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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FeatureEnVi/backend/venv/lib/python3.7/site-packages/pymongo/read_preferences.py

471 lines
16 KiB

# Copyright 2012-present MongoDB, Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License",
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Utilities for choosing which member of a replica set to read from."""
from bson.py3compat import abc, integer_types
from pymongo import max_staleness_selectors
from pymongo.errors import ConfigurationError
from pymongo.server_selectors import (member_with_tags_server_selector,
secondary_with_tags_server_selector)
_PRIMARY = 0
_PRIMARY_PREFERRED = 1
_SECONDARY = 2
_SECONDARY_PREFERRED = 3
_NEAREST = 4
_MONGOS_MODES = (
'primary',
'primaryPreferred',
'secondary',
'secondaryPreferred',
'nearest',
)
def _validate_tag_sets(tag_sets):
"""Validate tag sets for a MongoReplicaSetClient.
"""
if tag_sets is None:
return tag_sets
if not isinstance(tag_sets, list):
raise TypeError((
"Tag sets %r invalid, must be a list") % (tag_sets,))
if len(tag_sets) == 0:
raise ValueError((
"Tag sets %r invalid, must be None or contain at least one set of"
" tags") % (tag_sets,))
for tags in tag_sets:
if not isinstance(tags, abc.Mapping):
raise TypeError(
"Tag set %r invalid, must be an instance of dict, "
"bson.son.SON or other type that inherits from "
"collection.Mapping" % (tags,))
return tag_sets
def _invalid_max_staleness_msg(max_staleness):
return ("maxStalenessSeconds must be a positive integer, not %s" %
max_staleness)
# Some duplication with common.py to avoid import cycle.
def _validate_max_staleness(max_staleness):
"""Validate max_staleness."""
if max_staleness == -1:
return -1
if not isinstance(max_staleness, integer_types):
raise TypeError(_invalid_max_staleness_msg(max_staleness))
if max_staleness <= 0:
raise ValueError(_invalid_max_staleness_msg(max_staleness))
return max_staleness
class _ServerMode(object):
"""Base class for all read preferences.
"""
__slots__ = ("__mongos_mode", "__mode", "__tag_sets", "__max_staleness")
def __init__(self, mode, tag_sets=None, max_staleness=-1):
self.__mongos_mode = _MONGOS_MODES[mode]
self.__mode = mode
self.__tag_sets = _validate_tag_sets(tag_sets)
self.__max_staleness = _validate_max_staleness(max_staleness)
@property
def name(self):
"""The name of this read preference.
"""
return self.__class__.__name__
@property
def mongos_mode(self):
"""The mongos mode of this read preference.
"""
return self.__mongos_mode
@property
def document(self):
"""Read preference as a document.
"""
doc = {'mode': self.__mongos_mode}
if self.__tag_sets not in (None, [{}]):
doc['tags'] = self.__tag_sets
if self.__max_staleness != -1:
doc['maxStalenessSeconds'] = self.__max_staleness
return doc
@property
def mode(self):
"""The mode of this read preference instance.
"""
return self.__mode
@property
def tag_sets(self):
"""Set ``tag_sets`` to a list of dictionaries like [{'dc': 'ny'}] to
read only from members whose ``dc`` tag has the value ``"ny"``.
To specify a priority-order for tag sets, provide a list of
tag sets: ``[{'dc': 'ny'}, {'dc': 'la'}, {}]``. A final, empty tag
set, ``{}``, means "read from any member that matches the mode,
ignoring tags." MongoReplicaSetClient tries each set of tags in turn
until it finds a set of tags with at least one matching member.
.. seealso:: `Data-Center Awareness
<http://www.mongodb.org/display/DOCS/Data+Center+Awareness>`_
"""
return list(self.__tag_sets) if self.__tag_sets else [{}]
@property
def max_staleness(self):
"""The maximum estimated length of time (in seconds) a replica set
secondary can fall behind the primary in replication before it will
no longer be selected for operations, or -1 for no maximum."""
return self.__max_staleness
@property
def min_wire_version(self):
"""The wire protocol version the server must support.
Some read preferences impose version requirements on all servers (e.g.
maxStalenessSeconds requires MongoDB 3.4 / maxWireVersion 5).
All servers' maxWireVersion must be at least this read preference's
`min_wire_version`, or the driver raises
:exc:`~pymongo.errors.ConfigurationError`.
"""
return 0 if self.__max_staleness == -1 else 5
def __repr__(self):
return "%s(tag_sets=%r, max_staleness=%r)" % (
self.name, self.__tag_sets, self.__max_staleness)
def __eq__(self, other):
if isinstance(other, _ServerMode):
return (self.mode == other.mode and
self.tag_sets == other.tag_sets and
self.max_staleness == other.max_staleness)
return NotImplemented
def __ne__(self, other):
return not self == other
def __getstate__(self):
"""Return value of object for pickling.
Needed explicitly because __slots__() defined.
"""
return {'mode': self.__mode,
'tag_sets': self.__tag_sets,
'max_staleness': self.__max_staleness}
def __setstate__(self, value):
"""Restore from pickling."""
self.__mode = value['mode']
self.__mongos_mode = _MONGOS_MODES[self.__mode]
self.__tag_sets = _validate_tag_sets(value['tag_sets'])
self.__max_staleness = _validate_max_staleness(value['max_staleness'])
class Primary(_ServerMode):
"""Primary read preference.
* When directly connected to one mongod queries are allowed if the server
is standalone or a replica set primary.
* When connected to a mongos queries are sent to the primary of a shard.
* When connected to a replica set queries are sent to the primary of
the replica set.
"""
__slots__ = ()
def __init__(self):
super(Primary, self).__init__(_PRIMARY)
def __call__(self, selection):
"""Apply this read preference to a Selection."""
return selection.primary_selection
def __repr__(self):
return "Primary()"
def __eq__(self, other):
if isinstance(other, _ServerMode):
return other.mode == _PRIMARY
return NotImplemented
class PrimaryPreferred(_ServerMode):
"""PrimaryPreferred read preference.
* When directly connected to one mongod queries are allowed to standalone
servers, to a replica set primary, or to replica set secondaries.
* When connected to a mongos queries are sent to the primary of a shard if
available, otherwise a shard secondary.
* When connected to a replica set queries are sent to the primary if
available, otherwise a secondary.
:Parameters:
- `tag_sets`: The :attr:`~tag_sets` to use if the primary is not
available.
- `max_staleness`: (integer, in seconds) The maximum estimated
length of time a replica set secondary can fall behind the primary in
replication before it will no longer be selected for operations.
Default -1, meaning no maximum. If it is set, it must be at least
90 seconds.
"""
__slots__ = ()
def __init__(self, tag_sets=None, max_staleness=-1):
super(PrimaryPreferred, self).__init__(_PRIMARY_PREFERRED,
tag_sets,
max_staleness)
def __call__(self, selection):
"""Apply this read preference to Selection."""
if selection.primary:
return selection.primary_selection
else:
return secondary_with_tags_server_selector(
self.tag_sets,
max_staleness_selectors.select(
self.max_staleness, selection))
class Secondary(_ServerMode):
"""Secondary read preference.
* When directly connected to one mongod queries are allowed to standalone
servers, to a replica set primary, or to replica set secondaries.
* When connected to a mongos queries are distributed among shard
secondaries. An error is raised if no secondaries are available.
* When connected to a replica set queries are distributed among
secondaries. An error is raised if no secondaries are available.
:Parameters:
- `tag_sets`: The :attr:`~tag_sets` for this read preference.
- `max_staleness`: (integer, in seconds) The maximum estimated
length of time a replica set secondary can fall behind the primary in
replication before it will no longer be selected for operations.
Default -1, meaning no maximum. If it is set, it must be at least
90 seconds.
"""
__slots__ = ()
def __init__(self, tag_sets=None, max_staleness=-1):
super(Secondary, self).__init__(_SECONDARY, tag_sets, max_staleness)
def __call__(self, selection):
"""Apply this read preference to Selection."""
return secondary_with_tags_server_selector(
self.tag_sets,
max_staleness_selectors.select(
self.max_staleness, selection))
class SecondaryPreferred(_ServerMode):
"""SecondaryPreferred read preference.
* When directly connected to one mongod queries are allowed to standalone
servers, to a replica set primary, or to replica set secondaries.
* When connected to a mongos queries are distributed among shard
secondaries, or the shard primary if no secondary is available.
* When connected to a replica set queries are distributed among
secondaries, or the primary if no secondary is available.
:Parameters:
- `tag_sets`: The :attr:`~tag_sets` for this read preference.
- `max_staleness`: (integer, in seconds) The maximum estimated
length of time a replica set secondary can fall behind the primary in
replication before it will no longer be selected for operations.
Default -1, meaning no maximum. If it is set, it must be at least
90 seconds.
"""
__slots__ = ()
def __init__(self, tag_sets=None, max_staleness=-1):
super(SecondaryPreferred, self).__init__(_SECONDARY_PREFERRED,
tag_sets,
max_staleness)
def __call__(self, selection):
"""Apply this read preference to Selection."""
secondaries = secondary_with_tags_server_selector(
self.tag_sets,
max_staleness_selectors.select(
self.max_staleness, selection))
if secondaries:
return secondaries
else:
return selection.primary_selection
class Nearest(_ServerMode):
"""Nearest read preference.
* When directly connected to one mongod queries are allowed to standalone
servers, to a replica set primary, or to replica set secondaries.
* When connected to a mongos queries are distributed among all members of
a shard.
* When connected to a replica set queries are distributed among all
members.
:Parameters:
- `tag_sets`: The :attr:`~tag_sets` for this read preference.
- `max_staleness`: (integer, in seconds) The maximum estimated
length of time a replica set secondary can fall behind the primary in
replication before it will no longer be selected for operations.
Default -1, meaning no maximum. If it is set, it must be at least
90 seconds.
"""
__slots__ = ()
def __init__(self, tag_sets=None, max_staleness=-1):
super(Nearest, self).__init__(_NEAREST, tag_sets, max_staleness)
def __call__(self, selection):
"""Apply this read preference to Selection."""
return member_with_tags_server_selector(
self.tag_sets,
max_staleness_selectors.select(
self.max_staleness, selection))
_ALL_READ_PREFERENCES = (Primary, PrimaryPreferred,
Secondary, SecondaryPreferred, Nearest)
def make_read_preference(mode, tag_sets, max_staleness=-1):
if mode == _PRIMARY:
if tag_sets not in (None, [{}]):
raise ConfigurationError("Read preference primary "
"cannot be combined with tags")
if max_staleness != -1:
raise ConfigurationError("Read preference primary cannot be "
"combined with maxStalenessSeconds")
return Primary()
return _ALL_READ_PREFERENCES[mode](tag_sets, max_staleness)
_MODES = (
'PRIMARY',
'PRIMARY_PREFERRED',
'SECONDARY',
'SECONDARY_PREFERRED',
'NEAREST',
)
class ReadPreference(object):
"""An enum that defines the read preference modes supported by PyMongo.
See :doc:`/examples/high_availability` for code examples.
A read preference is used in three cases:
:class:`~pymongo.mongo_client.MongoClient` connected to a single mongod:
- ``PRIMARY``: Queries are allowed if the server is standalone or a replica
set primary.
- All other modes allow queries to standalone servers, to a replica set
primary, or to replica set secondaries.
:class:`~pymongo.mongo_client.MongoClient` initialized with the
``replicaSet`` option:
- ``PRIMARY``: Read from the primary. This is the default, and provides the
strongest consistency. If no primary is available, raise
:class:`~pymongo.errors.AutoReconnect`.
- ``PRIMARY_PREFERRED``: Read from the primary if available, or if there is
none, read from a secondary.
- ``SECONDARY``: Read from a secondary. If no secondary is available,
raise :class:`~pymongo.errors.AutoReconnect`.
- ``SECONDARY_PREFERRED``: Read from a secondary if available, otherwise
from the primary.
- ``NEAREST``: Read from any member.
:class:`~pymongo.mongo_client.MongoClient` connected to a mongos, with a
sharded cluster of replica sets:
- ``PRIMARY``: Read from the primary of the shard, or raise
:class:`~pymongo.errors.OperationFailure` if there is none.
This is the default.
- ``PRIMARY_PREFERRED``: Read from the primary of the shard, or if there is
none, read from a secondary of the shard.
- ``SECONDARY``: Read from a secondary of the shard, or raise
:class:`~pymongo.errors.OperationFailure` if there is none.
- ``SECONDARY_PREFERRED``: Read from a secondary of the shard if available,
otherwise from the shard primary.
- ``NEAREST``: Read from any shard member.
"""
PRIMARY = Primary()
PRIMARY_PREFERRED = PrimaryPreferred()
SECONDARY = Secondary()
SECONDARY_PREFERRED = SecondaryPreferred()
NEAREST = Nearest()
def read_pref_mode_from_name(name):
"""Get the read preference mode from mongos/uri name.
"""
return _MONGOS_MODES.index(name)
class MovingAverage(object):
"""Tracks an exponentially-weighted moving average."""
def __init__(self):
self.average = None
def add_sample(self, sample):
if sample < 0:
# Likely system time change while waiting for ismaster response
# and not using time.monotonic. Ignore it, the next one will
# probably be valid.
return
if self.average is None:
self.average = sample
else:
# The Server Selection Spec requires an exponentially weighted
# average with alpha = 0.2.
self.average = 0.8 * self.average + 0.2 * sample
def get(self):
"""Get the calculated average, or None if no samples yet."""
return self.average
def reset(self):
self.average = None