Models
Manage Model Versions
Models
Manage Model Versions
Creating a Model
To create a model, use the CREATE MODEL statement.
CREATE MODEL mindsdb.home_rentals
FROM example_db
(SELECT * FROM demo_data.home_rentals)
PREDICT rental_price
USING engine = 'lightwood',
tag = 'my model';
Now, your model has one version. You can verify by querying the models table.
DESCRIBE MODEL home_rentals;
On execution, we get:
+------------+---------+-------+------+-------+--------+--------+------------+-------------+---------------+------+------------------------------------+---------------------------------------+----------------------+---------------------+------+--------------------------+-------------+
|NAME |ENGINE |PROJECT|ACTIVE|VERSION|STATUS |ACCURACY|PREDICT |UPDATE_STATUS|MINDSDB_VERSION|ERROR |SELECT_DATA_QUERY |TRAINING_OPTIONS |CURRENT_TRAINING_PHASE|TOTAL_TRAINING_PHASES|TAG |CREATED_AT |TRAINING_TIME|
+------------+---------+-------+------+-------+--------+--------+------------+-------------+---------------+------+------------------------------------+---------------------------------------+----------------------+---------------------+------+--------------------------+-------------+
|home_rentals|lightwood|mindsdb|true |1 |complete|0.999 |rental_price|up_to_date |22.11.3.2 |[NULL]|SELECT * FROM demo_data.home_rentals|{'target': 'rental_price', 'using': {}}|5 |5 |[NULL]|2024-02-07 16:01:04.990958|19.946 |
+------------+---------+-------+------+-------+--------+--------+------------+-------------+---------------+------+------------------------------------+---------------------------------------+----------------------+---------------------+------+--------------------------+-------------+
Retraining a Model
To retrain a model, use the RETRAIN statement.
RETRAIN mindsdb.home_rentals;
Let’s query for the model versions again.
DESCRIBE MODEL home_rentals;
On execution, we get:
+------------+---------+-------+------+-------+--------+--------+------------+-------------+---------------+------+------------------------------------+---------------------------------------+----------------------+---------------------+------+--------------------------+-------------+
|NAME |ENGINE |PROJECT|ACTIVE|VERSION|STATUS |ACCURACY|PREDICT |UPDATE_STATUS|MINDSDB_VERSION|ERROR |SELECT_DATA_QUERY |TRAINING_OPTIONS |CURRENT_TRAINING_PHASE|TOTAL_TRAINING_PHASES|TAG |CREATED_AT |TRAINING_TIME|
+------------+---------+-------+------+-------+--------+--------+------------+-------------+---------------+------+------------------------------------+---------------------------------------+----------------------+---------------------+------+--------------------------+-------------+
|home_rentals|lightwood|mindsdb|true |1 |complete|0.999 |rental_price|up_to_date |22.11.3.2 |[NULL]|SELECT * FROM demo_data.home_rentals|{'target': 'rental_price', 'using': {}}|5 |5 |[NULL]|2024-02-07 16:01:04.990958|19.946 |
|home_rentals|lightwood|mindsdb|true |2 |complete|0.999 |rental_price|up_to_date |22.11.3.2 |[NULL]|SELECT * FROM demo_data.home_rentals|{'target': 'rental_price', 'using': {}}|5 |5 |[NULL]|2024-02-07 17:01:04.990958|21.923 |
+------------+---------+-------+------+-------+--------+--------+------------+-------------+---------------+------+------------------------------------+---------------------------------------+----------------------+---------------------+------+--------------------------+-------------+
Using Active Model Version
To use the currently active model version, run this query:
SELECT *
FROM mindsdb.home_rentals AS p
JOIN example_db.demo_data.home_rentals AS d;
Using Specific Model Version
To use a specific model version, even if it is set to inactive, run this query:
SELECT *
FROM mindsdb.home_rentals.1 AS p
JOIN example_db.demo_data.home_rentals AS d;
Setting Model Version as Active
To set a specific model version as active, run the below statement:
SET model_active = home_rentals.1;
Deleting Specific Model Version
To delete a specific model version, run the below statement:
DROP MODEL home_rentals.2
Please note that you cannot delete the version that is active.
Deleting All Model Versions
To delete all models version, run the DROP MODEL statement:
DROP MODEL mindsdb.home_rentals;
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