Mercurial > repos > goeckslab > ludwig_predict
annotate ludwig_predict.xml @ 2:afc8ed4a1838 draft
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit 008bc5a8ee2c80f70fc224a23b5d2cd0c8ef1810
author | goeckslab |
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date | Fri, 14 Mar 2025 16:50:00 +0000 |
parents | 0a7b83ddda17 |
children | 11b1f328f312 |
rev | line source |
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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> |
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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" /> |
2
afc8ed4a1838
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit 008bc5a8ee2c80f70fc224a23b5d2cd0c8ef1810
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7 <expand macro="required_files" /> |
0
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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8 <expand macro="macro_stdio" /> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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9 <version_command>echo "@VERSION@"</version_command> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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10 <command> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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11 <![CDATA[ |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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12 #import re |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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13 mkdir -p outputs && |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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14 #if $dataset |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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15 #set $sanitized_dataset = re.sub('[^\w\-_\.]', '_', $dataset.element_identifier.strip()) |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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16 ln -sf '$dataset' "./${sanitized_dataset}"; |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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17 #end if |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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18 |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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19 #if $raw_data |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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20 unzip -o -q '$raw_data' -d ./; |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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21 #end if |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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22 |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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23 python '$__tool_directory__/ludwig_predict.py' |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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24 #if $model_path |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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25 --model_path '$model_path.extra_files_path' |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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26 #end if |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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27 #if $dataset |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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28 --dataset "./${sanitized_dataset}" |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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29 #end if |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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30 #if $disable_parallel_threads |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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31 --disable_parallel_threads |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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32 #end if |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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33 --output_directory "./outputs" |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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34 --data_format '$data_format' |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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35 --split '$split' |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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36 --backend local |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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37 --skip_save_unprocessed_output && |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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38 echo "Prediction is done!" |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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39 |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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40 ]]> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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41 </command> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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42 <configfiles> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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43 <inputs name="inputs" /> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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44 </configfiles> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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45 <inputs> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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46 <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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47 <param name="dataset" type="data" format="tabular,csv,h5,json,txt" label="Input dataset" /> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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48 <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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49 <option value="auto" selected="true">auto</option> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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50 <option value="tsv">tsv</option> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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51 <option value="csv">csv</option> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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52 <option value="h5">h5</option> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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53 <option value="json">json</option> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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54 </param> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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55 <param name="split" type="select" label="Select the split portion to test the model on"> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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56 <option value="training">training</option> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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57 <option value="validation">validation</option> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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58 <option value="test">test</option> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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59 <option value="full" selected="true">full</option> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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60 </param> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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61 <param name="batch_size" type="integer" value="128" optional="true" label="Batch size" min="1" max="4096" /> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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62 <param name="disable_parallel_threads" type="boolean" checked="false" label="Whether to disable parallel threads for reproducibility?" /> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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63 <param name="raw_data" type="data" format="zip" optional="true" label="Raw data" help="Optional. Needed for images."/> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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64 </inputs> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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65 <outputs> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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66 <collection type="list" name="output_csv" label="${tool.name} CSV on ${on_string}" > |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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67 <discover_datasets pattern="(?P<designation>predictions_parquet\.csv)" format="csv" directory="outputs" /> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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68 <discover_datasets pattern="(?P<designation>.+)\.json" format="json" directory="outputs" /> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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69 </collection> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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70 <!-- <data format="html" name="output_report" from_work_dir="outputs/smart_report.html" label="${tool.name} report on ${on_string}" /> --> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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71 <!-- <data format="csv" name="output_top_k" label="${tool.name} top K predictions on ${on_string}" /> --> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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72 </outputs> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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73 <tests> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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74 <test> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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75 <param name="model_path" value="" ftype="ludwig_model"> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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76 <composite_data value="temp_model01/model_hyperparameters.json" /> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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77 <composite_data value="temp_model01/model_weights" /> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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78 <composite_data value="temp_model01/training_set_metadata.json" /> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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79 <composite_data value="temp_model01/training_progress.json" /> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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80 </param> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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81 <param name="dataset" value="temperature_la.csv" ftype="csv" /> |
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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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82 <param name="split" value="test" /> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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83 <output_collection name="output_csv"> |
0a7b83ddda17
planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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84 <element name="predictions_parquet.csv"> |
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85 <assert_contents> |
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86 <has_n_columns n="1" /> |
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87 </assert_contents> |
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88 </element> |
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89 </output_collection> |
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90 </test> |
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91 </tests> |
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92 <help> |
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93 <![CDATA[ |
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94 **What it does** |
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95 This tool conducts `ludwig predict`. |
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96 |
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97 |
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98 **Input** |
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99 - a trained ludwig model. |
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100 - dataset to be evaluate. |
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101 |
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102 |
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103 **Output** |
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104 - report in html. |
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105 - a collection of prediction results. |
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106 |
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107 |
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108 |
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109 ]]> |
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110 </help> |
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111 <expand macro="macro_citations" /> |
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112 </tool> |