FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches
https://doi.org/10.1109/TVCG.2022.3141040
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184 lines
6.5 KiB
184 lines
6.5 KiB
# Copyright 2014-present MongoDB, Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License"); you
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# may not use this file except in compliance with the License. You
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# may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
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# implied. See the License for the specific language governing
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# permissions and limitations under the License.
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"""Class to monitor a MongoDB server on a background thread."""
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import weakref
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from pymongo import common, periodic_executor
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from pymongo.errors import OperationFailure
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from pymongo.server_type import SERVER_TYPE
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from pymongo.monotonic import time as _time
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from pymongo.read_preferences import MovingAverage
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from pymongo.server_description import ServerDescription
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class Monitor(object):
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def __init__(
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self,
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server_description,
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topology,
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pool,
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topology_settings):
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"""Class to monitor a MongoDB server on a background thread.
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Pass an initial ServerDescription, a Topology, a Pool, and
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TopologySettings.
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The Topology is weakly referenced. The Pool must be exclusive to this
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Monitor.
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"""
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self._server_description = server_description
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self._pool = pool
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self._settings = topology_settings
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self._avg_round_trip_time = MovingAverage()
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self._listeners = self._settings._pool_options.event_listeners
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pub = self._listeners is not None
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self._publish = pub and self._listeners.enabled_for_server_heartbeat
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# We strongly reference the executor and it weakly references us via
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# this closure. When the monitor is freed, stop the executor soon.
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def target():
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monitor = self_ref()
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if monitor is None:
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return False # Stop the executor.
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Monitor._run(monitor)
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return True
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executor = periodic_executor.PeriodicExecutor(
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interval=self._settings.heartbeat_frequency,
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min_interval=common.MIN_HEARTBEAT_INTERVAL,
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target=target,
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name="pymongo_server_monitor_thread")
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self._executor = executor
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# Avoid cycles. When self or topology is freed, stop executor soon.
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self_ref = weakref.ref(self, executor.close)
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self._topology = weakref.proxy(topology, executor.close)
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def open(self):
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"""Start monitoring, or restart after a fork.
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Multiple calls have no effect.
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"""
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self._executor.open()
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def close(self):
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"""Close and stop monitoring.
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open() restarts the monitor after closing.
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"""
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self._executor.close()
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# Increment the pool_id and maybe close the socket. If the executor
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# thread has the socket checked out, it will be closed when checked in.
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self._pool.reset()
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def join(self, timeout=None):
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self._executor.join(timeout)
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def request_check(self):
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"""If the monitor is sleeping, wake and check the server soon."""
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self._executor.wake()
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def _run(self):
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try:
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self._server_description = self._check_with_retry()
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self._topology.on_change(self._server_description)
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except ReferenceError:
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# Topology was garbage-collected.
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self.close()
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def _check_with_retry(self):
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"""Call ismaster once or twice. Reset server's pool on error.
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Returns a ServerDescription.
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"""
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# According to the spec, if an ismaster call fails we reset the
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# server's pool. If a server was once connected, change its type
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# to Unknown only after retrying once.
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address = self._server_description.address
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retry = True
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if self._server_description.server_type == SERVER_TYPE.Unknown:
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retry = False
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start = _time()
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try:
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return self._check_once()
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except ReferenceError:
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raise
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except Exception as error:
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error_time = _time() - start
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if self._publish:
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self._listeners.publish_server_heartbeat_failed(
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address, error_time, error)
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self._topology.reset_pool(address)
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default = ServerDescription(address, error=error)
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if not retry:
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self._avg_round_trip_time.reset()
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# Server type defaults to Unknown.
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return default
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# Try a second and final time. If it fails return original error.
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# Always send metadata: this is a new connection.
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start = _time()
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try:
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return self._check_once()
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except ReferenceError:
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raise
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except Exception as error:
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error_time = _time() - start
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if self._publish:
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self._listeners.publish_server_heartbeat_failed(
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address, error_time, error)
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self._avg_round_trip_time.reset()
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return default
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def _check_once(self):
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"""A single attempt to call ismaster.
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Returns a ServerDescription, or raises an exception.
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"""
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address = self._server_description.address
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if self._publish:
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self._listeners.publish_server_heartbeat_started(address)
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with self._pool.get_socket({}) as sock_info:
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response, round_trip_time = self._check_with_socket(sock_info)
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self._avg_round_trip_time.add_sample(round_trip_time)
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sd = ServerDescription(
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address=address,
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ismaster=response,
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round_trip_time=self._avg_round_trip_time.get())
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if self._publish:
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self._listeners.publish_server_heartbeat_succeeded(
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address, round_trip_time, response)
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return sd
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def _check_with_socket(self, sock_info):
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"""Return (IsMaster, round_trip_time).
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Can raise ConnectionFailure or OperationFailure.
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"""
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start = _time()
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try:
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return (sock_info.ismaster(self._pool.opts.metadata,
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self._topology.max_cluster_time()),
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_time() - start)
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except OperationFailure as exc:
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# Update max cluster time even when isMaster fails.
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self._topology.receive_cluster_time(
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exc.details.get('$clusterTime'))
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raise
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