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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 |
| |
| except ImportError: |
| BList = list |
|
|
|
|
| __all__ = ['PriorityQueue', 'BasePriorityQueue', |
| 'HeapPriorityQueue', 'SortedPriorityQueue'] |
|
|
|
|
| |
| |
|
|
|
|
| class BasePriorityQueue: |
| """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. |
| |
| """ |
| |
| _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()) |
|
|
| @staticmethod |
| def _push_entry(backend, entry): |
| pass |
|
|
| @staticmethod |
| def _pop_entry(backend): |
| pass |
|
|
| 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. |
| """ |
| @staticmethod |
| def _pop_entry(backend): |
| return heappop(backend) |
|
|
| @staticmethod |
| 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 |
|
|
| @staticmethod |
| def _pop_entry(backend): |
| return backend.pop(0) |
|
|
| @staticmethod |
| def _push_entry(backend, entry): |
| insort(backend, entry) |
|
|
|
|
| PriorityQueue = SortedPriorityQueue |
|
|