Mercurial > repos > bgruening > sklearn_train_test_eval

annotate train_test_eval.xml @ 0:39c06ed9be0a draft

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planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
author bgruening
date Fri, 09 Aug 2019 06:18:32 -0400
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children 79a60f89166a
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39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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1 <tool id="sklearn_train_test_eval" name="Train, Test and Evaluation" version="@VERSION@">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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2 <description>fit a model using part of dataset and evaluate using the rest</description>
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3 <macros>
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4 <import>main_macros.xml</import>
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5 <import>keras_macros.xml</import>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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6 </macros>
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7 <expand macro="python_requirements"/>
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8 <expand macro="macro_stdio"/>
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9 <version_command>echo "@VERSION@"</version_command>
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10 <command detect_errors="aggressive">
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11 <![CDATA[
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12 export HDF5_USE_FILE_LOCKING='FALSE';
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13 #if $input_options.selected_input == 'refseq_and_interval'
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14 bgzip -c '$input_options.target_file' > '${target_file.element_identifier}.gz' &&
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15 tabix -p bed '${target_file.element_identifier}.gz' &&
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16 #end if
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17 python '$__tool_directory__/train_test_eval.py'
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18 --inputs '$inputs'
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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19 --estimator '$experiment_schemes.infile_estimator'
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20 #if $input_options.selected_input == 'seq_fasta'
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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21 --fasta_path '$input_options.fasta_path'
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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22 #elif $input_options.selected_input == 'refseq_and_interval'
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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23 --ref_seq '$input_options.ref_genome_file'
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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24 --interval '$input_options.interval_file'
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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25 --targets "`pwd`/${target_file.element_identifier}.gz"
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26 #else
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27 --infile1 '$input_options.infile1'
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28 #end if
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29 --infile2 '$input_options.infile2'
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30 --outfile_result "`pwd`/tmp_outfile_result"
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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31 #if $save != 'nope'
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32 --outfile_object '$outfile_object'
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33 #end if
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34 #if $save == 'save_weights'
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35 --outfile_weights '$outfile_weights'
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36 #end if
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37 #if $experiment_schemes.test_split.split_algos.shuffle == 'group'
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38 --groups '$experiment_schemes.test_split.split_algos.groups_selector.infile_g'
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39 #end if
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40 >'$outfile_result' && cp tmp_outfile_result '$outfile_result';
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41
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42 ]]>
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43 </command>
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44 <configfiles>
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45 <inputs name="inputs" />
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46 </configfiles>
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47 <inputs>
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48 <conditional name="experiment_schemes">
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49 <param name="selected_exp_scheme" type="select" label="Select a scheme">
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50 <option value="train_test" selected="true">Train and Test</option>
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51 <option value="train_val_test">Train, Validate and Test</option>
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52 </param>
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53 <when value="train_test">
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54 <expand macro="estimator_and_hyperparameter"/>
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55 <section name="test_split" title="Test holdout" expanded="false">
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56 <expand macro="train_test_split_params">
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57 <expand macro="cv_groups"/>
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58 </expand>
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59 </section>
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60 <section name="metrics" title="Metrics for evaluation" expanded="false">
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61 <expand macro="scoring_selection"/>
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62 </section>
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63 </when>
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64 <when value="train_val_test">
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65 <expand macro="estimator_and_hyperparameter"/>
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66 <section name="test_split" title="Test holdout" expanded="false">
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67 <expand macro="train_test_split_params">
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68 <expand macro="cv_groups"/>
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69 </expand>
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70 </section>
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71 <section name="val_split" title="Validation holdout (recommend using the same method for both validation and test)" expanded="false">
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72 <expand macro="train_test_split_params"/>
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73 </section>
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74 <section name="metrics" title="Metrics for evaluation" expanded="false">
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75 <expand macro="scoring_selection"/>
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76 </section>
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77 </when>
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78 </conditional>
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79 <expand macro="sl_mixed_input"/>
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80 <param name="save" type="select" label="Save the fitted model" help="For security reason, deep learning models will be saved into two datasets, model skeleton and weights.">
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81 <option value="nope" selected="true">Nope, save is unnecessary</option>
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82 <option value="save_estimator">Fitted whole estimator (excluding deep learning)</option>
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83 <option value="save_weights">Model skeleton and weights, for deep learning exclusively</option>
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84 </param>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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85 </inputs>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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86 <outputs>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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87 <data format="tabular" name="outfile_result"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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88 <data format="zip" name="outfile_object" label="Fitted estimator or estimator skeleton on ${on_string}">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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89 <filter>save != 'nope'</filter>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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90 </data>
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91 <data format="h5" name="outfile_weights" label="Weights trained on ${on_string}">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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92 <filter>save == 'save_weights'</filter>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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93 </data>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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94 </outputs>
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95 <tests>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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96 <test>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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97 <conditional name="experiment_schemes">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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98 <param name="selected_exp_scheme" value="train_val_test"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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99 <param name="infile_estimator" value="keras_model04" ftype="zip"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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100 <section name="hyperparams_swapping">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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101 <param name="infile_params" value="keras_params04.tabular" ftype="tabular"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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102 <repeat name="param_set">
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103 <param name="sp_value" value="999"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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104 <param name="sp_name" value="layers_0_Dense__config__kernel_initializer__config__seed"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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105 </repeat>
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106 <repeat name="param_set">
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107 <param name="sp_value" value="999"/>
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108 <param name="sp_name" value="layers_2_Dense__config__kernel_initializer__config__seed"/>
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109 </repeat>
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110 <repeat name="param_set">
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111 <param name="sp_value" value="0.1"/>
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112 <param name="sp_name" value="lr"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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113 </repeat>
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114 <repeat name="param_set">
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115 <param name="sp_value" value="'adamax'"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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116 <param name="sp_name" value="optimizer"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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117 </repeat>
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118 </section>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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119 <section name="test_split">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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120 <conditional name="split_algos">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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121 <param name="shuffle" value="simple"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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122 <param name="test_size" value="0.2"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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123 <param name="random_state" value="123"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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124 </conditional>
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125 </section>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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126 <section name="val_split">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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127 <conditional name="split_algos">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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128 <param name="shuffle" value="simple"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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129 <param name="test_size" value="0.2"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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130 <param name="random_state" value="456"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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131 </conditional>
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132 </section>
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133 <section name="metrics">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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134 <conditional name="scoring">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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135 <param name="primary_scoring" value="r2"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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136 <param name="secondary_scoring" value="neg_mean_absolute_error"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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137 </conditional>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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138 </section>
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139 </conditional>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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140 <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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141 <param name="header1" value="true" />
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142 <param name="selected_column_selector_option" value="all_columns"/>
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143 <param name="infile2" value="regression_y.tabular" ftype="tabular"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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144 <param name="header2" value="true" />
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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145 <param name="selected_column_selector_option2" value="all_columns"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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146 <param name="save" value="save_weights"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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147 <output name="outfile_result">
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148 <assert_contents>
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149 <has_n_columns n="2"/>
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150 <has_text text="0.68419"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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151 <has_text text="5.2990"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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152 </assert_contents>
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153 </output>
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154 <output name="outfile_object" file="train_test_eval_model01" compare="sim_size" delta="5"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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155 <output name="outfile_weights" file="train_test_eval_weights01.h5" compare="sim_size" delta="5"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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156 </test>
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157 <test>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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158 <conditional name="experiment_schemes">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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159 <param name="selected_exp_scheme" value="train_val_test"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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160 <param name="infile_estimator" value="keras_model04" ftype="zip"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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161 <section name="hyperparams_swapping">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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162 <param name="infile_params" value="keras_params04.tabular" ftype="tabular"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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163 <repeat name="param_set">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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164 <param name="sp_value" value="999"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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165 <param name="sp_name" value="layers_0_Dense__config__kernel_initializer__config__seed"/>
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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166 </repeat>
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167 <repeat name="param_set">
39c06ed9be0a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 60f0fbc0eafd7c11bc60fb6c77f2937782efd8a9-dirty
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168 <param name="sp_value" value="999"/>
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169 <param name="sp_name" value="layers_2_Dense__config__kernel_initializer__config__seed"/>
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170 </repeat>
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171 <repeat name="param_set">
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172 <param name="sp_value" value="0.1"/>
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173 <param name="sp_name" value="lr"/>
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174 </repeat>
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175 <repeat name="param_set">
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176 <param name="sp_value" value="'adamax'"/>
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177 <param name="sp_name" value="optimizer"/>
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178 </repeat>
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179 </section>
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180 <section name="test_split">
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181 <conditional name="split_algos">
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182 <param name="shuffle" value="group"/>
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183 <param name="group_names" value="test"/>
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184 <section name="groups_selector">
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185 <param name="infile_g" value="regression_groups.tabular" ftype="tabular"/>
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186 <param name="header_g" value="true"/>
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187 <conditional name="column_selector_options_g">
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188 <param name="selected_column_selector_option_g" value="by_index_number"/>
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189 <param name="col_g" value="1"/>
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190 </conditional>
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191 </section>
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192 </conditional>
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193 </section>
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194 <section name="val_split">
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195 <conditional name="split_algos">
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196 <param name="shuffle" value="group"/>
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197 <param name="group_names" value="validation"/>
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198 </conditional>
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199 </section>
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200 <section name="metrics">
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201 <conditional name="scoring">
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202 <param name="primary_scoring" value="r2"/>
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203 <param name="secondary_scoring" value="neg_mean_absolute_error"/>
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204 </conditional>
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205 </section>
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206 </conditional>
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207 <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
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208 <param name="header1" value="true" />
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209 <param name="selected_column_selector_option" value="all_columns"/>
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210 <param name="infile2" value="regression_y.tabular" ftype="tabular"/>
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211 <param name="header2" value="true" />
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212 <param name="selected_column_selector_option2" value="all_columns"/>
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213 <param name="save" value="save_weights"/>
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214 <output name="outfile_result" >
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215 <assert_contents>
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216 <has_n_columns n="2"/>
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217 <has_text text="0.69617"/>
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218 <has_text text="5.2261"/>
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219 </assert_contents>
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220 </output>
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221 <output name="outfile_weights" file="train_test_eval_weights02.h5" compare="sim_size" delta="5"/>
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222 </test>
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223 <test>
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224 <conditional name="experiment_schemes">
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225 <param name="selected_exp_scheme" value="train_test"/>
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226 <param name="infile_estimator" value="pipeline10" ftype="zip"/>
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227 <section name="hyperparams_swapping">
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228 <param name="infile_params" value="get_params10.tabular" ftype="tabular"/>
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229 <repeat name="param_set">
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230 <param name="sp_value" value="10"/>
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231 <param name="sp_name" value="adaboostregressor__random_state"/>
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232 </repeat>
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233 <repeat name="param_set">
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234 <param name="sp_value" value=": sklearn_tree.ExtraTreeRegressor(random_state=0)"/>
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235 <param name="sp_name" value="adaboostregressor__base_estimator"/>
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236 </repeat>
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237 </section>
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238 <section name="test_split">
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239 <conditional name="split_algos">
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240 <param name="shuffle" value="simple"/>
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241 <param name="test_size" value="0.2"/>
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242 <param name="random_state" value="123"/>
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243 </conditional>
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244 </section>
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245 <section name="val_split">
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246 <conditional name="split_algos">
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247 <param name="shuffle" value="simple"/>
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248 <param name="test_size" value="0.2"/>
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249 <param name="random_state" value="456"/>
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250 </conditional>
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251 </section>
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252 <section name="metrics">
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253 <conditional name="scoring">
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254 <param name="primary_scoring" value="r2"/>
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255 <param name="secondary_scoring" value="neg_mean_absolute_error"/>
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256 </conditional>
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257 </section>
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258 </conditional>
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259 <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
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260 <param name="header1" value="true" />
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261 <param name="selected_column_selector_option" value="all_columns"/>
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262 <param name="infile2" value="regression_y.tabular" ftype="tabular"/>
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263 <param name="header2" value="true" />
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264 <param name="selected_column_selector_option2" value="all_columns"/>
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265 <param name="save" value="nope"/>
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266 <output name="outfile_result" file="train_test_eval03.tabular"/>
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267 </test>
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268 </tests>
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269 <help>
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270 <![CDATA[
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271 **What it does**
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272
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273 Given an estimator and dataset, this tool fits the estimator with part of the datasets and evalue the performance of the fitted estimator on the rest of the datasets. It consists of two modes: train-test and train-val-test.
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274
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275 - train-test: data sets will be split into train and test portions. Estimator is training on the train portion, and performance is evaluated on the test portion.
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276
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277 - train-val-test: data sets are split into three portions, train, val and test. Validations happen along with the training process, which is often useful in **deep learnings**.
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278
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279 **Output**
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280
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281 Performance scores.
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282
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283 ]]>
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284 </help>
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285 <expand macro="sklearn_citation">
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286 <expand macro="skrebate_citation"/>
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287 <expand macro="xgboost_citation"/>
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288 <expand macro="keras_citation"/>
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289 </expand>
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290 </tool>