Source code for google.gax.bundling

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"""Provides behavior that supports request bundling.

:func:`compute_bundle_id` is used generate ids linking API requests to the
appropriate bundles.

:class:`Event` is the result of scheduling a bundled api call.  It is a
decorated :class:`threading.Event`; its ``wait`` and ``is_set`` methods
are used wait for the bundle request to complete or determine if it has
been completed respectively.

:class:`Task` manages the sending of all the requests in a specific bundle.

:class:`Executor` has a ``schedule`` method that is used add bundled api calls
to a new or existing :class:`Task`.

"""

from __future__ import absolute_import

import collections
import copy
import logging
import threading

_LOG = logging.getLogger(__name__)


def _str_dotted_getattr(obj, name):
    """Expands extends getattr to allow dots in x to indicate nested objects.

    Args:
       obj (object): an object.
       name (str): a name for a field in the object.

    Returns:
       Any: the value of named attribute.

    Raises:
       AttributeError: if the named attribute does not exist.
    """
    for part in name.split('.'):
        obj = getattr(obj, part)
    return str(obj) if obj else None


[docs]def compute_bundle_id(obj, discriminator_fields): """Computes a bundle id from the discriminator fields of `obj`. discriminator_fields may include '.' as a separator, which is used to indicate object traversal. This is meant to allow fields in the computed bundle_id. the id is a tuple computed by going through the discriminator fields in order and obtaining the str(value) object field (or nested object field) if any discriminator field cannot be found, ValueError is raised. Args: obj (object): an object. discriminator_fields (Sequence[str]): a list of discriminator fields in the order to be to be used in the id. Returns: Tuple[str]: computed as described above. Raises: AttributeError: if any discriminator fields attribute does not exist. """ return tuple(_str_dotted_getattr(obj, x) for x in discriminator_fields)
_WARN_DEMUX_MISMATCH = ('cannot demultiplex the bundled response, got' ' %d subresponses; want %d, each bundled request will' ' receive all responses')
[docs]class Task(object): """Coordinates the execution of a single bundle.""" # pylint: disable=too-many-instance-attributes def __init__(self, api_call, bundle_id, bundled_field, bundling_request, kwargs, subresponse_field=None): """ Args: api_call (Callable[Sequence[object], object]): the func that is this tasks's API call. bundle_id (Tuple[str]): the id of this bundle. bundled_field (str): the field used to create the bundled request. bundling_request (object): the request to pass as the arg to api_call. kwargs (dict): keyword arguments passed to api_call. subresponse_field (str): optional field used to demultiplex responses. """ self._api_call = api_call self._bundling_request = bundling_request self._kwargs = kwargs self.bundle_id = bundle_id self.bundled_field = bundled_field self.subresponse_field = subresponse_field self.timer = None self._in_deque = collections.deque() self._event_deque = collections.deque() @property def element_count(self): """The number of bundled elements in the repeated field.""" return sum(len(elts) for elts in self._in_deque) @property def request_bytesize(self): """The size of in bytes of the bundled field elements.""" return sum(len(str(e)) for elts in self._in_deque for e in elts)
[docs] def run(self): """Call the task's func. The task's func will be called with the bundling requests func """ if not self._in_deque: return req = self._bundling_request del getattr(req, self.bundled_field)[:] getattr(req, self.bundled_field).extend( [e for elts in self._in_deque for e in elts]) subresponse_field = self.subresponse_field if subresponse_field: self._run_with_subresponses(req, subresponse_field, self._kwargs) else: self._run_with_no_subresponse(req, self._kwargs)
def _run_with_no_subresponse(self, req, kwargs): try: resp = self._api_call(req, **kwargs) for event in self._event_deque: event.result = resp event.set() except Exception as exc: # pylint: disable=broad-except for event in self._event_deque: event.result = exc event.set() finally: self._in_deque.clear() self._event_deque.clear() def _run_with_subresponses(self, req, subresponse_field, kwargs): try: resp = self._api_call(req, **kwargs) in_sizes = [len(elts) for elts in self._in_deque] all_subresponses = getattr(resp, subresponse_field) if len(all_subresponses) != sum(in_sizes): _LOG.warning(_WARN_DEMUX_MISMATCH, len(all_subresponses), sum(in_sizes)) for event in self._event_deque: event.result = resp event.set() else: start = 0 for i, event in zip(in_sizes, self._event_deque): next_copy = copy.copy(resp) subresponses = all_subresponses[start:start + i] next_copy.ClearField(subresponse_field) getattr(next_copy, subresponse_field).extend(subresponses) start += i event.result = next_copy event.set() except Exception as exc: # pylint: disable=broad-except for event in self._event_deque: event.result = exc event.set() finally: self._in_deque.clear() self._event_deque.clear()
[docs] def extend(self, elts): """Adds elts to the tasks. Args: elts (Sequence): a iterable of elements that can be appended to the task's bundle_field. Returns: Event: an event that can be used to wait on the response. """ # Use a copy, not a reference, as it is later necessary to mutate # the proto field from which elts are drawn in order to construct # the bundled request. elts = elts[:] self._in_deque.append(elts) event = self._event_for(elts) self._event_deque.append(event) return event
def _event_for(self, elts): """Creates an Event that is set when the bundle with elts is sent.""" event = Event() event.canceller = self._canceller_for(elts, event) return event def _canceller_for(self, elts, event): """Obtains a cancellation function that removes elts. The returned cancellation function returns ``True`` if all elements was removed successfully from the _in_deque, and false if it was not. """ def canceller(): """Cancels submission of ``elts`` as part of this bundle. Returns: bool: ``False`` if any of elements had already been sent, otherwise ``True``. """ try: self._event_deque.remove(event) self._in_deque.remove(elts) return True except ValueError: return False return canceller
TIMER_FACTORY = threading.Timer # pylint: disable=invalid-name """A class with an interface similar to threading.Timer. Defaults to threading.Timer. This makes it easy to plug-in alternate timer implementations."""
[docs]class Executor(object): """Organizes bundling for an api service that requires it.""" # pylint: disable=too-few-public-methods def __init__(self, options): """Constructor. Args: options (gax.BundleOptions): configures strategy this instance uses when executing bundled functions. """ self._options = options self._tasks = {} self._task_lock = threading.RLock()
[docs] def schedule(self, api_call, bundle_id, bundle_desc, bundling_request, kwargs=None): """Schedules bundle_desc of bundling_request as part of bundle_id. The returned value an :class:`Event` that * has a ``result`` attribute that will eventually be set to the result the api call * will be used to wait for the response * holds the canceller function for canceling this part of the bundle Args: api_call (callable[[object], object]): the scheduled API call. bundle_id (str): identifies the bundle on which the API call should be made. bundle_desc (gax.BundleDescriptor): describes the structure of the bundled call. bundling_request (object): the request instance to use in the API call. kwargs (dict): optional, the keyword arguments passed to the API call. Returns: Event: the scheduled event. """ kwargs = kwargs or dict() bundle = self._bundle_for(api_call, bundle_id, bundle_desc, bundling_request, kwargs) elts = getattr(bundling_request, bundle_desc.bundled_field) event = bundle.extend(elts) # Run the bundle if the count threshold was reached. count_threshold = self._options.element_count_threshold if count_threshold > 0 and bundle.element_count >= count_threshold: self._run_now(bundle.bundle_id) # Run the bundle if the size threshold was reached. size_threshold = self._options.request_byte_threshold if size_threshold > 0 and bundle.request_bytesize >= size_threshold: self._run_now(bundle.bundle_id) return event
def _bundle_for(self, api_call, bundle_id, bundle_desc, bundling_request, kwargs): with self._task_lock: bundle = self._tasks.get(bundle_id) if bundle is None: bundle = Task(api_call, bundle_id, bundle_desc.bundled_field, bundling_request, kwargs, subresponse_field=bundle_desc.subresponse_field) delay_threshold = self._options.delay_threshold if delay_threshold > 0: self._run_later(bundle, delay_threshold) self._tasks[bundle_id] = bundle return bundle def _run_later(self, bundle, delay_threshold): with self._task_lock: if bundle.timer is None: the_timer = TIMER_FACTORY( delay_threshold, self._run_now, args=[bundle.bundle_id]) the_timer.start() bundle.timer = the_timer def _run_now(self, bundle_id): with self._task_lock: if bundle_id in self._tasks: a_task = self._tasks.pop(bundle_id) a_task.run()
[docs]class Event(object): """Wraps a threading.Event, adding, canceller and result attributes.""" def __init__(self): """Constructor. """ self._event = threading.Event() self.result = None self.canceller = None
[docs] def is_set(self): """Calls ``is_set`` on the decorated :class:`threading.Event`.""" return self._event.is_set()
[docs] def set(self): """Calls ``set`` on the decorated :class:`threading.Event`.""" return self._event.set()
[docs] def clear(self): """Calls ``clear`` on the decorated :class:`threading.Event`. Also resets the result if one has been set. """ self.result = None return self._event.clear()
[docs] def wait(self, timeout=None): """Calls ``wait`` on the decorated :class:`threading.Event`.""" return self._event.wait(timeout=timeout)
[docs] def cancel(self): """Invokes the cancellation function provided on construction.""" if self.canceller: return self.canceller() else: return False