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Top 20 Python Lora Projects
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Somewhat yes. See "LoRA": https://arxiv.org/abs/2106.09685
They're not composable in the sense that you can take these adaptation layers and arbitrarily combine them, but training different models while sharing a common base of weights is a solved problem.
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Project mention: I'm developing an open-source AI tool called xTuring, enabling anyone to construct a Language Model with just 5 lines of code. I'd love to hear your thoughts! | /r/machinelearningnews | 2023-09-07
Explore the project on GitHub here.
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Reticulum
The cryptography-based networking stack for building unstoppable networks with LoRa, Packet Radio, WiFi and everything in between.
Reticulum
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Lora-for-Diffusers
The most easy-to-understand tutorial for using LoRA (Low-Rank Adaptation) within diffusers framework for AI Generation Researchers🔥
Check this out: https://github.com/haofanwang/Lora-for-Diffusers I assume you created your .safetensors LoRA model with GUI. You can't directly use safetensors like "pipe.unet.load_attn_procs(model_path) " (at least for now). Just check the link
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LLaMA-LoRA-Tuner
UI tool for fine-tuning and testing your own LoRA models base on LLaMA, GPT-J and more. One-click run on Google Colab. + A Gradio ChatGPT-like Chat UI to demonstrate your language models.
Project mention: [P] Uptraining a pretrained model using company data? | /r/MachineLearning | 2023-05-25 -
LLM-Finetuning-Hub
Repository that contains LLM fine-tuning and deployment scripts along with our research findings.
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Related programs such as Sideband and Nomadnet has also had their repositories updated with more visible roadmaps.
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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I've never use this but there is Batch Captioning on preparation tab. It can run as standalone program or even Automatic1111's extension.
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Sideband
LXMF client for Android, Linux and macOS allowing you to communicate with people or LXMF-compatible systems over Reticulum networks using LoRa, Packet Radio, WiFi, I2P, or anything else Reticulum supports.
Project mention: Sideband v0.4.0 - with Paper Messaging and better hardware support - has been released | /r/reticulum | 2022-11-24 -
Project mention: Fanmade Subreddit for the Github AI Video project VisionCrafter | /r/visioncrafter | 2023-08-09
git clone https://github.com/diStyApps/VisionCrafter
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Project mention: What's the best current solution for training a LORA model? | /r/StableDiffusion | 2023-02-22
This is the one I meant https://github.com/brian6091/Dreambooth
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Project mention: Training for concepts other than styles or a specific person | /r/StableDiffusion | 2023-05-19
There is also this tool: https://github.com/by321/safetensors_util which can show captions used to train a LoRA. It probably works on mine. You could try it on CIVITAI models to get an idea of other peoples captions.
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Project mention: Zicklein - a German 🇩🇪 finetuned LlaMA-7b base model (OS) | /r/LocalLLaMA | 2023-05-22
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meshtastic-matrix-relay
A relay between a Matrix.org room and a Meshtastic radio. This relay extends your Matrix.org-based communication with a LoRa-based Meshtastic radio mesh. This is not an official product of Matrix.org or Meshtastic.
Project mention: [M<>M Relay] - Meshtastic <-> Matrix Relay! (sharing) | /r/meshtastic | 2023-05-05We are excited to share with you our project, a Meshtastic and Matrix relay (M<>M Relay 19), which aims to bridge the gap between the Meshtastic mesh network and the Matrix communication platform.
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That's unfortunate. However, I found some pretty good resources as a starting point. Sadly I currently do not have access to hardware to test or develop this, but here is a rough description of the protocol and a simulator written in python.
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llama-peft-tuner
Tune LLaMa-7B on Alpaca Dataset using PEFT / LORA Based on @zphang's https://github.com/zphang/minimal-llama scripts.
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Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
Python Lora related posts
- Reticulum network
- [P] Uptraining a pretrained model using company data?
- Zicklein - a German 🇩🇪 finetuned LlaMA-7b base model (OS)
- Zicklein - a German 🇩🇪 fine-tuned LlaMA-7b base model (OS)
- (HELP) Token Issue on Generation
- Training for concepts other than styles or a specific person
- Help with Random Characters and Words on Output
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A note from our sponsor - Mergify
blog.mergify.com | 28 Sep 2023
Index
What are some of the best open-source Lora projects in Python? This list will help you:
Project | Stars | |
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1 | LoRA | 6,581 |
2 | xTuring | 2,285 |
3 | Reticulum | 1,270 |
4 | Lora-for-Diffusers | 562 |
5 | LLaMA-LoRA-Tuner | 367 |
6 | LLM-Finetuning-Hub | 352 |
7 | NomadNet | 315 |
8 | OneDiffusion | 244 |
9 | kohya-sd-scripts-webui | 158 |
10 | Sideband | 140 |
11 | VisionCrafter | 111 |
12 | Dreambooth | 89 |
13 | LoraGW-Setup | 73 |
14 | Terkin | 49 |
15 | safetensors_util | 32 |
16 | Zicklein | 30 |
17 | meshtastic-matrix-relay | 28 |
18 | Meshtasticator | 26 |
19 | llama-peft-tuner | 20 |
20 | torch-adapters | 7 |