We love the feedback, and one main point especially seems to be around making the docs better:
- Improve the organization to better expose both our basic and our advanced capabilities
- Improve the documentation around customization (from LLM's to retrievers etc.)
- Improve the clarity of our examples/notebooks.
100%, if the API itself can choose to call a function or an LLM, then it's way easier to build any agent loop without extensive prompt engineering + worrying about errors.
depending on what questions you're asking, you could check out LlamaIndex query capabilities - can define different index structures for different queries + can plugin to your langchain workflow: https://gpt-index.readthedocs.io/en/latest/use_cases/queries...
there's some overlap but our primary use case is going deep into indexing+retrieval for LLM's (and going deep in that area). Not really doing agents/chatbots/prompt management/etc.
Making retrieval really really good is part of the mission of LlamaIndex! Given a natural language input, find the best way to return a set of documents that is relevant to your LLM use case (question-answering, summarization, more complex queries too).
- We integrate with vector db's + ChatGPT Retrieval Plugin
This is what we've designed LlamaIndex for! https://github.com/jerryjliu/gpt_index. Designed to help you "index" over a large doc corpus in different ways for use with LLM prompts.
Funny that we had just rebranded our tool from GPT Index to LlamaIndex about a week ago to avoid potential trademark issues with OpenAI, and turns out Meta has similar ideas around LLM+llama puns :). Must mean the name is good though!
Also very excited to try plugging in the LLaMa model into LlamaIndex, will report the results.
We love the feedback, and one main point especially seems to be around making the docs better: - Improve the organization to better expose both our basic and our advanced capabilities - Improve the documentation around customization (from LLM's to retrievers etc.) - Improve the clarity of our examples/notebooks.
Will have an update in a day or two :)