Defaults -------- In this section, we explain which parameters are set by MLAir during the :py:`ExperimentSetup` if not specified by the user. This is important information for example if a new :ref:`Custom Data Handler` is implemented. .. list-table:: Defaults Overview :widths: 25 25 50 :header-rows: 1 * - parameter - default - comment * - batch_path - - * - batch_size - :py:`512` - * - bootstrap_path - - * - competitor_path - - * - competitors - :py:`[]` - * - create_new_bootstraps - :py:`False` - * - create_new_model - :py:`True` - * - data_handler - :py:`DefaultDataHandler` - * - data_origin - - * - data_path - - * - debug - ``-`` - MLAir checks if it is running in debug mode and stores this dimensions * - end - :py:`"2017-12-31"` - * - epochs - :py:`20` - This is just a placeholder to prevent unintended longish training * - evaluate_bootstraps - :py:`True` - Bootstrapping may take some time. * - experiment_name - - * - experiment_path - - * - extreme_values - :py:`None` - * - extremes_on_right_tail_only - :py:`False` - Could be used for skewed distributions * - forecast_path - - * - fraction_of_training - - * - hostname - - * - hpc_hosts - - * - interpolation_limit - :py:`1` - * - interpolation_method - :py:`"linear"` - * - logging_path - - * - login_nodes - - * - model_class - - * - model_path - - * - neighbors - - * - number_of_bootstraps - - * - overwrite_local_data - - * - permute_data - :py:`False` - * - plot_list - - * - plot_path - - * - start - :py:`"1997-01-01"` - * - stations - - * - statistics_per_var - - * - target_dim - - * - target_var - - * - test_start - - * - test_end - - * - test_min_length - - * - time_dim - - * - train_model - - * - train_end - - * - train_min_length - - * - train_start - - * - transformation - :py:`{}` - implement all further transformation functionality inside your custom data handler * - use_all_stations_on_all_data_sets - - * - use_multiprocessing - :py:`True` - is used if MLAir is not running in debug mode * - use_multiprocessing_on_debug - :py:`False` - is used if MLAir is running in debug mode * - upsampling - - * - val_end - - * - val_min_length - - * - val_start - - * - variables - - * - window_history_size - :py:`13` - * - window_lead_time - :py:`3` -