HeatWave User Guide  /  HeatWave Performance and Monitoring  /  HeatWave AutoML Monitoring

7.2 HeatWave AutoML Monitoring

You can monitor HeatWave AutoML status by querying the rapid_ml_status variable or by querying the ML_STATUS column of the performance_schema.rpd_nodes table.

  • Querying the rapid_ml_status variable:

    The rapid_ml_status variable provides the status of HeatWave AutoML. Possible values are ON and OFF.

    • ON: HeatWave AutoML is up and running.

    • OFF: HeatWave AutoML is down.

    You can query the rapid_ml_status status variable directly or through the performance_schema.global_status table; for example:

    mysql> SHOW GLOBAL STATUS LIKE 'rapid_ml_status';
    +-----------------+-------+
    | Variable_name   | Value |
    +-----------------+-------+
    | rapid_ml_status | ON    |
    +-----------------+-------+
    mysql> SELECT VARIABLE_NAME, VARIABLE_VALUE
              FROM performance_schema.global_status
              WHERE VARIABLE_NAME LIKE 'rapid_ml_status';
    +-----------------+----------------+
    | VARIABLE_NAME   | VARIABLE_VALUE |
    +-----------------+----------------+
    | rapid_ml_status | ON             |
    +-----------------+----------------+
  • Querying the ML_STATUS column of the performance_schema.rpd_nodes table.

    The HeatWave plugin writes HeatWave AutoML status information to the ML_STATUS column of performance_schema.rpd_nodes table after each ML query. Possible values include:

    • UNAVAIL_MLSTATE: HeatWave AutoML is not available.

    • AVAIL_MLSTATE: HeatWave AutoML is available.

    • DOWN_MLSTATE: HeatWave AutoML is down.

    ML_STATUS is reported for each HeatWave node.

    To following query retrieves ID, STATUS, and ML_STATUS for each HeatWave node from the performance_schema.rpd_nodes table:

    mysql> SELECT ID, STATUS, ML_STATUS FROM performance_schema.rpd_nodes; 
    +----+---------------+---------------+
    | ID | STATUS        | ML_STATUS     |
    +----+---------------+---------------+
    |  1 | AVAIL_RNSTATE | AVAIL_MLSTATE |
    |  0 | AVAIL_RNSTATE | AVAIL_MLSTATE |
    +----+---------------+---------------+

If rapid_ml_status is OFF or ML_STATUS reports DOWN_MLSTATE for any HeatWave node, you can restart the HeatWave Cluster in the HeatWave Console but be aware that restarting interrupts any analytics queries that are running. See Managing a HeatWave Cluster in the HeatWave on OCI Service Guide.