Li Yin

Hi, just want to let people know, I have a [repo ](https://github.com/liyin2015/superpixel_crfasrnn)build on this one here to incorporate superpixel-based higher-order cues, which by simply feeding in one or multiple segmented...

I used the pretrained model from the official crfasrnn caffemodel, and used the test_model.py to test the the meanIOU on the test dataset of PASCAL VOC 2012 validation set, the...

[Model_client integration] Model_client AWS BedRock + Azure AI integration

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1. make boto3 a safe import, update the poetry lock, add better doc string

- fix the api in the word count code and generate better diagnose report - multi-hop RAG will have cycles, we can create a copy to every node that is...

[logprob] to force llm to select from a list of options as output.

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For models, especially open source ones with logprob available, we can potentially force model to select from a set of options such as `select(["apple", "orange")`. this is very helpful for...

[Need fix] after generator went through optimization update, the pickle state does not work any more

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``` # pickle file # save the serialized states to a file from adalflow.utils.file_io import save_pickle states = doc.to_dict() # save_json(states, "doc.json") save_pickle(states, "doc.pkl") # load the serialized states from...

[docs] Add more google colab

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We encourage contributors to work on these colab. And other tutorials that need a colab. - [ ] [dataclass](file:///Users/liyin/Documents/test/LightRAG/docs/build/tutorials/base_data_class.html) - [ ] [modelclient](file:///Users/liyin/Documents/test/LightRAG/docs/build/tutorials/model_client.html) - [ ] [parser](file:///Users/liyin/Documents/test/LightRAG/docs/build/tutorials/output_parsers.html) - [ ]...

[Help Wanted] potential implementation of GraphRAG

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If someone has used GraphRAG or have clear use cases, would love to have a discussion. After deep dive on GraphRAG, we will decide if we will implement into LightRAG...

Currently the colab is managed in google drive and it is not easy to collaborate. We need a way to seamlessly integrate that to the github.

[model provider and model support listing] Docmentation

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Write a page to guide on the model supported, and how to set the commonly used parameters. We can use openai' api as a standard format. And guide users on...