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@@ -1,203 +1,228 b'' | |||||
1 | """Dependency utilities |
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1 | """Dependency utilities | |
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) 201 |
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8 | # Copyright (C) 2013 The IPython Development Team | |
9 | # |
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9 | # | |
10 | # Distributed under the terms of the BSD License. The full license is in |
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10 | # Distributed under the terms of the BSD License. The full license is in | |
11 | # the file COPYING, distributed as part of this software. |
|
11 | # the file COPYING, distributed as part of this software. | |
12 | #----------------------------------------------------------------------------- |
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12 | #----------------------------------------------------------------------------- | |
13 |
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13 | |||
|
14 | import sys | |||
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15 | ||||
14 | from types import ModuleType |
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16 | from types import ModuleType | |
15 |
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17 | |||
16 | from IPython.parallel.client.asyncresult import AsyncResult |
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18 | from IPython.parallel.client.asyncresult import AsyncResult | |
17 | from IPython.parallel.error import UnmetDependency |
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19 | from IPython.parallel.error import UnmetDependency | |
18 | from IPython.parallel.util import interactive |
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20 | from IPython.parallel.util import interactive | |
19 | from IPython.utils import py3compat |
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21 | from IPython.utils import py3compat | |
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22 | from IPython.utils.pickleutil import can, uncan | |||
20 |
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23 | |||
21 | class depend(object): |
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24 | class depend(object): | |
22 | """Dependency decorator, for use with tasks. |
|
25 | """Dependency decorator, for use with tasks. | |
23 |
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26 | |||
24 | `@depend` lets you define a function for engine dependencies |
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27 | `@depend` lets you define a function for engine dependencies | |
25 | just like you use `apply` for tasks. |
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28 | just like you use `apply` for tasks. | |
26 |
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29 | |||
27 |
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30 | |||
28 | Examples |
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31 | Examples | |
29 | -------- |
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32 | -------- | |
30 | :: |
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33 | :: | |
31 |
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34 | |||
32 | @depend(df, a,b, c=5) |
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35 | @depend(df, a,b, c=5) | |
33 | def f(m,n,p) |
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36 | def f(m,n,p) | |
34 |
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37 | |||
35 | view.apply(f, 1,2,3) |
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38 | view.apply(f, 1,2,3) | |
36 |
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39 | |||
37 | will call df(a,b,c=5) on the engine, and if it returns False or |
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40 | will call df(a,b,c=5) on the engine, and if it returns False or | |
38 | raises an UnmetDependency error, then the task will not be run |
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41 | raises an UnmetDependency error, then the task will not be run | |
39 | and another engine will be tried. |
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42 | and another engine will be tried. | |
40 | """ |
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43 | """ | |
41 | def __init__(self, f, *args, **kwargs): |
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44 | def __init__(self, f, *args, **kwargs): | |
42 | self.f = f |
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45 | self.f = f | |
43 | self.args = args |
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46 | self.args = args | |
44 | self.kwargs = kwargs |
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47 | self.kwargs = kwargs | |
45 |
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48 | |||
46 | def __call__(self, f): |
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49 | def __call__(self, f): | |
47 | return dependent(f, self.f, *self.args, **self.kwargs) |
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50 | return dependent(f, self.f, *self.args, **self.kwargs) | |
48 |
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51 | |||
49 | class dependent(object): |
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52 | class dependent(object): | |
50 | """A function that depends on another function. |
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53 | """A function that depends on another function. | |
51 | This is an object to prevent the closure used |
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54 | This is an object to prevent the closure used | |
52 | in traditional decorators, which are not picklable. |
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55 | in traditional decorators, which are not picklable. | |
53 | """ |
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56 | """ | |
54 |
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57 | |||
55 | def __init__(self, f, df, *dargs, **dkwargs): |
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58 | def __init__(self, f, df, *dargs, **dkwargs): | |
56 | self.f = f |
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59 | self.f = f | |
57 | self.func_name = getattr(f, '__name__', 'f') |
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60 | self.func_name = getattr(f, '__name__', 'f') | |
58 | self.df = df |
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61 | self.df = df | |
59 | self.dargs = dargs |
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62 | self.dargs = dargs | |
60 | self.dkwargs = dkwargs |
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63 | self.dkwargs = dkwargs | |
61 |
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64 | |||
62 | def __call__(self, *args, **kwargs): |
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65 | def __call__(self, *args, **kwargs): | |
63 | # if hasattr(self.f, 'func_globals') and hasattr(self.df, 'func_globals'): |
|
66 | user_ns = sys.modules['__main__'].__dict__ | |
64 | # self.df.func_globals = self.f.func_globals |
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67 | for key, value in self.dkwargs.items(): | |
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68 | self.dkwargs[key] = uncan(value, user_ns) | |||
65 | if self.df(*self.dargs, **self.dkwargs) is False: |
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69 | if self.df(*self.dargs, **self.dkwargs) is False: | |
66 | raise UnmetDependency() |
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70 | raise UnmetDependency() | |
67 | return self.f(*args, **kwargs) |
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71 | return self.f(*args, **kwargs) | |
68 |
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72 | |||
69 | if not py3compat.PY3: |
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73 | if not py3compat.PY3: | |
70 | @property |
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74 | @property | |
71 | def __name__(self): |
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75 | def __name__(self): | |
72 | return self.func_name |
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76 | return self.func_name | |
73 |
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77 | |||
74 | @interactive |
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78 | @interactive | |
75 |
def _require(* |
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79 | def _require(*modules, **mapping): | |
76 | """Helper for @require decorator.""" |
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80 | """Helper for @require decorator.""" | |
77 | from IPython.parallel.error import UnmetDependency |
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81 | from IPython.parallel.error import UnmetDependency | |
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82 | from IPython.utils.pickleutil import uncan | |||
78 | user_ns = globals() |
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83 | user_ns = globals() | |
79 |
for name in |
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84 | for name in modules: | |
80 | if name in user_ns: |
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|||
81 | continue |
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|||
82 | try: |
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85 | try: | |
83 | exec 'import %s'%name in user_ns |
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86 | exec 'import %s' % name in user_ns | |
84 | except ImportError: |
|
87 | except ImportError: | |
85 | raise UnmetDependency(name) |
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88 | raise UnmetDependency(name) | |
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89 | ||||
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90 | for name, cobj in mapping.items(): | |||
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91 | user_ns[name] = uncan(cobj, user_ns) | |||
86 | return True |
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92 | return True | |
87 |
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93 | |||
88 |
def require(* |
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94 | def require(*objects, **mapping): | |
89 |
"""Simple decorator for requiring |
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95 | """Simple decorator for requiring local objects and modules to be available | |
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96 | when the decorated function is called on the engine. | |||
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97 | ||||
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98 | Modules specified by name or passed directly will be imported | |||
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99 | prior to calling the decorated function. | |||
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100 | ||||
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101 | Objects other than modules will be pushed as a part of the task. | |||
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102 | Functions can be passed positionally, | |||
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103 | and will be pushed to the engine with their __name__. | |||
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104 | Other objects can be passed by keyword arg. | |||
90 |
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105 | |||
91 | Examples |
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106 | Examples | |
92 | -------- |
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107 | -------- | |
93 |
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108 | |||
94 | In [1]: @require('numpy') |
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109 | In [1]: @require('numpy') | |
95 | ...: def norm(a): |
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110 | ...: def norm(a): | |
96 | ...: import numpy |
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|||
97 | ...: return numpy.linalg.norm(a,2) |
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111 | ...: return numpy.linalg.norm(a,2) | |
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112 | ||||
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113 | In [2]: foo = lambda x: x*x | |||
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114 | In [3]: @require(foo) | |||
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115 | ...: def bar(a): | |||
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116 | ...: return foo(1-a) | |||
98 | """ |
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117 | """ | |
99 | names = [] |
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118 | names = [] | |
100 |
for |
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119 | for obj in objects: | |
101 |
if isinstance( |
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120 | if isinstance(obj, ModuleType): | |
102 |
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121 | obj = obj.__name__ | |
103 |
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122 | |||
104 |
if isinstance( |
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123 | if isinstance(obj, basestring): | |
105 |
names.append( |
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124 | names.append(obj) | |
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125 | elif hasattr(obj, '__name__'): | |||
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126 | mapping[obj.__name__] = obj | |||
106 | else: |
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127 | else: | |
107 | raise TypeError("names must be modules or module names, not %s"%type(mod)) |
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128 | raise TypeError("Objects other than modules and functions " | |
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129 | "must be passed by kwarg, but got: %s" % type(obj) | |||
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130 | ) | |||
108 |
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131 | |||
109 | return depend(_require, *names) |
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132 | for name, obj in mapping.items(): | |
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133 | mapping[name] = can(obj) | |||
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134 | return depend(_require, *names, **mapping) | |||
110 |
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135 | |||
111 | class Dependency(set): |
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136 | class Dependency(set): | |
112 | """An object for representing a set of msg_id dependencies. |
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137 | """An object for representing a set of msg_id dependencies. | |
113 |
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138 | |||
114 | Subclassed from set(). |
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139 | Subclassed from set(). | |
115 |
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140 | |||
116 | Parameters |
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141 | Parameters | |
117 | ---------- |
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142 | ---------- | |
118 | dependencies: list/set of msg_ids or AsyncResult objects or output of Dependency.as_dict() |
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143 | dependencies: list/set of msg_ids or AsyncResult objects or output of Dependency.as_dict() | |
119 | The msg_ids to depend on |
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144 | The msg_ids to depend on | |
120 | all : bool [default True] |
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145 | all : bool [default True] | |
121 | Whether the dependency should be considered met when *all* depending tasks have completed |
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146 | Whether the dependency should be considered met when *all* depending tasks have completed | |
122 | or only when *any* have been completed. |
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147 | or only when *any* have been completed. | |
123 | success : bool [default True] |
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148 | success : bool [default True] | |
124 | Whether to consider successes as fulfilling dependencies. |
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149 | Whether to consider successes as fulfilling dependencies. | |
125 | failure : bool [default False] |
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150 | failure : bool [default False] | |
126 | Whether to consider failures as fulfilling dependencies. |
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151 | Whether to consider failures as fulfilling dependencies. | |
127 |
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152 | |||
128 | If `all=success=True` and `failure=False`, then the task will fail with an ImpossibleDependency |
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153 | If `all=success=True` and `failure=False`, then the task will fail with an ImpossibleDependency | |
129 | as soon as the first depended-upon task fails. |
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154 | as soon as the first depended-upon task fails. | |
130 | """ |
|
155 | """ | |
131 |
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156 | |||
132 | all=True |
|
157 | all=True | |
133 | success=True |
|
158 | success=True | |
134 | failure=True |
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159 | failure=True | |
135 |
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160 | |||
136 | def __init__(self, dependencies=[], all=True, success=True, failure=False): |
|
161 | def __init__(self, dependencies=[], all=True, success=True, failure=False): | |
137 | if isinstance(dependencies, dict): |
|
162 | if isinstance(dependencies, dict): | |
138 | # load from dict |
|
163 | # load from dict | |
139 | all = dependencies.get('all', True) |
|
164 | all = dependencies.get('all', True) | |
140 | success = dependencies.get('success', success) |
|
165 | success = dependencies.get('success', success) | |
141 | failure = dependencies.get('failure', failure) |
|
166 | failure = dependencies.get('failure', failure) | |
142 | dependencies = dependencies.get('dependencies', []) |
|
167 | dependencies = dependencies.get('dependencies', []) | |
143 | ids = [] |
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168 | ids = [] | |
144 |
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169 | |||
145 | # extract ids from various sources: |
|
170 | # extract ids from various sources: | |
146 | if isinstance(dependencies, (basestring, AsyncResult)): |
|
171 | if isinstance(dependencies, (basestring, AsyncResult)): | |
147 | dependencies = [dependencies] |
|
172 | dependencies = [dependencies] | |
148 | for d in dependencies: |
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173 | for d in dependencies: | |
149 | if isinstance(d, basestring): |
|
174 | if isinstance(d, basestring): | |
150 | ids.append(d) |
|
175 | ids.append(d) | |
151 | elif isinstance(d, AsyncResult): |
|
176 | elif isinstance(d, AsyncResult): | |
152 | ids.extend(d.msg_ids) |
|
177 | ids.extend(d.msg_ids) | |
153 | else: |
|
178 | else: | |
154 | raise TypeError("invalid dependency type: %r"%type(d)) |
|
179 | raise TypeError("invalid dependency type: %r"%type(d)) | |
155 |
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180 | |||
156 | set.__init__(self, ids) |
|
181 | set.__init__(self, ids) | |
157 | self.all = all |
|
182 | self.all = all | |
158 | if not (success or failure): |
|
183 | if not (success or failure): | |
159 | raise ValueError("Must depend on at least one of successes or failures!") |
|
184 | raise ValueError("Must depend on at least one of successes or failures!") | |
160 | self.success=success |
|
185 | self.success=success | |
161 | self.failure = failure |
|
186 | self.failure = failure | |
162 |
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187 | |||
163 | def check(self, completed, failed=None): |
|
188 | def check(self, completed, failed=None): | |
164 | """check whether our dependencies have been met.""" |
|
189 | """check whether our dependencies have been met.""" | |
165 | if len(self) == 0: |
|
190 | if len(self) == 0: | |
166 | return True |
|
191 | return True | |
167 | against = set() |
|
192 | against = set() | |
168 | if self.success: |
|
193 | if self.success: | |
169 | against = completed |
|
194 | against = completed | |
170 | if failed is not None and self.failure: |
|
195 | if failed is not None and self.failure: | |
171 | against = against.union(failed) |
|
196 | against = against.union(failed) | |
172 | if self.all: |
|
197 | if self.all: | |
173 | return self.issubset(against) |
|
198 | return self.issubset(against) | |
174 | else: |
|
199 | else: | |
175 | return not self.isdisjoint(against) |
|
200 | return not self.isdisjoint(against) | |
176 |
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201 | |||
177 | def unreachable(self, completed, failed=None): |
|
202 | def unreachable(self, completed, failed=None): | |
178 | """return whether this dependency has become impossible.""" |
|
203 | """return whether this dependency has become impossible.""" | |
179 | if len(self) == 0: |
|
204 | if len(self) == 0: | |
180 | return False |
|
205 | return False | |
181 | against = set() |
|
206 | against = set() | |
182 | if not self.success: |
|
207 | if not self.success: | |
183 | against = completed |
|
208 | against = completed | |
184 | if failed is not None and not self.failure: |
|
209 | if failed is not None and not self.failure: | |
185 | against = against.union(failed) |
|
210 | against = against.union(failed) | |
186 | if self.all: |
|
211 | if self.all: | |
187 | return not self.isdisjoint(against) |
|
212 | return not self.isdisjoint(against) | |
188 | else: |
|
213 | else: | |
189 | return self.issubset(against) |
|
214 | return self.issubset(against) | |
190 |
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215 | |||
191 |
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216 | |||
192 | def as_dict(self): |
|
217 | def as_dict(self): | |
193 | """Represent this dependency as a dict. For json compatibility.""" |
|
218 | """Represent this dependency as a dict. For json compatibility.""" | |
194 | return dict( |
|
219 | return dict( | |
195 | dependencies=list(self), |
|
220 | dependencies=list(self), | |
196 | all=self.all, |
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221 | all=self.all, | |
197 | success=self.success, |
|
222 | success=self.success, | |
198 | failure=self.failure |
|
223 | failure=self.failure | |
199 | ) |
|
224 | ) | |
200 |
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225 | |||
201 |
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226 | |||
202 | __all__ = ['depend', 'require', 'dependent', 'Dependency'] |
|
227 | __all__ = ['depend', 'require', 'dependent', 'Dependency'] | |
203 |
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228 |
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