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NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better ColossalAI alternative or higher similarity.
ColossalAI reviews and mentions
Posts with mentions or reviews of ColossalAI.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-02-19.
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Open source solution replicates ChatGPT training process
The article talks about their RLHF implementation briefly. There’s details on their RLHF implementation here: https://github.com/hpcaitech/ColossalAI/blob/a619a190df71ea3...
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An Open-Source Version of ChatGPT is Coming [News]
Need to deploy the inference model with Colossal AI.
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Training dreambooth/embeddings on an RTX 3060 - possible?
It’s a framework for alot of pipeline parallelism optimizations that can allow you to not have to fit the whole model in vram. https://www.hpc-ai.tech/blog/diffusion-pretraining-and-hardware-fine-tuning-can-be-almost-7x-cheaper Tutorial here: https://github.com/hpcaitech/ColossalAI/blob/main/examples/images/dreambooth/README.md I have amd cards so I haven’t tried this yet but am thinking of converting my amd gpu server over to nvidia bc of this
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A complete open-source solution for accelerating Stable Diffusion
Hey forks. We just release a complete open-source solution for accelerating Stable Diffusion pretraining and fine-tuning. It help reduce the pretraining cost by 6.5 times, and the hardware cost of fine-tuning by 7 times, while simultaneously speeding up the processes.
Open source address: https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion
Our codebase for the diffusion models builds heavily on OpenAI's ADM codebase , lucidrains, Stable Diffusion, Lightning and Hugging Face. Thanks for open-sourcing!
We also write a blog post about it. https://medium.com/@yangyou_berkeley/diffusion-pretraining-and-hardware-fine-tuning-can-be-almost-7x-cheaper-85e970fe207b
Glad to know your thoughts about our work!
Just to make the links clickable:
https://github.com/hpcaitech/ColossalAI/tree/main/examples/i...
https://medium.com/@yangyou_berkeley/diffusion-pretraining-a...
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We just release a complete open-source solution for accelerating Stable Diffusion pretraining and fine-tuning!
Open source address: https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion
- Colossal-AI releases a complete open-source Stable Diffusion pretraining and fine-tuning solution that reduces the pretraining cost by 6.5 times, and the hardware cost of fine-tuning by 7 times, while simultaneously speeding up the processes
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Colossal-AI Seamlessly Accelerates Large Models at Low Costs with Hugging Face
Portal Project address: https://github.com/hpcaitech/ColossalAI Reference https://arxiv.org/abs/2202.05924v2 https://arxiv.org/abs/2205.11487 https://github.com/features/copilot https://github.com/huggingface/transformers https://www.forbes.com/sites/forbestechcouncil/2022/03/25/six-ai-trends-to-watch-in-2022/?sh=4dc51f82be15 https://www.infoq.com/news/2022/06/meta-opt-175b/
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The 10 Trending Python Repositories on GitHub (May 2022)
ColossalAI
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A note from our sponsor - ONLYOFFICE
www.onlyoffice.com | 1 Jun 2023
Stats
Basic ColossalAI repo stats
40
29,867
9.3
3 days ago
hpcaitech/ColossalAI is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of ColossalAI is Python.
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