| Miscellaneous |
| Version lineage of this tool (guids ordered most recent to oldest) |
| toolshed.g2.bx.psu.edu/repos/bgruening/create_tool_recommendation_model/create_tool_recommendation_model/0.0.4 |
| toolshed.g2.bx.psu.edu/repos/bgruening/create_tool_recommendation_model/create_tool_recommendation_model/0.0.3 (this tool) |
| toolshed.g2.bx.psu.edu/repos/bgruening/create_tool_recommendation_model/create_tool_recommendation_model/0.0.2 |
| toolshed.g2.bx.psu.edu/repos/bgruening/create_tool_recommendation_model/create_tool_recommendation_model/0.0.1 |
| create_tool_recommendation_model |
| Requirements (dependencies defined in the <requirements> tag set) |
| name | version | type |
| python | 3.6 | package |
| tensorflow | 1.13.1 | package |
| keras | 2.3.0 | package |
| scikit-learn | 0.21.3 | package |
| h5py | 2.9.0 | package |
| csvkit | 1.0.4 | package |
| hyperopt | 0.1.2 | package |
| Functional tests |
| name | inputs | outputs | required files |
| Test-1 |
training_parameters|max_evals: 1 training_parameters|n_epochs: 1 input_tabular_workflows: test_workflows training_parameters|optimize_n_epochs: 1 nn_parameters|batch_size: 1,2 training_parameters|test_share: 0.2 input_tabular_tool_usage: test_tool_usage |
attributes: name |
test_workflows test_tool_usage name |
| Test-2 |
training_parameters|max_evals: 1 training_parameters|n_epochs: 1 input_tabular_workflows: test_workflows training_parameters|optimize_n_epochs: 1 nn_parameters|batch_size: 1,2 input_tabular_tool_usage: test_tool_usage |
attributes: name |
test_workflows test_tool_usage name |
| Test-3 |
training_parameters|test_share: 0.0 input_tabular_tool_usage: test_tool_usage input_tabular_workflows: test_workflows |
test_workflows test_tool_usage |
|
| Test-4 |
input_tabular_tool_usage: test_tool_usage nn_parameters|batch_size: 1 input_tabular_workflows: test_workflows |
test_workflows test_tool_usage |
|
| Test-5 |
nn_parameters|units: 1 input_tabular_tool_usage: test_tool_usage input_tabular_workflows: test_workflows |
test_workflows test_tool_usage |
|
| Test-6 |
nn_parameters|embedding_size: 1 input_tabular_tool_usage: test_tool_usage input_tabular_workflows: test_workflows |
test_workflows test_tool_usage |
|
| Test-7 |
input_tabular_tool_usage: test_tool_usage input_tabular_workflows: test_workflows nn_parameters|dropout: 0.1 |
test_workflows test_tool_usage |
|
| Test-8 |
input_tabular_tool_usage: test_tool_usage input_tabular_workflows: test_workflows nn_parameters|spatial_dropout: 0.1 |
test_workflows test_tool_usage |
|
| Test-9 |
input_tabular_tool_usage: test_tool_usage input_tabular_workflows: test_workflows nn_parameters|recurrent_dropout: 0.1 |
test_workflows test_tool_usage |
|
| Test-10 |
input_tabular_tool_usage: test_tool_usage nn_parameters|learning_rate: 0.0001 input_tabular_workflows: test_workflows |
test_workflows test_tool_usage |