How can i use a fine tuned model in a python project

[padel1]

I fine-tuned a model from Arabic to English and achieved good results, unlike the other methods I've tried. Now, I aim to incorporate this resulting model into a Python code. I attempted to convert it using convert_marian_to_pytorch.py, but the resulting model only produces random false outputs.

[mrpi007]

I just recently managed to do just that with a fine-tuned English to German model using Ctranslate2 (https://pypi.org/project/ctranslate2/ and https://opennmt.net/CTranslate2/index.html). The conversion of the model was super fast (seconds) and the converted model behaves exactly the same. I haven't done much coding yet to put this to use. So I can't comment on still possible issues at that end.

[padel1]

I just recently managed to do just that with a fine-tuned English to German model using Ctranslate2 (https://pypi.org/project/ctranslate2/ and https://opennmt.net/CTranslate2/index.html). The conversion of the model was super fast (seconds) and the converted model behaves exactly the same. I haven't done much coding yet to put this to use. So I can't comment on still possible issues at that end.

thanks for the reply but could you please give me the steps to convert and use or the code

[mrpi007]

https://opennmt.net/CTranslate2/quickstart.html : step 1 to 4, section Python
https://opennmt.net/CTranslate2/guides/opus_mt.html : code example on how to use the converted model

Hope that helps.