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guyuchao avatar guyuchao commented on July 29, 2024

At the beginning of codebook training, the codebook usage is low. So we need to use offline KMeans to re-initialize its codebook items. If you want to speed up this function, you may set (n_init=1) in the KMeans algorithm. And the origin setting in sklearn is n_init=10, which means the KMeans will repeat 10 times.

cluster.k_means(encodings, num_clusters, n_init=1)

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tzm-tora avatar tzm-tora commented on July 29, 2024

Thank you for your explaination. I am new to VQGAN, and I am curious about if this trick is a common operation for codebook training or this is first proposed by your team. Thank you!

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guyuchao avatar guyuchao commented on July 29, 2024

It is not our contribution, you can refer to "robust training of vector quantized bottleneck models" for details.

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