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# -*- coding: utf-8 -*- | |
# Copyright (c) 2013, Mahmoud Hashemi | |
# | |
# Redistribution and use in source and binary forms, with or without | |
# modification, are permitted provided that the following conditions are | |
# met: | |
# | |
# * Redistributions of source code must retain the above copyright | |
# notice, this list of conditions and the following disclaimer. | |
# | |
# * Redistributions in binary form must reproduce the above | |
# copyright notice, this list of conditions and the following | |
# disclaimer in the documentation and/or other materials provided | |
# with the distribution. | |
# | |
# * The names of the contributors may not be used to endorse or | |
# promote products derived from this software without specific | |
# prior written permission. | |
# | |
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS | |
# "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT | |
# LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR | |
# A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT | |
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"""Python comes with a many great data structures, from :class:`dict` | |
to :class:`collections.deque`, and no shortage of serviceable | |
algorithm implementations, from :func:`sorted` to :mod:`bisect`. But | |
priority queues are curiously relegated to an example documented in | |
:mod:`heapq`. Even there, the approach presented is not full-featured | |
and object-oriented. There is a built-in priority queue, | |
:class:`Queue.PriorityQueue`, but in addition to its austere API, it | |
carries the double-edged sword of threadsafety, making it fine for | |
multi-threaded, multi-consumer applications, but high-overhead for | |
cooperative/single-threaded use cases. | |
The ``queueutils`` module currently provides two Queue | |
implementations: :class:`HeapPriorityQueue`, based on a heap, and | |
:class:`SortedPriorityQueue`, based on a sorted list. Both use a | |
unified API based on :class:`BasePriorityQueue` to facilitate testing | |
the slightly different performance characteristics on various | |
application use cases. | |
pq = PriorityQueue() | |
pq.add('low priority task', 0) | |
pq.add('high priority task', 2) | |
pq.add('medium priority task 1', 1) | |
pq.add('medium priority task 2', 1) | |
len(pq) | |
4 | |
pq.pop() | |
'high priority task' | |
pq.peek() | |
'medium priority task 1' | |
len(pq) | |
3 | |
""" | |
from heapq import heappush, heappop | |
from bisect import insort | |
import itertools | |
try: | |
from .typeutils import make_sentinel | |
_REMOVED = make_sentinel(var_name='_REMOVED') | |
except ImportError: | |
_REMOVED = object() | |
try: | |
from .listutils import BList | |
# see BarrelList docstring for notes | |
except ImportError: | |
BList = list | |
__all__ = ['PriorityQueue', 'BasePriorityQueue', | |
'HeapPriorityQueue', 'SortedPriorityQueue'] | |
# TODO: make Base a real abstract class | |
# TODO: add uniqueification | |
class BasePriorityQueue(object): | |
"""The abstract base class for the other PriorityQueues in this | |
module. Override the ``_backend_type`` class attribute, as well as | |
the :meth:`_push_entry` and :meth:`_pop_entry` staticmethods for | |
custom subclass behavior. (Don't forget to use | |
:func:`staticmethod`). | |
Args: | |
priority_key (callable): A function that takes *priority* as | |
passed in by :meth:`add` and returns a real number | |
representing the effective priority. | |
""" | |
# negating priority means larger numbers = higher priority | |
_default_priority_key = staticmethod(lambda p: -float(p or 0)) | |
_backend_type = list | |
def __init__(self, **kw): | |
self._pq = self._backend_type() | |
self._entry_map = {} | |
self._counter = itertools.count() | |
self._get_priority = kw.pop('priority_key', self._default_priority_key) | |
if kw: | |
raise TypeError('unexpected keyword arguments: %r' % kw.keys()) | |
def _push_entry(backend, entry): | |
pass # abstract | |
def _pop_entry(backend): | |
pass # abstract | |
def add(self, task, priority=None): | |
""" | |
Add a task to the queue, or change the *task*'s priority if *task* | |
is already in the queue. *task* can be any hashable object, | |
and *priority* defaults to ``0``. Higher values representing | |
higher priority, but this behavior can be controlled by | |
setting *priority_key* in the constructor. | |
""" | |
priority = self._get_priority(priority) | |
if task in self._entry_map: | |
self.remove(task) | |
count = next(self._counter) | |
entry = [priority, count, task] | |
self._entry_map[task] = entry | |
self._push_entry(self._pq, entry) | |
def remove(self, task): | |
"""Remove a task from the priority queue. Raises :exc:`KeyError` if | |
the *task* is absent. | |
""" | |
entry = self._entry_map.pop(task) | |
entry[-1] = _REMOVED | |
def _cull(self, raise_exc=True): | |
"Remove entries marked as removed by previous :meth:`remove` calls." | |
while self._pq: | |
priority, count, task = self._pq[0] | |
if task is _REMOVED: | |
self._pop_entry(self._pq) | |
continue | |
return | |
if raise_exc: | |
raise IndexError('empty priority queue') | |
def peek(self, default=_REMOVED): | |
"""Read the next value in the queue without removing it. Returns | |
*default* on an empty queue, or raises :exc:`KeyError` if | |
*default* is not set. | |
""" | |
try: | |
self._cull() | |
_, _, task = self._pq[0] | |
except IndexError: | |
if default is not _REMOVED: | |
return default | |
raise IndexError('peek on empty queue') | |
return task | |
def pop(self, default=_REMOVED): | |
"""Remove and return the next value in the queue. Returns *default* on | |
an empty queue, or raises :exc:`KeyError` if *default* is not | |
set. | |
""" | |
try: | |
self._cull() | |
_, _, task = self._pop_entry(self._pq) | |
del self._entry_map[task] | |
except IndexError: | |
if default is not _REMOVED: | |
return default | |
raise IndexError('pop on empty queue') | |
return task | |
def __len__(self): | |
"Return the number of tasks in the queue." | |
return len(self._entry_map) | |
class HeapPriorityQueue(BasePriorityQueue): | |
"""A priority queue inherited from :class:`BasePriorityQueue`, | |
backed by a list and based on the :func:`heapq.heappop` and | |
:func:`heapq.heappush` functions in the built-in :mod:`heapq` | |
module. | |
""" | |
def _pop_entry(backend): | |
return heappop(backend) | |
def _push_entry(backend, entry): | |
heappush(backend, entry) | |
class SortedPriorityQueue(BasePriorityQueue): | |
"""A priority queue inherited from :class:`BasePriorityQueue`, based | |
on the :func:`bisect.insort` approach for in-order insertion into | |
a sorted list. | |
""" | |
_backend_type = BList | |
def _pop_entry(backend): | |
return backend.pop(0) | |
def _push_entry(backend, entry): | |
insort(backend, entry) | |
PriorityQueue = SortedPriorityQueue | |