core/homeassistant/components/recorder/purge.py

727 lines
26 KiB
Python

"""Purge old data helper."""
from __future__ import annotations
from collections.abc import Callable
from datetime import datetime
from itertools import zip_longest
import logging
import time
from typing import TYPE_CHECKING
from sqlalchemy.orm.session import Session
import homeassistant.util.dt as dt_util
from .const import SQLITE_MAX_BIND_VARS
from .db_schema import Events, States, StatesMeta
from .models import DatabaseEngine
from .queries import (
attributes_ids_exist_in_states,
attributes_ids_exist_in_states_with_fast_in_distinct,
data_ids_exist_in_events,
data_ids_exist_in_events_with_fast_in_distinct,
delete_event_data_rows,
delete_event_rows,
delete_event_types_rows,
delete_recorder_runs_rows,
delete_states_attributes_rows,
delete_states_meta_rows,
delete_states_rows,
delete_statistics_runs_rows,
delete_statistics_short_term_rows,
disconnect_states_rows,
find_entity_ids_to_purge,
find_event_types_to_purge,
find_events_to_purge,
find_latest_statistics_runs_run_id,
find_legacy_event_state_and_attributes_and_data_ids_to_purge,
find_legacy_row,
find_short_term_statistics_to_purge,
find_states_to_purge,
find_statistics_runs_to_purge,
)
from .repack import repack_database
from .util import chunked, retryable_database_job, session_scope
if TYPE_CHECKING:
from . import Recorder
_LOGGER = logging.getLogger(__name__)
DEFAULT_STATES_BATCHES_PER_PURGE = 20 # We expect ~95% de-dupe rate
DEFAULT_EVENTS_BATCHES_PER_PURGE = 15 # We expect ~92% de-dupe rate
@retryable_database_job("purge")
def purge_old_data(
instance: Recorder,
purge_before: datetime,
repack: bool,
apply_filter: bool = False,
events_batch_size: int = DEFAULT_EVENTS_BATCHES_PER_PURGE,
states_batch_size: int = DEFAULT_STATES_BATCHES_PER_PURGE,
) -> bool:
"""Purge events and states older than purge_before.
Cleans up an timeframe of an hour, based on the oldest record.
"""
_LOGGER.debug(
"Purging states and events before target %s",
purge_before.isoformat(sep=" ", timespec="seconds"),
)
with session_scope(session=instance.get_session()) as session:
# Purge a max of SQLITE_MAX_BIND_VARS, based on the oldest states or events record
has_more_to_purge = False
if instance.use_legacy_events_index and _purging_legacy_format(session):
_LOGGER.debug(
"Purge running in legacy format as there are states with event_id"
" remaining"
)
has_more_to_purge |= _purge_legacy_format(instance, session, purge_before)
else:
_LOGGER.debug(
"Purge running in new format as there are NO states with event_id"
" remaining"
)
# Once we are done purging legacy rows, we use the new method
has_more_to_purge |= _purge_states_and_attributes_ids(
instance, session, states_batch_size, purge_before
)
has_more_to_purge |= _purge_events_and_data_ids(
instance, session, events_batch_size, purge_before
)
statistics_runs = _select_statistics_runs_to_purge(session, purge_before)
short_term_statistics = _select_short_term_statistics_to_purge(
session, purge_before
)
if statistics_runs:
_purge_statistics_runs(session, statistics_runs)
if short_term_statistics:
_purge_short_term_statistics(session, short_term_statistics)
if has_more_to_purge or statistics_runs or short_term_statistics:
# Return false, as we might not be done yet.
_LOGGER.debug("Purging hasn't fully completed yet")
return False
if apply_filter and _purge_filtered_data(instance, session) is False:
_LOGGER.debug("Cleanup filtered data hasn't fully completed yet")
return False
# This purge cycle is finished, clean up old event types and
# recorder runs
if instance.event_type_manager.active:
_purge_old_event_types(instance, session)
if instance.states_meta_manager.active:
_purge_old_entity_ids(instance, session)
_purge_old_recorder_runs(instance, session, purge_before)
if repack:
repack_database(instance)
return True
def _purging_legacy_format(session: Session) -> bool:
"""Check if there are any legacy event_id linked states rows remaining."""
return bool(session.execute(find_legacy_row()).scalar())
def _purge_legacy_format(
instance: Recorder, session: Session, purge_before: datetime
) -> bool:
"""Purge rows that are still linked by the event_ids."""
(
event_ids,
state_ids,
attributes_ids,
data_ids,
) = _select_legacy_event_state_and_attributes_and_data_ids_to_purge(
session, purge_before
)
_purge_state_ids(instance, session, state_ids)
_purge_unused_attributes_ids(instance, session, attributes_ids)
_purge_event_ids(session, event_ids)
_purge_unused_data_ids(instance, session, data_ids)
return bool(event_ids or state_ids or attributes_ids or data_ids)
def _purge_states_and_attributes_ids(
instance: Recorder,
session: Session,
states_batch_size: int,
purge_before: datetime,
) -> bool:
"""Purge states and linked attributes id in a batch.
Returns true if there are more states to purge.
"""
database_engine = instance.database_engine
assert database_engine is not None
has_remaining_state_ids_to_purge = True
# There are more states relative to attributes_ids so
# we purge enough state_ids to try to generate a full
# size batch of attributes_ids that will be around the size
# SQLITE_MAX_BIND_VARS
attributes_ids_batch: set[int] = set()
for _ in range(states_batch_size):
state_ids, attributes_ids = _select_state_attributes_ids_to_purge(
session, purge_before
)
if not state_ids:
has_remaining_state_ids_to_purge = False
break
_purge_state_ids(instance, session, state_ids)
attributes_ids_batch = attributes_ids_batch | attributes_ids
_purge_unused_attributes_ids(instance, session, attributes_ids_batch)
_LOGGER.debug(
"After purging states and attributes_ids remaining=%s",
has_remaining_state_ids_to_purge,
)
return has_remaining_state_ids_to_purge
def _purge_events_and_data_ids(
instance: Recorder,
session: Session,
events_batch_size: int,
purge_before: datetime,
) -> bool:
"""Purge states and linked attributes id in a batch.
Returns true if there are more states to purge.
"""
has_remaining_event_ids_to_purge = True
# There are more events relative to data_ids so
# we purge enough event_ids to try to generate a full
# size batch of data_ids that will be around the size
# SQLITE_MAX_BIND_VARS
data_ids_batch: set[int] = set()
for _ in range(events_batch_size):
event_ids, data_ids = _select_event_data_ids_to_purge(session, purge_before)
if not event_ids:
has_remaining_event_ids_to_purge = False
break
_purge_event_ids(session, event_ids)
data_ids_batch = data_ids_batch | data_ids
_purge_unused_data_ids(instance, session, data_ids_batch)
_LOGGER.debug(
"After purging event and data_ids remaining=%s",
has_remaining_event_ids_to_purge,
)
return has_remaining_event_ids_to_purge
def _select_state_attributes_ids_to_purge(
session: Session, purge_before: datetime
) -> tuple[set[int], set[int]]:
"""Return sets of state and attribute ids to purge."""
state_ids = set()
attributes_ids = set()
for state in session.execute(
find_states_to_purge(dt_util.utc_to_timestamp(purge_before))
).all():
state_ids.add(state.state_id)
if state.attributes_id:
attributes_ids.add(state.attributes_id)
_LOGGER.debug(
"Selected %s state ids and %s attributes_ids to remove",
len(state_ids),
len(attributes_ids),
)
return state_ids, attributes_ids
def _select_event_data_ids_to_purge(
session: Session, purge_before: datetime
) -> tuple[set[int], set[int]]:
"""Return sets of event and data ids to purge."""
event_ids = set()
data_ids = set()
for event in session.execute(
find_events_to_purge(dt_util.utc_to_timestamp(purge_before))
).all():
event_ids.add(event.event_id)
if event.data_id:
data_ids.add(event.data_id)
_LOGGER.debug(
"Selected %s event ids and %s data_ids to remove", len(event_ids), len(data_ids)
)
return event_ids, data_ids
def _select_unused_attributes_ids(
session: Session, attributes_ids: set[int], database_engine: DatabaseEngine
) -> set[int]:
"""Return a set of attributes ids that are not used by any states in the db."""
if not attributes_ids:
return set()
if not database_engine.optimizer.slow_range_in_select:
#
# SQLite has a superior query optimizer for the distinct query below as it uses
# the covering index without having to examine the rows directly for both of the
# queries below.
#
# We use the distinct query for SQLite since the query in the other branch can
# generate more than 500 unions which SQLite does not support.
#
# How MariaDB's query optimizer handles this query:
# > explain select distinct attributes_id from states where attributes_id in
# (136723);
# ...Using index
#
seen_ids = {
state[0]
for state in session.execute(
attributes_ids_exist_in_states_with_fast_in_distinct(attributes_ids)
).all()
}
else:
#
# This branch is for DBMS that cannot optimize the distinct query well and has
# to examine all the rows that match.
#
# This branch uses a union of simple queries, as each query is optimized away
# as the answer to the query can be found in the index.
#
# The below query works for SQLite as long as there are no more than 500
# attributes_id to be selected. We currently do not have MySQL or PostgreSQL
# servers running in the test suite; we test this path using SQLite when there
# are less than 500 attributes_id.
#
# How MariaDB's query optimizer handles this query:
# > explain select min(attributes_id) from states where attributes_id = 136723;
# ...Select tables optimized away
#
# We used to generate a query based on how many attribute_ids to find but
# that meant sqlalchemy Transparent SQL Compilation Caching was working against
# us by cached up to SQLITE_MAX_BIND_VARS different statements which could be
# up to 500MB for large database due to the complexity of the ORM objects.
#
# We now break the query into groups of 100 and use a lambda_stmt to ensure
# that the query is only cached once.
#
seen_ids = set()
groups = [iter(attributes_ids)] * 100
for attr_ids in zip_longest(*groups, fillvalue=None):
seen_ids |= {
attrs_id[0]
for attrs_id in session.execute(
attributes_ids_exist_in_states(*attr_ids) # type: ignore[arg-type]
).all()
if attrs_id[0] is not None
}
to_remove = attributes_ids - seen_ids
_LOGGER.debug(
"Selected %s shared attributes to remove",
len(to_remove),
)
return to_remove
def _purge_unused_attributes_ids(
instance: Recorder,
session: Session,
attributes_ids_batch: set[int],
) -> None:
"""Purge unused attributes ids."""
database_engine = instance.database_engine
assert database_engine is not None
if unused_attribute_ids_set := _select_unused_attributes_ids(
session, attributes_ids_batch, database_engine
):
_purge_batch_attributes_ids(instance, session, unused_attribute_ids_set)
def _select_unused_event_data_ids(
session: Session, data_ids: set[int], database_engine: DatabaseEngine
) -> set[int]:
"""Return a set of event data ids that are not used by any events in the db."""
if not data_ids:
return set()
# See _select_unused_attributes_ids for why this function
# branches for non-sqlite databases.
if not database_engine.optimizer.slow_range_in_select:
seen_ids = {
state[0]
for state in session.execute(
data_ids_exist_in_events_with_fast_in_distinct(data_ids)
).all()
}
else:
seen_ids = set()
groups = [iter(data_ids)] * 100
for data_ids_group in zip_longest(*groups, fillvalue=None):
seen_ids |= {
data_id[0]
for data_id in session.execute(
data_ids_exist_in_events(*data_ids_group) # type: ignore[arg-type]
).all()
if data_id[0] is not None
}
to_remove = data_ids - seen_ids
_LOGGER.debug("Selected %s shared event data to remove", len(to_remove))
return to_remove
def _purge_unused_data_ids(
instance: Recorder, session: Session, data_ids_batch: set[int]
) -> None:
database_engine = instance.database_engine
assert database_engine is not None
if unused_data_ids_set := _select_unused_event_data_ids(
session, data_ids_batch, database_engine
):
_purge_batch_data_ids(instance, session, unused_data_ids_set)
def _select_statistics_runs_to_purge(
session: Session, purge_before: datetime
) -> list[int]:
"""Return a list of statistic runs to purge.
Takes care to keep the newest run.
"""
statistic_runs = session.execute(find_statistics_runs_to_purge(purge_before)).all()
statistic_runs_list = [run.run_id for run in statistic_runs]
# Exclude the newest statistics run
if (
last_run := session.execute(find_latest_statistics_runs_run_id()).scalar()
) and last_run in statistic_runs_list:
statistic_runs_list.remove(last_run)
_LOGGER.debug("Selected %s statistic runs to remove", len(statistic_runs))
return statistic_runs_list
def _select_short_term_statistics_to_purge(
session: Session, purge_before: datetime
) -> list[int]:
"""Return a list of short term statistics to purge."""
statistics = session.execute(
find_short_term_statistics_to_purge(purge_before)
).all()
_LOGGER.debug("Selected %s short term statistics to remove", len(statistics))
return [statistic.id for statistic in statistics]
def _select_legacy_event_state_and_attributes_and_data_ids_to_purge(
session: Session, purge_before: datetime
) -> tuple[set[int], set[int], set[int], set[int]]:
"""Return a list of event, state, and attribute ids to purge linked by the event_id.
We do not link these anymore since state_change events
do not exist in the events table anymore, however we
still need to be able to purge them.
"""
events = session.execute(
find_legacy_event_state_and_attributes_and_data_ids_to_purge(
dt_util.utc_to_timestamp(purge_before)
)
).all()
_LOGGER.debug("Selected %s event ids to remove", len(events))
event_ids = set()
state_ids = set()
attributes_ids = set()
data_ids = set()
for event in events:
event_ids.add(event.event_id)
if event.state_id:
state_ids.add(event.state_id)
if event.attributes_id:
attributes_ids.add(event.attributes_id)
if event.data_id:
data_ids.add(event.data_id)
return event_ids, state_ids, attributes_ids, data_ids
def _purge_state_ids(instance: Recorder, session: Session, state_ids: set[int]) -> None:
"""Disconnect states and delete by state id."""
if not state_ids:
return
# Update old_state_id to NULL before deleting to ensure
# the delete does not fail due to a foreign key constraint
# since some databases (MSSQL) cannot do the ON DELETE SET NULL
# for us.
disconnected_rows = session.execute(disconnect_states_rows(state_ids))
_LOGGER.debug("Updated %s states to remove old_state_id", disconnected_rows)
deleted_rows = session.execute(delete_states_rows(state_ids))
_LOGGER.debug("Deleted %s states", deleted_rows)
# Evict eny entries in the old_states cache referring to a purged state
instance.states_manager.evict_purged_state_ids(state_ids)
def _purge_batch_attributes_ids(
instance: Recorder, session: Session, attributes_ids: set[int]
) -> None:
"""Delete old attributes ids in batches of SQLITE_MAX_BIND_VARS."""
for attributes_ids_chunk in chunked(attributes_ids, SQLITE_MAX_BIND_VARS):
deleted_rows = session.execute(
delete_states_attributes_rows(attributes_ids_chunk)
)
_LOGGER.debug("Deleted %s attribute states", deleted_rows)
# Evict any entries in the state_attributes_ids cache referring to a purged state
instance.state_attributes_manager.evict_purged(attributes_ids)
def _purge_batch_data_ids(
instance: Recorder, session: Session, data_ids: set[int]
) -> None:
"""Delete old event data ids in batches of SQLITE_MAX_BIND_VARS."""
for data_ids_chunk in chunked(data_ids, SQLITE_MAX_BIND_VARS):
deleted_rows = session.execute(delete_event_data_rows(data_ids_chunk))
_LOGGER.debug("Deleted %s data events", deleted_rows)
# Evict any entries in the event_data_ids cache referring to a purged state
instance.event_data_manager.evict_purged(data_ids)
def _purge_statistics_runs(session: Session, statistics_runs: list[int]) -> None:
"""Delete by run_id."""
deleted_rows = session.execute(delete_statistics_runs_rows(statistics_runs))
_LOGGER.debug("Deleted %s statistic runs", deleted_rows)
def _purge_short_term_statistics(
session: Session, short_term_statistics: list[int]
) -> None:
"""Delete by id."""
deleted_rows = session.execute(
delete_statistics_short_term_rows(short_term_statistics)
)
_LOGGER.debug("Deleted %s short term statistics", deleted_rows)
def _purge_event_ids(session: Session, event_ids: set[int]) -> None:
"""Delete by event id."""
if not event_ids:
return
deleted_rows = session.execute(delete_event_rows(event_ids))
_LOGGER.debug("Deleted %s events", deleted_rows)
def _purge_old_recorder_runs(
instance: Recorder, session: Session, purge_before: datetime
) -> None:
"""Purge all old recorder runs."""
# Recorder runs is small, no need to batch run it
deleted_rows = session.execute(
delete_recorder_runs_rows(purge_before, instance.run_history.current.run_id)
)
_LOGGER.debug("Deleted %s recorder_runs", deleted_rows)
def _purge_old_event_types(instance: Recorder, session: Session) -> None:
"""Purge all old event types."""
# Event types is small, no need to batch run it
purge_event_types = set()
event_type_ids = set()
for event_type_id, event_type in session.execute(find_event_types_to_purge()):
purge_event_types.add(event_type)
event_type_ids.add(event_type_id)
if not event_type_ids:
return
deleted_rows = session.execute(delete_event_types_rows(event_type_ids))
_LOGGER.debug("Deleted %s event types", deleted_rows)
# Evict any entries in the event_type cache referring to a purged state
instance.event_type_manager.evict_purged(purge_event_types)
def _purge_old_entity_ids(instance: Recorder, session: Session) -> None:
"""Purge all old entity_ids."""
# entity_ids are small, no need to batch run it
purge_entity_ids = set()
states_metadata_ids = set()
for metadata_id, entity_id in session.execute(find_entity_ids_to_purge()):
purge_entity_ids.add(entity_id)
states_metadata_ids.add(metadata_id)
if not states_metadata_ids:
return
deleted_rows = session.execute(delete_states_meta_rows(states_metadata_ids))
_LOGGER.debug("Deleted %s states meta", deleted_rows)
# Evict any entries in the event_type cache referring to a purged state
instance.states_meta_manager.evict_purged(purge_entity_ids)
instance.states_manager.evict_purged_entity_ids(purge_entity_ids)
def _purge_filtered_data(instance: Recorder, session: Session) -> bool:
"""Remove filtered states and events that shouldn't be in the database."""
_LOGGER.debug("Cleanup filtered data")
database_engine = instance.database_engine
assert database_engine is not None
now_timestamp = time.time()
# Check if excluded entity_ids are in database
entity_filter = instance.entity_filter
has_more_states_to_purge = False
excluded_metadata_ids: list[str] = [
metadata_id
for (metadata_id, entity_id) in session.query(
StatesMeta.metadata_id, StatesMeta.entity_id
).all()
if not entity_filter(entity_id)
]
if excluded_metadata_ids:
has_more_states_to_purge = _purge_filtered_states(
instance, session, excluded_metadata_ids, database_engine, now_timestamp
)
# Check if excluded event_types are in database
has_more_events_to_purge = False
if (
event_type_to_event_type_ids := instance.event_type_manager.get_many(
instance.exclude_event_types, session
)
) and (
excluded_event_type_ids := [
event_type_id
for event_type_id in event_type_to_event_type_ids.values()
if event_type_id is not None
]
):
has_more_events_to_purge = _purge_filtered_events(
instance, session, excluded_event_type_ids, now_timestamp
)
# Purge has completed if there are not more state or events to purge
return not (has_more_states_to_purge or has_more_events_to_purge)
def _purge_filtered_states(
instance: Recorder,
session: Session,
metadata_ids_to_purge: list[str],
database_engine: DatabaseEngine,
purge_before_timestamp: float,
) -> bool:
"""Remove filtered states and linked events.
Return true if all states are purged
"""
state_ids: tuple[int, ...]
attributes_ids: tuple[int, ...]
event_ids: tuple[int, ...]
to_purge = list(
session.query(States.state_id, States.attributes_id, States.event_id)
.filter(States.metadata_id.in_(metadata_ids_to_purge))
.filter(States.last_updated_ts < purge_before_timestamp)
.limit(SQLITE_MAX_BIND_VARS)
.all()
)
if not to_purge:
return True
state_ids, attributes_ids, event_ids = zip(*to_purge)
filtered_event_ids = {id_ for id_ in event_ids if id_ is not None}
_LOGGER.debug(
"Selected %s state_ids to remove that should be filtered", len(state_ids)
)
_purge_state_ids(instance, session, set(state_ids))
# These are legacy events that are linked to a state that are no longer
# created but since we did not remove them when we stopped adding new ones
# we will need to purge them here.
_purge_event_ids(session, filtered_event_ids)
unused_attribute_ids_set = _select_unused_attributes_ids(
session, {id_ for id_ in attributes_ids if id_ is not None}, database_engine
)
_purge_batch_attributes_ids(instance, session, unused_attribute_ids_set)
return False
def _purge_filtered_events(
instance: Recorder,
session: Session,
excluded_event_type_ids: list[int],
purge_before_timestamp: float,
) -> bool:
"""Remove filtered events and linked states.
Return true if all events are purged.
"""
database_engine = instance.database_engine
assert database_engine is not None
to_purge = list(
session.query(Events.event_id, Events.data_id)
.filter(Events.event_type_id.in_(excluded_event_type_ids))
.filter(Events.time_fired_ts < purge_before_timestamp)
.limit(SQLITE_MAX_BIND_VARS)
.all()
)
if not to_purge:
return True
event_ids, data_ids = zip(*to_purge)
event_ids_set = set(event_ids)
_LOGGER.debug(
"Selected %s event_ids to remove that should be filtered", len(event_ids_set)
)
if (
instance.use_legacy_events_index
and (
states := session.query(States.state_id)
.filter(States.event_id.in_(event_ids_set))
.all()
)
and (state_ids := {state.state_id for state in states})
):
# These are legacy states that are linked to an event that are no longer
# created but since we did not remove them when we stopped adding new ones
# we will need to purge them here.
_purge_state_ids(instance, session, state_ids)
_purge_event_ids(session, event_ids_set)
if unused_data_ids_set := _select_unused_event_data_ids(
session, set(data_ids), database_engine
):
_purge_batch_data_ids(instance, session, unused_data_ids_set)
return False
@retryable_database_job("purge_entity_data")
def purge_entity_data(
instance: Recorder, entity_filter: Callable[[str], bool], purge_before: datetime
) -> bool:
"""Purge states and events of specified entities."""
database_engine = instance.database_engine
assert database_engine is not None
purge_before_timestamp = purge_before.timestamp()
with session_scope(session=instance.get_session()) as session:
selected_metadata_ids: list[str] = [
metadata_id
for (metadata_id, entity_id) in session.query(
StatesMeta.metadata_id, StatesMeta.entity_id
).all()
if entity_filter(entity_id)
]
_LOGGER.debug("Purging entity data for %s", selected_metadata_ids)
if not selected_metadata_ids:
return True
# Purge a max of SQLITE_MAX_BIND_VARS, based on the oldest states
# or events record.
if not _purge_filtered_states(
instance,
session,
selected_metadata_ids,
database_engine,
purge_before_timestamp,
):
_LOGGER.debug("Purging entity data hasn't fully completed yet")
return False
return True