Mercurial > repos > rnateam > graphclust_nspdk
annotate NSPDK_candidateClusters.xml @ 2:062be03c293f draft
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
| author | rnateam | 
|---|---|
| date | Mon, 13 Mar 2017 17:56:58 -0400 | 
| parents | e772ceb48396 | 
| children | 2a7f99a14b5f | 
| rev | line source | 
|---|---|
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0
 
d7d270d97c25
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit 21aaee40723b5341b4236edeb0e72995c2054053
 
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changeset
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1 <tool id="NSPDK_candidateClust" name="NSPDK_candidateClusters" version="9.2"> | 
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2
 
062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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changeset
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2 <requirements> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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3 <requirement type="package" version="0.1.10">graphclust-wrappers</requirement> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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changeset
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4 <requirement type="package" version="0.5">perl-array-utils</requirement> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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changeset
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5 <requirement type="package" version="9.2">nspdk</requirement> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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changeset
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6 </requirements> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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parents: 
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7 <stdio> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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parents: 
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8 <exit_code range="1:" /> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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changeset
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9 </stdio> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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10 <command> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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11 <![CDATA[ | 
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d7d270d97c25
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit 21aaee40723b5341b4236edeb0e72995c2054053
 
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parents:  
diff
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12 | 
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2
 
062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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13 mkdir ./SVECTOR && | 
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d7d270d97c25
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit 21aaee40723b5341b4236edeb0e72995c2054053
 
rnateam 
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diff
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14 | 
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2
 
062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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15 #for $ins in $data_svector: | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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parents: 
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16 ln -f -s '$ins' ./SVECTOR/ && | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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17 #end for | 
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d7d270d97c25
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit 21aaee40723b5341b4236edeb0e72995c2054053
 
rnateam 
parents:  
diff
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18 | 
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2
 
062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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changeset
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19 NSPDK_candidateClusters.pl | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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changeset
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20 '$data_fasta' | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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21 '$data_names' | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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22 $noCache | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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23 $ensf | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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24 $oc | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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25 $usn | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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26 $knn | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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27 $nhf | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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28 $nspdk_nhf_max | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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29 $nspdk_nhf_step | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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30 $GLOBAL_num_clusters | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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31 $max_rad | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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32 $max_dist_relations | 
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0
 
d7d270d97c25
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit 21aaee40723b5341b4236edeb0e72995c2054053
 
rnateam 
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33 | 
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2
 
062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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34 #if $iteration_num.iteration_num_selector: | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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35 $iteration_num.CI | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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36 '$blacklist' | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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37 '$final_partition_soft' | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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38 '$fast_cluster_last_round' | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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39 $iteration_num.GLOBAL_hit_blacklist_overlap | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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40 #end if | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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41 ]]> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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42 </command> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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43 <inputs> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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44 <param type="data" name="data_svector" multiple="True"/> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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45 <param type="data" name="data_fasta" format="fasta" /> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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46 <param type="data" name="data_names" format="txt" /> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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47 <conditional name="iteration_num"> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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48 <param name="iteration_num_selector" type="boolean" checked="no" label="Multiple iterations" help="for single iteration- NO, for multiple-YES"/> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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49 <when value="true"> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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50 <param name="CI" type="integer" value="2" size="5" label="Number of current iteration "/> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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51 <param type="data" name="blacklist" format="txt" /> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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52 <param type="data" name="final_partition_soft" format="txt" /> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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53 <param type="data" name="fast_cluster_last_round" format="txt" /> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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54 <param name="GLOBAL_hit_blacklist_overlap" type="float" value="0.2" size="5" label="Blacklist hit overlap" /> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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55 </when> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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56 <when value="false" > | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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57 <param name="CI" type="hidden" value="1" size="5" label="Number of current iteration "></param> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
parents: 
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58 </when> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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59 </conditional> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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60 <param name="max_rad" type="integer" value="3" size="5" label="maximum radius " help="-R"/> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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61 <param name="max_dist_relations" type="integer" value="3" size="5" label="maximum distance relations" help="-D"/> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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62 <param name="noCache" truevalue="-no-cache" falsevalue="" checked="True" type="boolean" | 
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d7d270d97c25
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit 21aaee40723b5341b4236edeb0e72995c2054053
 
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63 label="Deactivate caching of kernel value computation (-no-cache)" help="to minimize memory usage"/> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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64 <param name="ensf" type="integer" value="5" size="5" label="eccess neighbour size factor" help="-ensf"/> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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65 <param name="usn" truevalue="-usn" falsevalue="" checked="True" type="boolean" | 
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d7d270d97c25
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit 21aaee40723b5341b4236edeb0e72995c2054053
 
rnateam 
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66 label="Use shared neighbourhood to weight center density (-usn)" help="by default true"/> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
rnateam 
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67 <param name="oc" truevalue="-oc" falsevalue="" checked="True" type="boolean" | 
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d7d270d97c25
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit 21aaee40723b5341b4236edeb0e72995c2054053
 
rnateam 
parents:  
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68 label=" flag to output clusters (-oc)" help="by default true"/> | 
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062be03c293f
planemo upload for repository https://github.com/eteriSokhoyan/galaxytools/tree/branchForIterations/tools/GraphClust/NSPDK commit f971832d2b34a182314e5201ea6895dd207c5923
 
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69 <param name="knn" type="integer" value="20" size="5" label="Number of nearest neighbors" help="-knn num"/> | 
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70 <param name="nhf" type="integer" value="500" size="5" label="Number of hash functions " help="-nhf num"/> | 
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71 <param name="nspdk_nhf_max" type="integer" value="1000" size="5" label="Maximal number of hash functions " /> | 
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72 <param name="nspdk_nhf_step" type="integer" value="25" size="5" label="Size of step for increasing hash functions " help="The number of hash functions is increased by this value after each iteration."/> | 
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73 <param name="GLOBAL_num_clusters" type="integer" value="100" size="5" label="Maxinum number of clusters " /> | 
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74 </inputs> | 
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75 <outputs> | 
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76 <data name="fast_cluster" format="txt" from_work_dir="SVECTOR/data.svector.1.fast_cluster" label="fast_cluster.1" > | 
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77 <filter> iteration_num['iteration_num_selector'] is False</filter> | 
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78 </data> | 
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79 <data name="fast_cluster_sim" format="txt" from_work_dir="SVECTOR/data.svector.1.fast_cluster_sim" label="fast_cluster_sim.1" > | 
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80 <filter> iteration_num['iteration_num_selector'] is False </filter> | 
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81 </data> | 
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82 <data name="black_list" format="txt" from_work_dir="SVECTOR/data.svector.blacklist.1" label="blacklist.1" > | 
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83 <filter> iteration_num['iteration_num_selector'] is False </filter> | 
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84 </data> | 
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85 <data name="fast_cluster_m" format="txt" from_work_dir="SVECTOR/data.svector.*.fast_cluster" label="fast_cluster.$iteration_num.CI" > | 
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86 <filter> iteration_num['iteration_num_selector'] is True</filter> | 
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87 </data> | 
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88 <data name="fast_cluster_sim_m" format="txt" from_work_dir="SVECTOR/data.svector.*.fast_cluster_sim" label="fast_cluster_sim.$iteration_num.CI" > | 
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89 <filter> iteration_num['iteration_num_selector'] is True</filter> | 
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90 </data> | 
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91 <data name="black_list_m" format="txt" from_work_dir="SVECTOR/data.svector.blacklist.*" label="blacklist.$iteration_num.CI" > | 
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92 <filter> iteration_num['iteration_num_selector'] is True</filter> | 
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93 </data> | 
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94 </outputs> | 
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95 <tests> | 
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96 <test> | 
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97 <param name="data_fasta" value="data.fasta"/> | 
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98 <param name="data_names" value="data.names"/> | 
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99 <param name="data_svector" value="data.svector.1" ftype="zip" /> | 
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100 <conditional name="iteration_num"> | 
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101 <param name="iteration_num_selector" value="false"/> | 
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102 </conditional> | 
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103 <param name="noCache" value="-no-cache"/> | 
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104 <param name="ensf" value="5"/> | 
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105 <param name="oc" value="-oc"/> | 
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106 <param name="max_rad" value="3"/> | 
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107 <param name="max_dist_relations" value="3"/> | 
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108 <param name="usn" value="-usn"/> | 
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109 <param name="knn" value="20"/> | 
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110 <param name="nhf" value="500"/> | 
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111 <param name="nspdk_nhf_max" value="1000"/> | 
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112 <param name="nspdk_nhf_step" value="25"/> | 
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113 <param name="GLOBAL_num_clusters" value="100"/> | 
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114 <output name="fast_cluster" file="SVECTOR/data.svector.1.fast_cluster" /> | 
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115 <output name="fast_cluster_sim" file="SVECTOR/data.svector.1.fast_cluster_sim" /> | 
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116 <output name="black_list" file="SVECTOR/data.svector.blacklist.1" /> | 
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117 </test> | 
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118 </tests> | 
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119 <help> | 
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120 <![CDATA[ | 
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0
 
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121 | 
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122 **What it does** | 
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123 | 
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124 Copmutes global feature index and returns top dense sets. | 
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125 The candidate clusters are chosen as the top ranking neighborhoods provided that the size of their overlap | 
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126 is below a specified threshold. | 
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127 For more information see *Fast neighborhood subgraph pairwise distance kernel* paper. | 
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128 | 
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129 | 
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130 **Parameters** | 
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131 | 
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132 + **-knn** : <num nearest neighbors> (default: 10) | 
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133 | 
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134 + **-otknn** : flag to output true (i.e. implies full kernel matrix evaluation) k-nearest neighburs (default: 0) | 
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135 | 
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136 + **-oc** : flag to output clusters (default: 0) | 
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137 | 
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138 + **-nhf** : <num hash functions> for the Locality Sensitive Hashing function (default: 250) | 
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139 | 
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140 + **-ensf** : <eccess neighbour size factor> (default: 10) (0 to avoid trimming) | 
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141 | 
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142 + **-usn** : use shared neighbourhood to weight center density (default: 0) | 
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143 | 
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144 | 
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145 ]]> | 
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146 </help> | 
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147 <citations> | 
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148 <citation type="doi">10.1093/bioinformatics/bts224</citation> | 
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149 <citation type="bibtex">@inproceedings{costa2010fast, | 
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150 title={Fast neighborhood subgraph pairwise distance kernel}, | 
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151 author={Costa, Fabrizio and De Grave, Kurt}, | 
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152 booktitle={Proceedings of the 26th International Conference on Machine Learning}, | 
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153 pages={255--262}, | 
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154 year={2010}, | 
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155 organization={Omnipress} | 
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156 } | 
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157 </citation> | 
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158 </citations> | 
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0
 
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159 </tool> | 
