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yanfan0531 avatar yanfan0531 commented on July 20, 2024

Oh is it because self.mapping is first initialized as diagonal matrix so that in crosslingual evaluation, actually it does nothing to the exported embeddings?

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glample avatar glample commented on July 20, 2024

evaluate.py will load the embeddings, and do the L2 normalization automatically to compute the cosine distance. As you noticed, the mapping will be set to the identity by default when you load evaluate.py, so the embeddings won't be modified:

MUSE/src/models.py

Lines 62 to 63 in 35e5fed

if getattr(params, 'map_id_init', True):
mapping.weight.data.copy_(torch.diag(torch.ones(params.emb_dim)))

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