huggingface / transformers

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
https://huggingface.co/transformers
Apache License 2.0
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openai/whisper-large-v2 generates different text result when passing return_timestamps=True #25916

Closed chamini2 closed 8 months ago

chamini2 commented 1 year ago

System Info

Initial report in this whisper discussion: https://github.com/openai/whisper/discussions/1623#discussioncomment-6879291

Who can help?

No response

Information

Tasks

Reproduction

If return_timestamps=True is there, we get the full transcript in spanish as expected. While if we don't send that, we just get 2 words in the result.

Will add example as a comment, currently reaching body too long.

Expected behavior

It should return the same text in both cases.

chamini2 commented 1 year ago

Adding a base64 representation of my audio since it is not accepted as attachment in GitHub.

import base64
from tempfile import NamedTemporaryFile

def test(url: str):
    from transformers import pipeline

    # Split out the base64 encoded data
    _, data_url = url.split(",", 1)

    # Decode the data and save it to a temporary file
    with NamedTemporaryFile(delete=True) as temp_file:
        temp_file.write(base64.b64decode(data_url))
        temp_file.flush()  # Make sure all data is written to the file

        # Pass the file path to the model
        pipe = pipeline(
            task="automatic-speech-recognition",
            model="openai/whisper-large-v2",
            chunk_length_s=30,
            generate_kwargs={"num_beams": 5} # same setting as `openai-whisper` default
        )

        result = pipe(temp_file.name, generate_kwargs={"language": "es"})
        print(result["text"]) # cut output

        result = pipe(temp_file.name, return_timestamps=True, generate_kwargs={"language": "es"})
        print(result["text"]) # complete output with the timestamps

url = "data:;base64,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"
test(url)
ArthurZucker commented 1 year ago

Hey! I invite you to read the documentation about whisper as this is expected. You cannot process more than 30seconds with whisper, but if you return timestamps, then you can "merge" the outputs based on the timestamps of the model.

chamini2 commented 1 year ago

@ArthurZucker , I had read it and tried with 30 seconds long audio (the example I sent has 30 seconds). And I only get 2 words out of the pipeline, not 30 seconds of words. I think this is not related to that.

ArthurZucker commented 1 year ago

Can you send me what you are using to decode the audio file? I used base64.b64decode(audio) which does not work (your snippet is missing this)

chamini2 commented 1 year ago

Thanks for checking @ArthurZucker , updated the example

ArthurZucker commented 1 year ago

Thanks I'll have a look!

chamini2 commented 11 months ago

did you have a chance to check it out @ArthurZucker ?

ArthurZucker commented 11 months ago

No sorry, I'lll ping @ylacombe in case he has time!

ArthurZucker commented 10 months ago

It's not necessarily a priority as most models and inputs work as expected, sorry that we did not have time to adresse this. Would recommend to try on the latest version of transformers, otherwise, some hallucination is possible, if the pipeline processes the long file in chunks as the merging rules are less accurate

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ylacombe commented 9 months ago

Hey @sanchit-gandhi, do you have time to take a look at this ? If not, I can dedicate some time to it!

github-actions[bot] commented 8 months ago

This issue has been automatically marked as stale because it has not had recent activity. If you think this still needs to be addressed please comment on this thread.

Please note that issues that do not follow the contributing guidelines are likely to be ignored.

ylacombe commented 8 months ago

Hi @chamini2, thanks for this issue! After investigations, I'm under the impression that this has to do with the model itself rather than transformers code.

When return_timestamps=True, you force the last initial decoder id to be a certain token (let's call it ), while you remove it when return_timestamps=False. All other things seems equal.

I believe that in that case, Whisper works better (and maybe was trained only) with return_timestamps=True and removing the corresponding token messes with the model. Keep in mind that different initial conditions can lead to different results, in that case, it can lead to hallucinations.

Note that I've tried the same code with another sample, this time in English, and that contrarily to your example, results were the same.

I hope that it helps!

sanchit-gandhi commented 8 months ago

Indeed - as @ylacombe mentioned the model operates differently depending on whether you activate the timestamp prediction task or not. This figure from the Whisper paper shows the different tracks the model takes depending on whether return_timestamps is True or False:

Screenshot 2024-01-17 at 17 03 36

=> you can see here how the timestamp prediction task is interleaved with the text token prediction task. In practice, this means the decoder input ids are different for timestamps / no timestamps, giving different transcription results for each configuration.

In general, I've found that timestamps degrade the word-error rate performance of short-form evaluation (<30s audio), but improve the performance on long-form audios (>30s). However, you should experiment on your own distribution of data to find the optimal configuration for you.

chamini2 commented 8 months ago

Thank you for the explanation and time looking into this! Closed since it's not really transformers that makes this happen and it is expected.