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Title: GitHub - imgcook/ColossalAI: Making big AI models cheaper, easier, and scalable

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https://www.colossalai.org/
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Open source solution replicates ChatGPT training process! Ready to go with only 1.6GB GPU memoryhttps://www.hpc-ai.tech/blog/colossal-ai-chatgpt
Hardware Savings Up to 46 Times for AIGC and Automatic Parallelismhttps://www.hpc-ai.tech/blog/colossal-ai-0-2-0
Diffusion Pretraining and Hardware Fine-Tuning Can Be Almost 7X Cheaperhttps://www.hpc-ai.tech/blog/diffusion-pretraining-and-hardware-fine-tuning-can-be-almost-7x-cheaper
Use a Laptop to Analyze 90% of Proteins, With a Single-GPU Inference Sequence Exceeding 10,000https://www.hpc-ai.tech/blog/use-a-laptop-to-analyze-90-of-proteins-with-a-single-gpu-inference-sequence-exceeding
HPC-AI Tech Completes $6 Million Seed and Angel Round Fundraisinghttps://www.hpc-ai.tech/blog/hpc-ai-tech-completes-6-million-seed-and-angel-round-fundraising-led-by-bluerun-ventures-in-the
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2Dhttps://arxiv.org/abs/2104.05343
2.5Dhttps://arxiv.org/abs/2105.14500
3Dhttps://arxiv.org/abs/2105.14450
Sequence Parallelismhttps://arxiv.org/abs/2105.13120
Zero Redundancy Optimizer (ZeRO)https://arxiv.org/abs/1910.02054
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PatrickStarhttps://arxiv.org/abs/2108.05818
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https://patch-diff.githubusercontent.com/imgcook/ColossalAI#recommendation-system-models
Cached Embeddinghttps://github.com/hpcaitech/CachedEmbedding
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https://patch-diff.githubusercontent.com/imgcook/ColossalAI#single-gpu-training-demo
https://patch-diff.githubusercontent.com/imgcook/ColossalAI#gpt-2-1
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT2-GPU1.png
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT2-NVME.png
https://patch-diff.githubusercontent.com/imgcook/ColossalAI#palm-1
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/PaLM-GPU1.png
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https://patch-diff.githubusercontent.com/imgcook/ColossalAI#inference-energon-ai-demo
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/inference_GPT-3.jpg
Energon-AIhttps://github.com/hpcaitech/EnergonAI
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/OPT_serving.png
OPT Servinghttps://github.com/hpcaitech/ColossalAI-Documentation/blob/main/i18n/en/docusaurus-plugin-content-docs/current/advanced_tutorials/opt_service.md
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BLOOM%20Inference.PNG
BLOOMhttps://github.com/hpcaitech/EnergonAI/tree/main/examples/bloom
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https://patch-diff.githubusercontent.com/imgcook/ColossalAI#colossal-ai-in-the-real-world
https://patch-diff.githubusercontent.com/imgcook/ColossalAI#chatgpt
ChatGPThttps://openai.com/blog/chatgpt/
[code]https://github.com/hpcaitech/ColossalAI/tree/main/applications/ChatGPT
[blog]https://www.hpc-ai.tech/blog/colossal-ai-chatgpt
https://raw.githubusercontent.com/hpcaitech/public_assets/main/applications/chatgpt/ChatGPT%20scaling.png
https://raw.githubusercontent.com/hpcaitech/public_assets/main/applications/chatgpt/ChatGPT-1GPU.jpg
https://raw.githubusercontent.com/hpcaitech/public_assets/main/applications/chatgpt/LoRA%20data.jpg
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https://patch-diff.githubusercontent.com/imgcook/ColossalAI#aigc
Stable Diffusion v1https://github.com/CompVis/stable-diffusion
Stable Diffusion v2https://github.com/Stability-AI/stablediffusion
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20v2.png
Traininghttps://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/DreamBooth.png
DreamBooth Fine-tuninghttps://github.com/hpcaitech/ColossalAI/tree/main/examples/images/dreambooth
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20Inference.jpg
Inferencehttps://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion
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https://patch-diff.githubusercontent.com/imgcook/ColossalAI#biomedicine
AlphaFold Protein Structurehttps://alphafold.ebi.ac.uk/
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/FastFold.jpg
FastFoldhttps://github.com/hpcaitech/FastFold
https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/xTrimoMultimer_Table.jpg
xTrimoMultimerhttps://github.com/biomap-research/xTrimoMultimer
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https://patch-diff.githubusercontent.com/imgcook/ColossalAI#installation
https://patch-diff.githubusercontent.com/imgcook/ColossalAI#install-from-pypi
https://patch-diff.githubusercontent.com/imgcook/ColossalAI#download-from-source
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https://patch-diff.githubusercontent.com/imgcook/ColossalAI#use-docker
https://patch-diff.githubusercontent.com/imgcook/ColossalAI#pull-from-dockerhub
DockerHub pagehttps://hub.docker.com/r/hpcaitech/colossalai
https://patch-diff.githubusercontent.com/imgcook/ColossalAI#build-on-your-own
herehttps://stackoverflow.com/questions/59691207/docker-build-with-nvidia-runtime
project pagehttps://www.colossalai.org
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https://patch-diff.githubusercontent.com/imgcook/ColossalAI#community
Forumhttps://github.com/hpcaitech/ColossalAI/discussions
Slackhttps://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w
WeChathttps://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/WeChat.png
https://patch-diff.githubusercontent.com/imgcook/ColossalAI#contributing
Contributinghttps://patch-diff.githubusercontent.com/imgcook/ColossalAI/blob/main/CONTRIBUTING.md
https://github.com/hpcaitech/ColossalAI/graphs/contributors
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https://patch-diff.githubusercontent.com/imgcook/ColossalAI#cicd
GitHub Actionshttps://github.com/features/actions
documentationhttps://patch-diff.githubusercontent.com/imgcook/ColossalAI/blob/main/.github/workflows/README.md
https://patch-diff.githubusercontent.com/imgcook/ColossalAI#cite-us
SChttps://sc22.supercomputing.org/
AAAIhttps://aaai.org/Conferences/AAAI-23/
PPoPPhttps://ppopp23.sigplan.org/
CVPRhttps://cvpr2023.thecvf.com/
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www.colossalai.org/https://www.colossalai.org/
Readme https://patch-diff.githubusercontent.com/imgcook/ColossalAI#readme-ov-file
Apache-2.0 license https://patch-diff.githubusercontent.com/imgcook/ColossalAI#Apache-2.0-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/imgcook/ColossalAI
Activityhttps://patch-diff.githubusercontent.com/imgcook/ColossalAI/activity
Custom propertieshttps://patch-diff.githubusercontent.com/imgcook/ColossalAI/custom-properties
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https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
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