Commit 957896bc9780a73241cd1ceabcb35ccbfa9f6e9c
1 parent
ed89325d5d
Exists in
master
Adding an example of data and script to use clustering.
Showing 4 changed files with 156 additions and 0 deletions Inline Diff
receipts/clustering_example.sh
| File was created | 1 | # Don't forget to install volia before or to run it in volia root directory. | |
| 2 | # You can uncomment "debug" flag parameter to see print dedicated to the debug. | ||
| 3 | |||
| 4 | # Example k-means with (default) euclidian distance | ||
| 5 | python -m volia.clustering \ | ||
| 6 | --features "example/feats_example.txt" \ | ||
| 7 | --lst "example/example.lst" \ | ||
| 8 | -k 4 \ | ||
| 9 | --output "tests/kmeans_on_example.pkl" \ | ||
| 10 | #--debug | ||
| 11 | |||
| 12 | python -m volia.clustering measure \ | ||
| 13 | --measure "entropy" "v-measure" "homogeneity" "completeness" "purity" \ | ||
| 14 | --features "example/feats_example.txt" \ | ||
| 15 | --lst "example/example.lst" \ | ||
| 16 | --truelabels "example/utt2grp_example" \ | ||
| 17 | --model "tests/kmeans_on_example.pkl" \ | ||
| 18 | --modeltype "k-means" | ||
| 19 | |||
| 20 | |||
| 21 | # Example k-means with mahalanobis distance | ||
| 22 | python -m volia.clustering kmeans \ | ||
| 23 | --features "example/feats_example.txt" \ | ||
| 24 | --lst "example/example.lst" \ | ||
| 25 | -k 4 \ | ||
| 26 | --output "tests/kmeans_mahalanobis_on_example.pkl" \ | ||
| 27 | --mahalanobis | ||
| 28 | #-- debug | ||
| 29 | |||
| 30 | python -m volia.clustering measure \ | ||
| 31 | --measure "entropy" "v-measure" "homogeneity" "completeness" "purity" \ | ||
| 32 | --features "example/feats_example.txt" \ | ||
| 33 | --lst "example/example.lst" \ | ||
| 34 | --truelabels "example/utt2grp_example" \ | ||
| 35 | --model "kmeans_mahalanobis_on_example.pkl" \ | ||
| 36 | --modeltype "k-means-mahalanobis" |
receipts/example/example.lst
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receipts/example/feats_example.txt
| File was created | 1 | 00001 9.9777948745 5.0097253094 | |
| 2 | 00002 9.5229160451 5.1065689857 | ||
| 3 | 00003 10.0683032257 5.0929926845 | ||
| 4 | 00004 10.4190537483 5.0436588347 | ||
| 5 | 00005 10.2489220003 4.764469118 | ||
| 6 | 00006 10.0102482307 5.1295142096 | ||
| 7 | 00007 10.0132105155 4.975514489 | ||
| 8 | 00008 9.6582134421 5.3718089569 | ||
| 9 | 00009 10.3687320788 5.0070660353 | ||
| 10 | 00010 10.0206559865 5.0782852429 | ||
| 11 | 00011 5.3790591998 10.5482455864 | ||
| 12 | 00012 4.8410845425 9.393727279 | ||
| 13 | 00013 4.7244926286 9.7959140641 | ||
| 14 | 00014 4.8898252527 9.8588087418 | ||
| 15 | 00015 4.9001782344 9.8886957353 | ||
| 16 | 00016 4.7953159294 10.1760344582 | ||
| 17 | 00017 4.987703639 10.2005482342 | ||
| 18 | 00018 5.4247526431 9.4028065528 | ||
| 19 | 00019 5.1492437327 9.6273676282 | ||
| 20 | 00020 5.1409374793 9.8161364221 | ||
| 21 | 00021 10.0364010754 10.033142897 | ||
| 22 | 00022 9.9678777136 10.3401433342 | ||
| 23 | 00023 9.9490251639 10.048815697 | ||
| 24 | 00024 10.2081153569 9.7356741508 | ||
| 25 | 00025 9.9570713519 10.3380561866 | ||
| 26 | 00026 10.2848058713 10.2612123135 | ||
| 27 | 00027 10.0367532914 9.881463012 | ||
| 28 | 00028 9.9394777833 9.8033954281 | ||
| 29 | 00029 10.3024249623 10.2459711714 | ||
| 30 | 00030 9.8460800216 9.9275337768 | ||
| 31 | 00031 0.0411836404 5.4633030866 | ||
| 32 | 00032 0.0139924297 4.5859670157 | ||
| 33 | 00033 -0.4310357985 5.1511811554 | ||
| 34 | 00034 -0.3548044058 4.9971822733 | ||
| 35 | 00035 -0.2065391374 4.6706733169 | ||
| 36 | 00036 0.3792866979 5.1858242378 | ||
| 37 | 00037 0.0223456313 5.0171648356 | ||
| 38 | 00038 0.4665682914 4.8223001752 | ||
| 39 | 00039 0.2108448666 5.0367557812 | ||
| 40 | 00040 -0.3157195455 5.4294636419 |
receipts/example/utt2grp_example
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