Quillot Mathias / volia

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Commit 957896bc9780a73241cd1ceabcb35ccbfa9f6e9c

Authored by quillotm
1 parent ed89325d5d
Exists in master

Adding an example of data and script to use clustering.

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receipts/clustering_example.sh
Diff comments   View file @ 957896b
  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
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  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
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  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
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  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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