annotate ludwig_predict.xml @ 0:0a7b83ddda17 draft default tip

planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
author goeckslab
date Tue, 07 Jan 2025 22:45:18 +0000
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0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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1 <tool id="ludwig_predict" name="Ludwig Predict" version="@VERSION@" profile="@PROFILE@">
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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2 <description>loads a pretrained model to do prediction</description>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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3 <macros>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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4 <import>ludwig_macros.xml</import>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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5 </macros>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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6 <expand macro="python_requirements_gpu" />
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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7 <expand macro="macro_stdio" />
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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8 <version_command>echo "@VERSION@"</version_command>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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9 <command>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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10 <![CDATA[
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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11 #import re
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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12 mkdir -p outputs &&
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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13 #if $dataset
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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14 #set $sanitized_dataset = re.sub('[^\w\-_\.]', '_', $dataset.element_identifier.strip())
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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15 ln -sf '$dataset' "./${sanitized_dataset}";
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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16 #end if
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17
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18 #if $raw_data
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19 unzip -o -q '$raw_data' -d ./;
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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20 #end if
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21
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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22 python '$__tool_directory__/ludwig_predict.py'
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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23 #if $model_path
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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24 --model_path '$model_path.extra_files_path'
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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25 #end if
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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26 #if $dataset
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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27 --dataset "./${sanitized_dataset}"
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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28 #end if
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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29 #if $disable_parallel_threads
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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30 --disable_parallel_threads
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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31 #end if
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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32 --output_directory "./outputs"
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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33 --data_format '$data_format'
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34 --split '$split'
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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35 --backend local
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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36 --skip_save_unprocessed_output &&
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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37 echo "Prediction is done!"
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38
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39 ]]>
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40 </command>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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41 <configfiles>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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42 <inputs name="inputs" />
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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43 </configfiles>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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44 <inputs>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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45 <param name="model_path" type="data" format="ludwig_model" label="Load the pretrained model" />
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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46 <param name="dataset" type="data" format="tabular,csv,h5,json,txt" label="Input dataset" />
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47 <param name="data_format" type="select" label="Data format">
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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48 <option value="auto" selected="true">auto</option>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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49 <option value="tsv">tsv</option>
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50 <option value="csv">csv</option>
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51 <option value="h5">h5</option>
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52 <option value="json">json</option>
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53 </param>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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54 <param name="split" type="select" label="Select the split portion to test the model on">
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55 <option value="training">training</option>
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56 <option value="validation">validation</option>
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57 <option value="test">test</option>
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58 <option value="full" selected="true">full</option>
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59 </param>
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60 <param name="batch_size" type="integer" value="128" optional="true" label="Batch size" min="1" max="4096" />
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61 <param name="disable_parallel_threads" type="boolean" checked="false" label="Whether to disable parallel threads for reproducibility?" />
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62 <param name="raw_data" type="data" format="zip" optional="true" label="Raw data" help="Optional. Needed for images."/>
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63 </inputs>
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64 <outputs>
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65 <collection type="list" name="output_csv" label="${tool.name} CSV on ${on_string}" >
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66 <discover_datasets pattern="(?P&lt;designation&gt;predictions_parquet\.csv)" format="csv" directory="outputs" />
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67 <discover_datasets pattern="(?P&lt;designation&gt;.+)\.json" format="json" directory="outputs" />
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68 </collection>
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69 <!-- <data format="html" name="output_report" from_work_dir="outputs/smart_report.html" label="${tool.name} report on ${on_string}" /> -->
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70 <!-- <data format="csv" name="output_top_k" label="${tool.name} top K predictions on ${on_string}" /> -->
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71 </outputs>
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72 <tests>
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73 <test>
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74 <param name="model_path" value="" ftype="ludwig_model">
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75 <composite_data value="temp_model01/model_hyperparameters.json" />
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76 <composite_data value="temp_model01/model_weights" />
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77 <composite_data value="temp_model01/training_set_metadata.json" />
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78 <composite_data value="temp_model01/training_progress.json" />
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79 </param>
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80 <param name="dataset" value="temperature_la.csv" ftype="csv" />
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81 <param name="split" value="test" />
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82 <output_collection name="output_csv">
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83 <element name="predictions_parquet.csv">
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84 <assert_contents>
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85 <has_n_columns n="1" />
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86 </assert_contents>
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87 </element>
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88 </output_collection>
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89 </test>
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90 </tests>
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91 <help>
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92 <![CDATA[
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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93 **What it does**
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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94 This tool conducts `ludwig predict`.
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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95
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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96
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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97 **Input**
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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98 - a trained ludwig model.
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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99 - dataset to be evaluate.
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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100
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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101
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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102 **Output**
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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103 - report in html.
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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104 - a collection of prediction results.
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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105
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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106
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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107
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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108 ]]>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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109 </help>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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110 <expand macro="macro_citations" />
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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111 </tool>