build/android/pylib/utils/parallelizer.py

   1 # Copyright 2014 The Chromium Authors. All rights reserved.
   2 # Use of this source code is governed by a BSD-style license that can be
   3 # found in the LICENSE file.
   4
   5 """ Wrapper that allows method execution in parallel.
   6
   7 This class wraps a list of objects of the same type, emulates their
   8 interface, and executes any functions called on the objects in parallel
   9 in ReraiserThreads.
  10
  11 This means that, given a list of objects:
  12
  13   class Foo:
  14     def __init__(self):
  15       self.baz = Baz()
  16
  17     def bar(self, my_param):
  18       // do something
  19
  20   list_of_foos = [Foo(1), Foo(2), Foo(3)]
  21
  22 we can take a sequential operation on that list of objects:
  23
  24   for f in list_of_foos:
  25     f.bar('Hello')
  26
  27 and run it in parallel across all of the objects:
  28
  29   Parallelizer(list_of_foos).bar('Hello')
  30
  31 It can also handle (non-method) attributes of objects, so that this:
  32
  33   for f in list_of_foos:
  34     f.baz.myBazMethod()
  35
  36 can be run in parallel with:
  37
  38   Parallelizer(list_of_foos).baz.myBazMethod()
  39
  40 Because it emulates the interface of the wrapped objects, a Parallelizer
  41 can be passed to a method or function that takes objects of that type:
  42
  43   def DoesSomethingWithFoo(the_foo):
  44     the_foo.bar('Hello')
  45     the_foo.bar('world')
  46     the_foo.baz.myBazMethod
  47
  48   DoesSomethingWithFoo(Parallelizer(list_of_foos))
  49
  50 Note that this class spins up a thread for each object. Using this class
  51 to parallelize operations that are already fast will incur a net performance
  52 penalty.
  53
  54 """
  55 # pylint: disable=protected-access
  56
  57 from pylib.utils import reraiser_thread
  58 from pylib.utils import watchdog_timer
  59
  60 _DEFAULT_TIMEOUT = 30
  61 _DEFAULT_RETRIES = 3
  62
  63
  64 class Parallelizer(object):
  65   """Allows parallel execution of method calls across a group of objects."""
  66
  67   def __init__(self, objs):
  68     assert (objs is not None and len(objs) > 0), (
  69         "Passed empty list to 'Parallelizer'")
  70     self._orig_objs = objs
  71     self._objs = objs
  72
  73   def __getattr__(self, name):
  74     """Emulate getting the |name| attribute of |self|.
  75
  76     Args:
  77       name: The name of the attribute to retrieve.
  78     Returns:
  79       A Parallelizer emulating the |name| attribute of |self|.
  80     """
  81     self.pGet(None)
  82
  83     r = type(self)(self._orig_objs)
  84     r._objs = [getattr(o, name) for o in self._objs]
  85     return r
  86
  87   def __getitem__(self, index):
  88     """Emulate getting the value of |self| at |index|.
  89
  90     Returns:
  91       A Parallelizer emulating the value of |self| at |index|.
  92     """
  93     self.pGet(None)
  94
  95     r = type(self)(self._orig_objs)
  96     r._objs = [o[index] for o in self._objs]
  97     return r
  98
  99   def __call__(self, *args, **kwargs):
 100     """Emulate calling |self| with |args| and |kwargs|.
 101
 102     Note that this call is asynchronous. Call pFinish on the return value to
 103     block until the call finishes.
 104
 105     Returns:
 106       A Parallelizer wrapping the ReraiserThreadGroup running the call in
 107       parallel.
 108     Raises:
 109       AttributeError if the wrapped objects aren't callable.
 110     """
 111     self.pGet(None)
 112
 113     if not self._objs:
 114       raise AttributeError('Nothing to call.')
 115     for o in self._objs:
 116       if not callable(o):
 117         raise AttributeError("'%s' is not callable" % o.__name__)
 118
 119     r = type(self)(self._orig_objs)
 120     r._objs = reraiser_thread.ReraiserThreadGroup(
 121         [reraiser_thread.ReraiserThread(
 122             o, args=args, kwargs=kwargs,
 123             name='%s.%s' % (str(d), o.__name__))
 124          for d, o in zip(self._orig_objs, self._objs)])
 125     r._objs.StartAll() # pylint: disable=W0212
 126     return r
 127
 128   def pFinish(self, timeout):
 129     """Finish any outstanding asynchronous operations.
 130
 131     Args:
 132       timeout: The maximum number of seconds to wait for an individual
 133                result to return, or None to wait forever.
 134     Returns:
 135       self, now emulating the return values.
 136     """
 137     self._assertNoShadow('pFinish')
 138     if isinstance(self._objs, reraiser_thread.ReraiserThreadGroup):
 139       self._objs.JoinAll()
 140       self._objs = self._objs.GetAllReturnValues(
 141           watchdog_timer.WatchdogTimer(timeout))
 142     return self
 143
 144   def pGet(self, timeout):
 145     """Get the current wrapped objects.
 146
 147     Args:
 148       timeout: Same as |pFinish|.
 149     Returns:
 150       A list of the results, in order of the provided devices.
 151     Raises:
 152       Any exception raised by any of the called functions.
 153     """
 154     self._assertNoShadow('pGet')
 155     self.pFinish(timeout)
 156     return self._objs
 157
 158   def pMap(self, f, *args, **kwargs):
 159     """Map a function across the current wrapped objects in parallel.
 160
 161     This calls f(o, *args, **kwargs) for each o in the set of wrapped objects.
 162
 163     Note that this call is asynchronous. Call pFinish on the return value to
 164     block until the call finishes.
 165
 166     Args:
 167       f: The function to call.
 168       args: The positional args to pass to f.
 169       kwargs: The keyword args to pass to f.
 170     Returns:
 171       A Parallelizer wrapping the ReraiserThreadGroup running the map in
 172       parallel.
 173     """
 174     self._assertNoShadow('pMap')
 175     r = type(self)(self._orig_objs)
 176     r._objs = reraiser_thread.ReraiserThreadGroup(
 177         [reraiser_thread.ReraiserThread(
 178             f, args=tuple([o] + list(args)), kwargs=kwargs,
 179             name='%s(%s)' % (f.__name__, d))
 180          for d, o in zip(self._orig_objs, self._objs)])
 181     r._objs.StartAll() # pylint: disable=W0212
 182     return r
 183
 184   def _assertNoShadow(self, attr_name):
 185     """Ensures that |attr_name| isn't shadowing part of the wrapped obejcts.
 186
 187     If the wrapped objects _do_ have an |attr_name| attribute, it will be
 188     inaccessible to clients.
 189
 190     Args:
 191       attr_name: The attribute to check.
 192     Raises:
 193       AssertionError if the wrapped objects have an attribute named 'attr_name'
 194       or '_assertNoShadow'.
 195     """
 196     if isinstance(self._objs, reraiser_thread.ReraiserThreadGroup):
 197       assert not hasattr(self._objs, '_assertNoShadow')
 198       assert not hasattr(self._objs, attr_name)
 199     else:
 200       assert not any(hasattr(o, '_assertNoShadow') for o in self._objs)
 201       assert not any(hasattr(o, attr_name) for o in self._objs)
 202
 203
 204 class SyncParallelizer(Parallelizer):
 205   """A Parallelizer that blocks on function calls."""
 206
 207   #override
 208   def __call__(self, *args, **kwargs):
 209     """Emulate calling |self| with |args| and |kwargs|.
 210
 211     Note that this call is synchronous.
 212
 213     Returns:
 214       A Parallelizer emulating the value returned from calling |self| with
 215       |args| and |kwargs|.
 216     Raises:
 217       AttributeError if the wrapped objects aren't callable.
 218     """
 219     r = super(SyncParallelizer, self).__call__(*args, **kwargs)
 220     r.pFinish(None)
 221     return r
 222
 223   #override
 224   def pMap(self, f, *args, **kwargs):
 225     """Map a function across the current wrapped objects in parallel.
 226
 227     This calls f(o, *args, **kwargs) for each o in the set of wrapped objects.
 228
 229     Note that this call is synchronous.
 230
 231     Args:
 232       f: The function to call.
 233       args: The positional args to pass to f.
 234       kwargs: The keyword args to pass to f.
 235     Returns:
 236       A Parallelizer wrapping the ReraiserThreadGroup running the map in
 237       parallel.
 238     """
 239     r = super(SyncParallelizer, self).pMap(f, *args, **kwargs)
 240     r.pFinish(None)
 241     return r
 242