | import os | |
14 | import time |
|
14 | import time | |
15 | from getpass import getpass |
|
15 | from getpass import getpass | |
16 | from pprint import pprint |
|
16 | from pprint import pprint | |
17 |
|
17 | |||
18 | import zmq |
|
18 | import zmq | |
19 | from zmq.eventloop import ioloop, zmqstream |
|
19 | from zmq.eventloop import ioloop, zmqstream | |
20 |
|
20 | |||
21 | from IPython.external.decorator import decorator |
|
21 | from IPython.external.decorator import decorator | |
22 | from IPython.zmq import tunnel |
|
22 | from IPython.zmq import tunnel | |
23 |
|
23 | |||
24 | import streamsession as ss |
|
24 | import streamsession as ss | |
25 | # from remotenamespace import RemoteNamespace |
|
25 | # from remotenamespace import RemoteNamespace | |
26 | from view import DirectView, LoadBalancedView |
|
26 | from view import DirectView, LoadBalancedView | |
27 | from dependency import Dependency, depend, require |
|
27 | from dependency import Dependency, depend, require | |
28 | import error |
|
28 | import error | |
29 | import map as Map |
|
29 | import map as Map | |
30 | from asyncresult import AsyncResult, AsyncMapResult |
|
30 | from asyncresult import AsyncResult, AsyncMapResult | |
31 | from remotefunction import remote,parallel,ParallelFunction,RemoteFunction |
|
31 | from remotefunction import remote,parallel,ParallelFunction,RemoteFunction | |
32 |
|
32 | |||
33 | #-------------------------------------------------------------------------- |
|
33 | #-------------------------------------------------------------------------- | |
34 | # helpers for implementing old MEC API via client.apply |
|
34 | # helpers for implementing old MEC API via client.apply | |
35 | #-------------------------------------------------------------------------- |
|
35 | #-------------------------------------------------------------------------- | |
36 |
|
36 | |||
37 | def _push(ns): |
|
37 | def _push(ns): | |
38 | """helper method for implementing `client.push` via `client.apply`""" |
|
38 | """helper method for implementing `client.push` via `client.apply`""" | |
39 | globals().update(ns) |
|
39 | globals().update(ns) | |
40 |
|
40 | |||
41 | def _pull(keys): |
|
41 | def _pull(keys): | |
42 | """helper method for implementing `client.pull` via `client.apply`""" |
|
42 | """helper method for implementing `client.pull` via `client.apply`""" | |
43 | g = globals() |
|
43 | g = globals() | |
44 | if isinstance(keys, (list,tuple, set)): |
|
44 | if isinstance(keys, (list,tuple, set)): | |
45 | for key in keys: |
|
45 | for key in keys: | |
46 | if not g.has_key(key): |
|
46 | if not g.has_key(key): | |
47 | raise NameError("name '%s' is not defined"%key) |
|
47 | raise NameError("name '%s' is not defined"%key) | |
48 | return map(g.get, keys) |
|
48 | return map(g.get, keys) | |
49 | else: |
|
49 | else: | |
50 | if not g.has_key(keys): |
|
50 | if not g.has_key(keys): | |
51 | raise NameError("name '%s' is not defined"%keys) |
|
51 | raise NameError("name '%s' is not defined"%keys) | |
52 | return g.get(keys) |
|
52 | return g.get(keys) | |
53 |
|
53 | |||
54 | def _clear(): |
|
54 | def _clear(): | |
55 | """helper method for implementing `client.clear` via `client.apply`""" |
|
55 | """helper method for implementing `client.clear` via `client.apply`""" | |
56 | globals().clear() |
|
56 | globals().clear() | |
57 |
|
57 | |||
58 | def _execute(code): |
|
58 | def _execute(code): | |
59 | """helper method for implementing `client.execute` via `client.apply`""" |
|
59 | """helper method for implementing `client.execute` via `client.apply`""" | |
60 | exec code in globals() |
|
60 | exec code in globals() | |
61 |
|
61 | |||
62 |
|
62 | |||
63 | #-------------------------------------------------------------------------- |
|
63 | #-------------------------------------------------------------------------- | |
64 | # Decorators for Client methods |
|
64 | # Decorators for Client methods | |
65 | #-------------------------------------------------------------------------- |
|
65 | #-------------------------------------------------------------------------- | |
66 |
|
66 | |||
67 | @decorator |
|
67 | @decorator | |
68 | def spinfirst(f, self, *args, **kwargs): |
|
68 | def spinfirst(f, self, *args, **kwargs): | |
69 | """Call spin() to sync state prior to calling the method.""" |
|
69 | """Call spin() to sync state prior to calling the method.""" | |
70 | self.spin() |
|
70 | self.spin() | |
71 | return f(self, *args, **kwargs) |
|
71 | return f(self, *args, **kwargs) | |
72 |
|
72 | |||
73 | @decorator |
|
73 | @decorator | |
74 | def defaultblock(f, self, *args, **kwargs): |
|
74 | def defaultblock(f, self, *args, **kwargs): | |
75 | """Default to self.block; preserve self.block.""" |
|
75 | """Default to self.block; preserve self.block.""" | |
76 | block = kwargs.get('block',None) |
|
76 | block = kwargs.get('block',None) | |
77 | block = self.block if block is None else block |
|
77 | block = self.block if block is None else block | |
78 | saveblock = self.block |
|
78 | saveblock = self.block | |
79 | self.block = block |
|
79 | self.block = block | |
80 | try: |
|
80 | try: | |
81 | ret = f(self, *args, **kwargs) |
|
81 | ret = f(self, *args, **kwargs) | |
82 | finally: |
|
82 | finally: | |
83 | self.block = saveblock |
|
83 | self.block = saveblock | |
84 | return ret |
|
84 | return ret | |
85 |
|
85 | |||
86 |
|
86 | |||
87 | class AbortedTask(object): |
|
87 | class AbortedTask(object): | |
88 | """A basic wrapper object describing an aborted task.""" |
|
88 | """A basic wrapper object describing an aborted task.""" | |
89 | def __init__(self, msg_id): |
|
89 | def __init__(self, msg_id): | |
90 | self.msg_id = msg_id |
|
90 | self.msg_id = msg_id | |
91 |
|
91 | |||
92 | class ResultDict(dict): |
|
92 | class ResultDict(dict): | |
93 | """A subclass of dict that raises errors if it has them.""" |
|
93 | """A subclass of dict that raises errors if it has them.""" | |
94 | def __getitem__(self, key): |
|
94 | def __getitem__(self, key): | |
95 | res = dict.__getitem__(self, key) |
|
95 | res = dict.__getitem__(self, key) | |
96 | if isinstance(res, error.KernelError): |
|
96 | if isinstance(res, error.KernelError): | |
97 | raise res |
|
97 | raise res | |
98 | return res |
|
98 | return res | |
99 |
|
99 | |||
100 | class Client(object): |
|
100 | class Client(object): | |
101 | """A semi-synchronous client to the IPython ZMQ controller |
|
101 | """A semi-synchronous client to the IPython ZMQ controller | |
102 |
|
102 | |||
103 | Parameters |
|
103 | Parameters | |
104 | ---------- |
|
104 | ---------- | |
105 |
|
105 | |||
106 | addr : bytes; zmq url, e.g. 'tcp://127.0.0.1:10101' |
|
106 | addr : bytes; zmq url, e.g. 'tcp://127.0.0.1:10101' | |
107 | The address of the controller's registration socket. |
|
107 | The address of the controller's registration socket. | |
108 | [Default: 'tcp://127.0.0.1:10101'] |
|
108 | [Default: 'tcp://127.0.0.1:10101'] | |
109 | context : zmq.Context |
|
109 | context : zmq.Context | |
110 | Pass an existing zmq.Context instance, otherwise the client will create its own |
|
110 | Pass an existing zmq.Context instance, otherwise the client will create its own | |
111 | username : bytes |
|
111 | username : bytes | |
112 | set username to be passed to the Session object |
|
112 | set username to be passed to the Session object | |
113 | debug : bool |
|
113 | debug : bool | |
114 | flag for lots of message printing for debug purposes |
|
114 | flag for lots of message printing for debug purposes | |
115 |
|
115 | |||
116 | #-------------- ssh related args ---------------- |
|
116 | #-------------- ssh related args ---------------- | |
117 | # These are args for configuring the ssh tunnel to be used |
|
117 | # These are args for configuring the ssh tunnel to be used | |
118 | # credentials are used to forward connections over ssh to the Controller |
|
118 | # credentials are used to forward connections over ssh to the Controller | |
119 | # Note that the ip given in `addr` needs to be relative to sshserver |
|
119 | # Note that the ip given in `addr` needs to be relative to sshserver | |
120 | # The most basic case is to leave addr as pointing to localhost (127.0.0.1), |
|
120 | # The most basic case is to leave addr as pointing to localhost (127.0.0.1), | |
121 | # and set sshserver as the same machine the Controller is on. However, |
|
121 | # and set sshserver as the same machine the Controller is on. However, | |
122 | # the only requirement is that sshserver is able to see the Controller |
|
122 | # the only requirement is that sshserver is able to see the Controller | |
123 | # (i.e. is within the same trusted network). |
|
123 | # (i.e. is within the same trusted network). | |
124 |
|
124 | |||
125 | sshserver : str |
|
125 | sshserver : str | |
126 | A string of the form passed to ssh, i.e. 'server.tld' or 'user@server.tld:port' |
|
126 | A string of the form passed to ssh, i.e. 'server.tld' or 'user@server.tld:port' | |
127 | If keyfile or password is specified, and this is not, it will default to |
|
127 | If keyfile or password is specified, and this is not, it will default to | |
128 | the ip given in addr. |
|
128 | the ip given in addr. | |
129 | sshkey : str; path to public ssh key file |
|
129 | sshkey : str; path to public ssh key file | |
130 | This specifies a key to be used in ssh login, default None. |
|
130 | This specifies a key to be used in ssh login, default None. | |
131 | Regular default ssh keys will be used without specifying this argument. |
|
131 | Regular default ssh keys will be used without specifying this argument. | |
132 | password : str; |
|
132 | password : str; | |
133 | Your ssh password to sshserver. Note that if this is left None, |
|
133 | Your ssh password to sshserver. Note that if this is left None, | |
134 | you will be prompted for it if passwordless key based login is unavailable. |
|
134 | you will be prompted for it if passwordless key based login is unavailable. | |
135 |
|
135 | |||
136 | #------- exec authentication args ------- |
|
136 | #------- exec authentication args ------- | |
137 | # If even localhost is untrusted, you can have some protection against |
|
137 | # If even localhost is untrusted, you can have some protection against | |
138 | # unauthorized execution by using a key. Messages are still sent |
|
138 | # unauthorized execution by using a key. Messages are still sent | |
139 | # as cleartext, so if someone can snoop your loopback traffic this will |
|
139 | # as cleartext, so if someone can snoop your loopback traffic this will | |
140 | # not help anything. |
|
140 | # not help anything. | |
141 |
|
141 | |||
142 | exec_key : str |
|
142 | exec_key : str | |
143 | an authentication key or file containing a key |
|
143 | an authentication key or file containing a key | |
144 | default: None |
|
144 | default: None | |
145 |
|
145 | |||
146 |
|
146 | |||
147 | Attributes |
|
147 | Attributes | |
148 | ---------- |
|
148 | ---------- | |
149 | ids : set of int engine IDs |
|
149 | ids : set of int engine IDs | |
150 | requesting the ids attribute always synchronizes |
|
150 | requesting the ids attribute always synchronizes | |
151 | the registration state. To request ids without synchronization, |
|
151 | the registration state. To request ids without synchronization, | |
152 | use semi-private _ids attributes. |
|
152 | use semi-private _ids attributes. | |
153 |
|
153 | |||
154 | history : list of msg_ids |
|
154 | history : list of msg_ids | |
155 | a list of msg_ids, keeping track of all the execution |
|
155 | a list of msg_ids, keeping track of all the execution | |
156 | messages you have submitted in order. |
|
156 | messages you have submitted in order. | |
157 |
|
157 | |||
158 | outstanding : set of msg_ids |
|
158 | outstanding : set of msg_ids | |
159 | a set of msg_ids that have been submitted, but whose |
|
159 | a set of msg_ids that have been submitted, but whose | |
160 | results have not yet been received. |
|
160 | results have not yet been received. | |
161 |
|
161 | |||
162 | results : dict |
|
162 | results : dict | |
163 | a dict of all our results, keyed by msg_id |
|
163 | a dict of all our results, keyed by msg_id | |
164 |
|
164 | |||
165 | block : bool |
|
165 | block : bool | |
166 | determines default behavior when block not specified |
|
166 | determines default behavior when block not specified | |
167 | in execution methods |
|
167 | in execution methods | |
168 |
|
168 | |||
169 | Methods |
|
169 | Methods | |
170 | ------- |
|
170 | ------- | |
171 | spin : flushes incoming results and registration state changes |
|
171 | spin : flushes incoming results and registration state changes | |
172 | control methods spin, and requesting `ids` also ensures up to date |
|
172 | control methods spin, and requesting `ids` also ensures up to date | |
173 |
|
173 | |||
174 | barrier : wait on one or more msg_ids |
|
174 | barrier : wait on one or more msg_ids | |
175 |
|
175 | |||
176 | execution methods: apply/apply_bound/apply_to/apply_bound |
|
176 | execution methods: apply/apply_bound/apply_to/apply_bound | |
177 | legacy: execute, run |
|
177 | legacy: execute, run | |
178 |
|
178 | |||
179 | query methods: queue_status, get_result, purge |
|
179 | query methods: queue_status, get_result, purge | |
180 |
|
180 | |||
181 | control methods: abort, kill |
|
181 | control methods: abort, kill | |
182 |
|
182 | |||
183 | """ |
|
183 | """ | |
184 |
|
184 | |||
185 |
|
185 | |||
186 | _connected=False |
|
186 | _connected=False | |
187 | _ssh=False |
|
187 | _ssh=False | |
188 | _engines=None |
|
188 | _engines=None | |
189 | _addr='tcp://127.0.0.1:10101' |
|
189 | _addr='tcp://127.0.0.1:10101' | |
190 | _registration_socket=None |
|
190 | _registration_socket=None | |
191 | _query_socket=None |
|
191 | _query_socket=None | |
192 | _control_socket=None |
|
192 | _control_socket=None | |
193 | _notification_socket=None |
|
193 | _notification_socket=None | |
194 | _mux_socket=None |
|
194 | _mux_socket=None | |
195 | _task_socket=None |
|
195 | _task_socket=None | |
196 | block = False |
|
196 | block = False | |
197 | outstanding=None |
|
197 | outstanding=None | |
198 | results = None |
|
198 | results = None | |
199 | history = None |
|
199 | history = None | |
200 | debug = False |
|
200 | debug = False | |
201 | targets = None |
|
201 | targets = None | |
202 |
|
202 | |||
203 | def __init__(self, addr='tcp://127.0.0.1:10101', context=None, username=None, debug=False, |
|
203 | def __init__(self, addr='tcp://127.0.0.1:10101', context=None, username=None, debug=False, | |
204 | sshserver=None, sshkey=None, password=None, paramiko=None, |
|
204 | sshserver=None, sshkey=None, password=None, paramiko=None, | |
205 | exec_key=None,): |
|
205 | exec_key=None,): | |
206 | if context is None: |
|
206 | if context is None: | |
207 | context = zmq.Context() |
|
207 | context = zmq.Context() | |
208 | self.context = context |
|
208 | self.context = context | |
209 | self.targets = 'all' |
|
209 | self.targets = 'all' | |
210 | self._addr = addr |
|
210 | self._addr = addr | |
211 | self._ssh = bool(sshserver or sshkey or password) |
|
211 | self._ssh = bool(sshserver or sshkey or password) | |
212 | if self._ssh and sshserver is None: |
|
212 | if self._ssh and sshserver is None: | |
213 | # default to the same |
|
213 | # default to the same | |
214 | sshserver = addr.split('://')[1].split(':')[0] |
|
214 | sshserver = addr.split('://')[1].split(':')[0] | |
215 | if self._ssh and password is None: |
|
215 | if self._ssh and password is None: | |
216 | if tunnel.try_passwordless_ssh(sshserver, sshkey, paramiko): |
|
216 | if tunnel.try_passwordless_ssh(sshserver, sshkey, paramiko): | |
217 | password=False |
|
217 | password=False | |
218 | else: |
|
218 | else: | |
219 | password = getpass("SSH Password for %s: "%sshserver) |
|
219 | password = getpass("SSH Password for %s: "%sshserver) | |
220 | ssh_kwargs = dict(keyfile=sshkey, password=password, paramiko=paramiko) |
|
220 | ssh_kwargs = dict(keyfile=sshkey, password=password, paramiko=paramiko) | |
221 |
|
221 | |||
222 | if exec_key is not None and os.path.isfile(exec_key): |
|
222 | if exec_key is not None and os.path.isfile(exec_key): | |
223 | arg = 'keyfile' |
|
223 | arg = 'keyfile' | |
224 | else: |
|
224 | else: | |
225 | arg = 'key' |
|
225 | arg = 'key' | |
226 | key_arg = {arg:exec_key} |
|
226 | key_arg = {arg:exec_key} | |
227 | if username is None: |
|
227 | if username is None: | |
228 | self.session = ss.StreamSession(**key_arg) |
|
228 | self.session = ss.StreamSession(**key_arg) | |
229 | else: |
|
229 | else: | |
230 | self.session = ss.StreamSession(username, **key_arg) |
|
230 | self.session = ss.StreamSession(username, **key_arg) | |
231 | self._registration_socket = self.context.socket(zmq.XREQ) |
|
231 | self._registration_socket = self.context.socket(zmq.XREQ) | |
232 | self._registration_socket.setsockopt(zmq.IDENTITY, self.session.session) |
|
232 | self._registration_socket.setsockopt(zmq.IDENTITY, self.session.session) | |
233 | if self._ssh: |
|
233 | if self._ssh: | |
234 | tunnel.tunnel_connection(self._registration_socket, addr, sshserver, **ssh_kwargs) |
|
234 | tunnel.tunnel_connection(self._registration_socket, addr, sshserver, **ssh_kwargs) | |
235 | else: |
|
235 | else: | |
236 | self._registration_socket.connect(addr) |
|
236 | self._registration_socket.connect(addr) | |
237 | self._engines = {} |
|
237 | self._engines = {} | |
238 | self._ids = set() |
|
238 | self._ids = set() | |
239 | self.outstanding=set() |
|
239 | self.outstanding=set() | |
240 | self.results = {} |
|
240 | self.results = {} | |
241 | self.history = [] |
|
241 | self.history = [] | |
242 | self.debug = debug |
|
242 | self.debug = debug | |
243 | self.session.debug = debug |
|
243 | self.session.debug = debug | |
244 |
|
244 | |||
245 | self._notification_handlers = {'registration_notification' : self._register_engine, |
|
245 | self._notification_handlers = {'registration_notification' : self._register_engine, | |
246 | 'unregistration_notification' : self._unregister_engine, |
|
246 | 'unregistration_notification' : self._unregister_engine, | |
247 | } |
|
247 | } | |
248 | self._queue_handlers = {'execute_reply' : self._handle_execute_reply, |
|
248 | self._queue_handlers = {'execute_reply' : self._handle_execute_reply, | |
249 | 'apply_reply' : self._handle_apply_reply} |
|
249 | 'apply_reply' : self._handle_apply_reply} | |
250 | self._connect(sshserver, ssh_kwargs) |
|
250 | self._connect(sshserver, ssh_kwargs) | |
251 |
|
251 | |||
252 |
|
252 | |||
253 | @property |
|
253 | @property | |
254 | def ids(self): |
|
254 | def ids(self): | |
255 | """Always up to date ids property.""" |
|
255 | """Always up to date ids property.""" | |
256 | self._flush_notifications() |
|
256 | self._flush_notifications() | |
257 | return self._ids |
|
257 | return self._ids | |
258 |
|
258 | |||
259 | def _update_engines(self, engines): |
|
259 | def _update_engines(self, engines): | |
260 | """Update our engines dict and _ids from a dict of the form: {id:uuid}.""" |
|
260 | """Update our engines dict and _ids from a dict of the form: {id:uuid}.""" | |
261 | for k,v in engines.iteritems(): |
|
261 | for k,v in engines.iteritems(): | |
262 | eid = int(k) |
|
262 | eid = int(k) | |
263 | self._engines[eid] = bytes(v) # force not unicode |
|
263 | self._engines[eid] = bytes(v) # force not unicode | |
264 | self._ids.add(eid) |
|
264 | self._ids.add(eid) | |
265 |
|
265 | |||
266 | def _build_targets(self, targets): |
|
266 | def _build_targets(self, targets): | |
267 | """Turn valid target IDs or 'all' into two lists: |
|
267 | """Turn valid target IDs or 'all' into two lists: | |
268 | (int_ids, uuids). |
|
268 | (int_ids, uuids). | |
269 | """ |
|
269 | """ | |
270 | if targets is None: |
|
270 | if targets is None: | |
271 | targets = self._ids |
|
271 | targets = self._ids | |
272 | elif isinstance(targets, str): |
|
272 | elif isinstance(targets, str): | |
273 | if targets.lower() == 'all': |
|
273 | if targets.lower() == 'all': | |
274 | targets = self._ids |
|
274 | targets = self._ids | |
275 | else: |
|
275 | else: | |
276 | raise TypeError("%r not valid str target, must be 'all'"%(targets)) |
|
276 | raise TypeError("%r not valid str target, must be 'all'"%(targets)) | |
277 | elif isinstance(targets, int): |
|
277 | elif isinstance(targets, int): | |
278 | targets = [targets] |
|
278 | targets = [targets] | |
279 | return [self._engines[t] for t in targets], list(targets) |
|
279 | return [self._engines[t] for t in targets], list(targets) | |
280 |
|
280 | |||
281 | def _connect(self, sshserver, ssh_kwargs): |
|
281 | def _connect(self, sshserver, ssh_kwargs): | |
282 | """setup all our socket connections to the controller. This is called from |
|
282 | """setup all our socket connections to the controller. This is called from | |
283 | __init__.""" |
|
283 | __init__.""" | |
284 | if self._connected: |
|
284 | if self._connected: | |
285 | return |
|
285 | return | |
286 | self._connected=True |
|
286 | self._connected=True | |
287 |
|
287 | |||
288 | def connect_socket(s, addr): |
|
288 | def connect_socket(s, addr): | |
289 | if self._ssh: |
|
289 | if self._ssh: | |
290 | return tunnel.tunnel_connection(s, addr, sshserver, **ssh_kwargs) |
|
290 | return tunnel.tunnel_connection(s, addr, sshserver, **ssh_kwargs) | |
291 | else: |
|
291 | else: | |
292 | return s.connect(addr) |
|
292 | return s.connect(addr) | |
293 |
|
293 | |||
294 | self.session.send(self._registration_socket, 'connection_request') |
|
294 | self.session.send(self._registration_socket, 'connection_request') | |
295 | idents,msg = self.session.recv(self._registration_socket,mode=0) |
|
295 | idents,msg = self.session.recv(self._registration_socket,mode=0) | |
296 | if self.debug: |
|
296 | if self.debug: | |
297 | pprint(msg) |
|
297 | pprint(msg) | |
298 | msg = ss.Message(msg) |
|
298 | msg = ss.Message(msg) | |
299 | content = msg.content |
|
299 | content = msg.content | |
300 | if content.status == 'ok': |
|
300 | if content.status == 'ok': | |
301 | if content.queue: |
|
301 | if content.queue: | |
302 | self._mux_socket = self.context.socket(zmq.PAIR) |
|
302 | self._mux_socket = self.context.socket(zmq.PAIR) | |
303 | self._mux_socket.setsockopt(zmq.IDENTITY, self.session.session) |
|
303 | self._mux_socket.setsockopt(zmq.IDENTITY, self.session.session) | |
304 | connect_socket(self._mux_socket, content.queue) |
|
304 | connect_socket(self._mux_socket, content.queue) | |
305 | if content.task: |
|
305 | if content.task: | |
306 | self._task_socket = self.context.socket(zmq.PAIR) |
|
306 | self._task_socket = self.context.socket(zmq.PAIR) | |
307 | self._task_socket.setsockopt(zmq.IDENTITY, self.session.session) |
|
307 | self._task_socket.setsockopt(zmq.IDENTITY, self.session.session) | |
308 | connect_socket(self._task_socket, content.task) |
|
308 | connect_socket(self._task_socket, content.task) | |
309 | if content.notification: |
|
309 | if content.notification: | |
310 | self._notification_socket = self.context.socket(zmq.SUB) |
|
310 | self._notification_socket = self.context.socket(zmq.SUB) | |
311 | connect_socket(self._notification_socket, content.notification) |
|
311 | connect_socket(self._notification_socket, content.notification) | |
312 | self._notification_socket.setsockopt(zmq.SUBSCRIBE, "") |
|
312 | self._notification_socket.setsockopt(zmq.SUBSCRIBE, "") | |
313 | if content.query: |
|
313 | if content.query: | |
314 | self._query_socket = self.context.socket(zmq.PAIR) |
|
314 | self._query_socket = self.context.socket(zmq.PAIR) | |
315 | self._query_socket.setsockopt(zmq.IDENTITY, self.session.session) |
|
315 | self._query_socket.setsockopt(zmq.IDENTITY, self.session.session) | |
316 | connect_socket(self._query_socket, content.query) |
|
316 | connect_socket(self._query_socket, content.query) | |
317 | if content.control: |
|
317 | if content.control: | |
318 | self._control_socket = self.context.socket(zmq.PAIR) |
|
318 | self._control_socket = self.context.socket(zmq.PAIR) | |
319 | self._control_socket.setsockopt(zmq.IDENTITY, self.session.session) |
|
319 | self._control_socket.setsockopt(zmq.IDENTITY, self.session.session) | |
320 | connect_socket(self._control_socket, content.control) |
|
320 | connect_socket(self._control_socket, content.control) | |
321 | self._update_engines(dict(content.engines)) |
|
321 | self._update_engines(dict(content.engines)) | |
322 |
|
322 | |||
323 | else: |
|
323 | else: | |
324 | self._connected = False |
|
324 | self._connected = False | |
325 | raise Exception("Failed to connect!") |
|
325 | raise Exception("Failed to connect!") | |
326 |
|
326 | |||
327 | #-------------------------------------------------------------------------- |
|
327 | #-------------------------------------------------------------------------- | |
328 | # handlers and callbacks for incoming messages |
|
328 | # handlers and callbacks for incoming messages | |
329 | #-------------------------------------------------------------------------- |
|
329 | #-------------------------------------------------------------------------- | |
330 |
|
330 | |||
331 | def _register_engine(self, msg): |
|
331 | def _register_engine(self, msg): | |
332 | """Register a new engine, and update our connection info.""" |
|
332 | """Register a new engine, and update our connection info.""" | |
333 | content = msg['content'] |
|
333 | content = msg['content'] | |
334 | eid = content['id'] |
|
334 | eid = content['id'] | |
335 | d = {eid : content['queue']} |
|
335 | d = {eid : content['queue']} | |
336 | self._update_engines(d) |
|
336 | self._update_engines(d) | |
337 | self._ids.add(int(eid)) |
|
337 | self._ids.add(int(eid)) | |
338 |
|
338 | |||
339 | def _unregister_engine(self, msg): |
|
339 | def _unregister_engine(self, msg): | |
340 | """Unregister an engine that has died.""" |
|
340 | """Unregister an engine that has died.""" | |
341 | content = msg['content'] |
|
341 | content = msg['content'] | |
342 | eid = int(content['id']) |
|
342 | eid = int(content['id']) | |
343 | if eid in self._ids: |
|
343 | if eid in self._ids: | |
344 | self._ids.remove(eid) |
|
344 | self._ids.remove(eid) | |
345 | self._engines.pop(eid) |
|
345 | self._engines.pop(eid) | |
346 |
|
346 | |||
347 | def _handle_execute_reply(self, msg): |
|
347 | def _handle_execute_reply(self, msg): | |
348 | """Save the reply to an execute_request into our results.""" |
|
348 | """Save the reply to an execute_request into our results.""" | |
349 | parent = msg['parent_header'] |
|
349 | parent = msg['parent_header'] | |
350 | msg_id = parent['msg_id'] |
|
350 | msg_id = parent['msg_id'] | |
351 | if msg_id not in self.outstanding: |
|
351 | if msg_id not in self.outstanding: | |
352 | print("got unknown result: %s"%msg_id) |
|
352 | print("got unknown result: %s"%msg_id) | |
353 | else: |
|
353 | else: | |
354 | self.outstanding.remove(msg_id) |
|
354 | self.outstanding.remove(msg_id) | |
355 | self.results[msg_id] = ss.unwrap_exception(msg['content']) |
|
355 | self.results[msg_id] = ss.unwrap_exception(msg['content']) | |
356 |
|
356 | |||
357 | def _handle_apply_reply(self, msg): |
|
357 | def _handle_apply_reply(self, msg): | |
358 | """Save the reply to an apply_request into our results.""" |
|
358 | """Save the reply to an apply_request into our results.""" | |
359 | parent = msg['parent_header'] |
|
359 | parent = msg['parent_header'] | |
360 | msg_id = parent['msg_id'] |
|
360 | msg_id = parent['msg_id'] | |
361 | if msg_id not in self.outstanding: |
|
361 | if msg_id not in self.outstanding: | |
362 | print ("got unknown result: %s"%msg_id) |
|
362 | print ("got unknown result: %s"%msg_id) | |
363 | else: |
|
363 | else: | |
364 | self.outstanding.remove(msg_id) |
|
364 | self.outstanding.remove(msg_id) | |
365 | content = msg['content'] |
|
365 | content = msg['content'] | |
366 | if content['status'] == 'ok': |
|
366 | if content['status'] == 'ok': | |
367 | self.results[msg_id] = ss.unserialize_object(msg['buffers']) |
|
367 | self.results[msg_id] = ss.unserialize_object(msg['buffers']) | |
368 | elif content['status'] == 'aborted': |
|
368 | elif content['status'] == 'aborted': | |
369 | self.results[msg_id] = error.AbortedTask(msg_id) |
|
369 | self.results[msg_id] = error.AbortedTask(msg_id) | |
370 | elif content['status'] == 'resubmitted': |
|
370 | elif content['status'] == 'resubmitted': | |
371 | # TODO: handle resubmission |
|
371 | # TODO: handle resubmission | |
372 | pass |
|
372 | pass | |
373 | else: |
|
373 | else: | |
374 | e = ss.unwrap_exception(content) |
|
374 | e = ss.unwrap_exception(content) | |
375 | e_uuid = e.engine_info['engineid'] |
|
375 | e_uuid = e.engine_info['engineid'] | |
376 | for k,v in self._engines.iteritems(): |
|
376 | for k,v in self._engines.iteritems(): | |
377 | if v == e_uuid: |
|
377 | if v == e_uuid: | |
378 | e.engine_info['engineid'] = k |
|
378 | e.engine_info['engineid'] = k | |
379 | break |
|
379 | break | |
380 | self.results[msg_id] = e |
|
380 | self.results[msg_id] = e | |
381 |
|
381 | |||
382 | def _flush_notifications(self): |
|
382 | def _flush_notifications(self): | |
383 | """Flush notifications of engine registrations waiting |
|
383 | """Flush notifications of engine registrations waiting | |
384 | in ZMQ queue.""" |
|
384 | in ZMQ queue.""" | |
385 | msg = self.session.recv(self._notification_socket, mode=zmq.NOBLOCK) |
|
385 | msg = self.session.recv(self._notification_socket, mode=zmq.NOBLOCK) | |
386 | while msg is not None: |
|
386 | while msg is not None: | |
387 | if self.debug: |
|
387 | if self.debug: | |
388 | pprint(msg) |
|
388 | pprint(msg) | |
389 | msg = msg[-1] |
|
389 | msg = msg[-1] | |
390 | msg_type = msg['msg_type'] |
|
390 | msg_type = msg['msg_type'] | |
391 | handler = self._notification_handlers.get(msg_type, None) |
|
391 | handler = self._notification_handlers.get(msg_type, None) | |
392 | if handler is None: |
|
392 | if handler is None: | |
393 | raise Exception("Unhandled message type: %s"%msg.msg_type) |
|
393 | raise Exception("Unhandled message type: %s"%msg.msg_type) | |
394 | else: |
|
394 | else: | |
395 | handler(msg) |
|
395 | handler(msg) | |
396 | msg = self.session.recv(self._notification_socket, mode=zmq.NOBLOCK) |
|
396 | msg = self.session.recv(self._notification_socket, mode=zmq.NOBLOCK) | |
397 |
|
397 | |||
398 | def _flush_results(self, sock): |
|
398 | def _flush_results(self, sock): | |
399 | """Flush task or queue results waiting in ZMQ queue.""" |
|
399 | """Flush task or queue results waiting in ZMQ queue.""" | |
400 | msg = self.session.recv(sock, mode=zmq.NOBLOCK) |
|
400 | msg = self.session.recv(sock, mode=zmq.NOBLOCK) | |
401 | while msg is not None: |
|
401 | while msg is not None: | |
402 | if self.debug: |
|
402 | if self.debug: | |
403 | pprint(msg) |
|
403 | pprint(msg) | |
404 | msg = msg[-1] |
|
404 | msg = msg[-1] | |
405 | msg_type = msg['msg_type'] |
|
405 | msg_type = msg['msg_type'] | |
406 | handler = self._queue_handlers.get(msg_type, None) |
|
406 | handler = self._queue_handlers.get(msg_type, None) | |
407 | if handler is None: |
|
407 | if handler is None: | |
408 | raise Exception("Unhandled message type: %s"%msg.msg_type) |
|
408 | raise Exception("Unhandled message type: %s"%msg.msg_type) | |
409 | else: |
|
409 | else: | |
410 | handler(msg) |
|
410 | handler(msg) | |
411 | msg = self.session.recv(sock, mode=zmq.NOBLOCK) |
|
411 | msg = self.session.recv(sock, mode=zmq.NOBLOCK) | |
412 |
|
412 | |||
413 | def _flush_control(self, sock): |
|
413 | def _flush_control(self, sock): | |
414 | """Flush replies from the control channel waiting |
|
414 | """Flush replies from the control channel waiting | |
415 | in the ZMQ queue. |
|
415 | in the ZMQ queue. | |
416 |
|
416 | |||
417 | Currently: ignore them.""" |
|
417 | Currently: ignore them.""" | |
418 | msg = self.session.recv(sock, mode=zmq.NOBLOCK) |
|
418 | msg = self.session.recv(sock, mode=zmq.NOBLOCK) | |
419 | while msg is not None: |
|
419 | while msg is not None: | |
420 | if self.debug: |
|
420 | if self.debug: | |
421 | pprint(msg) |
|
421 | pprint(msg) | |
422 | msg = self.session.recv(sock, mode=zmq.NOBLOCK) |
|
422 | msg = self.session.recv(sock, mode=zmq.NOBLOCK) | |
423 |
|
423 | |||
424 | #-------------------------------------------------------------------------- |
|
424 | #-------------------------------------------------------------------------- | |
425 | # getitem |
|
425 | # getitem | |
426 | #-------------------------------------------------------------------------- |
|
426 | #-------------------------------------------------------------------------- | |
427 |
|
427 | |||
428 | def __getitem__(self, key): |
|
428 | def __getitem__(self, key): | |
429 | """Dict access returns DirectView multiplexer objects or, |
|
429 | """Dict access returns DirectView multiplexer objects or, | |
430 | if key is None, a LoadBalancedView.""" |
|
430 | if key is None, a LoadBalancedView.""" | |
431 | if key is None: |
|
431 | if key is None: | |
432 | return LoadBalancedView(self) |
|
432 | return LoadBalancedView(self) | |
433 | if isinstance(key, int): |
|
433 | if isinstance(key, int): | |
434 | if key not in self.ids: |
|
434 | if key not in self.ids: | |
435 | raise IndexError("No such engine: %i"%key) |
|
435 | raise IndexError("No such engine: %i"%key) | |
436 | return DirectView(self, key) |
|
436 | return DirectView(self, key) | |
437 |
|
437 | |||
438 | if isinstance(key, slice): |
|
438 | if isinstance(key, slice): | |
439 | indices = range(len(self.ids))[key] |
|
439 | indices = range(len(self.ids))[key] | |
440 | ids = sorted(self._ids) |
|
440 | ids = sorted(self._ids) | |
441 | key = [ ids[i] for i in indices ] |
|
441 | key = [ ids[i] for i in indices ] | |
442 | # newkeys = sorted(self._ids)[thekeys[k]] |
|
442 | # newkeys = sorted(self._ids)[thekeys[k]] | |
443 |
|
443 | |||
444 | if isinstance(key, (tuple, list, xrange)): |
|
444 | if isinstance(key, (tuple, list, xrange)): | |
445 | _,targets = self._build_targets(list(key)) |
|
445 | _,targets = self._build_targets(list(key)) | |
446 | return DirectView(self, targets) |
|
446 | return DirectView(self, targets) | |
447 | else: |
|
447 | else: | |
448 | raise TypeError("key by int/iterable of ints only, not %s"%(type(key))) |
|
448 | raise TypeError("key by int/iterable of ints only, not %s"%(type(key))) | |
449 |
|
449 | |||
450 | #-------------------------------------------------------------------------- |
|
450 | #-------------------------------------------------------------------------- | |
451 | # Begin public methods |
|
451 | # Begin public methods | |
452 | #-------------------------------------------------------------------------- |
|
452 | #-------------------------------------------------------------------------- | |
453 |
|
453 | |||
454 | @property |
|
454 | @property | |
455 | def remote(self): |
|
455 | def remote(self): | |
456 | """property for convenient RemoteFunction generation. |
|
456 | """property for convenient RemoteFunction generation. | |
457 |
|
457 | |||
458 | >>> @client.remote |
|
458 | >>> @client.remote | |
459 | ... def f(): |
|
459 | ... def f(): | |
460 | import os |
|
460 | import os | |
461 | print (os.getpid()) |
|
461 | print (os.getpid()) | |
462 | """ |
|
462 | """ | |
463 | return remote(self, block=self.block) |
|
463 | return remote(self, block=self.block) | |
464 |
|
464 | |||
465 | def spin(self): |
|
465 | def spin(self): | |
466 | """Flush any registration notifications and execution results |
|
466 | """Flush any registration notifications and execution results | |
467 | waiting in the ZMQ queue. |
|
467 | waiting in the ZMQ queue. | |
468 | """ |
|
468 | """ | |
469 | if self._notification_socket: |
|
469 | if self._notification_socket: | |
470 | self._flush_notifications() |
|
470 | self._flush_notifications() | |
471 | if self._mux_socket: |
|
471 | if self._mux_socket: | |
472 | self._flush_results(self._mux_socket) |
|
472 | self._flush_results(self._mux_socket) | |
473 | if self._task_socket: |
|
473 | if self._task_socket: | |
474 | self._flush_results(self._task_socket) |
|
474 | self._flush_results(self._task_socket) | |
475 | if self._control_socket: |
|
475 | if self._control_socket: | |
476 | self._flush_control(self._control_socket) |
|
476 | self._flush_control(self._control_socket) | |
477 |
|
477 | |||
478 | def barrier(self, msg_ids=None, timeout=-1): |
|
478 | def barrier(self, msg_ids=None, timeout=-1): | |
479 | """waits on one or more `msg_ids`, for up to `timeout` seconds. |
|
479 | """waits on one or more `msg_ids`, for up to `timeout` seconds. | |
480 |
|
480 | |||
481 | Parameters |
|
481 | Parameters | |
482 | ---------- |
|
482 | ---------- | |
483 | msg_ids : int, str, or list of ints and/or strs, or one or more AsyncResult objects |
|
483 | msg_ids : int, str, or list of ints and/or strs, or one or more AsyncResult objects | |
484 | ints are indices to self.history |
|
484 | ints are indices to self.history | |
485 | strs are msg_ids |
|
485 | strs are msg_ids | |
486 | default: wait on all outstanding messages |
|
486 | default: wait on all outstanding messages | |
487 | timeout : float |
|
487 | timeout : float | |
488 | a time in seconds, after which to give up. |
|
488 | a time in seconds, after which to give up. | |
489 | default is -1, which means no timeout |
|
489 | default is -1, which means no timeout | |
490 |
|
490 | |||
491 | Returns |
|
491 | Returns | |
492 | ------- |
|
492 | ------- | |
493 | True : when all msg_ids are done |
|
493 | True : when all msg_ids are done | |
494 | False : timeout reached, some msg_ids still outstanding |
|
494 | False : timeout reached, some msg_ids still outstanding | |
495 | """ |
|
495 | """ | |
496 | tic = time.time() |
|
496 | tic = time.time() | |
497 | if msg_ids is None: |
|
497 | if msg_ids is None: | |
498 | theids = self.outstanding |
|
498 | theids = self.outstanding | |
499 | else: |
|
499 | else: | |
500 | if isinstance(msg_ids, (int, str, AsyncResult)): |
|
500 | if isinstance(msg_ids, (int, str, AsyncResult)): | |
501 | msg_ids = [msg_ids] |
|
501 | msg_ids = [msg_ids] | |
502 | theids = set() |
|
502 | theids = set() | |
503 | for msg_id in msg_ids: |
|
503 | for msg_id in msg_ids: | |
504 | if isinstance(msg_id, int): |
|
504 | if isinstance(msg_id, int): | |
505 | msg_id = self.history[msg_id] |
|
505 | msg_id = self.history[msg_id] | |
506 | elif isinstance(msg_id, AsyncResult): |
|
506 | elif isinstance(msg_id, AsyncResult): | |
507 |
map(theids.add, msg_id. |
|
507 | map(theids.add, msg_id.msg_ids) | |
508 | continue |
|
508 | continue | |
509 | theids.add(msg_id) |
|
509 | theids.add(msg_id) | |
510 | if not theids.intersection(self.outstanding): |
|
510 | if not theids.intersection(self.outstanding): | |
511 | return True |
|
511 | return True | |
512 | self.spin() |
|
512 | self.spin() | |
513 | while theids.intersection(self.outstanding): |
|
513 | while theids.intersection(self.outstanding): | |
514 | if timeout >= 0 and ( time.time()-tic ) > timeout: |
|
514 | if timeout >= 0 and ( time.time()-tic ) > timeout: | |
515 | break |
|
515 | break | |
516 | time.sleep(1e-3) |
|
516 | time.sleep(1e-3) | |
517 | self.spin() |
|
517 | self.spin() | |
518 | return len(theids.intersection(self.outstanding)) == 0 |
|
518 | return len(theids.intersection(self.outstanding)) == 0 | |
519 |
|
519 | |||
520 | #-------------------------------------------------------------------------- |
|
520 | #-------------------------------------------------------------------------- | |
521 | # Control methods |
|
521 | # Control methods | |
522 | #-------------------------------------------------------------------------- |
|
522 | #-------------------------------------------------------------------------- | |
523 |
|
523 | |||
524 | @spinfirst |
|
524 | @spinfirst | |
525 | @defaultblock |
|
525 | @defaultblock | |
526 | def clear(self, targets=None, block=None): |
|
526 | def clear(self, targets=None, block=None): | |
527 | """Clear the namespace in target(s).""" |
|
527 | """Clear the namespace in target(s).""" | |
528 | targets = self._build_targets(targets)[0] |
|
528 | targets = self._build_targets(targets)[0] | |
529 | for t in targets: |
|
529 | for t in targets: | |
530 | self.session.send(self._control_socket, 'clear_request', content={}, ident=t) |
|
530 | self.session.send(self._control_socket, 'clear_request', content={}, ident=t) | |
531 | error = False |
|
531 | error = False | |
532 | if self.block: |
|
532 | if self.block: | |
533 | for i in range(len(targets)): |
|
533 | for i in range(len(targets)): | |
534 | idents,msg = self.session.recv(self._control_socket,0) |
|
534 | idents,msg = self.session.recv(self._control_socket,0) | |
535 | if self.debug: |
|
535 | if self.debug: | |
536 | pprint(msg) |
|
536 | pprint(msg) | |
537 | if msg['content']['status'] != 'ok': |
|
537 | if msg['content']['status'] != 'ok': | |
538 | error = ss.unwrap_exception(msg['content']) |
|
538 | error = ss.unwrap_exception(msg['content']) | |
539 | if error: |
|
539 | if error: | |
540 | return error |
|
540 | return error | |
541 |
|
541 | |||
542 |
|
542 | |||
543 | @spinfirst |
|
543 | @spinfirst | |
544 | @defaultblock |
|
544 | @defaultblock | |
545 | def abort(self, msg_ids = None, targets=None, block=None): |
|
545 | def abort(self, msg_ids = None, targets=None, block=None): | |
546 | """Abort the execution queues of target(s).""" |
|
546 | """Abort the execution queues of target(s).""" | |
547 | targets = self._build_targets(targets)[0] |
|
547 | targets = self._build_targets(targets)[0] | |
548 | if isinstance(msg_ids, basestring): |
|
548 | if isinstance(msg_ids, basestring): | |
549 | msg_ids = [msg_ids] |
|
549 | msg_ids = [msg_ids] | |
550 | content = dict(msg_ids=msg_ids) |
|
550 | content = dict(msg_ids=msg_ids) | |
551 | for t in targets: |
|
551 | for t in targets: | |
552 | self.session.send(self._control_socket, 'abort_request', |
|
552 | self.session.send(self._control_socket, 'abort_request', | |
553 | content=content, ident=t) |
|
553 | content=content, ident=t) | |
554 | error = False |
|
554 | error = False | |
555 | if self.block: |
|
555 | if self.block: | |
556 | for i in range(len(targets)): |
|
556 | for i in range(len(targets)): | |
557 | idents,msg = self.session.recv(self._control_socket,0) |
|
557 | idents,msg = self.session.recv(self._control_socket,0) | |
558 | if self.debug: |
|
558 | if self.debug: | |
559 | pprint(msg) |
|
559 | pprint(msg) | |
560 | if msg['content']['status'] != 'ok': |
|
560 | if msg['content']['status'] != 'ok': | |
561 | error = ss.unwrap_exception(msg['content']) |
|
561 | error = ss.unwrap_exception(msg['content']) | |
562 | if error: |
|
562 | if error: | |
563 | return error |
|
563 | return error | |
564 |
|
564 | |||
565 | @spinfirst |
|
565 | @spinfirst | |
566 | @defaultblock |
|
566 | @defaultblock | |
567 | def shutdown(self, targets=None, restart=False, controller=False, block=None): |
|
567 | def shutdown(self, targets=None, restart=False, controller=False, block=None): | |
568 | """Terminates one or more engine processes, optionally including the controller.""" |
|
568 | """Terminates one or more engine processes, optionally including the controller.""" | |
569 | if controller: |
|
569 | if controller: | |
570 | targets = 'all' |
|
570 | targets = 'all' | |
571 | targets = self._build_targets(targets)[0] |
|
571 | targets = self._build_targets(targets)[0] | |
572 | for t in targets: |
|
572 | for t in targets: | |
573 | self.session.send(self._control_socket, 'shutdown_request', |
|
573 | self.session.send(self._control_socket, 'shutdown_request', | |
574 | content={'restart':restart},ident=t) |
|
574 | content={'restart':restart},ident=t) | |
575 | error = False |
|
575 | error = False | |
576 | if block or controller: |
|
576 | if block or controller: | |
577 | for i in range(len(targets)): |
|
577 | for i in range(len(targets)): | |
578 | idents,msg = self.session.recv(self._control_socket,0) |
|
578 | idents,msg = self.session.recv(self._control_socket,0) | |
579 | if self.debug: |
|
579 | if self.debug: | |
580 | pprint(msg) |
|
580 | pprint(msg) | |
581 | if msg['content']['status'] != 'ok': |
|
581 | if msg['content']['status'] != 'ok': | |
582 | error = ss.unwrap_exception(msg['content']) |
|
582 | error = ss.unwrap_exception(msg['content']) | |
583 |
|
583 | |||
584 | if controller: |
|
584 | if controller: | |
585 | time.sleep(0.25) |
|
585 | time.sleep(0.25) | |
586 | self.session.send(self._query_socket, 'shutdown_request') |
|
586 | self.session.send(self._query_socket, 'shutdown_request') | |
587 | idents,msg = self.session.recv(self._query_socket, 0) |
|
587 | idents,msg = self.session.recv(self._query_socket, 0) | |
588 | if self.debug: |
|
588 | if self.debug: | |
589 | pprint(msg) |
|
589 | pprint(msg) | |
590 | if msg['content']['status'] != 'ok': |
|
590 | if msg['content']['status'] != 'ok': | |
591 | error = ss.unwrap_exception(msg['content']) |
|
591 | error = ss.unwrap_exception(msg['content']) | |
592 |
|
592 | |||
593 | if error: |
|
593 | if error: | |
594 | raise error |
|
594 | raise error | |
595 |
|
595 | |||
596 | #-------------------------------------------------------------------------- |
|
596 | #-------------------------------------------------------------------------- | |
597 | # Execution methods |
|
597 | # Execution methods | |
598 | #-------------------------------------------------------------------------- |
|
598 | #-------------------------------------------------------------------------- | |
599 |
|
599 | |||
600 | @defaultblock |
|
600 | @defaultblock | |
601 | def execute(self, code, targets='all', block=None): |
|
601 | def execute(self, code, targets='all', block=None): | |
602 | """Executes `code` on `targets` in blocking or nonblocking manner. |
|
602 | """Executes `code` on `targets` in blocking or nonblocking manner. | |
603 |
|
603 | |||
604 | ``execute`` is always `bound` (affects engine namespace) |
|
604 | ``execute`` is always `bound` (affects engine namespace) | |
605 |
|
605 | |||
606 | Parameters |
|
606 | Parameters | |
607 | ---------- |
|
607 | ---------- | |
608 | code : str |
|
608 | code : str | |
609 | the code string to be executed |
|
609 | the code string to be executed | |
610 | targets : int/str/list of ints/strs |
|
610 | targets : int/str/list of ints/strs | |
611 | the engines on which to execute |
|
611 | the engines on which to execute | |
612 | default : all |
|
612 | default : all | |
613 | block : bool |
|
613 | block : bool | |
614 | whether or not to wait until done to return |
|
614 | whether or not to wait until done to return | |
615 | default: self.block |
|
615 | default: self.block | |
616 | """ |
|
616 | """ | |
617 | result = self.apply(_execute, (code,), targets=targets, block=self.block, bound=True) |
|
617 | result = self.apply(_execute, (code,), targets=targets, block=self.block, bound=True) | |
618 | return result |
|
618 | return result | |
619 |
|
619 | |||
620 | def run(self, code, block=None): |
|
620 | def run(self, code, block=None): | |
621 | """Runs `code` on an engine. |
|
621 | """Runs `code` on an engine. | |
622 |
|
622 | |||
623 | Calls to this are load-balanced. |
|
623 | Calls to this are load-balanced. | |
624 |
|
624 | |||
625 | ``run`` is never `bound` (no effect on engine namespace) |
|
625 | ``run`` is never `bound` (no effect on engine namespace) | |
626 |
|
626 | |||
627 | Parameters |
|
627 | Parameters | |
628 | ---------- |
|
628 | ---------- | |
629 | code : str |
|
629 | code : str | |
630 | the code string to be executed |
|
630 | the code string to be executed | |
631 | block : bool |
|
631 | block : bool | |
632 | whether or not to wait until done |
|
632 | whether or not to wait until done | |
633 |
|
633 | |||
634 | """ |
|
634 | """ | |
635 | result = self.apply(execute, (code,), targets=None, block=block, bound=False) |
|
635 | result = self.apply(execute, (code,), targets=None, block=block, bound=False) | |
636 | return result |
|
636 | return result | |
637 |
|
637 | |||
638 | def _maybe_raise(self, result): |
|
638 | def _maybe_raise(self, result): | |
639 | """wrapper for maybe raising an exception if apply failed.""" |
|
639 | """wrapper for maybe raising an exception if apply failed.""" | |
640 | if isinstance(result, error.RemoteError): |
|
640 | if isinstance(result, error.RemoteError): | |
641 | raise result |
|
641 | raise result | |
642 |
|
642 | |||
643 | return result |
|
643 | return result | |
644 |
|
644 | |||
645 | def apply(self, f, args=None, kwargs=None, bound=True, block=None, targets=None, |
|
645 | def apply(self, f, args=None, kwargs=None, bound=True, block=None, targets=None, | |
646 | after=None, follow=None): |
|
646 | after=None, follow=None): | |
647 | """Call `f(*args, **kwargs)` on a remote engine(s), returning the result. |
|
647 | """Call `f(*args, **kwargs)` on a remote engine(s), returning the result. | |
648 |
|
648 | |||
649 | This is the central execution command for the client. |
|
649 | This is the central execution command for the client. | |
650 |
|
650 | |||
651 | Parameters |
|
651 | Parameters | |
652 | ---------- |
|
652 | ---------- | |
653 |
|
653 | |||
654 | f : function |
|
654 | f : function | |
655 | The fuction to be called remotely |
|
655 | The fuction to be called remotely | |
656 | args : tuple/list |
|
656 | args : tuple/list | |
657 | The positional arguments passed to `f` |
|
657 | The positional arguments passed to `f` | |
658 | kwargs : dict |
|
658 | kwargs : dict | |
659 | The keyword arguments passed to `f` |
|
659 | The keyword arguments passed to `f` | |
660 | bound : bool (default: True) |
|
660 | bound : bool (default: True) | |
661 | Whether to execute in the Engine(s) namespace, or in a clean |
|
661 | Whether to execute in the Engine(s) namespace, or in a clean | |
662 | namespace not affecting the engine. |
|
662 | namespace not affecting the engine. | |
663 | block : bool (default: self.block) |
|
663 | block : bool (default: self.block) | |
664 | Whether to wait for the result, or return immediately. |
|
664 | Whether to wait for the result, or return immediately. | |
665 | False: |
|
665 | False: | |
666 | returns msg_id(s) |
|
666 | returns msg_id(s) | |
667 | if multiple targets: |
|
667 | if multiple targets: | |
668 | list of ids |
|
668 | list of ids | |
669 | True: |
|
669 | True: | |
670 | returns actual result(s) of f(*args, **kwargs) |
|
670 | returns actual result(s) of f(*args, **kwargs) | |
671 | if multiple targets: |
|
671 | if multiple targets: | |
672 | dict of results, by engine ID |
|
672 | dict of results, by engine ID | |
673 | targets : int,list of ints, 'all', None |
|
673 | targets : int,list of ints, 'all', None | |
674 | Specify the destination of the job. |
|
674 | Specify the destination of the job. | |
675 | if None: |
|
675 | if None: | |
676 | Submit via Task queue for load-balancing. |
|
676 | Submit via Task queue for load-balancing. | |
677 | if 'all': |
|
677 | if 'all': | |
678 | Run on all active engines |
|
678 | Run on all active engines | |
679 | if list: |
|
679 | if list: | |
680 | Run on each specified engine |
|
680 | Run on each specified engine | |
681 | if int: |
|
681 | if int: | |
682 | Run on single engine |
|
682 | Run on single engine | |
683 |
|
683 | |||
684 | after : Dependency or collection of msg_ids |
|
684 | after : Dependency or collection of msg_ids | |
685 | Only for load-balanced execution (targets=None) |
|
685 | Only for load-balanced execution (targets=None) | |
686 | Specify a list of msg_ids as a time-based dependency. |
|
686 | Specify a list of msg_ids as a time-based dependency. | |
687 | This job will only be run *after* the dependencies |
|
687 | This job will only be run *after* the dependencies | |
688 | have been met. |
|
688 | have been met. | |
689 |
|
689 | |||
690 | follow : Dependency or collection of msg_ids |
|
690 | follow : Dependency or collection of msg_ids | |
691 | Only for load-balanced execution (targets=None) |
|
691 | Only for load-balanced execution (targets=None) | |
692 | Specify a list of msg_ids as a location-based dependency. |
|
692 | Specify a list of msg_ids as a location-based dependency. | |
693 | This job will only be run on an engine where this dependency |
|
693 | This job will only be run on an engine where this dependency | |
694 | is met. |
|
694 | is met. | |
695 |
|
695 | |||
696 | Returns |
|
696 | Returns | |
697 | ------- |
|
697 | ------- | |
698 | if block is False: |
|
698 | if block is False: | |
699 | if single target: |
|
699 | if single target: | |
700 | return msg_id |
|
700 | return msg_id | |
701 | else: |
|
701 | else: | |
702 | return list of msg_ids |
|
702 | return list of msg_ids | |
703 | ? (should this be dict like block=True) ? |
|
703 | ? (should this be dict like block=True) ? | |
704 | else: |
|
704 | else: | |
705 | if single target: |
|
705 | if single target: | |
706 | return result of f(*args, **kwargs) |
|
706 | return result of f(*args, **kwargs) | |
707 | else: |
|
707 | else: | |
708 | return dict of results, keyed by engine |
|
708 | return dict of results, keyed by engine | |
709 | """ |
|
709 | """ | |
710 |
|
710 | |||
711 | # defaults: |
|
711 | # defaults: | |
712 | block = block if block is not None else self.block |
|
712 | block = block if block is not None else self.block | |
713 | args = args if args is not None else [] |
|
713 | args = args if args is not None else [] | |
714 | kwargs = kwargs if kwargs is not None else {} |
|
714 | kwargs = kwargs if kwargs is not None else {} | |
715 |
|
715 | |||
716 | # enforce types of f,args,kwrags |
|
716 | # enforce types of f,args,kwrags | |
717 | if not callable(f): |
|
717 | if not callable(f): | |
718 | raise TypeError("f must be callable, not %s"%type(f)) |
|
718 | raise TypeError("f must be callable, not %s"%type(f)) | |
719 | if not isinstance(args, (tuple, list)): |
|
719 | if not isinstance(args, (tuple, list)): | |
720 | raise TypeError("args must be tuple or list, not %s"%type(args)) |
|
720 | raise TypeError("args must be tuple or list, not %s"%type(args)) | |
721 | if not isinstance(kwargs, dict): |
|
721 | if not isinstance(kwargs, dict): | |
722 | raise TypeError("kwargs must be dict, not %s"%type(kwargs)) |
|
722 | raise TypeError("kwargs must be dict, not %s"%type(kwargs)) | |
723 |
|
723 | |||
724 | options = dict(bound=bound, block=block, after=after, follow=follow) |
|
724 | options = dict(bound=bound, block=block, after=after, follow=follow) | |
725 |
|
725 | |||
726 | if targets is None: |
|
726 | if targets is None: | |
727 | return self._apply_balanced(f, args, kwargs, **options) |
|
727 | return self._apply_balanced(f, args, kwargs, **options) | |
728 | else: |
|
728 | else: | |
729 | return self._apply_direct(f, args, kwargs, targets=targets, **options) |
|
729 | return self._apply_direct(f, args, kwargs, targets=targets, **options) | |
730 |
|
730 | |||
731 | def _apply_balanced(self, f, args, kwargs, bound=True, block=None, |
|
731 | def _apply_balanced(self, f, args, kwargs, bound=True, block=None, | |
732 | after=None, follow=None): |
|
732 | after=None, follow=None): | |
733 | """The underlying method for applying functions in a load balanced |
|
733 | """The underlying method for applying functions in a load balanced | |
734 | manner, via the task queue.""" |
|
734 | manner, via the task queue.""" | |
735 | if isinstance(after, Dependency): |
|
735 | if isinstance(after, Dependency): | |
736 | after = after.as_dict() |
|
736 | after = after.as_dict() | |
737 | elif after is None: |
|
737 | elif after is None: | |
738 | after = [] |
|
738 | after = [] | |
739 | if isinstance(follow, Dependency): |
|
739 | if isinstance(follow, Dependency): | |
740 | follow = follow.as_dict() |
|
740 | follow = follow.as_dict() | |
741 | elif follow is None: |
|
741 | elif follow is None: | |
742 | follow = [] |
|
742 | follow = [] | |
743 | subheader = dict(after=after, follow=follow) |
|
743 | subheader = dict(after=after, follow=follow) | |
744 |
|
744 | |||
745 | bufs = ss.pack_apply_message(f,args,kwargs) |
|
745 | bufs = ss.pack_apply_message(f,args,kwargs) | |
746 | content = dict(bound=bound) |
|
746 | content = dict(bound=bound) | |
747 | msg = self.session.send(self._task_socket, "apply_request", |
|
747 | msg = self.session.send(self._task_socket, "apply_request", | |
748 | content=content, buffers=bufs, subheader=subheader) |
|
748 | content=content, buffers=bufs, subheader=subheader) | |
749 | msg_id = msg['msg_id'] |
|
749 | msg_id = msg['msg_id'] | |
750 | self.outstanding.add(msg_id) |
|
750 | self.outstanding.add(msg_id) | |
751 | self.history.append(msg_id) |
|
751 | self.history.append(msg_id) | |
752 | if block: |
|
752 | if block: | |
753 | self.barrier(msg_id) |
|
753 | self.barrier(msg_id) | |
754 | return self._maybe_raise(self.results[msg_id]) |
|
754 | return self._maybe_raise(self.results[msg_id]) | |
755 | else: |
|
755 | else: | |
756 | return AsyncResult(self, [msg_id]) |
|
756 | return AsyncResult(self, [msg_id]) | |
757 |
|
757 | |||
758 | def _apply_direct(self, f, args, kwargs, bound=True, block=None, targets=None, |
|
758 | def _apply_direct(self, f, args, kwargs, bound=True, block=None, targets=None, | |
759 | after=None, follow=None): |
|
759 | after=None, follow=None): | |
760 | """Then underlying method for applying functions to specific engines |
|
760 | """Then underlying method for applying functions to specific engines | |
761 | via the MUX queue.""" |
|
761 | via the MUX queue.""" | |
762 |
|
762 | |||
763 | queues,targets = self._build_targets(targets) |
|
763 | queues,targets = self._build_targets(targets) | |
764 | bufs = ss.pack_apply_message(f,args,kwargs) |
|
764 | bufs = ss.pack_apply_message(f,args,kwargs) | |
765 | if isinstance(after, Dependency): |
|
765 | if isinstance(after, Dependency): | |
766 | after = after.as_dict() |
|
766 | after = after.as_dict() | |
767 | elif after is None: |
|
767 | elif after is None: | |
768 | after = [] |
|
768 | after = [] | |
769 | if isinstance(follow, Dependency): |
|
769 | if isinstance(follow, Dependency): | |
770 | follow = follow.as_dict() |
|
770 | follow = follow.as_dict() | |
771 | elif follow is None: |
|
771 | elif follow is None: | |
772 | follow = [] |
|
772 | follow = [] | |
773 | subheader = dict(after=after, follow=follow) |
|
773 | subheader = dict(after=after, follow=follow) | |
774 | content = dict(bound=bound) |
|
774 | content = dict(bound=bound) | |
775 | msg_ids = [] |
|
775 | msg_ids = [] | |
776 | for queue in queues: |
|
776 | for queue in queues: | |
777 | msg = self.session.send(self._mux_socket, "apply_request", |
|
777 | msg = self.session.send(self._mux_socket, "apply_request", | |
778 | content=content, buffers=bufs,ident=queue, subheader=subheader) |
|
778 | content=content, buffers=bufs,ident=queue, subheader=subheader) | |
779 | msg_id = msg['msg_id'] |
|
779 | msg_id = msg['msg_id'] | |
780 | self.outstanding.add(msg_id) |
|
780 | self.outstanding.add(msg_id) | |
781 | self.history.append(msg_id) |
|
781 | self.history.append(msg_id) | |
782 | msg_ids.append(msg_id) |
|
782 | msg_ids.append(msg_id) | |
783 | if block: |
|
783 | if block: | |
784 | self.barrier(msg_ids) |
|
784 | self.barrier(msg_ids) | |
785 | else: |
|
785 | else: | |
786 | return AsyncResult(self, msg_ids) |
|
786 | return AsyncResult(self, msg_ids) | |
787 | if len(msg_ids) == 1: |
|
787 | if len(msg_ids) == 1: | |
788 | return self._maybe_raise(self.results[msg_ids[0]]) |
|
788 | return self._maybe_raise(self.results[msg_ids[0]]) | |
789 | else: |
|
789 | else: | |
790 | result = {} |
|
790 | result = {} | |
791 | for target,mid in zip(targets, msg_ids): |
|
791 | for target,mid in zip(targets, msg_ids): | |
792 | result[target] = self.results[mid] |
|
792 | result[target] = self.results[mid] | |
793 | return error.collect_exceptions(result, f.__name__) |
|
793 | return error.collect_exceptions(result, f.__name__) | |
794 |
|
794 | |||
795 | #-------------------------------------------------------------------------- |
|
795 | #-------------------------------------------------------------------------- | |
796 | # Map and decorators |
|
796 | # Map and decorators | |
797 | #-------------------------------------------------------------------------- |
|
797 | #-------------------------------------------------------------------------- | |
798 |
|
798 | |||
799 | def map(self, f, *sequences): |
|
799 | def map(self, f, *sequences): | |
800 | """Parallel version of builtin `map`, using all our engines.""" |
|
800 | """Parallel version of builtin `map`, using all our engines.""" | |
801 | pf = ParallelFunction(self, f, block=self.block, |
|
801 | pf = ParallelFunction(self, f, block=self.block, | |
802 | bound=True, targets='all') |
|
802 | bound=True, targets='all') | |
803 | return pf.map(*sequences) |
|
803 | return pf.map(*sequences) | |
804 |
|
804 | |||
805 | def parallel(self, bound=True, targets='all', block=True): |
|
805 | def parallel(self, bound=True, targets='all', block=True): | |
806 | """Decorator for making a ParallelFunction.""" |
|
806 | """Decorator for making a ParallelFunction.""" | |
807 | return parallel(self, bound=bound, targets=targets, block=block) |
|
807 | return parallel(self, bound=bound, targets=targets, block=block) | |
808 |
|
808 | |||
809 | def remote(self, bound=True, targets='all', block=True): |
|
809 | def remote(self, bound=True, targets='all', block=True): | |
810 | """Decorator for making a RemoteFunction.""" |
|
810 | """Decorator for making a RemoteFunction.""" | |
811 | return remote(self, bound=bound, targets=targets, block=block) |
|
811 | return remote(self, bound=bound, targets=targets, block=block) | |
812 |
|
812 | |||
813 | #-------------------------------------------------------------------------- |
|
813 | #-------------------------------------------------------------------------- | |
814 | # Data movement |
|
814 | # Data movement | |
815 | #-------------------------------------------------------------------------- |
|
815 | #-------------------------------------------------------------------------- | |
816 |
|
816 | |||
817 | @defaultblock |
|
817 | @defaultblock | |
818 | def push(self, ns, targets='all', block=None): |
|
818 | def push(self, ns, targets='all', block=None): | |
819 | """Push the contents of `ns` into the namespace on `target`""" |
|
819 | """Push the contents of `ns` into the namespace on `target`""" | |
820 | if not isinstance(ns, dict): |
|
820 | if not isinstance(ns, dict): | |
821 | raise TypeError("Must be a dict, not %s"%type(ns)) |
|
821 | raise TypeError("Must be a dict, not %s"%type(ns)) | |
822 | result = self.apply(_push, (ns,), targets=targets, block=block, bound=True) |
|
822 | result = self.apply(_push, (ns,), targets=targets, block=block, bound=True) | |
823 | return result |
|
823 | return result | |
824 |
|
824 | |||
825 | @defaultblock |
|
825 | @defaultblock | |
826 | def pull(self, keys, targets='all', block=None): |
|
826 | def pull(self, keys, targets='all', block=None): | |
827 | """Pull objects from `target`'s namespace by `keys`""" |
|
827 | """Pull objects from `target`'s namespace by `keys`""" | |
828 | if isinstance(keys, str): |
|
828 | if isinstance(keys, str): | |
829 | pass |
|
829 | pass | |
830 | elif isinstance(keys, (list,tuple,set)): |
|
830 | elif isinstance(keys, (list,tuple,set)): | |
831 | for key in keys: |
|
831 | for key in keys: | |
832 | if not isinstance(key, str): |
|
832 | if not isinstance(key, str): | |
833 | raise TypeError |
|
833 | raise TypeError | |
834 | result = self.apply(_pull, (keys,), targets=targets, block=block, bound=True) |
|
834 | result = self.apply(_pull, (keys,), targets=targets, block=block, bound=True) | |
835 | return result |
|
835 | return result | |
836 |
|
836 | |||
837 | def scatter(self, key, seq, dist='b', flatten=False, targets='all', block=None): |
|
837 | def scatter(self, key, seq, dist='b', flatten=False, targets='all', block=None): | |
838 | """ |
|
838 | """ | |
839 | Partition a Python sequence and send the partitions to a set of engines. |
|
839 | Partition a Python sequence and send the partitions to a set of engines. | |
840 | """ |
|
840 | """ | |
841 | block = block if block is not None else self.block |
|
841 | block = block if block is not None else self.block | |
842 | targets = self._build_targets(targets)[-1] |
|
842 | targets = self._build_targets(targets)[-1] | |
843 | mapObject = Map.dists[dist]() |
|
843 | mapObject = Map.dists[dist]() | |
844 | nparts = len(targets) |
|
844 | nparts = len(targets) | |
845 | msg_ids = [] |
|
845 | msg_ids = [] | |
846 | for index, engineid in enumerate(targets): |
|
846 | for index, engineid in enumerate(targets): | |
847 | partition = mapObject.getPartition(seq, index, nparts) |
|
847 | partition = mapObject.getPartition(seq, index, nparts) | |
848 | if flatten and len(partition) == 1: |
|
848 | if flatten and len(partition) == 1: | |
849 | r = self.push({key: partition[0]}, targets=engineid, block=False) |
|
849 | r = self.push({key: partition[0]}, targets=engineid, block=False) | |
850 | else: |
|
850 | else: | |
851 | r = self.push({key: partition}, targets=engineid, block=False) |
|
851 | r = self.push({key: partition}, targets=engineid, block=False) | |
852 |
msg_ids.extend(r. |
|
852 | msg_ids.extend(r.msg_ids) | |
853 | r = AsyncResult(self, msg_ids) |
|
853 | r = AsyncResult(self, msg_ids) | |
854 | if block: |
|
854 | if block: | |
855 | return r.get() |
|
855 | return r.get() | |
856 | else: |
|
856 | else: | |
857 | return r |
|
857 | return r | |
858 |
|
858 | |||
859 | def gather(self, key, dist='b', targets='all', block=None): |
|
859 | def gather(self, key, dist='b', targets='all', block=None): | |
860 | """ |
|
860 | """ | |
861 | Gather a partitioned sequence on a set of engines as a single local seq. |
|
861 | Gather a partitioned sequence on a set of engines as a single local seq. | |
862 | """ |
|
862 | """ | |
863 | block = block if block is not None else self.block |
|
863 | block = block if block is not None else self.block | |
864 |
|
864 | |||
865 | targets = self._build_targets(targets)[-1] |
|
865 | targets = self._build_targets(targets)[-1] | |
866 | mapObject = Map.dists[dist]() |
|
866 | mapObject = Map.dists[dist]() | |
867 | msg_ids = [] |
|
867 | msg_ids = [] | |
868 | for index, engineid in enumerate(targets): |
|
868 | for index, engineid in enumerate(targets): | |
869 |
msg_ids.extend(self.pull(key, targets=engineid,block=False). |
|
869 | msg_ids.extend(self.pull(key, targets=engineid,block=False).msg_ids) | |
870 |
|
870 | |||
871 | r = AsyncMapResult(self, msg_ids, mapObject) |
|
871 | r = AsyncMapResult(self, msg_ids, mapObject) | |
872 | if block: |
|
872 | if block: | |
873 | return r.get() |
|
873 | return r.get() | |
874 | else: |
|
874 | else: | |
875 | return r |
|
875 | return r | |
876 |
|
876 | |||
877 | #-------------------------------------------------------------------------- |
|
877 | #-------------------------------------------------------------------------- | |
878 | # Query methods |
|
878 | # Query methods | |
879 | #-------------------------------------------------------------------------- |
|
879 | #-------------------------------------------------------------------------- | |
880 |
|
880 | |||
881 | @spinfirst |
|
881 | @spinfirst | |
882 | def get_results(self, msg_ids, status_only=False): |
|
882 | def get_results(self, msg_ids, status_only=False): | |
883 | """Returns the result of the execute or task request with `msg_ids`. |
|
883 | """Returns the result of the execute or task request with `msg_ids`. | |
884 |
|
884 | |||
885 | Parameters |
|
885 | Parameters | |
886 | ---------- |
|
886 | ---------- | |
887 | msg_ids : list of ints or msg_ids |
|
887 | msg_ids : list of ints or msg_ids | |
888 | if int: |
|
888 | if int: | |
889 | Passed as index to self.history for convenience. |
|
889 | Passed as index to self.history for convenience. | |
890 | status_only : bool (default: False) |
|
890 | status_only : bool (default: False) | |
891 | if False: |
|
891 | if False: | |
892 | return the actual results |
|
892 | return the actual results | |
893 | """ |
|
893 | """ | |
894 | if not isinstance(msg_ids, (list,tuple)): |
|
894 | if not isinstance(msg_ids, (list,tuple)): | |
895 | msg_ids = [msg_ids] |
|
895 | msg_ids = [msg_ids] | |
896 | theids = [] |
|
896 | theids = [] | |
897 | for msg_id in msg_ids: |
|
897 | for msg_id in msg_ids: | |
898 | if isinstance(msg_id, int): |
|
898 | if isinstance(msg_id, int): | |
899 | msg_id = self.history[msg_id] |
|
899 | msg_id = self.history[msg_id] | |
900 | if not isinstance(msg_id, str): |
|
900 | if not isinstance(msg_id, str): | |
901 | raise TypeError("msg_ids must be str, not %r"%msg_id) |
|
901 | raise TypeError("msg_ids must be str, not %r"%msg_id) | |
902 | theids.append(msg_id) |
|
902 | theids.append(msg_id) | |
903 |
|
903 | |||
904 | completed = [] |
|
904 | completed = [] | |
905 | local_results = {} |
|
905 | local_results = {} | |
906 | for msg_id in list(theids): |
|
906 | for msg_id in list(theids): | |
907 | if msg_id in self.results: |
|
907 | if msg_id in self.results: | |
908 | completed.append(msg_id) |
|
908 | completed.append(msg_id) | |
909 | local_results[msg_id] = self.results[msg_id] |
|
909 | local_results[msg_id] = self.results[msg_id] | |
910 | theids.remove(msg_id) |
|
910 | theids.remove(msg_id) | |
911 |
|
911 | |||
912 | if theids: # some not locally cached |
|
912 | if theids: # some not locally cached | |
913 | content = dict(msg_ids=theids, status_only=status_only) |
|
913 | content = dict(msg_ids=theids, status_only=status_only) | |
914 | msg = self.session.send(self._query_socket, "result_request", content=content) |
|
914 | msg = self.session.send(self._query_socket, "result_request", content=content) | |
915 | zmq.select([self._query_socket], [], []) |
|
915 | zmq.select([self._query_socket], [], []) | |
916 | idents,msg = self.session.recv(self._query_socket, zmq.NOBLOCK) |
|
916 | idents,msg = self.session.recv(self._query_socket, zmq.NOBLOCK) | |
917 | if self.debug: |
|
917 | if self.debug: | |
918 | pprint(msg) |
|
918 | pprint(msg) | |
919 | content = msg['content'] |
|
919 | content = msg['content'] | |
920 | if content['status'] != 'ok': |
|
920 | if content['status'] != 'ok': | |
921 | raise ss.unwrap_exception(content) |
|
921 | raise ss.unwrap_exception(content) | |
922 | else: |
|
922 | else: | |
923 | content = dict(completed=[],pending=[]) |
|
923 | content = dict(completed=[],pending=[]) | |
924 | if not status_only: |
|
924 | if not status_only: | |
925 | # load cached results into result: |
|
925 | # load cached results into result: | |
926 | content['completed'].extend(completed) |
|
926 | content['completed'].extend(completed) | |
927 | content.update(local_results) |
|
927 | content.update(local_results) | |
928 | # update cache with results: |
|
928 | # update cache with results: | |
929 | for msg_id in msg_ids: |
|
929 | for msg_id in msg_ids: | |
930 | if msg_id in content['completed']: |
|
930 | if msg_id in content['completed']: | |
931 | self.results[msg_id] = content[msg_id] |
|
931 | self.results[msg_id] = content[msg_id] | |
932 | return content |
|
932 | return content | |
933 |
|
933 | |||
934 | @spinfirst |
|
934 | @spinfirst | |
935 | def queue_status(self, targets=None, verbose=False): |
|
935 | def queue_status(self, targets=None, verbose=False): | |
936 | """Fetch the status of engine queues. |
|
936 | """Fetch the status of engine queues. | |
937 |
|
937 | |||
938 | Parameters |
|
938 | Parameters | |
939 | ---------- |
|
939 | ---------- | |
940 | targets : int/str/list of ints/strs |
|
940 | targets : int/str/list of ints/strs | |
941 | the engines on which to execute |
|
941 | the engines on which to execute | |
942 | default : all |
|
942 | default : all | |
943 | verbose : bool |
|
943 | verbose : bool | |
944 | Whether to return lengths only, or lists of ids for each element |
|
944 | Whether to return lengths only, or lists of ids for each element | |
945 | """ |
|
945 | """ | |
946 | targets = self._build_targets(targets)[1] |
|
946 | targets = self._build_targets(targets)[1] | |
947 | content = dict(targets=targets, verbose=verbose) |
|
947 | content = dict(targets=targets, verbose=verbose) | |
948 | self.session.send(self._query_socket, "queue_request", content=content) |
|
948 | self.session.send(self._query_socket, "queue_request", content=content) | |
949 | idents,msg = self.session.recv(self._query_socket, 0) |
|
949 | idents,msg = self.session.recv(self._query_socket, 0) | |
950 | if self.debug: |
|
950 | if self.debug: | |
951 | pprint(msg) |
|
951 | pprint(msg) | |
952 | content = msg['content'] |
|
952 | content = msg['content'] | |
953 | status = content.pop('status') |
|
953 | status = content.pop('status') | |
954 | if status != 'ok': |
|
954 | if status != 'ok': | |
955 | raise ss.unwrap_exception(content) |
|
955 | raise ss.unwrap_exception(content) | |
956 | return content |
|
956 | return content | |
957 |
|
957 | |||
958 | @spinfirst |
|
958 | @spinfirst | |
959 | def purge_results(self, msg_ids=[], targets=[]): |
|
959 | def purge_results(self, msg_ids=[], targets=[]): | |
960 | """Tell the controller to forget results. |
|
960 | """Tell the controller to forget results. | |
961 |
|
961 | |||
962 | Individual results can be purged by msg_id, or the entire |
|
962 | Individual results can be purged by msg_id, or the entire | |
963 | history of specific targets can be purged. |
|
963 | history of specific targets can be purged. | |
964 |
|
964 | |||
965 | Parameters |
|
965 | Parameters | |
966 | ---------- |
|
966 | ---------- | |
967 | msg_ids : str or list of strs |
|
967 | msg_ids : str or list of strs | |
968 | the msg_ids whose results should be forgotten. |
|
968 | the msg_ids whose results should be forgotten. | |
969 | targets : int/str/list of ints/strs |
|
969 | targets : int/str/list of ints/strs | |
970 | The targets, by uuid or int_id, whose entire history is to be purged. |
|
970 | The targets, by uuid or int_id, whose entire history is to be purged. | |
971 | Use `targets='all'` to scrub everything from the controller's memory. |
|
971 | Use `targets='all'` to scrub everything from the controller's memory. | |
972 |
|
972 | |||
973 | default : None |
|
973 | default : None | |
974 | """ |
|
974 | """ | |
975 | if not targets and not msg_ids: |
|
975 | if not targets and not msg_ids: | |
976 | raise ValueError |
|
976 | raise ValueError | |
977 | if targets: |
|
977 | if targets: | |
978 | targets = self._build_targets(targets)[1] |
|
978 | targets = self._build_targets(targets)[1] | |
979 | content = dict(targets=targets, msg_ids=msg_ids) |
|
979 | content = dict(targets=targets, msg_ids=msg_ids) | |
980 | self.session.send(self._query_socket, "purge_request", content=content) |
|
980 | self.session.send(self._query_socket, "purge_request", content=content) | |
981 | idents, msg = self.session.recv(self._query_socket, 0) |
|
981 | idents, msg = self.session.recv(self._query_socket, 0) | |
982 | if self.debug: |
|
982 | if self.debug: | |
983 | pprint(msg) |
|
983 | pprint(msg) | |
984 | content = msg['content'] |
|
984 | content = msg['content'] | |
985 | if content['status'] != 'ok': |
|
985 | if content['status'] != 'ok': | |
986 | raise ss.unwrap_exception(content) |
|
986 | raise ss.unwrap_exception(content) | |
987 |
|
987 | |||
988 | #---------------------------------------- |
|
988 | #---------------------------------------- | |
989 | # activate for %px,%autopx magics |
|
989 | # activate for %px,%autopx magics | |
990 | #---------------------------------------- |
|
990 | #---------------------------------------- | |
991 | def activate(self): |
|
991 | def activate(self): | |
992 | """Make this `View` active for parallel magic commands. |
|
992 | """Make this `View` active for parallel magic commands. | |
993 |
|
993 | |||
994 | IPython has a magic command syntax to work with `MultiEngineClient` objects. |
|
994 | IPython has a magic command syntax to work with `MultiEngineClient` objects. | |
995 | In a given IPython session there is a single active one. While |
|
995 | In a given IPython session there is a single active one. While | |
996 | there can be many `Views` created and used by the user, |
|
996 | there can be many `Views` created and used by the user, | |
997 | there is only one active one. The active `View` is used whenever |
|
997 | there is only one active one. The active `View` is used whenever | |
998 | the magic commands %px and %autopx are used. |
|
998 | the magic commands %px and %autopx are used. | |
999 |
|
999 | |||
1000 | The activate() method is called on a given `View` to make it |
|
1000 | The activate() method is called on a given `View` to make it | |
1001 | active. Once this has been done, the magic commands can be used. |
|
1001 | active. Once this has been done, the magic commands can be used. | |
1002 | """ |
|
1002 | """ | |
1003 |
|
1003 | |||
1004 | try: |
|
1004 | try: | |
1005 | # This is injected into __builtins__. |
|
1005 | # This is injected into __builtins__. | |
1006 | ip = get_ipython() |
|
1006 | ip = get_ipython() | |
1007 | except NameError: |
|
1007 | except NameError: | |
1008 | print "The IPython parallel magics (%result, %px, %autopx) only work within IPython." |
|
1008 | print "The IPython parallel magics (%result, %px, %autopx) only work within IPython." | |
1009 | else: |
|
1009 | else: | |
1010 | pmagic = ip.plugin_manager.get_plugin('parallelmagic') |
|
1010 | pmagic = ip.plugin_manager.get_plugin('parallelmagic') | |
1011 | if pmagic is not None: |
|
1011 | if pmagic is not None: | |
1012 | pmagic.active_multiengine_client = self |
|
1012 | pmagic.active_multiengine_client = self | |
1013 | else: |
|
1013 | else: | |
1014 | print "You must first load the parallelmagic extension " \ |
|
1014 | print "You must first load the parallelmagic extension " \ | |
1015 | "by doing '%load_ext parallelmagic'" |
|
1015 | "by doing '%load_ext parallelmagic'" | |
1016 |
|
1016 | |||
1017 | class AsynClient(Client): |
|
1017 | class AsynClient(Client): | |
1018 | """An Asynchronous client, using the Tornado Event Loop. |
|
1018 | """An Asynchronous client, using the Tornado Event Loop. | |
1019 | !!!unfinished!!!""" |
|
1019 | !!!unfinished!!!""" | |
1020 | io_loop = None |
|
1020 | io_loop = None | |
1021 | _queue_stream = None |
|
1021 | _queue_stream = None | |
1022 | _notifier_stream = None |
|
1022 | _notifier_stream = None | |
1023 | _task_stream = None |
|
1023 | _task_stream = None | |
1024 | _control_stream = None |
|
1024 | _control_stream = None | |
1025 |
|
1025 | |||
1026 | def __init__(self, addr, context=None, username=None, debug=False, io_loop=None): |
|
1026 | def __init__(self, addr, context=None, username=None, debug=False, io_loop=None): | |
1027 | Client.__init__(self, addr, context, username, debug) |
|
1027 | Client.__init__(self, addr, context, username, debug) | |
1028 | if io_loop is None: |
|
1028 | if io_loop is None: | |
1029 | io_loop = ioloop.IOLoop.instance() |
|
1029 | io_loop = ioloop.IOLoop.instance() | |
1030 | self.io_loop = io_loop |
|
1030 | self.io_loop = io_loop | |
1031 |
|
1031 | |||
1032 | self._queue_stream = zmqstream.ZMQStream(self._mux_socket, io_loop) |
|
1032 | self._queue_stream = zmqstream.ZMQStream(self._mux_socket, io_loop) | |
1033 | self._control_stream = zmqstream.ZMQStream(self._control_socket, io_loop) |
|
1033 | self._control_stream = zmqstream.ZMQStream(self._control_socket, io_loop) | |
1034 | self._task_stream = zmqstream.ZMQStream(self._task_socket, io_loop) |
|
1034 | self._task_stream = zmqstream.ZMQStream(self._task_socket, io_loop) | |
1035 | self._notification_stream = zmqstream.ZMQStream(self._notification_socket, io_loop) |
|
1035 | self._notification_stream = zmqstream.ZMQStream(self._notification_socket, io_loop) | |
1036 |
|
1036 | |||
1037 | def spin(self): |
|
1037 | def spin(self): | |
1038 | for stream in (self.queue_stream, self.notifier_stream, |
|
1038 | for stream in (self.queue_stream, self.notifier_stream, | |
1039 | self.task_stream, self.control_stream): |
|
1039 | self.task_stream, self.control_stream): | |
1040 | stream.flush() |
|
1040 | stream.flush() | |
1041 |
|
1041 | |||
1042 | __all__ = [ 'Client', |
|
1042 | __all__ = [ 'Client', | |
1043 | 'depend', |
|
1043 | 'depend', | |
1044 | 'require', |
|
1044 | 'require', | |
1045 | 'remote', |
|
1045 | 'remote', | |
1046 | 'parallel', |
|
1046 | 'parallel', | |
1047 | 'RemoteFunction', |
|
1047 | 'RemoteFunction', | |
1048 | 'ParallelFunction', |
|
1048 | 'ParallelFunction', | |
1049 | 'DirectView', |
|
1049 | 'DirectView', | |
1050 | 'LoadBalancedView', |
|
1050 | 'LoadBalancedView', | |
1051 | 'AsyncResult', |
|
1051 | 'AsyncResult', | |
1052 | 'AsyncMapResult' |
|
1052 | 'AsyncMapResult' | |
1053 | ] |
|
1053 | ] |
@@ -1,347 +1,355 | |||||
1 | """Views of remote engines""" |
|
1 | """Views of remote engines""" | |
2 | #----------------------------------------------------------------------------- |
|
2 | #----------------------------------------------------------------------------- | |
3 | # Copyright (C) 2010 The IPython Development Team |
|
3 | # Copyright (C) 2010 The IPython Development Team | |
4 | # |
|
4 | # | |
5 | # Distributed under the terms of the BSD License. The full license is in |
|
5 | # Distributed under the terms of the BSD License. The full license is in | |
6 | # the file COPYING, distributed as part of this software. |
|
6 | # the file COPYING, distributed as part of this software. | |
7 | #----------------------------------------------------------------------------- |
|
7 | #----------------------------------------------------------------------------- | |
8 |
|
8 | |||
9 | #----------------------------------------------------------------------------- |
|
9 | #----------------------------------------------------------------------------- | |
10 | # Imports |
|
10 | # Imports | |
11 | #----------------------------------------------------------------------------- |
|
11 | #----------------------------------------------------------------------------- | |
12 |
|
12 | |||
13 | from IPython.external.decorator import decorator |
|
13 | from IPython.external.decorator import decorator | |
14 | from IPython.zmq.parallel.remotefunction import ParallelFunction, parallel |
|
14 | from IPython.zmq.parallel.remotefunction import ParallelFunction, parallel | |
15 |
|
15 | |||
16 | #----------------------------------------------------------------------------- |
|
16 | #----------------------------------------------------------------------------- | |
17 | # Decorators |
|
17 | # Decorators | |
18 | #----------------------------------------------------------------------------- |
|
18 | #----------------------------------------------------------------------------- | |
19 |
|
19 | |||
20 | @decorator |
|
20 | @decorator | |
21 | def myblock(f, self, *args, **kwargs): |
|
21 | def myblock(f, self, *args, **kwargs): | |
22 | """override client.block with self.block during a call""" |
|
22 | """override client.block with self.block during a call""" | |
23 | block = self.client.block |
|
23 | block = self.client.block | |
24 | self.client.block = self.block |
|
24 | self.client.block = self.block | |
25 | try: |
|
25 | try: | |
26 | ret = f(self, *args, **kwargs) |
|
26 | ret = f(self, *args, **kwargs) | |
27 | finally: |
|
27 | finally: | |
28 | self.client.block = block |
|
28 | self.client.block = block | |
29 | return ret |
|
29 | return ret | |
30 |
|
30 | |||
31 | @decorator |
|
31 | @decorator | |
32 | def save_ids(f, self, *args, **kwargs): |
|
32 | def save_ids(f, self, *args, **kwargs): | |
33 | """Keep our history and outstanding attributes up to date after a method call.""" |
|
33 | """Keep our history and outstanding attributes up to date after a method call.""" | |
34 | n_previous = len(self.client.history) |
|
34 | n_previous = len(self.client.history) | |
35 | ret = f(self, *args, **kwargs) |
|
35 | ret = f(self, *args, **kwargs) | |
36 | nmsgs = len(self.client.history) - n_previous |
|
36 | nmsgs = len(self.client.history) - n_previous | |
37 | msg_ids = self.client.history[-nmsgs:] |
|
37 | msg_ids = self.client.history[-nmsgs:] | |
38 | self.history.extend(msg_ids) |
|
38 | self.history.extend(msg_ids) | |
39 | map(self.outstanding.add, msg_ids) |
|
39 | map(self.outstanding.add, msg_ids) | |
40 | return ret |
|
40 | return ret | |
41 |
|
41 | |||
42 | @decorator |
|
42 | @decorator | |
43 | def sync_results(f, self, *args, **kwargs): |
|
43 | def sync_results(f, self, *args, **kwargs): | |
44 | """sync relevant results from self.client to our results attribute.""" |
|
44 | """sync relevant results from self.client to our results attribute.""" | |
45 | ret = f(self, *args, **kwargs) |
|
45 | ret = f(self, *args, **kwargs) | |
46 | delta = self.outstanding.difference(self.client.outstanding) |
|
46 | delta = self.outstanding.difference(self.client.outstanding) | |
47 | completed = self.outstanding.intersection(delta) |
|
47 | completed = self.outstanding.intersection(delta) | |
48 | self.outstanding = self.outstanding.difference(completed) |
|
48 | self.outstanding = self.outstanding.difference(completed) | |
49 | for msg_id in completed: |
|
49 | for msg_id in completed: | |
50 | self.results[msg_id] = self.client.results[msg_id] |
|
50 | self.results[msg_id] = self.client.results[msg_id] | |
51 | return ret |
|
51 | return ret | |
52 |
|
52 | |||
53 | @decorator |
|
53 | @decorator | |
54 | def spin_after(f, self, *args, **kwargs): |
|
54 | def spin_after(f, self, *args, **kwargs): | |
55 | """call spin after the method.""" |
|
55 | """call spin after the method.""" | |
56 | ret = f(self, *args, **kwargs) |
|
56 | ret = f(self, *args, **kwargs) | |
57 | self.spin() |
|
57 | self.spin() | |
58 | return ret |
|
58 | return ret | |
59 |
|
59 | |||
60 | #----------------------------------------------------------------------------- |
|
60 | #----------------------------------------------------------------------------- | |
61 | # Classes |
|
61 | # Classes | |
62 | #----------------------------------------------------------------------------- |
|
62 | #----------------------------------------------------------------------------- | |
63 |
|
63 | |||
64 | class View(object): |
|
64 | class View(object): | |
65 | """Base View class for more convenint apply(f,*args,**kwargs) syntax via attributes. |
|
65 | """Base View class for more convenint apply(f,*args,**kwargs) syntax via attributes. | |
66 |
|
66 | |||
67 | Don't use this class, use subclasses. |
|
67 | Don't use this class, use subclasses. | |
68 | """ |
|
68 | """ | |
69 | _targets = None |
|
69 | _targets = None | |
70 | block=None |
|
70 | block=None | |
71 | bound=None |
|
71 | bound=None | |
72 | history=None |
|
72 | history=None | |
73 |
|
73 | |||
74 | def __init__(self, client, targets=None): |
|
74 | def __init__(self, client, targets=None): | |
75 | self.client = client |
|
75 | self.client = client | |
76 | self._targets = targets |
|
76 | self._targets = targets | |
77 | self._ntargets = 1 if isinstance(targets, (int,type(None))) else len(targets) |
|
77 | self._ntargets = 1 if isinstance(targets, (int,type(None))) else len(targets) | |
78 | self.block = client.block |
|
78 | self.block = client.block | |
79 | self.bound=False |
|
79 | self.bound=False | |
80 | self.history = [] |
|
80 | self.history = [] | |
81 | self.outstanding = set() |
|
81 | self.outstanding = set() | |
82 | self.results = {} |
|
82 | self.results = {} | |
83 |
|
83 | |||
84 | def __repr__(self): |
|
84 | def __repr__(self): | |
85 | strtargets = str(self._targets) |
|
85 | strtargets = str(self._targets) | |
86 | if len(strtargets) > 16: |
|
86 | if len(strtargets) > 16: | |
87 | strtargets = strtargets[:12]+'...]' |
|
87 | strtargets = strtargets[:12]+'...]' | |
88 | return "<%s %s>"%(self.__class__.__name__, strtargets) |
|
88 | return "<%s %s>"%(self.__class__.__name__, strtargets) | |
89 |
|
89 | |||
90 | @property |
|
90 | @property | |
91 | def targets(self): |
|
91 | def targets(self): | |
92 | return self._targets |
|
92 | return self._targets | |
93 |
|
93 | |||
94 | @targets.setter |
|
94 | @targets.setter | |
95 | def targets(self, value): |
|
95 | def targets(self, value): | |
96 | self._targets = value |
|
96 | self._targets = value | |
97 | # raise AttributeError("Cannot set my targets argument after construction!") |
|
97 | # raise AttributeError("Cannot set my targets argument after construction!") | |
98 |
|
98 | |||
99 | @sync_results |
|
99 | @sync_results | |
100 | def spin(self): |
|
100 | def spin(self): | |
101 | """spin the client, and sync""" |
|
101 | """spin the client, and sync""" | |
102 | self.client.spin() |
|
102 | self.client.spin() | |
103 |
|
103 | |||
104 | @sync_results |
|
104 | @sync_results | |
105 | @save_ids |
|
105 | @save_ids | |
106 | def apply(self, f, *args, **kwargs): |
|
106 | def apply(self, f, *args, **kwargs): | |
107 | """calls f(*args, **kwargs) on remote engines, returning the result. |
|
107 | """calls f(*args, **kwargs) on remote engines, returning the result. | |
108 |
|
108 | |||
109 | This method does not involve the engine's namespace. |
|
109 | This method does not involve the engine's namespace. | |
110 |
|
110 | |||
111 | if self.block is False: |
|
111 | if self.block is False: | |
112 | returns msg_id |
|
112 | returns msg_id | |
113 | else: |
|
113 | else: | |
114 | returns actual result of f(*args, **kwargs) |
|
114 | returns actual result of f(*args, **kwargs) | |
115 | """ |
|
115 | """ | |
116 | return self.client.apply(f, args, kwargs, block=self.block, targets=self.targets, bound=self.bound) |
|
116 | return self.client.apply(f, args, kwargs, block=self.block, targets=self.targets, bound=self.bound) | |
117 |
|
117 | |||
118 | @save_ids |
|
118 | @save_ids | |
119 | def apply_async(self, f, *args, **kwargs): |
|
119 | def apply_async(self, f, *args, **kwargs): | |
120 | """calls f(*args, **kwargs) on remote engines in a nonblocking manner. |
|
120 | """calls f(*args, **kwargs) on remote engines in a nonblocking manner. | |
121 |
|
121 | |||
122 | This method does not involve the engine's namespace. |
|
122 | This method does not involve the engine's namespace. | |
123 |
|
123 | |||
124 | returns msg_id |
|
124 | returns msg_id | |
125 | """ |
|
125 | """ | |
126 | return self.client.apply(f,args,kwargs, block=False, targets=self.targets, bound=False) |
|
126 | return self.client.apply(f,args,kwargs, block=False, targets=self.targets, bound=False) | |
127 |
|
127 | |||
128 | @spin_after |
|
128 | @spin_after | |
129 | @save_ids |
|
129 | @save_ids | |
130 | def apply_sync(self, f, *args, **kwargs): |
|
130 | def apply_sync(self, f, *args, **kwargs): | |
131 | """calls f(*args, **kwargs) on remote engines in a blocking manner, |
|
131 | """calls f(*args, **kwargs) on remote engines in a blocking manner, | |
132 | returning the result. |
|
132 | returning the result. | |
133 |
|
133 | |||
134 | This method does not involve the engine's namespace. |
|
134 | This method does not involve the engine's namespace. | |
135 |
|
135 | |||
136 | returns: actual result of f(*args, **kwargs) |
|
136 | returns: actual result of f(*args, **kwargs) | |
137 | """ |
|
137 | """ | |
138 | return self.client.apply(f,args,kwargs, block=True, targets=self.targets, bound=False) |
|
138 | return self.client.apply(f,args,kwargs, block=True, targets=self.targets, bound=False) | |
139 |
|
139 | |||
140 | @sync_results |
|
140 | @sync_results | |
141 | @save_ids |
|
141 | @save_ids | |
142 | def apply_bound(self, f, *args, **kwargs): |
|
142 | def apply_bound(self, f, *args, **kwargs): | |
143 | """calls f(*args, **kwargs) bound to engine namespace(s). |
|
143 | """calls f(*args, **kwargs) bound to engine namespace(s). | |
144 |
|
144 | |||
145 | if self.block is False: |
|
145 | if self.block is False: | |
146 | returns msg_id |
|
146 | returns msg_id | |
147 | else: |
|
147 | else: | |
148 | returns actual result of f(*args, **kwargs) |
|
148 | returns actual result of f(*args, **kwargs) | |
149 |
|
149 | |||
150 | This method has access to the targets' globals |
|
150 | This method has access to the targets' globals | |
151 |
|
151 | |||
152 | """ |
|
152 | """ | |
153 | return self.client.apply(f, args, kwargs, block=self.block, targets=self.targets, bound=True) |
|
153 | return self.client.apply(f, args, kwargs, block=self.block, targets=self.targets, bound=True) | |
154 |
|
154 | |||
155 | @sync_results |
|
155 | @sync_results | |
156 | @save_ids |
|
156 | @save_ids | |
157 | def apply_async_bound(self, f, *args, **kwargs): |
|
157 | def apply_async_bound(self, f, *args, **kwargs): | |
158 | """calls f(*args, **kwargs) bound to engine namespace(s) |
|
158 | """calls f(*args, **kwargs) bound to engine namespace(s) | |
159 | in a nonblocking manner. |
|
159 | in a nonblocking manner. | |
160 |
|
160 | |||
161 | returns: msg_id |
|
161 | returns: msg_id | |
162 |
|
162 | |||
163 | This method has access to the targets' globals |
|
163 | This method has access to the targets' globals | |
164 |
|
164 | |||
165 | """ |
|
165 | """ | |
166 | return self.client.apply(f, args, kwargs, block=False, targets=self.targets, bound=True) |
|
166 | return self.client.apply(f, args, kwargs, block=False, targets=self.targets, bound=True) | |
167 |
|
167 | |||
168 | @spin_after |
|
168 | @spin_after | |
169 | @save_ids |
|
169 | @save_ids | |
170 | def apply_sync_bound(self, f, *args, **kwargs): |
|
170 | def apply_sync_bound(self, f, *args, **kwargs): | |
171 | """calls f(*args, **kwargs) bound to engine namespace(s), waiting for the result. |
|
171 | """calls f(*args, **kwargs) bound to engine namespace(s), waiting for the result. | |
172 |
|
172 | |||
173 | returns: actual result of f(*args, **kwargs) |
|
173 | returns: actual result of f(*args, **kwargs) | |
174 |
|
174 | |||
175 | This method has access to the targets' globals |
|
175 | This method has access to the targets' globals | |
176 |
|
176 | |||
177 | """ |
|
177 | """ | |
178 | return self.client.apply(f, args, kwargs, block=True, targets=self.targets, bound=True) |
|
178 | return self.client.apply(f, args, kwargs, block=True, targets=self.targets, bound=True) | |
179 |
|
179 | |||
180 | @spin_after |
|
180 | @spin_after | |
181 | @save_ids |
|
181 | @save_ids | |
182 | def map(self, f, *sequences): |
|
182 | def map(self, f, *sequences): | |
183 | """Parallel version of builtin `map`, using this view's engines.""" |
|
183 | """Parallel version of builtin `map`, using this view's engines.""" | |
184 | if isinstance(self.targets, int): |
|
184 | if isinstance(self.targets, int): | |
185 | targets = [self.targets] |
|
185 | targets = [self.targets] | |
186 | pf = ParallelFunction(self.client, f, block=self.block, |
|
186 | pf = ParallelFunction(self.client, f, block=self.block, | |
187 | bound=True, targets=targets) |
|
187 | bound=True, targets=targets) | |
188 | return pf.map(*sequences) |
|
188 | return pf.map(*sequences) | |
189 |
|
189 | |||
190 | def parallel(self, bound=True, block=True): |
|
190 | def parallel(self, bound=True, block=True): | |
191 | """Decorator for making a ParallelFunction""" |
|
191 | """Decorator for making a ParallelFunction""" | |
192 | return parallel(self.client, bound=bound, targets=self.targets, block=block) |
|
192 | return parallel(self.client, bound=bound, targets=self.targets, block=block) | |
193 |
|
193 | |||
194 | def abort(self, msg_ids=None, block=None): |
|
194 | def abort(self, msg_ids=None, block=None): | |
195 | """Abort jobs on my engines. |
|
195 | """Abort jobs on my engines. | |
196 |
|
196 | |||
197 | Parameters |
|
197 | Parameters | |
198 | ---------- |
|
198 | ---------- | |
199 |
|
199 | |||
200 | msg_ids : None, str, list of strs, optional |
|
200 | msg_ids : None, str, list of strs, optional | |
201 | if None: abort all jobs. |
|
201 | if None: abort all jobs. | |
202 | else: abort specific msg_id(s). |
|
202 | else: abort specific msg_id(s). | |
203 | """ |
|
203 | """ | |
204 | block = block if block is not None else self.block |
|
204 | block = block if block is not None else self.block | |
205 | return self.client.abort(msg_ids=msg_ids, targets=self.targets, block=block) |
|
205 | return self.client.abort(msg_ids=msg_ids, targets=self.targets, block=block) | |
206 |
|
206 | |||
207 | def queue_status(self, verbose=False): |
|
207 | def queue_status(self, verbose=False): | |
208 | """Fetch the Queue status of my engines""" |
|
208 | """Fetch the Queue status of my engines""" | |
209 | return self.client.queue_status(targets=self.targets, verbose=verbose) |
|
209 | return self.client.queue_status(targets=self.targets, verbose=verbose) | |
210 |
|
210 | |||
211 | def purge_results(self, msg_ids=[], targets=[]): |
|
211 | def purge_results(self, msg_ids=[], targets=[]): | |
212 | """Instruct the controller to forget specific results.""" |
|
212 | """Instruct the controller to forget specific results.""" | |
213 | if targets is None or targets == 'all': |
|
213 | if targets is None or targets == 'all': | |
214 | targets = self.targets |
|
214 | targets = self.targets | |
215 | return self.client.purge_results(msg_ids=msg_ids, targets=targets) |
|
215 | return self.client.purge_results(msg_ids=msg_ids, targets=targets) | |
216 |
|
216 | |||
217 |
|
217 | |||
218 |
|
218 | |||
219 | class DirectView(View): |
|
219 | class DirectView(View): | |
220 | """Direct Multiplexer View of one or more engines. |
|
220 | """Direct Multiplexer View of one or more engines. | |
221 |
|
221 | |||
222 | These are created via indexed access to a client: |
|
222 | These are created via indexed access to a client: | |
223 |
|
223 | |||
224 | >>> dv_1 = client[1] |
|
224 | >>> dv_1 = client[1] | |
225 | >>> dv_all = client[:] |
|
225 | >>> dv_all = client[:] | |
226 | >>> dv_even = client[::2] |
|
226 | >>> dv_even = client[::2] | |
227 | >>> dv_some = client[1:3] |
|
227 | >>> dv_some = client[1:3] | |
228 |
|
228 | |||
229 | This object provides dictionary access |
|
229 | This object provides dictionary access | |
230 |
|
230 | |||
231 | """ |
|
231 | """ | |
232 |
|
232 | |||
233 | @sync_results |
|
233 | @sync_results | |
234 | @save_ids |
|
234 | @save_ids | |
235 | def execute(self, code, block=True): |
|
235 | def execute(self, code, block=True): | |
236 | """execute some code on my targets.""" |
|
236 | """execute some code on my targets.""" | |
237 | return self.client.execute(code, block=self.block, targets=self.targets) |
|
237 | return self.client.execute(code, block=self.block, targets=self.targets) | |
238 |
|
238 | |||
239 | def update(self, ns): |
|
239 | def update(self, ns): | |
240 | """update remote namespace with dict `ns`""" |
|
240 | """update remote namespace with dict `ns`""" | |
241 | return self.client.push(ns, targets=self.targets, block=self.block) |
|
241 | return self.client.push(ns, targets=self.targets, block=self.block) | |
242 |
|
242 | |||
243 | push = update |
|
243 | push = update | |
244 |
|
244 | |||
245 | def get(self, key_s): |
|
245 | def get(self, key_s): | |
246 | """get object(s) by `key_s` from remote namespace |
|
246 | """get object(s) by `key_s` from remote namespace | |
247 | will return one object if it is a key. |
|
247 | will return one object if it is a key. | |
248 | It also takes a list of keys, and will return a list of objects.""" |
|
248 | It also takes a list of keys, and will return a list of objects.""" | |
249 | # block = block if block is not None else self.block |
|
249 | # block = block if block is not None else self.block | |
250 | return self.client.pull(key_s, block=True, targets=self.targets) |
|
250 | return self.client.pull(key_s, block=True, targets=self.targets) | |
251 |
|
251 | |||
252 | @sync_results |
|
252 | @sync_results | |
253 | @save_ids |
|
253 | @save_ids | |
254 | def pull(self, key_s, block=True): |
|
254 | def pull(self, key_s, block=True): | |
255 | """get object(s) by `key_s` from remote namespace |
|
255 | """get object(s) by `key_s` from remote namespace | |
256 | will return one object if it is a key. |
|
256 | will return one object if it is a key. | |
257 | It also takes a list of keys, and will return a list of objects.""" |
|
257 | It also takes a list of keys, and will return a list of objects.""" | |
258 | block = block if block is not None else self.block |
|
258 | block = block if block is not None else self.block | |
259 | return self.client.pull(key_s, block=block, targets=self.targets) |
|
259 | return self.client.pull(key_s, block=block, targets=self.targets) | |
260 |
|
260 | |||
261 | def scatter(self, key, seq, dist='b', flatten=False, targets=None, block=None): |
|
261 | def scatter(self, key, seq, dist='b', flatten=False, targets=None, block=None): | |
262 | """ |
|
262 | """ | |
263 | Partition a Python sequence and send the partitions to a set of engines. |
|
263 | Partition a Python sequence and send the partitions to a set of engines. | |
264 | """ |
|
264 | """ | |
265 | block = block if block is not None else self.block |
|
265 | block = block if block is not None else self.block | |
266 | if targets is None: |
|
266 | if targets is None: | |
267 | targets = self.targets |
|
267 | targets = self.targets | |
268 |
|
268 | |||
269 | return self.client.scatter(key, seq, dist=dist, flatten=flatten, |
|
269 | return self.client.scatter(key, seq, dist=dist, flatten=flatten, | |
270 | targets=targets, block=block) |
|
270 | targets=targets, block=block) | |
271 |
|
271 | |||
272 | @sync_results |
|
272 | @sync_results | |
273 | @save_ids |
|
273 | @save_ids | |
274 | def gather(self, key, dist='b', targets=None, block=True): |
|
274 | def gather(self, key, dist='b', targets=None, block=True): | |
275 | """ |
|
275 | """ | |
276 | Gather a partitioned sequence on a set of engines as a single local seq. |
|
276 | Gather a partitioned sequence on a set of engines as a single local seq. | |
277 | """ |
|
277 | """ | |
278 | block = block if block is not None else self.block |
|
278 | block = block if block is not None else self.block | |
279 | if targets is None: |
|
279 | if targets is None: | |
280 | targets = self.targets |
|
280 | targets = self.targets | |
281 |
|
281 | |||
282 | return self.client.gather(key, dist=dist, targets=targets, block=block) |
|
282 | return self.client.gather(key, dist=dist, targets=targets, block=block) | |
283 |
|
283 | |||
284 | def __getitem__(self, key): |
|
284 | def __getitem__(self, key): | |
285 | return self.get(key) |
|
285 | return self.get(key) | |
286 |
|
286 | |||
287 | def __setitem__(self,key, value): |
|
287 | def __setitem__(self,key, value): | |
288 | self.update({key:value}) |
|
288 | self.update({key:value}) | |
289 |
|
289 | |||
290 | def clear(self, block=False): |
|
290 | def clear(self, block=False): | |
291 | """Clear the remote namespaces on my engines.""" |
|
291 | """Clear the remote namespaces on my engines.""" | |
292 | block = block if block is not None else self.block |
|
292 | block = block if block is not None else self.block | |
293 | return self.client.clear(targets=self.targets, block=block) |
|
293 | return self.client.clear(targets=self.targets, block=block) | |
294 |
|
294 | |||
295 | def kill(self, block=True): |
|
295 | def kill(self, block=True): | |
296 | """Kill my engines.""" |
|
296 | """Kill my engines.""" | |
297 | block = block if block is not None else self.block |
|
297 | block = block if block is not None else self.block | |
298 | return self.client.kill(targets=self.targets, block=block) |
|
298 | return self.client.kill(targets=self.targets, block=block) | |
299 |
|
299 | |||
300 | #---------------------------------------- |
|
300 | #---------------------------------------- | |
301 | # activate for %px,%autopx magics |
|
301 | # activate for %px,%autopx magics | |
302 | #---------------------------------------- |
|
302 | #---------------------------------------- | |
303 | def activate(self): |
|
303 | def activate(self): | |
304 | """Make this `View` active for parallel magic commands. |
|
304 | """Make this `View` active for parallel magic commands. | |
305 |
|
305 | |||
306 | IPython has a magic command syntax to work with `MultiEngineClient` objects. |
|
306 | IPython has a magic command syntax to work with `MultiEngineClient` objects. | |
307 | In a given IPython session there is a single active one. While |
|
307 | In a given IPython session there is a single active one. While | |
308 | there can be many `Views` created and used by the user, |
|
308 | there can be many `Views` created and used by the user, | |
309 | there is only one active one. The active `View` is used whenever |
|
309 | there is only one active one. The active `View` is used whenever | |
310 | the magic commands %px and %autopx are used. |
|
310 | the magic commands %px and %autopx are used. | |
311 |
|
311 | |||
312 | The activate() method is called on a given `View` to make it |
|
312 | The activate() method is called on a given `View` to make it | |
313 | active. Once this has been done, the magic commands can be used. |
|
313 | active. Once this has been done, the magic commands can be used. | |
314 | """ |
|
314 | """ | |
315 |
|
315 | |||
316 | try: |
|
316 | try: | |
317 | # This is injected into __builtins__. |
|
317 | # This is injected into __builtins__. | |
318 | ip = get_ipython() |
|
318 | ip = get_ipython() | |
319 | except NameError: |
|
319 | except NameError: | |
320 | print "The IPython parallel magics (%result, %px, %autopx) only work within IPython." |
|
320 | print "The IPython parallel magics (%result, %px, %autopx) only work within IPython." | |
321 | else: |
|
321 | else: | |
322 | pmagic = ip.plugin_manager.get_plugin('parallelmagic') |
|
322 | pmagic = ip.plugin_manager.get_plugin('parallelmagic') | |
323 | if pmagic is not None: |
|
323 | if pmagic is not None: | |
324 | pmagic.active_multiengine_client = self |
|
324 | pmagic.active_multiengine_client = self | |
325 | else: |
|
325 | else: | |
326 | print "You must first load the parallelmagic extension " \ |
|
326 | print "You must first load the parallelmagic extension " \ | |
327 | "by doing '%load_ext parallelmagic'" |
|
327 | "by doing '%load_ext parallelmagic'" | |
328 |
|
328 | |||
329 |
|
329 | |||
330 | class LoadBalancedView(View): |
|
330 | class LoadBalancedView(View): | |
331 | """An engine-agnostic View that only executes via the Task queue. |
|
331 | """An engine-agnostic View that only executes via the Task queue. | |
332 |
|
332 | |||
333 | Typically created via: |
|
333 | Typically created via: | |
334 |
|
334 | |||
335 | >>> lbv = client[None] |
|
335 | >>> lbv = client[None] | |
336 | <LoadBalancedView tcp://127.0.0.1:12345> |
|
336 | <LoadBalancedView tcp://127.0.0.1:12345> | |
337 |
|
337 | |||
338 | but can also be created with: |
|
338 | but can also be created with: | |
339 |
|
339 | |||
340 | >>> lbc = LoadBalancedView(client) |
|
340 | >>> lbc = LoadBalancedView(client) | |
341 |
|
341 | |||
342 | TODO: allow subset of engines across which to balance. |
|
342 | TODO: allow subset of engines across which to balance. | |
343 | """ |
|
343 | """ | |
344 | def __repr__(self): |
|
344 | def __repr__(self): | |
345 | return "<%s %s>"%(self.__class__.__name__, self.client._addr) |
|
345 | return "<%s %s>"%(self.__class__.__name__, self.client._addr) | |
346 |
|
346 | |||
|
347 | @property | |||
|
348 | def targets(self): | |||
|
349 | return None | |||
|
350 | ||||
|
351 | @targets.setter | |||
|
352 | def targets(self, value): | |||
|
353 | raise AttributeError("Cannot set targets for LoadbalancedView!") | |||
|
354 | ||||
347 | No newline at end of file |
|
355 |
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