instructor-embedding
semantra
instructor-embedding | semantra | |
---|---|---|
4 | 17 | |
1,703 | 2,271 | |
3.1% | - | |
5.9 | 6.6 | |
10 days ago | 5 months ago | |
Python | Python | |
Apache License 2.0 | MIT License |
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instructor-embedding
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My experience on starting with fine tuning LLMs with custom data
If you li embeddings and vector DB, you should look into this: https://github.com/HKUNLP/instructor-embedding
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Build Personal ChatGPT Using Your Data
If you look at a embeddings leaderboard [1], one of the top competitors called InstructorXL [2] is just a pip install away. It's neck and neck with Ada v2 except for a shorter input length and half the dimensions, with the added benefit that you'll always have the model available.
Most of the other options just work with the transformers library.
[1] https://huggingface.co/spaces/mteb/leaderboard
[2] https://github.com/HKUNLP/instructor-embedding
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I've made a customisable SMS personal assistant which has infinite and persistent semantic memory.
Use instructor-embedding to to make it 100% local and even maybe quick relationship lookup (embed relationship info with sentiment analysis instruction)
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Whisper Transcription Formatting
First.I believe having srt subtitles as whisper result would be better.Essentially you don't need just a list of words like YouTube does.You need something more structured.I don't remember what whisper outputs so I might be wrong.There is whisperx for that as example. And then maybe use gpt index over it.Or something like instructor model That can work.
semantra
- Semantra: Multi-Tool for Semantic Search
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Show HN: SeaGOAT – local, “AI-based” grep for semantic code search
Semantra! Shared it yesterday on HN https://github.com/freedmand/semantra
- Show HN: Semantra – local, private semantic search engine for your files
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Serverless Semantic Search, Free tier only
[2] https://github.com/freedmand/semantra (author of this tool)
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My experience on starting with fine tuning LLMs with custom data
Yep, same. This works decently well: https://github.com/freedmand/semantra
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Document digest & oobabooga
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.
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Instruct-guided novel writing using WizardLM-30B-Uncensored (with SillyTavern)
It's kind of like a more more applicable version of Semantra for content generation.
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ScholarTurbo: Use ChatGPT to chat with PDFs (supports GPT-4)
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
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Best model to act as info hub for preppers?
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.
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VRAM limitations
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.
What are some alternatives?
h2ogpt - Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://codellama.h2o.ai/
SeaGOAT - local-first semantic code search engine
openai-cookbook - Examples and guides for using the OpenAI API
uniteai - Your AI Stack in Your Editor
Nuggt - An Autonomous LLM Agent that runs on Wizcoder-15B
terraform-aws-lambd
vlite - fast vector database made in numpy
GPTQ-for-LLaMa - 4 bits quantization of LLaMa using GPTQ
easydiffusion - Easiest 1-click way to create beautiful artwork on your PC using AI, with no tech knowledge. Provides a browser UI for generating images from text prompts and images. Just enter your text prompt, and see the generated image.
chatdocs - Chat with your documents offline using AI.
lit-gpt - Hackable implementation of state-of-the-art open-source LLMs based on nanoGPT. Supports flash attention, 4-bit and 8-bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed. [Moved to: https://github.com/Lightning-AI/litgpt]
SillyTavern - LLM Frontend for Power Users. [Moved to: https://github.com/SillyTavern/SillyTavern]