Source code for superduperdb.cdc.cdc

Change Data Capture (CDC) is a mechanism used in database systems to track
and capture changes made to a table or collection in real-time.
It allows applications to stay up-to-date with the latest changes in the database
and perform various tasks, such as data synchronization, auditing,
or data integration. The ChangeDataCapture class is designed to
handle CDC tasksfor a specified table/collection in a database.

Change streams allow applications to access real-time data changes
without the complexity and risk of tailing the oplog.
Applications can use change streams to subscribe to all data
changes on a single collection,a database, or an entire deployment,
and immediately react to them.
Because change streams use the aggregation framework, applications
can also filter for specific changes or transform the notifications at will.


Use this module like this::
    db = any_arbitary_database.connect(...)
    db = superduper(db)
    # or

import dataclasses as dc
import json
import queue
import threading
import traceback
import typing as t
from abc import ABC, abstractmethod
from collections import Counter
from enum import Enum

from pymongo.change_stream import CollectionChangeStream

from superduperdb import CFG, logging
from superduperdb.misc.runnable.queue_chunker import QueueChunker
from superduperdb.misc.runnable.runnable import Event

    from superduperdb.backends.base.query import TableOrCollection
    from superduperdb.backends.ibis.query import Table
    from superduperdb.base.datalayer import Datalayer
    from superduperdb.base.serializable import Serializable
    from superduperdb.components.listener import Listener

[docs] class DBEvent(str, Enum): """`DBEvent` simple enum to hold mongo basic events.""" delete = 'delete' insert = 'insert' update = 'update'
[docs] @dc.dataclass class Packet: ids: t.Any query: t.Optional['Serializable'] event_type: DBEvent = DBEvent.insert @property def is_delete(self) -> bool: return self.event_type == DBEvent.delete
[docs] @staticmethod def collate(packets: t.Sequence['Packet']) -> 'Packet': """ Collate a batch of packets into one """ assert packets ids = [] for packet in packets: ids += packet.ids query = packets[0].query # TODO: cluster Packet for each event. event_type = packets[0].event_type return type(packets[0])(ids=ids, query=query, event_type=event_type)
queue_chunker = QueueChunker(chunk_size=100, timeout=0.2)
[docs] class BaseDatabaseListener(ABC): """ A Base class which defines basic functions to implement. """ IDENTITY_SEP: str = '/' _scheduler: t.Optional[threading.Thread] Packet: Packet def __init__( self, db: 'Datalayer', on: t.Union['Table', 'TableOrCollection'], stop_event: Event, identifier: 'str' = '', timeout: t.Optional[float] = None, ): self.db = db self._on_component = on self._change_counters = Counter(inserts=0, updates=0, deletes=0) self._identifier = self._build_identifier([identifier, on.identifier]) self._stop_event = stop_event self._startup_event = Event() self._scheduler = None self.timeout = timeout self.db_type: t.Optional[str] = None @property def identity(self) -> str: return self._identifier
[docs] @classmethod def _build_identifier(cls, identifiers) -> str: """_build_identifier. :param identifiers: list of identifiers. :rtype: str """ return cls.IDENTITY_SEP.join(identifiers)
[docs] def info(self) -> t.Dict: """ Get info on the current state of listener. """ info = {} info.update( { 'inserts': self._change_counters['inserts'], 'updates': self._change_counters['updates'], 'deletes': self._change_counters['deletes'], } ), indent=2)) return info
[docs] @abstractmethod def listen(self): raise NotImplementedError
[docs] @abstractmethod def stop(self): raise NotImplementedError
[docs] @abstractmethod def setup_cdc(self) -> CollectionChangeStream: raise NotImplementedError
[docs] @abstractmethod def on_create(self, *args, **kwargs): raise NotImplementedError
[docs] @abstractmethod def on_update(self, *args, **kwargs): raise NotImplementedError
[docs] @abstractmethod def on_delete(self, *args, **kwargs): raise NotImplementedError
[docs] @abstractmethod def next_cdc(self, stream: CollectionChangeStream) -> None: raise NotImplementedError
[docs] def create_event( self, ids: t.Sequence, db: 'Datalayer', table_or_collection: t.Union['Table', 'TableOrCollection'], event: DBEvent, ): """ A helper to create packet based on the event type and put it on the cdc queue :param change: The changed document. :param db: a superduperdb instance. :param table_or_collection: The collection on which change was observed. :param event: CDC event type """ cdc_query = None # TODO why was this logic here? Why is the query always the same? # if event != DBEvent.delete: cdc_query = table_or_collection.find() db.cdc.CDC_QUEUE.put_nowait(self.packet(ids, cdc_query, event))
[docs] def event_handler(self, ids: t.Sequence, event: DBEvent) -> None: """event_handler. A helper fxn to handle incoming changes from change stream on a collection. :param ids: Changed document ids :param event: CDC event """ if event == DBEvent.insert: self._change_counters['inserts'] += 1 self.on_create(ids, self.db, self._on_component) elif event == DBEvent.update: self._change_counters['updates'] += 1 self.on_update(ids, self.db, self._on_component) elif event == DBEvent.delete: self._change_counters['deletes'] += 1 self.on_delete(ids, self.db, self._on_component)
[docs] class DatabaseListenerThreadScheduler(threading.Thread): def __init__( self, listener: BaseDatabaseListener, stop_event: Event, start_event: Event, ) -> None: threading.Thread.__init__(self, daemon=True) self.stop_event = stop_event self.start_event = start_event self.listener = listener
[docs] def run(self) -> None: try: cdc_stream = self.listener.setup_cdc() self.start_event.set() while not self.stop_event.is_set(): self.listener.next_cdc(cdc_stream) except Exception as e: logging.error('In DatabaseListenerThreadScheduler', str(e)) traceback.print_exc()
[docs] class CDCHandler(threading.Thread): """ This class is responsible for handling the change by executing the taskflow. This class also extends the task graph by adding funcation job node which does post model executiong jobs, i.e `copy_vectors`. """
[docs] def __init__(self, db: 'Datalayer', stop_event: Event, queue): """__init__. :param db: a superduperdb instance. :param stop_event: A threading event flag to notify for stoppage. """ self.db = db self._stop_event = stop_event self._is_running = False self.cdc_queue = queue threading.Thread.__init__(self, daemon=True)
@property def is_running(self): return self._is_running
[docs] def run(self): self._is_running = True try: for c in queue_chunker(self.cdc_queue, self._stop_event): packet = Packet.collate(c) if packet.is_delete: self.db.refresh_after_delete(packet.query, packet.ids) else: self.db.refresh_after_update_or_insert( packet.query, packet.ids, ) except Exception as exc: logging.error("Error while handling cdc batches :: reason", exc) traceback.print_exc() finally: self._is_running = False
DBListenerType = t.TypeVar('DBListenerType')
[docs] class DatabaseListenerFactory(t.Generic[DBListenerType]): """A Factory class to create instance of DatabaseListener corresponding to the `db_type`. """ SUPPORTED_LISTENERS: t.List[str] = ['mongodb', 'ibis'] def __init__(self, db_type: str = 'mongodb'): if db_type not in self.SUPPORTED_LISTENERS: raise ValueError(f'{db_type} is not supported yet for CDC.') self.db_type = db_type
[docs] def create(self, *args, **kwargs) -> DBListenerType: stop_event = Event() kwargs['stop_event'] = stop_event if self.db_type == 'mongodb': from superduperdb.backends.mongodb.cdc.listener import MongoDatabaseListener listener = t.cast( BaseDatabaseListener, MongoDatabaseListener(*args, **kwargs) ) return t.cast(DBListenerType, listener) elif self.db_type == 'ibis': from superduperdb.backends.ibis.cdc.listener import IbisDatabaseListener listener = t.cast( BaseDatabaseListener, IbisDatabaseListener(*args, **kwargs) ) return t.cast(DBListenerType, listener) else: raise NotImplementedError
[docs] class DatabaseChangeDataCapture: """ DatabaseChangeDataCapture is a Python class that provides a flexible and extensible framework for capturing and managing data changes in a database. This class is repsonsible for cdc service on the provided `db` instance This class is designed to simplify the process of tracking changes to database records,allowing you to monitor and respond to data modifications efficiently. """ def __init__(self, db: 'Datalayer'): self.db = db self._cdc_stop_event = Event() self.CDC_QUEUE: queue.Queue = queue.Queue() self.cdc_change_handler: t.Optional[CDCHandler] = None self._CDC_LISTENERS: t.Dict[str, BaseDatabaseListener] = {} self._running: bool = False self._cdc_existing_collections: t.MutableSequence[ t.Union['TableOrCollection', 'Table'] ] = [] listeners ='listeners') if listeners: from superduperdb.components.listener import Listener for listener in listeners: listener = db.load(identifier=listener, type_id='listener') assert isinstance(listener, Listener) self.add(listener) @property def running(self) -> bool: return self._running or CFG.cluster.cdc.uri is not None
[docs] def start(self): """ This method starts the cdc process on the database. """ self._running = True # Listen to existing collection without cdc enabled for collection in self._cdc_existing_collections: self.listen(collection)
[docs] def listen( self, on: t.Union['Table', 'TableOrCollection'], identifier: str = '', *args, **kwargs, ): """ Starts cdc service on the provided collection Not to be confused with ``superduperdb.container.listener.Listener``. :param db: A superduperdb instance. :param on: Which collection/table listener service this be invoked on? :param identifier: A identity given to the listener service. """ from superduperdb.backends.base import backends if isinstance(self.db.databackend, backends.MongoDataBackend): db_type = 'mongodb' elif isinstance(self.db.databackend, backends.IbisDataBackend): db_type = 'ibis' else: raise NotImplementedError(f'{self.db.databackend} not supported yet!') if not self.cdc_change_handler: cdc_change_handler = CDCHandler( db=self.db, stop_event=self._cdc_stop_event, queue=self.CDC_QUEUE ) cdc_change_handler.start() self.cdc_change_handler = cdc_change_handler db_factory: DatabaseListenerFactory = DatabaseListenerFactory(db_type=db_type) listener = db_factory.create( db=self.db, on=on, identifier=identifier, *args, **kwargs ) self._CDC_LISTENERS[on.identifier] = listener # type: ignore[index] listener.listen() return listener
[docs] def stop(self, name: str = ''): """ Stop all registered listeners :param name: Listener name """ try: if name: try: self._CDC_LISTENERS[name].stop() except KeyError: raise KeyError(f'{name} is already down or not added yet') else: del self._CDC_LISTENERS[name] for _, listener in self._CDC_LISTENERS.items(): listener.stop() finally: self._running = False self._CDC_LISTENERS = {} self.stop_handler()
[docs] def stop_handler(self): """ Stop the cdc handler thread """ self._cdc_stop_event.set() if self.cdc_change_handler: self.cdc_change_handler.join() self.cdc_change_handler = None
[docs] def add(self, listener: 'Listener'): """ This method registered the given collection for cdc """ collection = if self.running and collection.identifier not in self._CDC_LISTENERS: self.listen(collection) else: # Append to existing collection list self._cdc_existing_collections.append(collection)