annotate fitted_model_eval.xml @ 18:22e73afd5206 draft default tip

planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 57a0433defa3cbc37ab34fbb0ebcfaeb680db8d5
author bgruening
date Sun, 05 Nov 2023 15:32:38 +0000
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1 <tool id="sklearn_fitted_model_eval" name="Evaluate a Fitted Model" version="@VERSION@" profile="@PROFILE@">
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2 <description>using a new batch of labeled data</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>
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6 </macros>
6
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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>
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11 <![CDATA[
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12 export HDF5_USE_FILE_LOCKING='FALSE';
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13 python '$__tool_directory__/fitted_model_eval.py'
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14 --inputs '$inputs'
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15 --infile_estimator '$infile_estimator'
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16 --outfile_eval '$outfile_eval'
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17 --infile1 '$input_options.infile1'
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18 --infile2 '$input_options.infile2'
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19 ]]>
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20 </command>
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21 <configfiles>
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22 <inputs name="inputs" />
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23 </configfiles>
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24 <inputs>
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25 <param name="infile_estimator" type="data" format="h5mlm" label="Choose the dataset containing pipeline/estimator object" />
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26 <expand macro="scoring_selection" />
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27 <conditional name="input_options">
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28 <expand macro="data_input_options" />
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29 <when value="tabular">
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30 <expand macro="samples_tabular" label1="Dataset containing features:" multiple1="true" multiple2="false" />
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31 </when>
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32 <when value="sparse">
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33 <expand macro="sparse_target" />
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34 </when>
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35 </conditional>
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36 </inputs>
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37 <outputs>
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38 <data format="tabular" name="outfile_eval" />
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39 </outputs>
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40 <tests>
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41 <test>
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42 <param name="infile_estimator" value="searchCV03" ftype="h5mlm" />
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43 <conditional name="scoring">
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44 <param name="primary_scoring" value="r2" />
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45 </conditional>
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46 <param name="infile1" value="train_test_split_test01.tabular" ftype="tabular" />
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47 <param name="header1" value="true" />
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48 <param name="col1" value="1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17" />
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49 <param name="infile2" value="regression_y_split_test01.tabular" ftype="tabular" />
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50 <param name="header2" value="true" />
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51 <param name="col2" value="1" />
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52 <output name="outfile_eval" file="fitted_model_eval01.tabular" />
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53 </test>
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54 </tests>
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55 <help>
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56 <![CDATA[
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57 **What it does**
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58
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59 Given a fitted estimator and a labeled dataset, this tool outputs the performances of the fitted estimator on the labeled dataset with selected scorers.
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60
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61 For the estimator, this tool supports fitted sklearn estimators and trained deep learning models. For input datasets, it supports the following:
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62
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63 - tabular
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64
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65 - sparse
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66
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67
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68 **Output**
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69
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70 A tabular file containing performance scores,
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71 e.g.:
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72
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73 ======== ======== =========
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74 accuracy f1_macro precision
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75 ======== ======== =========
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76 0.8613 0.6759 0.7928
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77 ======== ======== =========
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79 ]]>
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80 </help>
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81 <expand macro="sklearn_citation">
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82 <expand macro="keras_citation" />
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83 <expand macro="selene_citation" />
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84 </expand>
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85 </tool>