Mercurial > repos > immuneml > immuneml_tools
annotate immuneml_simulate_dataset.xml @ 3:ed3932e6d616 draft
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author | immuneml |
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date | Thu, 01 Jul 2021 16:51:28 +0000 |
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1 <tool id="immuneml_simulate_dataset" name="Simulate a synthetic immune receptor or repertoire dataset" version="@VERSION@.0"> |
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2 <description></description> |
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3 <macros> |
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4 <import>prod_macros.xml</import> |
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5 </macros> |
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6 <expand macro="requirements" /> |
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7 <command><![CDATA[ |
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8 |
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9 cp "$yaml_input" yaml_copy && |
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10 immune-ml ./yaml_copy ${html_outfile.files_path} --tool DataSimulationTool && |
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11 |
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12 mv ${html_outfile.files_path}/index.html ${html_outfile} && |
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13 mv ${html_outfile.files_path}/immuneML_output.zip $archive |
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14 |
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15 ]]> |
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16 </command> |
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17 <inputs> |
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18 <param name="yaml_input" type="data" format="txt" label="YAML specification" multiple="false"/> |
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19 </inputs> |
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20 <outputs> |
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21 <data format="zip" name="archive" label="Archive: dataset simulation"/> |
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22 <data format="immuneml_receptors" name="html_outfile" label="ImmuneML dataset (simulated sequences)"/> |
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23 </outputs> |
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24 |
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25 |
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26 <help><![CDATA[ |
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27 |
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28 This Galaxy tool allows you to quickly make a dummy dataset. |
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29 The tool generates a SequenceDataset, ReceptorDataset or RepertoireDataset consisting of random CDR3 sequences, which could be used for benchmarking machine learning methods or encodings, |
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30 or testing out other functionalities. |
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31 The amino acids in the sequences are chosen from a uniform random distribution, and there is no underlying structure in the sequences. |
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32 |
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33 You can control: |
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34 |
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35 - The amount of sequences in the dataset, and in the case of a RepertoireDataset, the amount of repertoires |
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36 |
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37 - The length of the generated sequences |
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38 |
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39 - Labels, which can be used as a target when training ML models |
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40 |
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41 Note that since these labels are randomly assigned, they do not bear any meaning and it is not possible to train a ML model with high classification accuracy on this data. |
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42 Meaningful labels can be added using the `Simulate immune events into existing repertoire/receptor dataset <https://galaxy.immuneml.uio.no/root?tool_id=immuneml_simulation>`_ Galaxy tool. |
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43 |
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44 For the exhaustive documentation of this tool and an example YAML specification, see the tutorial `How to simulate an AIRR dataset in Galaxy <https://docs.immuneml.uio.no/galaxy/galaxy_simulate_dataset.html>`_. |
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45 |
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46 **Tool output** |
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47 |
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48 This Galaxy tool will produce the following history elements: |
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49 |
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50 - ImmuneML dataset (simulated sequences): a sequence, receptor or repertoire dataset which can be used as an input to other immuneML tools. The history element contains a summary HTML page describing general characteristics of the dataset, including the name of the dataset |
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51 (which is used in the dataset definition of a yaml specification), the dataset type and size, available labels, and a link to download the raw data files. |
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52 |
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53 - Archive: dataset simulation: a .zip file containing the complete output folder as it was produced by immuneML. This folder |
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54 contains the output of the DatasetExport instruction including raw data files. |
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55 Furthermore, the folder contains the complete YAML specification file for the immuneML run, the HTML output and a log file. |
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56 |
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57 |
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58 ]]> |
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59 </help> |
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60 |
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61 </tool> |