mlos_bench.storage.sql.trial_data
An interface to access the benchmark trial data stored in SQL DB using the
TrialData interface.
Classes
An interface to access the trial data stored in the SQL DB. |
Module Contents
- class mlos_bench.storage.sql.trial_data.TrialSqlData(*, engine: sqlalchemy.engine.Engine, schema: mlos_bench.storage.sql.schema.DbSchema, experiment_id: str, trial_id: int, config_id: int, ts_start: datetime.datetime, ts_end: datetime.datetime | None, status: mlos_bench.environments.status.Status)[source]
Bases:
mlos_bench.storage.base_trial_data.TrialDataAn interface to access the trial data stored in the SQL DB.
- Parameters:
engine (sqlalchemy.engine.Engine)
experiment_id (str)
trial_id (int)
config_id (int)
ts_start (datetime.datetime)
ts_end (Optional[datetime.datetime])
- property metadata_df: pandas.DataFrame[source]
Retrieve the trials’ metadata params.
Note: this corresponds to the Trial object’s “config” property.
- Return type:
- property results_df: pandas.DataFrame[source]
Retrieve the trials’ results from the storage.
- Return type:
- property telemetry_df: pandas.DataFrame[source]
Retrieve the trials’ telemetry from the storage.
- Return type:
- property tunable_config: mlos_bench.storage.base_tunable_config_data.TunableConfigData[source]
Retrieve the trial’s tunable configuration from the storage.
Note: this corresponds to the Trial object’s “tunables” property.
- property tunable_config_trial_group: mlos_bench.storage.base_tunable_config_trial_group_data.TunableConfigTrialGroupData[source]
Retrieve the trial’s tunable config group configuration data from the storage.