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@@ -1,180 +1,204 b'' | |||||
1 | """serialization utilities for apply messages |
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1 | """serialization utilities for apply messages | |
2 |
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2 | |||
3 | Authors: |
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3 | Authors: | |
4 |
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4 | |||
5 | * Min RK |
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5 | * Min RK | |
6 | """ |
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6 | """ | |
7 | #----------------------------------------------------------------------------- |
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7 | #----------------------------------------------------------------------------- | |
8 | # Copyright (C) 2010-2011 The IPython Development Team |
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8 | # Copyright (C) 2010-2011 The IPython Development Team | |
9 | # |
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9 | # | |
10 | # Distributed under the terms of the BSD License. The full license is in |
|
10 | # Distributed under the terms of the BSD License. The full license is in | |
11 | # the file COPYING, distributed as part of this software. |
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11 | # the file COPYING, distributed as part of this software. | |
12 | #----------------------------------------------------------------------------- |
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12 | #----------------------------------------------------------------------------- | |
13 |
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13 | |||
14 | #----------------------------------------------------------------------------- |
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14 | #----------------------------------------------------------------------------- | |
15 | # Imports |
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15 | # Imports | |
16 | #----------------------------------------------------------------------------- |
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16 | #----------------------------------------------------------------------------- | |
17 |
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17 | |||
18 | # Standard library imports |
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18 | # Standard library imports | |
19 | import logging |
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19 | import logging | |
20 | import os |
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20 | import os | |
21 | import re |
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21 | import re | |
22 | import socket |
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22 | import socket | |
23 | import sys |
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23 | import sys | |
24 |
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24 | |||
25 | try: |
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25 | try: | |
26 | import cPickle |
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26 | import cPickle | |
27 | pickle = cPickle |
|
27 | pickle = cPickle | |
28 | except: |
|
28 | except: | |
29 | cPickle = None |
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29 | cPickle = None | |
30 | import pickle |
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30 | import pickle | |
31 |
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31 | |||
32 |
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32 | |||
33 | # IPython imports |
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33 | # IPython imports | |
34 | from IPython.utils import py3compat |
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34 | from IPython.utils import py3compat | |
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35 | from IPython.utils.data import flatten | |||
35 | from IPython.utils.pickleutil import ( |
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36 | from IPython.utils.pickleutil import ( | |
36 | can, uncan, can_sequence, uncan_sequence, CannedObject |
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37 | can, uncan, can_sequence, uncan_sequence, CannedObject | |
37 | ) |
|
38 | ) | |
38 |
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39 | |||
39 | if py3compat.PY3: |
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40 | if py3compat.PY3: | |
40 | buffer = memoryview |
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41 | buffer = memoryview | |
41 |
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42 | |||
42 | #----------------------------------------------------------------------------- |
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43 | #----------------------------------------------------------------------------- | |
43 | # Serialization Functions |
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44 | # Serialization Functions | |
44 | #----------------------------------------------------------------------------- |
|
45 | #----------------------------------------------------------------------------- | |
45 |
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46 | |||
46 | # default values for the thresholds: |
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47 | # default values for the thresholds: | |
47 | MAX_ITEMS = 64 |
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48 | MAX_ITEMS = 64 | |
48 | MAX_BYTES = 1024 |
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49 | MAX_BYTES = 1024 | |
49 |
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50 | |||
50 | def _extract_buffers(obj, threshold=MAX_BYTES): |
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51 | def _extract_buffers(obj, threshold=MAX_BYTES): | |
51 | """extract buffers larger than a certain threshold""" |
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52 | """extract buffers larger than a certain threshold""" | |
52 | buffers = [] |
|
53 | buffers = [] | |
53 | if isinstance(obj, CannedObject) and obj.buffers: |
|
54 | if isinstance(obj, CannedObject) and obj.buffers: | |
54 | for i,buf in enumerate(obj.buffers): |
|
55 | for i,buf in enumerate(obj.buffers): | |
55 | if len(buf) > threshold: |
|
56 | if len(buf) > threshold: | |
56 | # buffer larger than threshold, prevent pickling |
|
57 | # buffer larger than threshold, prevent pickling | |
57 | obj.buffers[i] = None |
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58 | obj.buffers[i] = None | |
58 | buffers.append(buf) |
|
59 | buffers.append(buf) | |
59 | elif isinstance(buf, buffer): |
|
60 | elif isinstance(buf, buffer): | |
60 | # buffer too small for separate send, coerce to bytes |
|
61 | # buffer too small for separate send, coerce to bytes | |
61 | # because pickling buffer objects just results in broken pointers |
|
62 | # because pickling buffer objects just results in broken pointers | |
62 | obj.buffers[i] = bytes(buf) |
|
63 | obj.buffers[i] = bytes(buf) | |
63 | return buffers |
|
64 | return buffers | |
64 |
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65 | |||
65 | def _restore_buffers(obj, buffers): |
|
66 | def _restore_buffers(obj, buffers): | |
66 | """restore buffers extracted by """ |
|
67 | """restore buffers extracted by """ | |
67 | if isinstance(obj, CannedObject) and obj.buffers: |
|
68 | if isinstance(obj, CannedObject) and obj.buffers: | |
68 | for i,buf in enumerate(obj.buffers): |
|
69 | for i,buf in enumerate(obj.buffers): | |
69 | if buf is None: |
|
70 | if buf is None: | |
70 | obj.buffers[i] = buffers.pop(0) |
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71 | obj.buffers[i] = buffers.pop(0) | |
71 |
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72 | |||
72 | def serialize_object(obj, buffer_threshold=MAX_BYTES, item_threshold=MAX_ITEMS): |
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73 | def serialize_object(obj, buffer_threshold=MAX_BYTES, item_threshold=MAX_ITEMS): | |
73 | """Serialize an object into a list of sendable buffers. |
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74 | """Serialize an object into a list of sendable buffers. | |
74 |
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75 | |||
75 | Parameters |
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76 | Parameters | |
76 | ---------- |
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77 | ---------- | |
77 |
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78 | |||
78 | obj : object |
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79 | obj : object | |
79 | The object to be serialized |
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80 | The object to be serialized | |
80 | buffer_threshold : int |
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81 | buffer_threshold : int | |
81 | The threshold (in bytes) for pulling out data buffers |
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82 | The threshold (in bytes) for pulling out data buffers | |
82 | to avoid pickling them. |
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83 | to avoid pickling them. | |
83 | item_threshold : int |
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84 | item_threshold : int | |
84 | The maximum number of items over which canning will iterate. |
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85 | The maximum number of items over which canning will iterate. | |
85 | Containers (lists, dicts) larger than this will be pickled without |
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86 | Containers (lists, dicts) larger than this will be pickled without | |
86 | introspection. |
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87 | introspection. | |
87 |
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88 | |||
88 | Returns |
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89 | Returns | |
89 | ------- |
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90 | ------- | |
90 | [bufs] : list of buffers representing the serialized object. |
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91 | [bufs] : list of buffers representing the serialized object. | |
91 | """ |
|
92 | """ | |
92 | buffers = [] |
|
93 | buffers = [] | |
93 | if isinstance(obj, (list, tuple)) and len(obj) < item_threshold: |
|
94 | if isinstance(obj, (list, tuple)) and len(obj) < item_threshold: | |
94 | cobj = can_sequence(obj) |
|
95 | cobj = can_sequence(obj) | |
95 | for c in cobj: |
|
96 | for c in cobj: | |
96 | buffers.extend(_extract_buffers(c, buffer_threshold)) |
|
97 | buffers.extend(_extract_buffers(c, buffer_threshold)) | |
97 | elif isinstance(obj, dict) and len(obj) < item_threshold: |
|
98 | elif isinstance(obj, dict) and len(obj) < item_threshold: | |
98 | cobj = {} |
|
99 | cobj = {} | |
99 | for k in sorted(obj.iterkeys()): |
|
100 | for k in sorted(obj.iterkeys()): | |
100 | c = can(obj[k]) |
|
101 | c = can(obj[k]) | |
101 | buffers.extend(_extract_buffers(c, buffer_threshold)) |
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102 | buffers.extend(_extract_buffers(c, buffer_threshold)) | |
102 | cobj[k] = c |
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103 | cobj[k] = c | |
103 | else: |
|
104 | else: | |
104 | cobj = can(obj) |
|
105 | cobj = can(obj) | |
105 | buffers.extend(_extract_buffers(cobj, buffer_threshold)) |
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106 | buffers.extend(_extract_buffers(cobj, buffer_threshold)) | |
106 |
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107 | |||
107 | buffers.insert(0, pickle.dumps(cobj,-1)) |
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108 | buffers.insert(0, pickle.dumps(cobj,-1)) | |
108 | return buffers |
|
109 | return buffers | |
109 |
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110 | |||
110 | def unserialize_object(buffers, g=None): |
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111 | def unserialize_object(buffers, g=None): | |
111 | """reconstruct an object serialized by serialize_object from data buffers. |
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112 | """reconstruct an object serialized by serialize_object from data buffers. | |
112 |
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113 | |||
113 | Parameters |
|
114 | Parameters | |
114 | ---------- |
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115 | ---------- | |
115 |
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116 | |||
116 | bufs : list of buffers/bytes |
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117 | bufs : list of buffers/bytes | |
117 |
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118 | |||
118 | g : globals to be used when uncanning |
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119 | g : globals to be used when uncanning | |
119 |
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120 | |||
120 | Returns |
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121 | Returns | |
121 | ------- |
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122 | ------- | |
122 |
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123 | |||
123 | (newobj, bufs) : unpacked object, and the list of remaining unused buffers. |
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124 | (newobj, bufs) : unpacked object, and the list of remaining unused buffers. | |
124 | """ |
|
125 | """ | |
125 | bufs = list(buffers) |
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126 | bufs = list(buffers) | |
126 |
|
|
127 | pobj = bufs.pop(0) | |
|
128 | if not isinstance(pobj, bytes): | |||
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129 | # a zmq message | |||
|
130 | pobj = bytes(pobj) | |||
|
131 | canned = pickle.loads(pobj) | |||
127 | if isinstance(canned, (list, tuple)) and len(canned) < MAX_ITEMS: |
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132 | if isinstance(canned, (list, tuple)) and len(canned) < MAX_ITEMS: | |
128 | for c in canned: |
|
133 | for c in canned: | |
129 | _restore_buffers(c, bufs) |
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134 | _restore_buffers(c, bufs) | |
130 | newobj = uncan_sequence(canned, g) |
|
135 | newobj = uncan_sequence(canned, g) | |
131 | elif isinstance(canned, dict) and len(canned) < MAX_ITEMS: |
|
136 | elif isinstance(canned, dict) and len(canned) < MAX_ITEMS: | |
132 | newobj = {} |
|
137 | newobj = {} | |
133 | for k in sorted(canned.iterkeys()): |
|
138 | for k in sorted(canned.iterkeys()): | |
134 | c = canned[k] |
|
139 | c = canned[k] | |
135 | _restore_buffers(c, bufs) |
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140 | _restore_buffers(c, bufs) | |
136 | newobj[k] = uncan(c, g) |
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141 | newobj[k] = uncan(c, g) | |
137 | else: |
|
142 | else: | |
138 | _restore_buffers(canned, bufs) |
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143 | _restore_buffers(canned, bufs) | |
139 | newobj = uncan(canned, g) |
|
144 | newobj = uncan(canned, g) | |
140 |
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145 | |||
141 | return newobj, bufs |
|
146 | return newobj, bufs | |
142 |
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147 | |||
143 | def pack_apply_message(f, args, kwargs, buffer_threshold=MAX_BYTES, item_threshold=MAX_ITEMS): |
|
148 | def pack_apply_message(f, args, kwargs, buffer_threshold=MAX_BYTES, item_threshold=MAX_ITEMS): | |
144 | """pack up a function, args, and kwargs to be sent over the wire |
|
149 | """pack up a function, args, and kwargs to be sent over the wire | |
145 |
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150 | |||
146 | as a series of buffers. Any object whose data is larger than `threshold` |
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151 | Each element of args/kwargs will be canned for special treatment, | |
147 | will not have their data copied (currently only numpy arrays support zero-copy) |
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152 | but inspection will not go any deeper than that. | |
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153 | ||||
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154 | Any object whose data is larger than `threshold` will not have their data copied | |||
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155 | (only numpy arrays and bytes/buffers support zero-copy) | |||
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156 | ||||
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157 | Message will be a list of bytes/buffers of the format: | |||
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158 | ||||
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159 | [ cf, pinfo, <arg_bufs>, <kwarg_bufs> ] | |||
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160 | ||||
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161 | With length at least two + len(args) + len(kwargs) | |||
148 | """ |
|
162 | """ | |
|
163 | ||||
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164 | arg_bufs = flatten(serialize_object(arg, buffer_threshold, item_threshold) for arg in args) | |||
|
165 | ||||
|
166 | kw_keys = sorted(kwargs.keys()) | |||
|
167 | kwarg_bufs = flatten(serialize_object(kwargs[key], buffer_threshold, item_threshold) for key in kw_keys) | |||
|
168 | ||||
|
169 | info = dict(nargs=len(args), narg_bufs=len(arg_bufs), kw_keys=kw_keys) | |||
|
170 | ||||
149 | msg = [pickle.dumps(can(f),-1)] |
|
171 | msg = [pickle.dumps(can(f),-1)] | |
150 | databuffers = [] # for large objects |
|
172 | msg.append(pickle.dumps(info, -1)) | |
151 | sargs = serialize_object(args, buffer_threshold, item_threshold) |
|
173 | msg.extend(arg_bufs) | |
152 |
msg. |
|
174 | msg.extend(kwarg_bufs) | |
153 | databuffers.extend(sargs[1:]) |
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175 | ||
154 | skwargs = serialize_object(kwargs, buffer_threshold, item_threshold) |
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|||
155 | msg.append(skwargs[0]) |
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|||
156 | databuffers.extend(skwargs[1:]) |
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|||
157 | msg.extend(databuffers) |
|
|||
158 | return msg |
|
176 | return msg | |
159 |
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177 | |||
160 | def unpack_apply_message(bufs, g=None, copy=True): |
|
178 | def unpack_apply_message(bufs, g=None, copy=True): | |
161 | """unpack f,args,kwargs from buffers packed by pack_apply_message() |
|
179 | """unpack f,args,kwargs from buffers packed by pack_apply_message() | |
162 | Returns: original f,args,kwargs""" |
|
180 | Returns: original f,args,kwargs""" | |
163 | bufs = list(bufs) # allow us to pop |
|
181 | bufs = list(bufs) # allow us to pop | |
164 |
assert len(bufs) >= |
|
182 | assert len(bufs) >= 2, "not enough buffers!" | |
165 | if not copy: |
|
183 | if not copy: | |
166 |
for i in range( |
|
184 | for i in range(2): | |
167 | bufs[i] = bufs[i].bytes |
|
185 | bufs[i] = bufs[i].bytes | |
168 | f = uncan(pickle.loads(bufs.pop(0)), g) |
|
186 | f = uncan(pickle.loads(bufs.pop(0)), g) | |
169 | # sargs = bufs.pop(0) |
|
187 | info = pickle.loads(bufs.pop(0)) | |
170 | # pop kwargs out, so first n-elements are args, serialized |
|
188 | arg_bufs, kwarg_bufs = bufs[:info['narg_bufs']], bufs[info['narg_bufs']:] | |
171 | skwargs = bufs.pop(1) |
|
189 | ||
172 | args, bufs = unserialize_object(bufs, g) |
|
190 | args = [] | |
173 | # put skwargs back in as the first element |
|
191 | for i in range(info['nargs']): | |
174 | bufs.insert(0, skwargs) |
|
192 | arg, arg_bufs = unserialize_object(arg_bufs, g) | |
175 | kwargs, bufs = unserialize_object(bufs, g) |
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193 | args.append(arg) | |
176 |
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194 | args = tuple(args) | ||
177 |
assert not bufs, "Shouldn't be any |
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195 | assert not arg_bufs, "Shouldn't be any arg bufs left over" | |
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196 | ||||
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197 | kwargs = {} | |||
|
198 | for key in info['kw_keys']: | |||
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199 | kwarg, kwarg_bufs = unserialize_object(kwarg_bufs, g) | |||
|
200 | kwargs[key] = kwarg | |||
|
201 | assert not kwarg_bufs, "Shouldn't be any kwarg bufs left over" | |||
178 |
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202 | |||
179 | return f,args,kwargs |
|
203 | return f,args,kwargs | |
180 |
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204 |
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