Automatic Invalidation/Refresh of Metadata

In this release, you can invalidate or refresh metadata automatically after changes to databases, tables or partitions render metadata stale. You control the synching of tables or database metadata by basing the process on events. You learn how to access metrics and state information about the event processor.

When tools such as Hive and Spark are used to process the raw data ingested into Hive tables, new HMS metadata (database, tables, partitions) and filesystem metadata (new files in existing partitions/tables) are generated. In previous versions of Impala, in order to pick up this new information, Impala users needed to manually issue an INVALIDATE or REFRESH commands.

When automatic invalidate/refresh of metadata is enabled,, the Catalog Server polls Hive Metastore (HMS) notification events at a configurable interval and automatically applies the changes to Impala catalog.

Impala Catalog Server polls and processes the following changes.

  • Refreshes the tables when it receives the ALTER TABLE event.
  • Refreshes the partition when it receives the ALTER, ADD, or DROP partitions.
  • Adds the tables or databases when it receives the CREATE TABLE or CREATE DATABASE events.
  • Removes the tables from catalogd when it receives the DROP TABLE or DROP DATABASE events.
  • Refreshes the table and partitions when it receives the INSERT events.

    If the table is not loaded at the time of processing the INSERT event, the event processor does not need to refresh the table and skips it.

  • Changes the database and updates catalogd when it receives the ALTER DATABASE events. The following changes are supported. This event does not invalidate the tables in the database.
    • Change the database properties
    • Change the comment on the database
    • Change the owner of the database
    • Change the default location of the database

      Changing the default location of the database does not move the tables of that database to the new location. Only the new tables which are created subsequently use the default location of the database in case it is not provided in the create table statement.

This feature is controlled by the ‑‑hms_event_polling_interval_s flag. Start the catalogd with the ‑‑hms_event_polling_interval_s flag set to a positive integer to enable the feature and set the polling frequency in seconds. We recommend the value to be less than 5 seconds.

Limitations

The following use cases are not supported:

  • When you bypass HMS and add or remove data into table by adding files directly on the filesystem, HMS does not generate the INSERT event, and the event processor will not invalidate the corresponding table or refresh the corresponding partition.

    It is recommended that you use the LOAD DATA command to do the data load in such cases, so that event processor can act on the events generated by the LOAD command.

  • The Spark API that saves data to a specified location does not generate events in HMS, thus is not supported. For example:
    Seq((1, 2)).toDF("i", "j").write.save("/user/hive/warehouse/spark_etl.db/customers/date=01012019")
  • Event processing could have delays due to the polling interval and auto-refresh on large tables also takes time. If you want the metadata to be synced up immediately, manual REFRESH/INVALIDATE is a better choice and has a better guarantee.

Disable Event Based Automatic Metadata Sync

When the ‑‑hms_event_polling_interval_s flag is set to a non-zero value for your catalogd, the event-based automatic invalidation is enabled for all databases and tables. If you wish to have the fine-grained control on which tables or databases need to be synced using events, you can use the impala.disableHmsSync property to disable the event processing at the table or database level.

This feature can be turned off by setting the ‑‑hms_event_polling_interval_s flag set to 0.

When you add the DBPROPERTIES or TBLPROPERTIES with the impala.disableHmsSync key, the HMS event based sync is turned on or off. The value of the impala.disableHmsSync property determines if the event processing needs to be disabled for a particular table or database.

  • If 'impala.disableHmsSync'='true', the events for that table or database are ignored and not synced with HMS.
  • If 'impala.disableHmsSync'='false' or if impala.disableHmsSync is not set, the automatic sync with HMS is enabled if the ‑‑hms_event_polling_interval_s global flag is set to non-zero.
  • To disable the event based HMS sync for a new database, set the impala.disableHmsSync database properties in Hive as currently, Impala does not support setting database properties:
    CREATE DATABASE <name> WITH DBPROPERTIES ('impala.disableHmsSync'='true');
  • To enable or disable the event based HMS sync for a table:
    CREATE TABLE <name> ... TBLPROPERTIES ('impala.disableHmsSync'='true' | 'false');
  • To change the event based HMS sync at the table level:
    ALTER TABLE <name> SET TBLPROPERTIES ('impala.disableHmsSync'='true' | 'false');

When both table and database level properties are set, the table level property takes precedence. If the table level property is not set, then the database level property is used to evaluate if the event needs to be processed or not.

If the property is changed from true (meaning events are skipped) to false (meaning events are not skipped), you need to issue a manual INVALIDATE METADATA command to reset event processor because it doesn't know how many events have been skipped in the past and cannot know if the object in the event is the latest. In such a case, the status of the event processor changes to NEEDS_INVALIDATE.

Metrics for Event Based Automatic Metadata Sync

You can use the web UI of the catalogd to check the state of the automatic invalidate event processor.

By default, the debug web UI of catalogd is at http://impala-server-hostname:25020 (non-secure cluster) or https://impala-server-hostname:25020 (secure cluster).

Under the web UI, there are two pages that presents the metrics for HMS event processor that is responsible for the event based automatic metadata sync.
  • /metrics#events
  • /events

    This provides a detailed view of the metrics of the event processor, including min, max, mean, median, of the durations and rate metrics for all the counters listed on the /metrics#events page.

The /metrics#events page provides the following metrics about the HMS event processor.

Name Description
events-processor.avg-events-fetch-duration Average duration to fetch a batch of events and process it.
events-processor.avg-events-process-duration Average time taken to process a batch of events received from the Metastore.
events-processor.events-received Total number of the Metastore events received.
events-processor.events-received-15min-rate Exponentially weighted moving average (EWMA) of number of events received in last 15 min.

This rate of events can be used to determine if there are spikes in event processor activity during certain hours of the day.

events-processor.events-received-1min-rate Exponentially weighted moving average (EWMA) of number of events received in last 1 min.

This rate of events can be used to determine if there are spikes in event processor activity during certain hours of the day.

events-processor.events-received-5min-rate Exponentially weighted moving average (EWMA) of number of events received in last 5 min.

This rate of events can be used to determine if there are spikes in event processor activity during certain hours of the day.

events-processor.events-skipped Total number of the Metastore events skipped.
Events can be skipped based on certain flags are table and database level. You can use this metric to make decisions, such as:
  • If most of the events are being skipped, see if you might just turn off the event processing.
  • If most of the events are not skipped, see if you need to add flags on certain databases.
events-processor.status Metastore event processor status to see if there are events being received or not. Possible states are:
  • PAUSED

    The event processor is paused because catalog is being reset concurrently.

  • ACTIVE

    The event processor is scheduled at a given frequency.

  • ERROR
  • The event processor is in error state and event processing has stopped.
  • NEEDS_INVALIDATE

    The event processor could not resolve certain events and needs a manual INVALIDATE command to reset the state.

  • STOPPED

    The event processing has been shutdown. No events will be processed.

  • DISABLED

    The event processor is not configured to run.