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Title: GitHub - java721456/ColossalAI: Making large AI models cheaper, faster and more accessible

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Description: Making large AI models cheaper, faster and more accessible - java721456/ColossalAI

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	https://patch-diff.githubusercontent.com/java721456/ColossalAI#colossal-ai
	https://www.colossalai.org/
Paper	https://arxiv.org/abs/2110.14883
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	https://colossalai.readthedocs.io/en/latest/?badge=latest
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	https://huggingface.co/hpcai-tech
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	https://patch-diff.githubusercontent.com/java721456/ColossalAI#get-started-with-colossal-ai-without-setup
	https://hpc-ai.com/?utm_source=github&utm_medium=social&utm_campaign=promotion-colossalai
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#latest-news
DeepSeek 671B Fine-Tuning Guide Revealed—Unlock the Upgraded DeepSeek Suite with One Click, AI Players Ecstatic!	https://company.hpc-ai.com/blog/shocking-release-deepseek-671b-fine-tuning-guide-revealed-unlock-the-upgraded-deepseek-suite-with-one-click-ai-players-ecstatic
The development cost of video generation models has saved by 50%! Open-source solutions are now available with H200 GPU vouchers	https://company.hpc-ai.com/blog/the-development-cost-of-video-generation-models-has-saved-by-50-open-source-solutions-are-now-available-with-h200-gpu-vouchers
[code]	https://github.com/hpcaitech/Open-Sora/blob/main/scripts/train.py
[vouchers]	https://colossalai.org/zh-Hans/docs/get_started/bonus/
How to build a low-cost Sora-like app? Solutions for you	https://company.hpc-ai.com/blog/how-to-build-a-low-cost-sora-like-app-solutions-for-you
Singapore Startup HPC-AI Tech Secures 50 Million USD in Series A Funding to Build the Video Generation AI Model and GPU Platform	https://company.hpc-ai.com/blog/singapore-startup-hpc-ai-tech-secures-50-million-usd-in-series-a-funding-to-build-the-video-generation-ai-model-and-gpu-platform
Reducing AI Large Model Training Costs by 30% Requires Just a Single Line of Code From FP8 Mixed Precision Training Upgrades	https://company.hpc-ai.com/blog/reducing-ai-large-model-training-costs-by-30-requires-just-a-single-line-of-code-from-fp8-mixed-precision-training-upgrades
Open-Sora Continues Open Source: Generate Any 16-Second 720p HD Video with One Click, Model Weights Ready to Use	https://hpc-ai.com/blog/open-sora-from-hpc-ai-tech-team-continues-open-source-generate-any-16-second-720p-hd-video-with-one-click-model-weights-ready-to-use
Large AI Models Inference Speed Doubled, Colossal-Inference Open Source Release	https://hpc-ai.com/blog/colossal-inference
Open-Sora Unveils Major Upgrade: Embracing Open Source with Single-Shot 16-Second Video Generation and 720p Resolution	https://hpc-ai.com/blog/open-soras-comprehensive-upgrade-unveiled-embracing-16-second-video-generation-and-720p-resolution-in-open-source
Most cost-effective solutions for inference, fine-tuning and pretraining, tailored to LLaMA3 series	https://hpc-ai.com/blog/most-cost-effective-solutions-for-inference-fine-tuning-and-pretraining-tailored-to-llama3-series
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#table-of-contents
Why Colossal-AI	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Why-Colossal-AI
Features	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Features
Colossal-AI for Real World Applications	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Colossal-AI-in-the-Real-World
Open-Sora: Revealing Complete Model Parameters, Training Details, and Everything for Sora-like Video Generation Models	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Open-Sora
Colossal-LLaMA-2: One Half-Day of Training Using a Few Hundred Dollars Yields Similar Results to Mainstream Large Models, Open-Source and Commercial-Free Domain-Specific Llm Solution	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Colossal-LLaMA-2
ColossalChat: An Open-Source Solution for Cloning ChatGPT With a Complete RLHF Pipeline	https://patch-diff.githubusercontent.com/java721456/ColossalAI#ColossalChat
AIGC: Acceleration of Stable Diffusion	https://patch-diff.githubusercontent.com/java721456/ColossalAI#AIGC
Biomedicine: Acceleration of AlphaFold Protein Structure	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Biomedicine
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LLaMA 1/2/3	https://patch-diff.githubusercontent.com/java721456/ColossalAI#LLaMA3
MoE	https://patch-diff.githubusercontent.com/java721456/ColossalAI#MoE
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OPT	https://patch-diff.githubusercontent.com/java721456/ColossalAI#OPT
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Recommendation System Models	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Recommendation-System-Models
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Colossal-Inference: Large AI Models Inference Speed Doubled	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Colossal-Inference
Grok-1: 314B model of PyTorch + HuggingFace Inference	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Grok-1
SwiftInfer:Breaks the Length Limit of LLM for Multi-Round Conversations with 46% Acceleration	https://patch-diff.githubusercontent.com/java721456/ColossalAI#SwiftInfer
Installation	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Installation
PyPI	https://patch-diff.githubusercontent.com/java721456/ColossalAI#PyPI
Install From Source	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Install-From-Source
Use Docker	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Use-Docker
Community	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Community
Contributing	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Contributing
Cite Us	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Cite-Us
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#why-colossal-ai
	https://youtu.be/KnXSfjqkKN0
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#features
2D	https://arxiv.org/abs/2104.05343
2.5D	https://arxiv.org/abs/2105.14500
3D	https://arxiv.org/abs/2105.14450
Sequence Parallelism	https://arxiv.org/abs/2105.13120
Zero Redundancy Optimizer (ZeRO)	https://arxiv.org/abs/1910.02054
Auto-Parallelism	https://arxiv.org/abs/2302.02599
PatrickStar	https://arxiv.org/abs/2108.05818
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#colossal-ai-in-the-real-world
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#open-sora
Open-Sora	https://github.com/hpcaitech/Open-Sora
[code]	https://github.com/hpcaitech/Open-Sora
[blog]	https://hpc-ai.com/blog/open-sora-from-hpc-ai-tech-team-continues-open-source-generate-any-16-second-720p-hd-video-with-one-click-model-weights-ready-to-use
[Model weights]	https://github.com/hpcaitech/Open-Sora?tab=readme-ov-file#model-weights
[Demo]	https://github.com/hpcaitech/Open-Sora?tab=readme-ov-file#-latest-demo
[GPU Cloud Playground]	https://cloud.luchentech.com/
[OpenSora Image]	https://cloud.luchentech.com/doc/docs/image/open-sora/
	https://youtu.be/ilMQpU71ddI?si=J4JSPzZ03ycYmlki
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#colossal-llama-2
[GPU Cloud Playground]	https://cloud.luchentech.com/
[LLaMA3 Image]	https://cloud.luchentech.com/doc/docs/image/llama
[code]	https://github.com/hpcaitech/ColossalAI/tree/main/applications/Colossal-LLaMA-2
[blog]	https://www.hpc-ai.tech/blog/one-half-day-of-training-using-a-few-hundred-dollars-yields-similar-results-to-mainstream-large-models-open-source-and-commercial-free-domain-specific-llm-solution
[HuggingFace model weights]	https://huggingface.co/hpcai-tech/Colossal-LLaMA-2-7b-base
[Modelscope model weights]	https://www.modelscope.cn/models/colossalai/Colossal-LLaMA-2-7b-base/summary
[code]	https://github.com/hpcaitech/ColossalAI/tree/main/applications/Colossal-LLaMA-2
[blog]	https://hpc-ai.com/blog/colossal-llama-2-13b
[HuggingFace model weights]	https://huggingface.co/hpcai-tech/Colossal-LLaMA-2-13b-base
[Modelscope model weights]	https://www.modelscope.cn/models/colossalai/Colossal-LLaMA-2-13b-base/summary
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#colossalchat
	https://www.youtube.com/watch?v=HcTiHzApHm0
ColossalChat	https://github.com/hpcaitech/ColossalAI/tree/main/applications/Chat
ChatGPT	https://openai.com/blog/chatgpt/
[code]	https://github.com/hpcaitech/ColossalAI/tree/main/applications/Chat
[blog]	https://medium.com/@yangyou_berkeley/colossalchat-an-open-source-solution-for-cloning-chatgpt-with-a-complete-rlhf-pipeline-5edf08fb538b
[demo]	https://www.youtube.com/watch?v=HcTiHzApHm0
[tutorial]	https://www.youtube.com/watch?v=-qFBZFmOJfg
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/applications/chat/ColossalChat%20Speed.jpg
	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
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#aigc
Stable Diffusion v1	https://github.com/CompVis/stable-diffusion
Stable Diffusion v2	https://github.com/Stability-AI/stablediffusion
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20v2.png
Training	https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/DreamBooth.png
DreamBooth Fine-tuning	https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/dreambooth
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20Inference.jpg
Inference	https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#biomedicine
AlphaFold Protein Structure	https://alphafold.ebi.ac.uk/
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/FastFold.jpg
FastFold	https://github.com/hpcaitech/FastFold
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/data%20preprocessing%20with%20Intel.jpg
FastFold with Intel	https://github.com/hpcaitech/FastFold
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/xTrimoMultimer_Table.jpg
xTrimoMultimer	https://github.com/biomap-research/xTrimoMultimer
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#parallel-training-demo
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#llama3
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/examples/images/LLaMA3-70B-H100.png
[code]	https://github.com/hpcaitech/ColossalAI/tree/main/examples/language/llama
[GPU Cloud Playground]	https://cloud.luchentech.com/
[LLaMA3 Image]	https://cloud.luchentech.com/doc/docs/image/llama
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#llama2
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/llama2_pretraining.png
[code]	https://github.com/hpcaitech/ColossalAI/tree/main/examples/language/llama
[blog]	https://www.hpc-ai.tech/blog/70b-llama2-training
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#llama1
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/examples/images/LLaMA_pretraining.png
[code]	https://github.com/hpcaitech/ColossalAI/tree/main/examples/language/llama
[blog]	https://www.hpc-ai.tech/blog/large-model-pretraining
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#moe
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/examples/images/MOE_training.png
[code]	https://github.com/hpcaitech/ColossalAI/tree/main/examples/language/openmoe
[blog]	https://www.hpc-ai.tech/blog/enhanced-moe-parallelism-open-source-moe-model-training-can-be-9-times-more-efficient
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#gpt-3
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT3-v5.png
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#gpt-2
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT2.png
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/(updated)GPT-2.png
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#bert
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BERT.png
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#palm
PaLM-colossalai	https://github.com/hpcaitech/PaLM-colossalai
PaLM	https://ai.googleblog.com/2022/04/pathways-language-model-palm-scaling-to.html
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#opt
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/OPT_update.png
Open Pretrained Transformer (OPT)	https://github.com/facebookresearch/metaseq
[Example]	https://github.com/hpcaitech/ColossalAI/tree/main/examples/language/opt
[Online Serving]	https://colossalai.org/docs/advanced_tutorials/opt_service
documentation	https://www.colossalai.org/
examples	https://github.com/hpcaitech/ColossalAI/tree/main/examples
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#vit
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/ViT.png
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#recommendation-system-models
Cached Embedding	https://github.com/hpcaitech/CachedEmbedding
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#single-gpu-training-demo
	https://patch-diff.githubusercontent.com/java721456/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/java721456/ColossalAI#palm-1
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/PaLM-GPU1.png
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#inference
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#colossal-inference
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/inference/colossal-inference-v1-1.png
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/inference/colossal-inference-v1-2.png
[code]	https://github.com/hpcaitech/ColossalAI/tree/main/colossalai/inference
[blog]	https://hpc-ai.com/blog/colossal-inference
[GPU Cloud Playground]	https://cloud.luchentech.com/
[LLaMA3 Image]	https://cloud.luchentech.com/doc/docs/image/llama
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#grok-1
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/examples/images/grok-1-inference.jpg
[code]	https://github.com/hpcaitech/ColossalAI/tree/main/examples/language/grok-1
[blog]	https://hpc-ai.com/blog/314-billion-parameter-grok-1-inference-accelerated-by-3.8x-efficient-and-easy-to-use-pytorchhuggingface-version-is-here
[HuggingFace Grok-1 PyTorch model weights]	https://huggingface.co/hpcai-tech/grok-1
[ModelScope Grok-1 PyTorch model weights]	https://www.modelscope.cn/models/colossalai/grok-1-pytorch/summary
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#swiftinfer
	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/SwiftInfer.jpg
SwiftInfer	https://github.com/hpcaitech/SwiftInfer
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#installation
NVIDIA GPU Compute Capability	https://developer.nvidia.com/cuda-gpus
issue	https://github.com/hpcaitech/ColossalAI/issues/new/choose
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#install-from-pypi
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#download-from-source
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#use-docker
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#pull-from-dockerhub
DockerHub page	https://hub.docker.com/r/hpcaitech/colossalai
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#build-on-your-own
here	https://stackoverflow.com/questions/59691207/docker-build-with-nvidia-runtime
project page	https://www.colossalai.org
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#community
Forum	https://github.com/hpcaitech/ColossalAI/discussions
Slack	https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w
WeChat(微信)	https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/WeChat.png
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#contributing
BLOOM	https://bigscience.huggingface.co/
Stable Diffusion	https://en.wikipedia.org/wiki/Stable_Diffusion
Leaving a Star ⭐	https://github.com/hpcaitech/ColossalAI/stargazers
issue	https://github.com/hpcaitech/ColossalAI/issues/new/choose
Contributing	https://github.com/hpcaitech/ColossalAI/blob/main/CONTRIBUTING.md
	https://github.com/hpcaitech/ColossalAI/graphs/contributors
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#cicd
GitHub Actions	https://github.com/features/actions
documentation	https://patch-diff.githubusercontent.com/java721456/ColossalAI/blob/main/.github/workflows/README.md
	https://patch-diff.githubusercontent.com/java721456/ColossalAI#cite-us
Reference List	https://patch-diff.githubusercontent.com/java721456/ColossalAI/blob/main/docs/REFERENCE.md
NeurIPS	https://nips.cc/
SC	https://sc22.supercomputing.org/
AAAI	https://aaai.org/Conferences/AAAI-23/
PPoPP	https://ppopp23.sigplan.org/
CVPR	https://cvpr2023.thecvf.com/
ISC	https://www.isc-hpc.com/
NVIDIA GTC	https://www.nvidia.com/en-us/on-demand/session/gtcspring23-S51482/
back to top	https://patch-diff.githubusercontent.com/java721456/ColossalAI#top
www.colossalai.org	https://www.colossalai.org
Readme	https://patch-diff.githubusercontent.com/java721456/ColossalAI#readme-ov-file
Apache-2.0 license	https://patch-diff.githubusercontent.com/java721456/ColossalAI#Apache-2.0-1-ov-file
Contributing	https://patch-diff.githubusercontent.com/java721456/ColossalAI#contributing-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/java721456/ColossalAI
Activity	https://patch-diff.githubusercontent.com/java721456/ColossalAI/activity
0 stars	https://patch-diff.githubusercontent.com/java721456/ColossalAI/stargazers
0 watching	https://patch-diff.githubusercontent.com/java721456/ColossalAI/watchers
0 forks	https://patch-diff.githubusercontent.com/java721456/ColossalAI/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fjava721456%2FColossalAI&report=java721456+%28user%29
Releases	https://patch-diff.githubusercontent.com/java721456/ColossalAI/releases
Packages 0	https://patch-diff.githubusercontent.com/users/java721456/packages?repo_name=ColossalAI
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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