h2ogpt VS semantra

As others have said you want RAG.

The most feature complete implementation I've seen is h2ogpt[0] (not affiliated).

The code is kind of a mess (most of the logic is in an ~8000 line python file) but it supports ingestion of everything from YouTube videos to docx, pdf, etc - either offline or from the web interface. It uses langchain and a ton of additional open source libraries under the hood. It can run directly on Linux, via docker, or with one-click installers for Mac and Windows.

It has various model hosting implementations built in - transformers, exllama, llama.cpp as well as support for model serving frameworks like vLLM, HF TGI, etc or just OpenAI.

You can also define your preferred embedding model along with various other parameters but I've found the out of box defaults to be pretty sane and usable.

[0] - https://github.com/h2oai/h2ogpt

Here's the links: https://github.com/h2oai/h2ogpt/blob https://github.com/h2oai/h2ogpt/blob/main/docs/README_LangChain.md

Take a look at h2ogpt. It's open and local with API (incoming and outgoing) and impressive feature set, including RAG from docs, images, and web search.

I've stumbled upon h2ogptas a potential starting point. Are there better solutions or repositories that can meet these requirements?

Any recommendations for an open source repos that support web based chat ui where you can upload docs,pds,links,etc? So far i found https://github.com/openchatai/OpenChat but it doesnt support llama, claude, etc. Theres also https://github.com/h2oai/h2ogpt but their gradio UI is overly complicated (meant for technical people) and not user friendly.

I'm also working on the finetuning of models for Q&A and I've finetuned llama-7b, falcon-40b, and oasst-pythia-12b using HuggingFace's SFT, H2OGPT's finetuning script and lit-gpt.

Github link: https://github.com/h2oai/h2ogpt

quite a number of AI tools written in Python do not work for me and usually because of the same error: RuntimeError: Failed to import transformers.models.auto because of the following error (look up to see its traceback): No module named 'tokenizers.tokenizers' This time it's https://github.com/h2oai/h2ogpt

privateGPT or h2ogpt

Semantra! Shared it yesterday on HN https://github.com/freedmand/semantra

[2] https://github.com/freedmand/semantra (author of this tool)

Yep, same. This works decently well: https://github.com/freedmand/semantra

I've been wondering how long it'd take this project to add support for something like Semantra so I'm glad you're into it.

It's kind of like a more more applicable version of Semantra for content generation.

That's a big part of the reason I built the open source tool Semantra[1]. I only really trust the semantic search part of this problem as it is constrained by context, so I tried to make the user experience good on top of simpler semantic search without any chatbot capabilities.

[1] https://github.com/freedmand/semantra

My dream assistant would be one that can search through these offline files and bring back relevant information. I think the closest we have to this is the Semantra project.

Here, I'll be very blunt: I don't see any of these "The quick brown WizardLM jumps over the lazy Vicuna (Matata)" etc exciting much more people than just the member count of this subreddit any more than the already practically usable (and runs on even the low end iGPUs) kinda tools like Semantra.