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glample avatar glample commented on July 20, 2024 3

It is normal for the source embeddings to move, since the source embeddings are mapped to the space of the target embeddings. So it is expected to have different source embeddings. The target embeddings are not supposed to move though.

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glample avatar glample commented on July 20, 2024

Hi,

By default, your embeddings on the target side should not move. If they move, it maybe because you are setting --normalize_embeddings to something like renorm or center to renormalize or center your embeddings.

What command are you using?

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DavidGOrtega avatar DavidGOrtega commented on July 20, 2024

Hi, thanks for the reply, the spaces are definetely moving, I can see in dump folders that the vectors of the source language differs from the original ones:

2519370 300
, -0.02948 -0.21129 0.04343 0.19881 0.05295 -0.10741 0.04260 -0.07466 -0.21796 -0.01356 -0.00595 0.08293 -0.05613 0.13110 0.24169 0.01339 -0.26227 -0.02290 0.03767 -0.$
. 0.06645 -0.29178 0.14053 0.04299 0.13258 -0.22219 -0.03270 -0.01460 0.02280 -0.07971 -0.03245 0.12176 0.00496 -0.10281 0.31369 0.09630 -0.33772 0.14261 0.07439 -0.07$
the 0.04159 -0.11443 0.02923 -0.12095 -0.10245 -0.04293 -0.09272 -0.09758 0.03041 -0.19944 -0.00167 -0.12472 0.01751 -0.11062 0.19063 0.01375 -0.16086 0.02883 0.14020 $
</s> -0.00185 0.00126 0.00013 -0.00325 0.00110 0.00074 -0.00370 0.00007 0.00201 0.00354 0.00259 0.00131 0.00116 -0.00094 0.00011 -0.00213 0.00201 0.00294 -0.00241 -0.0$
of -0.04616 -0.07976 0.06595 -0.10639 -0.00265 -0.02144 -0.04606 -0.04847 -0.00289 -0.23925 0.05506 -0.07128 0.06057 -0.12338 0.23568 0.24877 -0.09040 0.08396 0.06380 $
- 0.08003 -0.35446 0.25302 -0.13906 0.12771 0.05924 -0.23303 -0.12729 -0.13709 -0.22097 0.05848 0.07262 0.18509 0.21290 0.10258 0.13504 -0.05400 0.00911 0.19758 0.3225$
in -0.01183 0.06227 0.03939 0.05250 -0.03320 -0.07291 0.06198 0.02659 -0.17706 -0.03607 -0.01088 -0.09639 -0.03377 -0.10644 0.13871 -0.12476 -0.11023 0.04956 -0.00823 $
and -0.01185 -0.10965 0.09453 0.14128 -0.02225 -0.16218 -0.00361 -0.01935 -0.10978 -0.12176 -0.03559 -0.05627 0.02960 0.02760 0.04719 0.01789 -0.07090 0.02324 0.02459 $


2519370 300
, -0.023167 -0.0042483 -0.10572 0.042783 -0.14316 -0.078954 0.078187 -0.19454 0.022303 0.31207 0.057462 -0.11589 0.096633 -0.093229 -0.034229 -0.14652 -0.11094 -0.1110$
. -0.11112 -0.0013859 -0.1778 0.064508 -0.24037 0.031087 -0.030144 -0.36883 -0.043855 0.24831 0.078633 -0.16072 0.10528 -0.09622 -0.077742 -0.28262 -0.13013 0.0056083 $
the -0.065334 -0.093031 -0.017571 0.20007 0.029521 -0.03992 -0.16328 -0.072946 0.089604 0.080907 -0.040032 -0.23624 0.1825 -0.061241 -0.064386 -0.075258 -0.050076 -0.0$
</s> 0.050258 -0.073228 0.43581 0.17483 -0.18546 -0.39921 -0.50767 -0.5066 -0.15557 0.031451 -0.23794 -0.44625 -0.26341 -0.26413 -0.26935 -0.62865 -0.13574 0.0697 0.26$
of 0.048804 -0.28528 0.018557 0.20577 0.060704 0.085446 -0.036267 -0.068373 0.14507 0.17852 0.14579 -0.1363 0.23348 0.029758 -0.22001 -0.0045515 -0.11197 -0.041367 0.0$
- -0.12278 -0.036748 0.20728 -0.018277 -0.0016348 0.023735 -0.03712 -0.28608 -0.19088 -0.068688 0.061755 -0.052416 0.16867 -0.1108 -0.11308 -0.27392 -0.30827 0.18204 0$
in 0.12367 -0.13965 0.044877 0.18919 -0.10997 -0.0064458 0.050499 -0.20439 -0.015761 0.15049 0.13774 -0.068241 0.17078 -0.13529 -0.18324 -0.00035567 -0.099566 -0.14549$
and -0.031533 0.046278 -0.12534 0.19165 -0.1266 -0.012853 0.10342 -0.0098085 0.15189 0.27582 0.13695 0.0088799 0.14132 -0.12 -0.063439 -0.15178 0.09809 -0.1201 -0.0690$

My command to generate the alignment. My target corpus is very small, just 67 words with 65 in common.

python supervised.py --src_lang en --tgt_lang eg --src_emb ./../x/embeddings/wiki.en.bin --tgt_emb ./../x/embeddings/car_brands.bin --dico_train identical_char --dico_max_rank 0 --n_refinement 5

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