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] (by Lightning-AI)
Nuggt
An Autonomous LLM Agent that runs on Wizcoder-15B (by Nuggt-dev)
| lit-gpt | Nuggt | |
|---|---|---|
| 4 | 10 | |
| 5,243 | 337 | |
| - | 0.3% | |
| 9.6 | 8.0 | |
| 2 months ago | 7 months ago | |
| Python | Python | |
| Apache License 2.0 | Creative Commons Zero v1.0 Universal |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
lit-gpt
Posts with mentions or reviews of lit-gpt.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-03-11.
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LLMs on your local Computer (Part 1)
git clone --depth=1 https://github.com/Lightning-AI/lit-gpt cd lit-gpt pip install -r requirements.txt pip install bitsandbytes==0.41.0 huggingface_hub python scripts/download.py --repo_id stabilityai/stablelm-zephyr-3b --from_safetensors=True python scripts/convert_hf_checkpoint.py --checkpoint_dir checkpoints/stabilityai/stablelm-zephyr-3b --dtype float32
- LoRA from Scratch implementation for LLM finetuning
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My experience on starting with fine tuning LLMs with custom data
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.
- finetune Falcon 40B in 30 minutes using LLaMA adapter
Nuggt
Posts with mentions or reviews of Nuggt.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-07-10.
- What's the closest thing we have to GPT4's code interpreter right now?
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My experience on starting with fine tuning LLMs with custom data
Yes, there is a lot of potential. You can check this project for agents: https://github.com/Nuggt-dev/Nuggt/ . Currently I only have "simple" projects: mostly 0-shots LLMs to get some responses. Agents are not yet mature enough to be integrated in production environments.
- Show HN: An Autonomous Agent That Runs on Open Source Local LLMs
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[P] Nuggt: A LLM Agent that runs on Wizcoder-15B (4-bit Quantised). It's time to democratise LLM Agents
Check out the Github Repository
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OpenAI: We are disabling the Browse plugin
Things are changing every day. Take a look here: https://github.com/Nuggt-dev/Nuggt This is AutoGPT equivalent using a self hosted model. See what it can do.
- “Autonomous Agents” or “Directed Agents”? What Are the Pros and Cons?
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15-Jun-2023
Automate any task with a single AI Command (https://github.com/Nuggt-dev/Nuggt)
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Github Project: Automate any task with a single AI Command.
Demo Video: https://github-production-user-asset-6210df.s3.amazonaws.com/52075633/244840595-00e7c82c-61fe-4f04-b589-d65b97f441ff.mp4 🔎 Call for Feedback: We invite the community to try out Nuggt and provide valuable feedback. Let us know your thoughts, suggestions, and any improvements you'd like to see. Your feedback will help us shape the future of Nuggt and make it even better. 🔗 Find Nuggt on GitHub (We are looking for collaborators): https://github.com/Nuggt-dev/Nuggt 🌟 Join the Nuggt Discord Server: https://discord.gg/gzdCDM84 💡 Follow our 30 Days 30 Tasks with Nuggt challenge on Twitter: https://twitter.com/OfficialNuggt PS: While our current implementation leverages the power of GPT-3.5, we recognise the need for cost-effective solutions without compromising functionality. Our ongoing efforts involve exploring and harnessing the potential of smaller models like Vicuna 13B, ensuring that task automation remains accessible to a wider audience.
🔗 Find Nuggt on GitHub (We are looking for collaborators): https://github.com/Nuggt-dev/Nuggt
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[P] Automate any task with a single AI command (Open Source)
🌟 Join the Nuggt Community: Get involved, contribute, and join the discussions on our GitHub repository. We're building a vibrant community, and we'd love to have you on board!
What are some alternatives?
When comparing lit-gpt and Nuggt you can also consider the following projects:
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/
axolotl - Go ahead and axolotl questions
simple-proxy-for-tavern
instructor-embedding - [ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings
llama_index - LlamaIndex is a data framework for your LLM applications
semantra - Multi-tool for semantic search
gpt-code-ui - An open source implementation of OpenAI's ChatGPT Code interpreter
koboldcpp - A simple one-file way to run various GGML and GGUF models with KoboldAI's UI
Voyager - An Open-Ended Embodied Agent with Large Language Models