IBM / ibm-generative-ai

IBM-Generative-AI is a Python library built on IBM's large language model REST interface to seamlessly integrate and extend this service in Python programs.
https://ibm.github.io/ibm-generative-ai/
Apache License 2.0
250 stars 101 forks source link

Model Tuning broken and requesting to support more Tasks #354

Open adfayed opened 6 months ago

adfayed commented 6 months ago

Context

What are you trying to do and how would you want to do it differently? Is it something you currently you cannot do? Is this related to an issue/problem?

Answer: Trying to model tune for chat purpose. Currently not possible. Also related issue/problem, tuning is currently broken since using a validation file is commented out. Tuning needs to take into account validation.


Tuning works for classification and summarization tasks, but not for chat:

        tune_result = self.client.tune.create(
            model_id=model_id,
            name=f"{model_id}-tuned",
            tuning_type=TuningType.PROMPT_TUNING,
            task_id="classification",  # Another supported task is "summarization"
            parameters=hyperparams,
            training_file_ids=[training_file_id]
        ).result

I think it would be super useful to get the chat task supported as well. That is probably the highest use-case for other folks besides myself. Also a lot of the top performing models only support chat and generation like mistralai/mixtral-8x7b-instruct-v01 and meta-llama/llama-3-70b-instruct.

Alternatives

Can you achieve the same result doing it in an alternative way? Is the alternative considerable?

Answer: Not really, the top performing models that I'd like to use (mentioned above) do not support classification nor summarization.

Has the feature been requested before?

Answer: No

If the feature request is approved, would you be willing to submit a PR?

Answer: Yes, sure thing! I'd just need some guidance on where to get started.

adfayed commented 5 months ago

Any updates on this please?

RacketyWater7 commented 4 months ago

Hi guys, is there any update on this issue yet?