usage: optuna [-h] [--storage STORAGE] [--storage-class STORAGE_CLASS] [-v | -q] [--log-file LOG_FILE] [--debug] [--version] {create-study,delete-study,study set-user-attr,study-names,studies,trials,best-trial,best-trials,storage upgrade,ask,tell,help} ... positional arguments: {create-study,delete-study,study set-user-attr,study-names,studies,trials,best-trial,best-trials,storage upgrade,ask,tell,help} create-study Create a new study. delete-study Delete a specified study. study set-user-attr Set a user attribute to a study. study-names Get all study names stored in a specified storage studies Show a list of studies. trials Show a list of trials. best-trial Show the best trial. best-trials Show a list of trials located at the Pareto front. storage upgrade Upgrade the schema of an RDB storage. ask Create a new trial and suggest parameters. tell Finish a trial, which was created by the ask command. help Show help message and exit. options: -h, --help show this help message and exit --storage STORAGE DB URL. (e.g. sqlite:///example.db) Also can be specified via OPTUNA_STORAGE environment variable. --storage-class STORAGE_CLASS Storage class hint (e.g. JournalFileBackend) -v, --verbose Increase verbosity of output. Can be repeated. -q, --quiet Suppress output except warnings and errors. --log-file LOG_FILE Specify a file to log output. Disabled by default. --debug Show tracebacks on errors. --version show program's version number and exit