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whisper finetuning on mutiple gpu's

Actually i am fine tuning whisper model but its running on only one gpu and other 3 gpu remain idle. Problme is that it is not utilizing the other 3 GPU I want to fine tuning the whisper model ...
Nikhil's user avatar
  • 1
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30 views

TFWhisperForConditionalGeneration model.generate() returns repetitions of first word in sequence after finetuning

I fine-tuned TFWhisperForConditionalGeneration.from_pretrained("openai/whisper-tiny") on the German version of mozilla-foundation/common_voice_11_0. The training process looks fine (...
David's user avatar
  • 21
1 vote
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121 views

Fine-Tuning Whisper for translate task "speech in cutom dialect to translated text in another custom language"

I recently fine-tuned the Whisper-Tiny model on my custom speech dataset for transcription tasks, and it worked well. However, when I tried to fine-tune the model for a translation task using the same ...
maria labed's user avatar
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0 answers
277 views

How can I use the encoder part of the whisper model and sending the output of the encoder to a classification head?

I want to use whisper for speech emotion recognition, and since whisper is an encoder-decoder architecture model, I only want to leverage the encoder part and add a classification head on top of it to ...
stanley101's user avatar
1 vote
0 answers
147 views

Using a fine-tuned model for the pipeline method in Hugging Face's Transformers

I'm trying to replicate the Long-Form Transcription technique in the README for Whisper. The method loads a pre-existing model via using the pipeline method. import torch from transformers import ...
jhdeov's user avatar
  • 31
0 votes
1 answer
340 views

TypeError: Whisper.forward() missing 1 required positional argument: 'tokens' when creating chatbot with fine-tuned model

On google colab I am creating a chatbot, using whisper to transcribe an audio then generate response, based on a fine-tuned model. I use the model with pure-text chatbot first, and it works fine, but ...
resssslll's user avatar
3 votes
1 answer
8k views

How can I finetune a model from OpenAI's Whisper ASR on my own training data?

I use OpenAI's Whisper python lib for speech recognition. I have some training data: either text only, or audio + corresponding transcription. How can I finetune a model from OpenAI's Whisper ASR on ...
Franck Dernoncourt's user avatar