| Miscellaneous |
| Version lineage of this tool (guids ordered most recent to oldest) |
| toolshed.g2.bx.psu.edu/repos/bgruening/keras_train_and_eval/keras_train_and_eval/1.0.11.0 (this tool) |
| toolshed.g2.bx.psu.edu/repos/bgruening/keras_train_and_eval/keras_train_and_eval/1.0.10.0 |
| toolshed.g2.bx.psu.edu/repos/bgruening/keras_train_and_eval/keras_train_and_eval/1.0.8.4 |
| toolshed.g2.bx.psu.edu/repos/bgruening/keras_train_and_eval/keras_train_and_eval/1.0.8.3 |
| toolshed.g2.bx.psu.edu/repos/bgruening/keras_train_and_eval/keras_train_and_eval/1.0.8.2 |
| toolshed.g2.bx.psu.edu/repos/bgruening/keras_train_and_eval/keras_train_and_eval/1.0.8.1 |
| keras_train_and_eval |
| Requirements (dependencies defined in the <requirements> tag set) |
| name | version | type |
| python | 3.9 | package |
| galaxy-ml | 0.10.0 | package |
| Functional tests |
| name | inputs | outputs | required files |
| Test-1 |
experiment_schemes|infile_estimator: keras_model04 experiment_schemes|hyperparams_swapping|param_set_0|sp_name: layers_1_Dense__config__kernel_initializer__config__seed experiment_schemes|hyperparams_swapping|param_set_0|sp_value: 999 experiment_schemes|hyperparams_swapping|param_set_1|sp_name: layers_3_Dense__config__kernel_initializer__config__seed experiment_schemes|hyperparams_swapping|param_set_1|sp_value: 999 experiment_schemes|hyperparams_swapping|param_set_2|sp_name: learning_rate experiment_schemes|hyperparams_swapping|param_set_2|sp_value: 0.1 experiment_schemes|hyperparams_swapping|param_set_3|sp_name: optimizer experiment_schemes|hyperparams_swapping|param_set_3|sp_value: 'adamax' experiment_schemes|test_split|split_algos|test_size: 0.2 experiment_schemes|test_split|split_algos|random_state: 123 experiment_schemes|test_split|split_algos|shuffle: simple experiment_schemes|val_split|split_algos|test_size: 0.2 experiment_schemes|val_split|split_algos|random_state: 456 experiment_schemes|val_split|split_algos|shuffle: simple experiment_schemes|metrics|scoring|secondary_scoring: neg_mean_absolute_error experiment_schemes|metrics|scoring|primary_scoring: r2 experiment_schemes|selected_exp_scheme: train_val_test input_options|infile1: regression_X.tabular input_options|header1: True input_options|column_selector_options_1|selected_column_selector_option: all_columns input_options|infile2: regression_y.tabular input_options|header2: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns save: save_estimator |
name: value name: value |
keras_model04 regression_X.tabular regression_y.tabular value |
| Test-2 |
experiment_schemes|infile_estimator: keras_model04 experiment_schemes|hyperparams_swapping|param_set_0|sp_name: layers_1_Dense__config__kernel_initializer__config__seed experiment_schemes|hyperparams_swapping|param_set_0|sp_value: 999 experiment_schemes|hyperparams_swapping|param_set_1|sp_name: layers_3_Dense__config__kernel_initializer__config__seed experiment_schemes|hyperparams_swapping|param_set_1|sp_value: 999 experiment_schemes|hyperparams_swapping|param_set_2|sp_name: learning_rate experiment_schemes|hyperparams_swapping|param_set_2|sp_value: 0.1 experiment_schemes|hyperparams_swapping|param_set_3|sp_name: optimizer experiment_schemes|hyperparams_swapping|param_set_3|sp_value: 'adamax' experiment_schemes|test_split|split_algos|group_names: test experiment_schemes|test_split|split_algos|groups_selector|infile_g: regression_groups.tabular experiment_schemes|test_split|split_algos|groups_selector|header_g: True experiment_schemes|test_split|split_algos|groups_selector|column_selector_options_g|col_g: 1 experiment_schemes|test_split|split_algos|groups_selector|column_selector_options_g|selected_column_selector_option_g: by_index_number experiment_schemes|test_split|split_algos|shuffle: group experiment_schemes|val_split|split_algos|group_names: validation experiment_schemes|val_split|split_algos|shuffle: group experiment_schemes|metrics|scoring|secondary_scoring: neg_mean_absolute_error experiment_schemes|metrics|scoring|primary_scoring: r2 experiment_schemes|selected_exp_scheme: train_val_test input_options|infile1: regression_X.tabular input_options|header1: True input_options|column_selector_options_1|selected_column_selector_option: all_columns input_options|infile2: regression_y.tabular input_options|header2: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns save: ['save_estimator', 'save_prediction'] |
name: value name: value name: value |
keras_model04 regression_groups.tabular regression_X.tabular regression_y.tabular value |
| Test-3 |
experiment_schemes|infile_estimator: pipeline10 experiment_schemes|hyperparams_swapping|param_set_0|sp_name: adaboostregressor__random_state experiment_schemes|hyperparams_swapping|param_set_0|sp_value: 10 experiment_schemes|hyperparams_swapping|param_set_1|sp_name: adaboostregressor__base_estimator experiment_schemes|hyperparams_swapping|param_set_1|sp_value: : sklearn_tree.ExtraTreeRegressor(random_state=0) experiment_schemes|test_split|split_algos|test_size: 0.2 experiment_schemes|test_split|split_algos|random_state: 123 experiment_schemes|test_split|split_algos|shuffle: simple experiment_schemes|metrics|scoring|secondary_scoring: neg_mean_absolute_error experiment_schemes|metrics|scoring|primary_scoring: r2 experiment_schemes|selected_exp_scheme: train_val input_options|infile1: regression_X.tabular input_options|header1: True input_options|column_selector_options_1|selected_column_selector_option: all_columns input_options|infile2: regression_y.tabular input_options|header2: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns save: |
name: value |
pipeline10 regression_X.tabular regression_y.tabular value |