dspy

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-support for finetuning OpenAI models with latest API -modified BootstrapFinetune to support OpenAI fine-tuning -modified BootstrapFinetune to support HFModel fine-tuning with HFClientTGI checkpoint integrations as well -added model initialization validation...

arnavsinghvi11

added adapters for DSPy

2

-adapters for general LMs (DavinciAdapter), chat LMs (TurboAdapter) and Llama models (LlamaAdapter)

arnavsinghvi11

included usage logging for openai calls

6

-logging of total_tokens usage from OpenAI requests -thread-safe with Python logging library

arnavsinghvi11

How to ?(Summarization+Task specific text generation)

3

Hi everybody , I already read all the issues, and many of them seem to struggle framing the solution with this new approach. I am here to join the crew...

gabgen

Save kwargs for huggingface TGI model

2

Previously, using `HFClientTGI` with `BootstrapFewShot` didn't work for `max_rounds` > 1. The culprit was: ``` File "/lib/python3.10/site-packages/dsp/modules/lm.py", line 84, in copy model = kwargs.pop('model') KeyError: 'model' ``` This PR makes...

GuyAglionby

Intro tutorial availability

1

Would it be possible to give an ETA for when the Introduction tutorials will become available? That would be a great way to increase the traction of this great project....

TychoML

Reproducible results with HFModel or MLC

10

I noticed that the results are not reproducible. I am using Llama with BootstrapFewShot, and every time I compile the same program, I get totally different results (not even close)....

Sohaila-se

Can we assign scores instead of boolean logic for validation?

3

Hello, I am working on a task that can be evaluated with some score function such as F1-score. I noticed that the validation metrics currently are only boolean (for example,...

kimianoorbakhsh

Implementing Lance Retrieval Plugin

2

Pinecone is a great retrieval option, but it does not meet some major needs for researchers. [Lance](https://github.com/lancedb/lance) has the advantage of being able to be used as a flat file...

haydenbspence

I think this could be beneficial for the project, let me know what you think. I noticed that #125 is trying to include black and isort, but it seems inactive....

DanielUH2019