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Top 14 Python fine-tuning Projects
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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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custom-diffusion
Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)
Project mention: ELITE: new fine-tuning technique that can be trained in less than a second | /r/StableDiffusion | 2023-03-08I think https://github.com/adobe-research/custom-diffusion
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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.
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Project mention: How do you think search will change with technology like ChatGPT, Bing’s new AI search engine and the upcoming Google Bard? | /r/singularity | 2023-02-21
And all of that has something to do with finetuners. It basically fine-tunes AI models for specific use cases. With it can create a custom search experience that is tailored to their specific needs. I also wonder how this is going to be integrated into SEO tools soon since those tools are catered to traditional search engines.
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LLM-Adapters
LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models
Project mention: Google DeepMind CEO Says Some Form of AGI Possible in a Few Years | /r/singularity | 2023-05-03That is not true, you can for example use an additional adapter to optimize, that takes 50$ and a 1 hour. https://github.com/AGI-Edgerunners/LLM-Adapters
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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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simpleT5
simpleT5 is built on top of PyTorch-lightning⚡️ and Transformers🤗 that lets you quickly train your T5 models.
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Mergify
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LLM-Finetuning-Hub
Repository that contains LLM fine-tuning and deployment scripts along with our research findings.
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Project mention: [P] AI image generation without copyright infringement | /r/MachineLearning | 2023-06-29
We are currently scaling up our solution using Fondant (https://github.com/ml6team/fondant) and will open-source both the pipeline and resulting dataset in the near future.
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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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discus
Generate and enrich datasets on-demand by leveraging LLMs. Discord: https://discord.gg/t6ADqBKrdZ
Project mention: an open source package helping developers generate data for LLMs | /r/mlops | 2023-08-02 -
Neural-Scam-Artist
Web Scraping, Document Deduplication & GPT-2 Fine-tuning with a newly created scam dataset.
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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.
Python fine-tuning related posts
- [P][R] Finetune LLMs via the Finetuning Hub
- Show HN: Leverage Falcon 7B blog post
- 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!
- LLaMA 2 fine-tuning made easier and faster
- RAG vs. Fine-Tuning
- Build, customize and control your own personal LLMs via xTuring OSS
- Finetuning LLaMA 2 (the base models) ?
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A note from our sponsor - Mergify
blog.mergify.com | 22 Sep 2023
Index
What are some of the best open-source fine-tuning projects in Python? This list will help you:
Project | Stars | |
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1 | xTuring | 2,272 |
2 | custom-diffusion | 1,563 |
3 | finetuner | 1,187 |
4 | TencentPretrain | 858 |
5 | LLM-Adapters | 726 |
6 | Lora-for-Diffusers | 556 |
7 | simpleT5 | 345 |
8 | LLM-Finetuning-Hub | 329 |
9 | OneDiffusion | 241 |
10 | kiri | 240 |
11 | fondant | 201 |
12 | Dreambooth | 89 |
13 | discus | 55 |
14 | Neural-Scam-Artist | 21 |