Mercurial > repos > jay > pdaug_ml_models
annotate PDAUG_ML_Models/PDAUG_ML_Models.xml @ 3:bda0527365da draft
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit edb37634e419f75dd66292e712de51278746d883"
author | jay |
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date | Wed, 30 Dec 2020 03:28:34 +0000 |
parents | 5448f9425c6a |
children | 8697dc4a7f45 |
rev | line source |
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0
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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1 <tool id="pdaug_ml_models" name="PDAUG ML Models" version="0.1.0" python_template_version="3.6"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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2 <description> Machine learning modeling </description> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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3 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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4 <requirements> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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5 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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6 <requirement type="package" version="4.10.0">plotly</requirement> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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7 <requirement type="package" version="3.6">python</requirement> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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8 <requirement type="package" version="0.25.3">pandas</requirement> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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9 <requirement type="package" version="0.22.1">scikit-learn</requirement> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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10 <requirement type="package" version="1.5.2">scipy</requirement> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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11 </requirements> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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12 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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13 <command detect_errors="exit_code"><![CDATA[ |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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14 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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15 python '$__tool_directory__/PDAUG_ML_Models.py' '$SelMLAlgo.MLAlgo' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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16 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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17 #if $SelMLAlgo.MLAlgo == 'SVMC' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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18 #if $SelMLAlgo.settings.advanced == "advanced" |
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5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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19 --cache_size '$SelMLAlgo.settings.cache_size' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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20 --C '$SelMLAlgo.settings.C' |
0
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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21 --kernel '$SelMLAlgo.settings.kernel' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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22 --degree '$SelMLAlgo.settings.degree' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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23 --gamma '$SelMLAlgo.settings.gamma' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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24 --coef0 '$SelMLAlgo.settings.coef0' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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25 --probability '$SelMLAlgo.settings.probability' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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26 --shrinking '$SelMLAlgo.settings.shrinking' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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27 --tol '$SelMLAlgo.settings.tol' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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28 --verbose '$SelMLAlgo.settings.verbose' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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29 --max_iter '$SelMLAlgo.settings.max_iter' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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30 --decision_function_shape '$SelMLAlgo.settings.decision_function_shape' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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31 --randomState '$SelMLAlgo.settings.randomState' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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32 --breakties '$SelMLAlgo.settings.breakties' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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33 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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34 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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35 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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36 #if $SelMLAlgo.MLAlgo == 'SGDC' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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37 #if $SelMLAlgo.settings.advanced == "advanced" |
1
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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38 --loss '$SelMLAlgo.settings.loss' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
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39 --penalty '$SelMLAlgo.settings.penalty' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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40 --alpha '$SelMLAlgo.settings.alpha' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
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41 --l1_ratio '$SelMLAlgo.settings.l1_ratio' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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42 --fit_intercept '$SelMLAlgo.settings.fit_intercept' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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43 --max_iter '$SelMLAlgo.settings.max_iter' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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44 --tol '$SelMLAlgo.settings.tol' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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45 --shuffle '$SelMLAlgo.settings.shuffle' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
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46 --verbose '$SelMLAlgo.settings.verbose' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
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47 --epsilon '$SelMLAlgo.settings.epsilon' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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48 --n_jobs '$SelMLAlgo.settings.n_jobs' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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49 --random_state '$SelMLAlgo.settings.random_state' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
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50 --learning_rate '$SelMLAlgo.settings.learning_rate' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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51 --eta0 '$SelMLAlgo.settings.eta0' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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52 --power_t '$SelMLAlgo.settings.power_t' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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53 --early_stopping '$SelMLAlgo.settings.early_stopping' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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54 --validation_fraction '$SelMLAlgo.settings.validation_fraction' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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55 --n_iter_no_change '$SelMLAlgo.settings.n_iter_no_change' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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56 --warm_start '$SelMLAlgo.settings.warm_start' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
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57 --average '$SelMLAlgo.settings.average' |
0
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"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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58 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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59 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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60 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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61 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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62 #if $SelMLAlgo.MLAlgo == 'DTC' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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63 #if $SelMLAlgo.settings.advanced == "advanced" |
1
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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64 --criterion '$SelMLAlgo.settings.criterion' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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65 --splitter '$SelMLAlgo.settings.splitter' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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66 --max_depth '$SelMLAlgo.settings.max_depth' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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67 --min_samples_split '$SelMLAlgo.settings.min_samples_split' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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68 --min_samples_leaf '$SelMLAlgo.settings.min_samples_leaf' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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69 --min_weight_fraction_leaf '$SelMLAlgo.settings.min_weight_fraction_leaf' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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70 --max_features '$SelMLAlgo.settings.max_features' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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71 --random_state '$SelMLAlgo.settings.random_state' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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72 --max_leaf_nodes '$SelMLAlgo.settings.max_leaf_nodes' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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73 --min_impurity_decrease '$SelMLAlgo.settings.min_impurity_decrease' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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74 --min_impurity_split '$SelMLAlgo.settings.min_impurity_split' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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75 --presort '$SelMLAlgo.settings.presort' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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76 --ccpalpha '$SelMLAlgo.settings.ccpalpha' |
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0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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77 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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78 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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79 |
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"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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80 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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81 #if $SelMLAlgo.MLAlgo == 'GBC' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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82 #if $SelMLAlgo.settings.advanced == "advanced" |
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"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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83 --loss '$SelMLAlgo.settings.loss' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
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84 --learning_rate '$SelMLAlgo.settings.learning_rate' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
85 --n_estimators '$SelMLAlgo.settings.n_estimators' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
86 --subsample '$SelMLAlgo.settings.subsample' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
87 --criterion '$SelMLAlgo.settings.criterion' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
88 --min_samples_split '$SelMLAlgo.settings.min_samples_split |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
89 --min_samples_leaf '$SelMLAlgo.settings.min_samples_leaf'' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
90 --min_weight_fraction_leaf '$SelMLAlgo.settings.min_weight_fraction_leaf' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
91 --max_depth '$SelMLAlgo.settings.max_depth' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
92 --min_impurity_decrease '$SelMLAlgo.settings.min_impurity_decrease' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
93 --min_impurity_split '$SelMLAlgo.settings.min_impurity_split' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
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94 --init '$SelMLAlgo.settings.init' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
95 --random_state '$SelMLAlgo.settings.random_state' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
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96 --max_features '$SelMLAlgo.settings.max_features' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
97 --verbose '$SelMLAlgo.settings.verbose' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
98 --max_leaf_nodes '$SelMLAlgo.settings.max_leaf_nodes' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
99 --warm_start '$SelMLAlgo.settings.warm_start' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
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100 --presort '$SelMLAlgo.settings.presort' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
101 --validation_fraction '$SelMLAlgo.settings.validation_fraction' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
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102 --n_iter_no_change '$SelMLAlgo.settings.n_iter_no_change' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
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103 --tol '$SelMLAlgo.settings.tol' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
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104 --ccpalpha '$SelMLAlgo.settings.ccpalpha' |
0
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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105 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
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106 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
diff
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|
107 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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108 #if $SelMLAlgo.MLAlgo == 'RFC' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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109 #if $SelMLAlgo.settings.advanced == "advanced" |
1
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
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110 --n_estimators '$SelMLAlgo.settings.n_estimators' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
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|
111 --criterion '$SelMLAlgo.settings.criterion' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
112 --max_depth '$SelMLAlgo.settings.max_depth' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
113 --min_samples_split '$SelMLAlgo.settings.min_samples_split' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
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114 --min_samples_leaf '$SelMLAlgo.settings.min_samples_leaf' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
115 --min_weight_fraction_leaf '$SelMLAlgo.settings.min_weight_fraction_leaf' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
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116 --max_features '$SelMLAlgo.settings.max_features' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
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117 --max_leaf_nodes '$SelMLAlgo.settings.max_leaf_nodes' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
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118 --min_impurity_decrease '$SelMLAlgo.settings.min_impurity_decrease' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
119 --min_impurity_split '$SelMLAlgo.settings.min_impurity_split' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
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120 --bootstrap '$SelMLAlgo.settings.bootstrap' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
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121 --oob_score '$SelMLAlgo.settings.oob_score' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
122 --n_jobs '$SelMLAlgo.settings.n_jobs' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
123 --random_state '$SelMLAlgo.settings.random_state' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
124 --verbose '$SelMLAlgo.settings.verbose' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
125 --warm_start '$SelMLAlgo.settings.warm_start' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
126 --ccp_alpha '$SelMLAlgo.settings.ccp_alpha' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
127 --max_samples '$SelMLAlgo.settings.max_samples' |
0
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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128 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
129 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
130 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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131 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
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132 #if $SelMLAlgo.MLAlgo == 'LRC' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
133 #if $SelMLAlgo.settings.advanced == "advanced" |
1
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
134 --penalty '$SelMLAlgo.settings.penalty' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
135 --dual '$SelMLAlgo.settings.dual' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
136 --tol '$SelMLAlgo.settings.tol' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
137 --C '$SelMLAlgo.settings.C' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
138 --fit_intercept '$SelMLAlgo.settings.fit_intercept' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
139 --intercept_scaling '$SelMLAlgo.settings.intercept_scaling' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
140 --random_state '$SelMLAlgo.settings.random_state' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
141 --solver '$SelMLAlgo.settings.solver' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
142 --max_iter '$SelMLAlgo.settings.max_iter' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
143 --multi_class '$SelMLAlgo.settings.multi_class' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
144 --verbose '$SelMLAlgo.settings.verbose' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
145 --warm_start '$SelMLAlgo.settings.warm_start' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
146 --n_jobs '$SelMLAlgo.settings.n_jobs' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
147 --l1_ratio '$SelMLAlgo.settings.l1_ratio' |
0
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
148 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
149 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
150 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
151 #if $SelMLAlgo.MLAlgo == 'KNC' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
152 #if $SelMLAlgo.settings.advanced == "advanced" |
1
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
153 --n_neighbors '$SelMLAlgo.settings.n_neighbors' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
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154 --weights '$SelMLAlgo.settings.weights' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
155 --algorithm '$SelMLAlgo.settings.algorithm' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
156 --leaf_size '$SelMLAlgo.settings.leaf_size' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
157 --p '$SelMLAlgo.settings.p' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
158 --metric '$SelMLAlgo.settings.metric' |
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
159 --n_jobs '$SelMLAlgo.settings.n_jobs' |
0
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
160 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
161 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
162 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
163 #if $SelMLAlgo.MLAlgo == 'GNBC' |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
164 #if $SelMLAlgo.settings.advanced == "advanced" |
1
5448f9425c6a
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit 3c91f421d26c8f42cf2671e47db735d2cf69dde8"
jay
parents:
0
diff
changeset
|
165 --var_smoothing '$SelMLAlgo.settings.var_smoothing' |
0
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
166 #end if |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
167 #end if |
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168 |
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169 #if $SelMLAlgo.MLAlgo == 'MLP' |
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170 #if $SelMLAlgo.settings.advanced == "advanced" |
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171 --hidden_layer_sizes '$SelMLAlgo.settings.hidden_layer_sizes' |
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172 --activation '$SelMLAlgo.settings.activation' |
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173 --solver '$SelMLAlgo.settings.solver' |
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174 --alpha '$SelMLAlgo.settings.alpha' |
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175 --batch_size '$SelMLAlgo.settings.batch_size' |
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176 --learning_rate '$SelMLAlgo.settings.learning_rate' |
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177 --learning_rate_init '$SelMLAlgo.settings.learning_rate_init' |
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178 --power_t '$SelMLAlgo.settings.power_t' |
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179 --max_iter '$SelMLAlgo.settings.max_iter' |
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180 --shuffle '$SelMLAlgo.settings.shuffle' |
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181 --random_state '$SelMLAlgo.settings.random_state' |
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182 --tol '$SelMLAlgo.settings.tol' |
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183 --verbose '$SelMLAlgo.settings.verbose' |
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184 --warm_start '$SelMLAlgo.settings.warm_start' |
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185 --momentum '$SelMLAlgo.settings.momentum' |
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186 --nesterovs_momentum '$SelMLAlgo.settings.nesterovs_momentum' |
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187 --early_stopping '$SelMLAlgo.settings.early_stopping' |
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188 --validation_fraction '$SelMLAlgo.settings.validation_fraction' |
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189 --beta_1 '$SelMLAlgo.settings.beta_1' |
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190 --beta_2 '$SelMLAlgo.settings.beta_2' |
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191 --epsilon '$SelMLAlgo.settings.epsilon' |
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192 --n_iter_no_change '$SelMLAlgo.settings.n_iter_no_change' |
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193 --max_fun '$SelMLAlgo.settings.max_fun' |
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194 --TrainFile '$SelMLAlgo.settings.TrainFile' |
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195 --TestMethod '$SelMLAlgo.settings.TestMethod' |
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196 --SelectedSclaer '$SelMLAlgo.settings.SelectedSclaer' |
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197 --NFolds '$SelMLAlgo.settings.NFolds' |
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198 --Testspt '$SelMLAlgo.settings.Testspt' |
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199 --TestFile '$SelMLAlgo.settings.TestFile' |
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200 --OutFile '$SelMLAlgo.settings.OutFile' |
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201 --htmlOutDir '$SelMLAlgo.settings.htmlOutDir' |
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202 --htmlFname '$SelMLAlgo.settings.htmlFname' |
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203 --Workdirpath '$SelMLAlgo.settings.Workdirpath' |
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204 #end if |
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205 #end if |
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206 |
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207 --TrainFile '$input1' --TestMethod '$TestMethods.SelTestMethods' --SelectedSclaer '$scalling' |
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208 --htmlOutDir '$output2.extra_files_path' |
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209 |
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210 --htmlFname '$output2' |
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211 |
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212 --OutFile '$output1' |
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213 |
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214 #if $TestMethods.SelTestMethods == 'predict' |
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215 --TestFile '$TestMethods.input2' |
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216 #end if |
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217 |
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218 #if $TestMethods.SelTestMethods == 'Internal' |
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219 --NFolds '$TestMethods.nFolds' |
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220 #end if |
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221 ]]></command> |
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222 |
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223 <inputs> |
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224 |
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225 <param name="input1" label="Input file" type="data" format="tabular" argument= "--TrainFile"/> |
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226 |
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227 <conditional name='SelMLAlgo' > |
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228 |
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229 <param name="MLAlgo" type="select" label="Machine learning algorithms" argument=""> |
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230 <option value="SVMC">SVMC</option> |
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231 <option value="SGDC">SGDC</option> |
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232 <option value="DTC">DTC</option> |
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233 <option value="GBC">GBC</option> |
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234 <option value="RFC">RFC</option> |
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235 <option value="LRC">LRC</option> |
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236 <option value="KNC">KNC</option> |
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237 <option value="GNBC">GNBC</option> |
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238 <option value="MLP">MLP</option> |
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239 </param> |
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240 |
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241 <when value="SVMC"> |
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242 <conditional name="settings"> |
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243 <param name="advanced" type="select" label="Select advanced parameters"> |
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244 <option value="simple" selected="true">No, use program defaults.</option> |
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245 <option value="advanced">Yes, see full parameter list.</option> |
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246 </param> |
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247 <when value="simple"> |
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248 |
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249 </when> |
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250 |
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251 <when value="advanced"> |
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252 <param name="C" type="float" label="Regularization parameter" value="1.0" help="Regularization parameter. For details(https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html)" argument="--C"/> |
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253 <param name="kernel" type="select" label="Kernel" argument="" help="Specifies the kernel type to be used in the algorithm."> |
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254 <option value="rbf">rbf</option> |
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255 <option value="poly">poly</option> |
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256 <option value="linear">linear</option> |
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257 <option value="sigmoid">sigmoid </option> |
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258 </param> |
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259 <param name="degree" type="integer" label="degree" value="3" help="degree" /> |
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260 <param name="gamma" type="text" label="gamma" value="scale" help="gamma" /> |
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261 <param name="coef0" type="float" label="coef0" value="0.0" help="coef0" /> |
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262 <param name="shrinking" type="boolean" label="shrinking" value="true" help="shrinking" /> |
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263 <param name="probability" type="boolean" label="probability" value="true" help="probability" /> |
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264 <param name="tol" type="float" label="tol" value="1e-3" help="tol" /> |
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265 <param name="verbose" type="boolean" label="verbose" value="false" help="verbose" /> |
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266 <param name="max_iter" type="integer" label="max_iter" value="-1" help="max_iter" /> |
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267 <param name="decision_function_shape" type="select" label="decision_function_shape" argument="" help="Decision Function Shape"> |
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268 <option value="ovo">ovo</option> |
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269 <option value="ovr">ovr</option> |
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270 </param> |
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271 <param name="randomState" type="integer" label="randomState" value="100" help="Random State)" /> |
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272 <param name="breakties" type="boolean" label="breakties" value="false" help="Break ties" /> |
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273 <param name="cache_size" type="float" label="cache_size" value="100" help="Cache size" /> |
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274 </when> |
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275 </conditional> |
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276 </when> |
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277 |
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278 <when value="SGDC"> |
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279 <conditional name="settings"> |
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280 <param name="advanced" type="select" label="Specify advanced parameters"> |
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281 <option value="simple" selected="true">No, use program defaults.</option> |
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282 <option value="advanced">Yes, see full parameter list.</option> |
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283 </param> |
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284 <when value="simple"> |
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285 </when> |
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286 |
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287 <when value="advanced"> |
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288 <param name="loss" type="select" label="loss" argument="" help="--loss" > |
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289 <option value="hinge" > hinge</option> |
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290 <option value="log" selected="true" > log </option> |
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291 <option value="modified_huber" > modified_huber </option> |
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292 <option value="squared_hinger" > squared_hinger </option> |
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293 <option value="perceptron" > perceptron </option> |
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294 </param> |
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295 <param name="penalty" type="select" label="penalty" argument="" help="--penalty" > |
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296 <option value="l2" selected="true"> l2 </option> |
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297 <option value="l1"> l1 </option> |
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298 <option value="elasticnet" > elasticnet </option> |
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299 </param> |
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300 <param name="alpha" type="float" label="alpha" value="0.0001" help="--alpha" /> |
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301 <param name="l1_ratio" type="float" label="l1_ratio" value="0.15" help="--l1_ratio" /> |
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302 <param name="fit_intercept" type="boolean" label="fit_intercept" value="true" help="--fit_intercept" /> |
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303 <param name="max_iter" type="integer" label="max_iter" value="1000" help="--max_iter" /> |
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304 <param name="tol" type="float" label="tol" value="1e-3" help="--tol" /> |
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305 <param name="shuffle" type="boolean" label="shuffle" value='true' help="--shuffle" /> |
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306 <param name="verbose" type="integer" label="verbose" value="0" help="--verbose" /> |
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307 <param name="epsilon" type="float" label="epsilon" value="0.1" help="--epsilon" /> |
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308 <param name="n_jobs" type="text" label="n_jobs" value="none" help="--n_jobs" /> |
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309 <param name="random_state" type="text" label="random_state" value="none" help="--random_state" /> |
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310 <param name="learning_rate" type="select" label="learning_rate" argument="" help="--learning_rate" > |
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311 <option value="constant" selected="true" > constant </option> |
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312 <option value="optimal" > optimal </option> |
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313 <option value="invscaling"> invscaling </option> |
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314 <option value="adaptive"> adaptive </option> |
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315 </param> |
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316 <param name="eta0" type="float" label="eta0" value="1e-3" help="--eta0" /> |
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317 <param name="power_t" type="float" label="power_t" value="0.5" help="--power_t" /> |
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318 <param name="early_stopping" type="boolean" label="early_stopping" value="false" help="--early_stopping" /> |
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319 <param name="validation_fraction" type="float" label="validation_fraction" value="0.1" help="--validation_fraction" /> |
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320 <param name="n_iter_no_change" type="integer" label="n_iter_no_change" value="5" help="--n_iter_no_change" /> |
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321 <param name="warm_start" type="boolean" label="warm_start" value='false' help="--warm_start" /> |
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322 <param name="average" type="boolean" label="average" value="false" help="--average" /> |
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323 </when> |
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324 </conditional> |
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325 </when> |
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326 |
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327 <when value="DTC"> |
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328 <conditional name="settings"> |
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329 <param name="advanced" type="select" label="Specify advanced parameters"> |
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330 <option value="simple" selected="true">No, use program defaults.</option> |
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331 <option value="advanced">Yes, see full parameter list.</option> |
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332 </param> |
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333 <when value="simple"> |
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334 </when> |
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335 |
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336 <when value="advanced"> |
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337 <param name="criterion" type="select" label="criterion" argument="" help="--criterion" > |
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338 <option value="gini" selected="true" > gini </option> |
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339 <option value="entropy"> entropy </option> |
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340 </param> |
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341 <param name="splitter" type="select" label="splitter" argument="" help="--splitter" > |
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342 <option value="best" selected="true" > best </option> |
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343 <option value="random"> random </option> |
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344 </param> |
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345 <param name="max_depth" type="integer" label="10" value="10" help="--max_depth" /> |
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346 <param name="min_samples_split" type="float" label="min_samples_split" value="2" help="--min_samples_split" /> |
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347 <param name="min_samples_leaf" type="float" label="min_weight_fraction_leaf" value="1" help="--min_weight_fraction_leaf" /> |
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348 <param name="min_weight_fraction_leaf" type="float" label="min_weight_fraction_leaf" value="0.0" help="--min_weight_fraction_leaf" /> |
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349 <param name="max_features" type="text" label="max_features" value='none' help="--max_features" > |
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350 </param> |
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351 <param name="random_state" type="integer" label="random_state" value="10" help="--random_state" /> |
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352 <param name="max_leaf_nodes" type="integer" label="max_leaf_nodes" value="0" help="--max_leaf_nodes" /> |
0973f093d98f
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353 <param name="min_impurity_decrease" type="float" label="min_impurity_decrease" value="0.0" help="--min_impurity_decrease" /> |
0973f093d98f
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354 <param name="min_impurity_split" type="float" label="min_impurity_split" value="1e-7" help="--min_impurity_split" /> |
0973f093d98f
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355 <param name="presort" type="text" label="presort" value="deprecated" help="--presort" /> |
0973f093d98f
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356 <param name="ccpalpha" type="float" label="ccpalpha" value="0.0" help="--ccpalpha" /> |
0973f093d98f
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357 </when> |
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358 </conditional> |
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359 </when> |
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360 |
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361 <when value="GBC"> |
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362 <conditional name="settings"> |
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363 <param name="advanced" type="select" label="Specify advanced parameters"> |
0973f093d98f
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364 <option value="simple" selected="true">No, use program defaults.</option> |
0973f093d98f
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365 <option value="advanced">Yes, see full parameter list.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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366 </param> |
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367 <when value="simple"> |
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368 </when> |
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369 |
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370 <when value="advanced"> |
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371 <param name="loss" type="select" label="loss" argument="" help="loss" > |
0973f093d98f
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372 <option value="simple" selected="true" > simple </option> |
0973f093d98f
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373 <option value="advanced">advanced</option> |
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374 </param> |
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375 <param name="learning_rate" type="float" label="learning_rate" value="0.1" help="--learning_rate" /> |
0973f093d98f
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376 <param name="n_estimators" type="integer" label="n_estimators" value="100" help="--n_estimators" /> |
0973f093d98f
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377 <param name="subsample" type="float" label="subsample" value="1.0" help="--subsample" /> |
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378 <param name="criterion" type="select" label="criterion" argument="" help="--criterion" > |
0973f093d98f
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379 <option value="mse" selected="true">mse</option> |
0973f093d98f
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380 <option value="friedman_mse">friedman_mse</option> |
0973f093d98f
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381 <option value="mae" > mae </option> |
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"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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382 </param> |
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383 <param name="min_samples_split" type="text" label="min_samples_split" value="2" help="--min_samples_split" /> |
0973f093d98f
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384 <param name="min_samples_leaf" type="text" label="min_samples_leaf" value="1" help="--min_samples_leaf" /> |
0973f093d98f
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385 <param name="min_weight_fraction_leaf" type="float" label="min_weight_fraction_leaf" value="0.0" help="--min_weight_fraction_leaf" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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386 <param name="max_depth" type="integer" label="max_depth" value="3" help="--max_depth" /> |
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387 <param name="min_impurity_decrease" type="float" label="min_impurity_decrease" value="0.0" help="--min_impurity_decrease" /> |
0973f093d98f
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388 <param name="min_impurity_split" type="float" label="min_impurity_split" value="1e-7" help="--min_impurity_split" /> |
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389 <param name="init" type="select" label="init" argument="" help="init" > |
0973f093d98f
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390 <option value="none" selected="true">None</option> |
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"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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391 <option value="Zero">Zero</option> |
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392 </param> |
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393 <param name="random_state" type="text" label="random_state" value="none" help="--random_state"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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394 <param name="max_features" type="text" label="max_features" value="none" help="--max_features" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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395 <param name="verbose" type="integer" label="verbose" value="0" help="--verbose" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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396 <param name="max_leaf_nodes" type="text" label="max_leaf_nodes" value="none" help="--max_leaf_nodes" /> |
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397 <param name="warm_start" type="boolean" label="warm_start" value='false' help="--warm_start" /> |
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"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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398 <param name="presort" type="text" label="presort" value="deprecated" help="--presort" /> |
0973f093d98f
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399 <param name="validation_fraction" type="float" label="validation_fraction" value="0.1" help="--validation_fraction" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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400 <param name="n_iter_no_change" type="text" label="n_iter_no_change" value="none" help="--n_iter_no_change" /> |
0973f093d98f
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401 <param name="tol" type="float" label="tol" value="1e-4" help="--tol" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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402 <param name="ccpalpha" type="float" label="ccpalpha" value="0.0" help="--ccpalpha" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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403 </when> |
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404 </conditional> |
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405 </when> |
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406 |
0973f093d98f
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407 <when value="RFC"> |
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408 <conditional name="settings"> |
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409 <param name="advanced" type="select" label="Specify advanced parameters"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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410 <option value="simple" selected="true">No, use program defaults.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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411 <option value="advanced">Yes, see full parameter list.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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412 </param> |
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413 <when value="simple"> |
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414 </when> |
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415 <when value="advanced"> |
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416 <param name="n_estimators" type="integer" label="n_estimators" value="100" help="--n_estimators" /> |
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"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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417 <param name="criterion" type="select" label="criterion" argument="" help="--criterion" > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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418 <option value="gini" selected="true"> gini </option> |
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419 <option value="entropy">entropy</option> |
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420 </param> |
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421 <param name="max_depth" type="text" label="max_depth" value="none" help="--max_depth" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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422 <param name="min_samples_split" type="text" label="min_samples_split" value="2" help="--min_impurity_split" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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423 <param name="min_samples_leaf" type="text" label="min_samples_leaf" value="1" help="--min_samples_leaf" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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424 <param name="min_weight_fraction_leaf" type="float" label="min_weight_fraction_leaf" value="0" help="--min_weight_fraction_leaf" /> |
0973f093d98f
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jay
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425 <param name="max_features" type="text" label="max_features" value='auto' help="--max_features" > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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426 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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427 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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428 <param name="max_leaf_nodes" type="text" label="max_leaf_nodes" value="none" help="--max_leaf_nodes" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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429 <param name="min_impurity_decrease" type="float" label="min_impurity_decrease" value="0" help="--min_impurity_decrease" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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430 <param name="min_impurity_split" type="float" label="min_impurity_split" value="1e-7" help="--min_impurity_split" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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431 <param name="bootstrap" type="boolean" label="bootstrap" value="true" help="--bootstrap" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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432 <param name="oob_score" type="boolean" label="oob_score" value="false" help="--oob_score" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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433 <param name="n_jobs" type="text" label="n_jobs" value="none" help="--n_jobs" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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434 <param name="random_state" type="text" label="random_state" value="none" help="--random_state" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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435 <param name="verbose" type="integer" label="verbose" value="0" help="--verbose" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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436 <param name="warm_start" type="boolean" label="warm_start" help="--warm_start" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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437 <param name="ccp_alpha" type="float" label="ccp_alpha" value="0.0" help="--ccp_alpha" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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438 <param name="max_samples" type="text" label="max_samples" value="none" help="--max_samples" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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439 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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440 </conditional> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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441 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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442 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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443 <when value="LRC"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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444 <conditional name="settings"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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445 <param name="advanced" type="select" label="Specify advanced parameters"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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446 <option value="simple" selected="true">No, use program defaults.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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447 <option value="advanced">Yes, see full parameter list.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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448 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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449 <when value="simple"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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450 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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451 <when value="advanced"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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452 <param name="penalty" type="select" label="fit_intercept" argument="" help="--fit_intercept" > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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453 <option value="l2" selected="true"> l1 </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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454 <option value="l1" > l2 </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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455 <option value="elastic" > elastic </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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456 <option value="None" > None </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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457 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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458 <param name="dual" type="boolean" label="dual" value="false" help="--dual" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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459 <param name="tol" type="float" label="tol" value="1e-4" help="--tol" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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460 <param name="C" type="float" label="C" value="1.0" help="--C" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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461 <param name="fit_intercept" type="boolean" label="fit_intercept" value="true" help="--fit_intercept" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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462 <param name="intercept_scaling" type="float" label="intercept_scaling" value="1.0" help="intercept_scaling" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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463 <param name="random_state" type="text" label="random_state" value="none" help="--random_state" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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464 <param name="solver" type="select" label="solver" argument="" help="--solver" > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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465 <option value="newton-cg" > newton-cg </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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466 <option value="lbfgs" selected="true" > lbfgs </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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467 <option value="saga" > saga </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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468 <option value="sag" > sag </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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469 <option value="liblinear" >liblinear </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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470 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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471 <param name="max_iter" type="integer" label="max_iter" value="100" help="--max_iter" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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472 <param name="multi_class" type="select" label="multi_class" argument="" help="--multi_class" > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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473 <option value="auto" selected="true" > auto </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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474 <option value="ovr" > ovr </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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475 <option value="multinomial" > multinomial </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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476 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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477 <param name="verbose" type="integer" label="verbose" value="0" help="--verbose" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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478 <param name="warm_start" type="boolean" label="warm_start" value="false" help="--warm_start" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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479 <param name="n_jobs" type="text" label="n_jobs" value="none" help="--n_jobs" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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480 <param name="l1_ratio" type="text" label="l1_ratio" value="none" help="--l1_ratio" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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481 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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482 </conditional> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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483 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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|
484 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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|
485 <when value="KNC"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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486 <conditional name="settings"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
487 <param name="advanced" type="select" label="Specify advanced parameters"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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|
488 <option value="simple" selected="true">No, use program defaults.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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489 <option value="advanced">Yes, see full parameter list.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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490 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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|
491 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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492 <when value="simple"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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|
493 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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|
494 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
495 <when value="advanced"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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|
496 <param name="n_neighbors" type="integer" value="5" label="Number of neighbors to use" argument="--n_neighbors" help="Number of neighbors to use" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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497 <param name="weights" type="select" label="Weight function" argument="--weights" help="weight function used in prediction. Possible values:" > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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498 <option value="uniform" selected="true" > Uniform </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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499 <option value="distance" > Distance </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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|
500 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
501 <param name="p" type="integer" label="Power parameter" value="2" help="Power parameter for the Minkowski metric." /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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|
502 <param name="leaf_size" type="integer" label="Leaf size" value="30" argument="--leaf_size" help="Leaf size passed to BallTree or KDTree." /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
503 <param name="algorithm" type="select" label="solver" argument="" help="--solver" > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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504 <option value="ball_tree" > BallTree </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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505 <option value="kd_tree" > KDTree </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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506 <option value="brute"> Brute-Force </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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507 <option value="auto" selected="true"> Auto</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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508 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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509 <param name="metric" type="select" label="Distance metric" help="The distance metric to use for the tree." > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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510 <option value="minkowski" selected="true"> Minkowski </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
511 <option value="precomputed" >Precomputed </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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|
512 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
513 <param name="n_jobs" type="integer" label="N-jobs" value="-1" help="The number of parallel jobs to run for neighbors search" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
514 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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515 </conditional> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
516 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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517 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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518 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
519 <when value="GNBC"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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520 <conditional name="settings"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
521 <param name="advanced" type="select" label="Specify advanced parameters"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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522 <option value="simple" selected="true">No, use program defaults.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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523 <option value="advanced">Yes, see full parameter list.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
524 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
525 <when value="simple"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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526 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
527 <when value="advanced"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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528 <param name="var_smoothing" type="float" label="var_smoothing" value="1e-9" help="--var_smoothing" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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529 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
530 </conditional> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
531 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
532 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
533 <when value="MLP"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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534 <conditional name="settings"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
535 <param name="advanced" type="select" label="Specify advanced parameters"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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536 <option value="simple" selected="true">No, use program defaults.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
537 <option value="advanced">Yes, see full parameter list.</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
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|
538 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
539 <when value="simple"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
540 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
541 <when value="advanced"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
542 <param name="hidden_layer_sizes" type="text" label="hidden_layer_sizes" value="100," help="--hidden_layer_sizes" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
543 <param name="activation" type='select' label="activation" help="--hidden_layer_sizes" > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
544 <option value="indentity" > indentity </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
545 <option value="logistic" > logistic </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
546 <option value="tanh" > tanh </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
547 <option value="relu" selected="true" > relu </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
548 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
549 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
550 <param name="solver" type="select" label="solver" help="--solver" > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
551 <option value="lbfgs" > lbfgs </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
552 <option value="sgd" > sgd </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
553 <option value="adam" selected="true" >adam </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
554 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
555 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
556 <param name="alpha" type="float" value="0.0001" label="alpha" help="--alpha" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
557 <param name="batch_size" type="text" value="auto" label="batch_size" help="--batch_size" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
558 <param name="learning_rate" type="select" label="learning_rate" help="--learning_rate" > |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
559 <option value="constant" selected="true" >constant </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
560 <option value="invscaling" >invscaling </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
561 <option value="adaptive" >adaptive </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
562 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
563 <param name="learning_rate_int" type="float" value="0.001" label="learning_rate_int" help="--learning_rate_int" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
564 <param name="power_t" type="float" value="0.5" label="power_t" help="--power_t" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
565 <param name="max_iter" type="integer" value="200" label="max_iter" help="--max_iter" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
566 <param name="shuffle" type="boolean" label="shuffle" value="true" help="--shuffle" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
567 <param name="random_state" type="text" label="random_state" value="none" help="--random_state" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
568 <param name="tol" type="float" label="tol" value="1e-4" help="--tol" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
569 <param name="verbose" type="boolean" label="verbose" value="false" help="--verbose" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
570 <param name="warm_start" type="boolean" label="warm_start" value="false" help="--warm_start" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
571 <param name="momentum" type="float" label="momentum" value="0.9" help="--momentum" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
572 <param name="nesterovs_momentum" type="boolean" label="nesterovs_momentum" value="true" help="--nesterovs_momentum" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
573 <param name="early_stopping" type="boolean" label="early_stopping" value="false" help="--early_stopping" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
574 <param name="validation_fraction" type="float" label="validation_fraction" value="0.1" help="--validation_fraction" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
575 <param name="beta_1" type="float" label="beta_1" value="0.9" help="--beta_1" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
576 <param name="beta_2" type="float" label="beta_1" value="0.999" help="--beta_2" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
577 <param name="epsilon" type="float" label="epsilon" value="1e-8" help="--epsilon" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
578 <param name="n_iter_no_change" type="integer" label="n_iter_no_change" value="10" help="--n_iter_no_change" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
579 <param name="max_fun" type="integer" label="max_fun" value="15000" help="--max_fun" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
580 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
581 </conditional> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
582 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
583 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
584 </conditional> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
585 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
586 <conditional name='TestMethods'> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
587 <param name="SelTestMethods" type="select" label="Choose the Test method" argument="--TestMethod" help="Data testing method"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
588 <option value="Internal">Internal</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
589 <option value="TestSplit">TestSplit</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
590 <option value="External">External</option> |
0973f093d98f
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591 <option value="Predict">Predict</option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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|
592 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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|
593 <when value="Internal"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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|
594 <param name="nFolds" type="integer" label="Cross validation" value="5" min="5" max="10" argument="--nfold" help="Cross validation"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
595 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
diff
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|
596 <when value="TestSplit"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
597 <param name="TestSplit" type="float" label="Split Training data" value="0.2" min="0.0" max="1.0" argument="-X" help="Split Training data"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
598 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
599 <when value="External"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
600 <param name="input2" type="data" label="Test data file" format="tabular" argument="--TestFile" help="Tabular file with text data"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
601 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
diff
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|
602 <when value="Predict"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
603 <param name="input2" type="data" format="Unlabeled data file" argument="--TestFile" help="Unlabeled data for predict"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
diff
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|
604 </when> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
605 </conditional> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
diff
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|
606 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
607 <param name="scalling" type="select" label="Data scalling options" argument="--SelectScaler" help="Data scalling options"> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
608 <option value="Min_Max"> Min_Max </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
609 <option value="Standard_Scaler"> Standard_Scaler </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
610 <option value="No_Scaler"> No_Scaler </option> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
611 </param> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
612 </inputs> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
diff
changeset
|
613 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
614 <outputs> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
615 <data name='output1' format='tabular' label="${tool.name} on $on_string - ${SelMLAlgo.MLAlgo} (tabular)" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
616 <data name='output2' format='html' label="${tool.name} on $on_string - ${SelMLAlgo.MLAlgo} (webpage)" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
617 </outputs> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
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|
618 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
diff
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|
619 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
620 <tests> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
621 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
622 <test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
623 <param name="input1" value="test.tsv"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
624 <param name="MLAlgo" value="SVMC" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
625 <param name="scalling" value="Min_Max"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
626 <output name="output1" file="test1/report_dir/SVMC.tsv" lines_diff="2"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
627 <output name="output2" file="test1/report_dir/SVMC.html" lines_diff="2" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
628 </test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
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parents:
diff
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|
629 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
630 <test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
631 <param name="input1" value="test.tsv"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
632 <param name="MLAlgo" value="GNBC" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
633 <param name="scalling" value="Min_Max"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
634 <output name="output1" file="test2/GNBC.tsv" lines_diff='2'/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
635 <output name="output2" file="test2/report_dir/GNBC.html" lines_diff='2'/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
636 </test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
637 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
638 <test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
639 <param name="input1" value="test.tsv"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
640 <param name="MLAlgo" value="SGDC" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
641 <param name="scalling" value="Min_Max"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
642 <output name="output1" file="test3/SGDC.tsv" lines_diff='2'/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
643 <output name="output2" file="test3/report_dir/SGDC.html" lines_diff='2'/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
644 </test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
645 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
646 <test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
647 <param name="input1" value="test.tsv"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
648 <param name="MLAlgo" value="DTC" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
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|
649 <param name="scalling" value="Min_Max"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
650 <output name="output1" file="test4/DTC.tsv" lines_diff='2' /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
651 <output name="output2" file="test4/report_dir/DTC.html" lines_diff='2'/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
652 </test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
653 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
654 <test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
655 <param name="input1" value="test.tsv"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
656 <param name="MLAlgo" value="GBC" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
657 <param name="scalling" value="Min_Max"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
658 <output name="output1" file="test5/GBC.tsv" lines_diff='2' /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
659 <output name="output2" file="test5/report_dir/GBC.html" lines_diff='2'/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
660 </test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
661 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
662 <test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
663 <param name="input1" value="test.tsv"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
664 <param name="MLAlgo" value="RFC" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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|
665 <param name="scalling" value="Min_Max"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
666 <output name="output1" file="test6/RFC.tsv" lines_diff='2' /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
667 <output name="output2" file="test6/report_dir/RFC.html" lines_diff='2'/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
668 </test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
669 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
670 <test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
671 <param name="input1" value="test.tsv"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
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changeset
|
672 <param name="MLAlgo" value="LRC" /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
673 <param name="scalling" value="Min_Max"/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
674 <output name="output1" file="test7/LRC.tsv" lines_diff='2' /> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
675 <output name="output2" file="test7/report_dir/LRC.html" lines_diff='2'/> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
676 </test> |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
677 |
0973f093d98f
"planemo upload for repository https://github.com/jaidevjoshi83/pdaug commit a9bd83f6a1afa6338cb6e4358b63ebff5bed155e"
jay
parents:
diff
changeset
|
678 <test> |
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679 <param name="input1" value="test.tsv"/> |
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680 <param name="MLAlgo" value="KNC" /> |
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681 <param name="scalling" value="Min_Max"/> |
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682 <output name="output1" file="test8/KNC.tsv" lines_diff='2'/> |
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683 <output name="output2" file="test8/report_dir/KNC.html" lines_diff='2'/> |
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684 </test> |
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685 |
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686 <test> |
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687 <param name="input1" value="test.tsv"/> |
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688 <param name="MLAlgo" value="MLP" /> |
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689 <param name="scalling" value="Min_Max"/> |
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690 <output name="output1" file="test9/MLP.tsv" lines_diff='2'/> |
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691 <output name="output2" file="test9/report_dir/MLP.html" lines_diff='2'/> |
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692 </test> |
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693 |
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694 </tests> |
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695 |
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696 |
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697 |
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698 <help><![CDATA[ |
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699 .. class:: infomark |
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700 |
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701 **What it does** |
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702 |
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703 This tool builds a machine learning model from the given descriptor set based on the binary class label. There are 8 different machine learning algorithms that have been implemented up to 10 fold cross-validation. We have also implemented standard scaler and MinMaxScaler normalization. |
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704 |
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705 * **Support Vector Machine Classifier** |
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706 * **Stochastic gradient descent Classifier** |
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707 * **Decision tree** |
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708 * **Gradient boosting Classifier** |
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709 * **Random Forest Classifier** |
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710 * **Logistic regression Classifier** |
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711 * **k-nearest neighbors Classifier** |
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712 * **Gaussian naive Bayes Classifier** |
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713 * **Multilayer perceptron Classifier** |
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714 |
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715 A detail Description of all the algorithms can be found at sklearn (https://scikit-learn.org/stable/) |
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716 |
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|
717 ----- |
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718 |
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719 **Inputs** |
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720 * **Training File** Tabulalr files with labeled peptide descriptor data. |
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721 * **Select Machine Learning algorithms** Select algorithm. |
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722 * **Select Advanced Parameters** Select the advance parameter details of each of the parameters that can be found on sklearn website. |
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|
723 * **Select the test method** (predict or internal test) |
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724 * **Cross Validation** Up to 10 fold cross-validation. |
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725 * **Method to Scale the data** MinMaxScaler and standard scaler. |
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726 |
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727 ----- |
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728 |
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729 **Outputs** |
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730 * Tabular file with the various performance scores (accurracy, precision, recall, f1-score, and AUC score). ]]></help> |
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731 |
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|
732 <citations> |
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|
733 <citation type="bibtex"> |
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734 @misc{PDAUGGITHUB, |
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735 author = {Joshi, Jayadev and Blankenberg, Daniel}, |
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736 year = {2020}, |
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737 title ={PDAUG - a Galaxy based toolset for peptide library analysis, visualization, and machine learning modeling}, |
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738 publisher = {GitHub}, |
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739 journal = {GitHub repository}, |
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740 url = |
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741 {https://github.com/jaidevjoshi83/pdaug.git}, |
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742 |
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743 }</citation> |
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744 |
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745 <citation type="bibtex"> |
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746 @article{scikit-learn, |
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747 title={Scikit-learn: Machine Learning in {P}ython}, |
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748 author={Pedregosa, F. and Varoquaux, G. and Gramfort, A. and Michel, V. |
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749 and Thirion, B. and Grisel, O. and Blondel, M. and Prettenhofer, P. |
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750 and Weiss, R. and Dubourg, V. and Vanderplas, J. and Passos, A. and |
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751 Cournapeau, D. and Brucher, M. and Perrot, M. and Duchesnay, E.}, |
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752 journal={Journal of Machine Learning Research}, |
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753 volume={12}, |
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754 pages={2825--2830}, |
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755 year={2011} |
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756 }</citation> |
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757 </citations> |
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758 </tool> |
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|
759 |
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|
760 |
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761 |