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@@ -198,7 +198,7 @@ python3 labours.py -m couples -o <name> [--couples-tmp-dir=/tmp]
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**Important**: it requires Tensorflow to be installed, please follow [official instructions](https://www.tensorflow.org/install/).
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The files are coupled if they are changed in the same commit. The developers are coupled if they
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-change the same file. `hercules` records the number of couples throught the whole commit history
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+change the same file. `hercules` records the number of couples throughout the whole commit history
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and outputs the two corresponding co-occurrence matrices. `labours.py` then trains
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[Swivel embeddings](https://github.com/src-d/tensorflow-swivel) - dense vectors which reflect the
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co-occurrence probability through the Euclidean distance. The training requires a working
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Vadim Markovtsev