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Title: DeepSpeedExamples/applications/DeepSpeed-Chat at master · deepspeedai/DeepSpeedExamples · GitHub

Open Graph Title: DeepSpeedExamples/applications/DeepSpeed-Chat at master · deepspeedai/DeepSpeedExamples

X Title: DeepSpeedExamples/applications/DeepSpeed-Chat at master · deepspeedai/DeepSpeedExamples

Description: Example models using DeepSpeed. Contribute to deepspeedai/DeepSpeedExamples development by creating an account on GitHub.

Open Graph Description: Example models using DeepSpeed. Contribute to deepspeedai/DeepSpeedExamples development by creating an account on GitHub.

X Description: Example models using DeepSpeed. Contribute to deepspeedai/DeepSpeedExamples development by creating an account on GitHub.

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deepspeed-info@microsoft.com

Opengraph URL: https://github.com/deepspeedai/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat

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https://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/assets/image/ds-shiba.png
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#deepspeed-chat-easy-fast-and-affordable-rlhf-training-of-chatgpt-like-models-at-all-scales
https://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/LICENSE
https://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/assets/image/four_blocks.png
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#table-of-contents
🐕DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales🐕https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#deepspeed-chat-easy-fast-and-affordable-rlhf-training-of-chatgpt-like-models-at-all-scales
Table of Contentshttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#table-of-contents
📰 Latest News 📰https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-latest-news-
🚀 What is DeepSpeed Chat 🚀https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-what-is-deepspeed-chat-
🧨 Capabilities 🧨https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-capabilities-
☕ Quick Start ☕https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-quick-start-
🐼 Installationhttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-installation
🐼 One Single Script Completes All Three Steps of RLHF Training and Generate Your First ChatGPT Modelhttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-one-single-script-completes-all-three-steps-of-rlhf-training-and-generate-your-first-chatgpt-model
🐼 Demonstration: Individual Step Fine-Tuninghttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-demonstration-individual-step-fine-tuning
🕐 Step 1 - Supervised Fine-Tuninghttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-step-1---supervised-fine-tuning
🕑 Step 2 - Reward Modelhttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-step-2---reward-model
🕒 Step 3 - Reinforcement Learning with Human Feedbackhttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-step-3---reinforcement-learning-with-human-feedback
🐼 Adding and using your own datasets in DeepSpeed-Chathttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-adding-and-using-your-own-datasets-in-deepspeed-chat
🐼 Customizing your own RLHF training pipeline using DeepSpeed-Chat’s RLHF APIshttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-customizing-your-own-rlhf-training-pipeline-using-deepspeed-chats-rlhf-apis
🐼 Serving: Plug-in your final model trained by DeepSpeed-Chat and test it out!https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-serving-plug-in-your-final-model-trained-by-deepspeed-chat-and-test-it-out
🔥 Training Performance Evaluation 🔥https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-training-performance-evaluation-
🐲 Superior Model Scale and Low Training Costhttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-superior-model-scale-and-low-training-cost
🐲 Throughput and Model Size Scalability Comparisons with Existing RLHF Systemshttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-throughput-and-model-size-scalability-comparisons-with-existing-rlhf-systems
😽 Supported Models 😽https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-supported-models-
🔬 Build Pipeline Status 🔬https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-build-pipeline-status-
⚓ Documentation and Tutorial ⚓https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-documentation-and-tutorial-
🌱 DeepSpeed Chat's Roadmap 🌱https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-deepspeed-chats-roadmap-
💬 DeepSpeed Chat and DeepSpeed Community 💬https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-deepspeed-chat-and-deepspeed-community-
🙏 Acknowledgement and Citation 🙏https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-acknowledgement-and-citation-
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-latest-news-
DeepSpeed-Chat: Llama/Llama-2 system support, efficiency boost, and training stability improvementshttps://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-chat/ds-chat-release-8-31/README.md
DeepSpeed Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scaleshttps://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-chat
Englishhttps://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-chat/README.md
中文https://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-chat/chinese/README.md
日本語https://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-chat/japanese/README.md
arxiv reporthttps://arxiv.org/abs/2308.01320
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-what-is-deepspeed-chat-
Release Bloghttps://github.com/deepspeedai/DeepSpeed/tree/master/blogs/deepspeed-chat
Training Performance Evaluationhttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-training-performance-evaluation-
Databricks Dollyhttps://github.com/databrickslabs/dolly
LMFlowhttps://github.com/OptimalScale/LMFlow
CarperAI-TRLXhttps://github.com/CarperAI/trlx
Huggingface-PEFThttps://github.com/huggingface/peft
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-capabilities-
Roadmaphttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-deepspeed-chats-roadmap-
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https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-installation
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-one-single-script-completes-all-three-steps-of-rlhf-training-and-generate-your-first-chatgpt-model
Training Performance Evaluationhttps://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-training-performance-evaluation-
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-demonstration-individual-step-fine-tuning
Supervised Fine-Tuninghttps://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/training/step1_supervised_finetuning
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-step-1---supervised-fine-tuning
Reward Modelhttps://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/training/step2_reward_model_finetuning
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-step-2---reward-model
Reinforcement Learning with Human Feedbackhttps://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/training/step3_rlhf_finetuning
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-step-3---reinforcement-learning-with-human-feedback
https://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/assets/image/ppo_trainer.png
Step3: Reinforcement Learning Human Feedback (RLHF)https://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/training/step3_rlhf_finetuning
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-adding-and-using-your-own-datasets-in-deepspeed-chat
dschat/utils/data/raw_datasets.pyhttps://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/dschat/utils/data/raw_datasets.py
dschat/utils/data/data_utils.pyhttps://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/dschat/utils/data/data_utils.py
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-customizing-your-own-rlhf-training-pipeline-using-deepspeed-chats-rlhf-apis
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-serving-plug-in-your-final-model-trained-by-deepspeed-chat-and-test-it-out
LangChainhttps://github.com/hwchase17/langchain
https://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/assets/image/ds-chat-single.gif
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https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-training-performance-evaluation-
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-superior-model-scale-and-low-training-cost
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https://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/assets/image/democrat2.png
https://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/assets/image/e2e_RLHF.png
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https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-supported-models-
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opthttps://huggingface.co/models?other=opt
llama2https://huggingface.co/models?sort=trending&search=meta-llama%2FLlama-2
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https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-build-pipeline-status-
https://github.com/deepspeedai/DeepSpeed/actions/workflows/nv-ds-chat.yml
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-documentation-and-tutorial-
Step1: Supervised Fine-Tuning (SFT)https://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/training/step1_supervised_finetuning/README.md
Step2: Reward Model Fine-Tuninghttps://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/training/step2_reward_model_finetuning/README.md
Step3: Reinforcement Learning Human Feedback (RLHF)https://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/training/step3_rlhf_finetuning/README.md
Training Details Explanationhttps://github.com/deepspeedai/DeepSpeedExamples/blob/master/applications/DeepSpeed-Chat/training/README.md
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-deepspeed-chats-roadmap-
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-deepspeed-chat-and-deepspeed-community-
the BLOOM modelhttps://huggingface.co/bigscience/bloom
DeepSpeed Teamhttps://github.com/bigscience-workshop/Megatron-DeepSpeed
open source contributorshttps://huggingface.co/bigscience
DeepSpeedhttps://github.com/deepspeedai/DeepSpeed
DeepSpeedExampleshttps://github.com/deepspeedai/DeepSpeedExamples
twitterhttps://twitter.com/MSFTDeepSpeed
Chinese Zhihu accounthttps://www.zhihu.com/people/deepspeed
Japanese twitter accounthttps://twitter.com/MSFTDeepSpeedJP
https://github.com/microsoft/DeepSpeedExamples/tree/master/applications/DeepSpeed-Chat#-acknowledgement-and-citation-
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