add deepspeed chat arxiv report (#4110)

* add deepspeed chat arxiv report

* add zeroquant v2 and fp

* add selective enhencement

* add ignore for 'Youn' in spell checker

---------

Co-authored-by: yaozhewei <zheweiy@berkeley.edu>
Co-authored-by: Michael Wyatt <michaelwyatt@microsoft.com>

.pre-commit-config.yaml

@@ -58,7 +58,7 @@ repos:
             # Do not check files that are automatically generated
             '--skip=docs/Gemfile.lock,tests/unit/gpt2-merges.txt,tests/unit/gpt2-vocab.json',
             '--ignore-regex=\\n',  # Do not count the 'n' in an escaped newline as part of a word
-            '--ignore-words-list=unsupport',  # Word used in error messages that need rewording
+            '--ignore-words-list=youn,unsupport',  # Word used in error messages that need rewording
             --check-filenames,
             --check-hidden
         ]

README.md

@@ -226,6 +226,10 @@ Conduct](https://opensource.microsoft.com/codeofconduct/). For more information
 20. Quentin Anthony, Ammar Ahmad Awan, Jeff Rasley, Yuxiong He, Aamir Shafi, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar Panda. (2023) MCR-DL: Mix-and-Match Communication Runtime for Deep Learning [arXiv:2303.08374](https://arxiv.org/abs/2303.08374) and will appear at IPDPS 2023.
 21. Siddharth Singh, Olatunji Ruwase, Ammar Ahmad Awan, Samyam Rajbhandari, Yuxiong He, Abhinav Bhatele. (2023) A Hybrid Tensor-Expert-Data Parallelism Approach to Optimize Mixture-of-Experts Training [arXiv:2303.06318](https://arxiv.org/abs/2303.06318) and will appear at ICS 2023.
 22. Guanhua Wang, Heyang Qin, Sam Ade Jacobs, Connor Holmes, Samyam Rajbhandari, Olatunji Ruwase, Feng Yan, Lei Yang, Yuxiong He. (2023) ZeRO++: Extremely Efficient Collective Communication for Giant Model Training [arXiv:2306.10209](https://arxiv.org/abs/2306.10209).
+23. Zhewei Yao, Xiaoxia Wu, Cheng Li, Stephen Youn, Yuxiong He. (2023) ZeroQuant-V2: Exploring Post-training Quantization in LLMs from Comprehensive Study to Low Rank Compensation [arXiv:2303.08302](https://arxiv.org/abs/2303.08302)
+24. Pareesa Ameneh Golnari, Zhewei Yao, Yuxiong He. (2023) Selective Guidance: Are All the Denoising Steps of Guided Diffusion Important? [arXiv:2305.09847](https://arxiv.org/abs/2305.09847)
+25. Zhewei Yao, Reza Yazdani Aminabadi, Olatunji Ruwase, Samyam Rajbhandari, Xiaoxia Wu, Ammar Ahmad Awan, Jeff Rasley, Minjia Zhang, Conglong Li, Connor Holmes, Zhongzhu Zhou, Michael Wyatt, Molly Smith, Lev Kurilenko, Heyang Qin, Masahiro Tanaka, Shuai Che, Shuaiwen Leon Song, Yuxiong He. (2023) DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales [arXiv:2308.01320](https://arxiv.org/abs/2308.01320).
+26. Xiaoxia Wu, Zhewei Yao, Yuxiong He. (2023) ZeroQuant-FP: A Leap Forward in LLMs Post-Training W4A8 Quantization Using Floating-Point Formats [arXiv:2307.09782](https://arxiv.org/abs/2307.09782)
 
 
 # Videos

blogs/deepspeed-chat/README.md

@@ -10,6 +10,17 @@
 
 </div>
 
+To cite DeepSpeed Chat, please cite our [arxiv report](https://arxiv.org/abs/2308.01320):
+
+```
+@article{yao2023dschat,
+  title={{DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales}},
+  author={Zhewei Yao and Reza Yazdani Aminabadi and Olatunji Ruwase and Samyam Rajbhandari and Xiaoxia Wu and Ammar Ahmad Awan and Jeff Rasley and Minjia Zhang and Conglong Li and Connor Holmes and Zhongzhu Zhou and Michael Wyatt and Molly Smith and Lev Kurilenko and Heyang Qin and Masahiro Tanaka and Shuai Che and Shuaiwen Leon Song and Yuxiong He},
+  journal={arXiv preprint arXiv:2308.01320},
+  year={2023}
+}
+```
+
 # 1. Overview
 
 ChatGPT like models have taken the AI world by storm, and it would not be an overstatement to say that it's impact on the digital world has been revolutionary. These models are incredibly versatile, capable of performing tasks like summarization, coding, and translation with results that are on-par or even exceeding the capabilities of human experts. Given the sheer power of these models, multiple efforts are underway in the AI open-source community to make ChatGPT-style models more accessible (e.g. ChatLLaMa, Alpaca, Vicuna, Databricks-Dolly, etc.).

blogs/deepspeed-chat/chinese/README.md

@@ -10,6 +10,17 @@
 
 </div>
 
+如需引用 DeepSpeed Chat，请引用我们的[arxiv report](https://arxiv.org/abs/2308.01320):
+
+```
+@article{yao2023dschat,
+  title={{DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales}},
+  author={Zhewei Yao and Reza Yazdani Aminabadi and Olatunji Ruwase and Samyam Rajbhandari and Xiaoxia Wu and Ammar Ahmad Awan and Jeff Rasley and Minjia Zhang and Conglong Li and Connor Holmes and Zhongzhu Zhou and Michael Wyatt and Molly Smith and Lev Kurilenko and Heyang Qin and Masahiro Tanaka and Shuai Che and Shuaiwen Leon Song and Yuxiong He},
+  journal={arXiv preprint arXiv:2308.01320},
+  year={2023}
+}
+```
+
 # 1. 概述
 
 近日来，ChatGPT及类似模型引发了人工智能（AI）领域的一场风潮。 这场风潮对数字世界产生了革命性影响。ChatGPT类模型具有惊人的泛用性，能够执行归纳、编程、翻译等任务，其结果与人类专家相当甚至更优。为了使ChatGPT等模型的训练和部署更轻松，AI 开源社区进行了各种尝试（例如 ChatLLaMa、Alpaca、Vicuna、Databricks-Dolly等）。

blogs/deepspeed-chat/japanese/README.md

@@ -10,6 +10,17 @@
 
 </div>
 
+DeepSpeed Chat を引用するには、こちらの[arxiv report](https://arxiv.org/abs/2308.01320)を引用してください:
+
+```
+@article{yao2023dschat,
+  title={{DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales}},
+  author={Zhewei Yao and Reza Yazdani Aminabadi and Olatunji Ruwase and Samyam Rajbhandari and Xiaoxia Wu and Ammar Ahmad Awan and Jeff Rasley and Minjia Zhang and Conglong Li and Connor Holmes and Zhongzhu Zhou and Michael Wyatt and Molly Smith and Lev Kurilenko and Heyang Qin and Masahiro Tanaka and Shuai Che and Shuaiwen Leon Song and Yuxiong He},
+  journal={arXiv preprint arXiv:2308.01320},
+  year={2023}
+}
+```
+
 # 1. 概要
 
 ChatGPT（チャットGPT）やその類似モデルは、AIの世界に旋風を巻き起こし、デジタル業界に革命的な影響を与えています。これらのモデルは非常に汎用性が高く、要約、コーディング、翻訳などの多様なタスクを、人間の専門家と同等か、それ以上の結果で実施できます。その圧倒的な性能を受けて、AI関連のオープンソースコミュニティでは、ChatGPTスタイルのモデルをより利用しやすくするための複数の取り組みが始まっています（ChatLLaMa、Alpaca、Vicuna、Databricks-Dollyなど）。

docs/index.md

@@ -128,6 +128,10 @@ comments.
 20. Quentin Anthony, Ammar Ahmad Awan, Jeff Rasley, Yuxiong He, Aamir Shafi, Mustafa Abduljabbar, Hari Subramoni, Dhabaleswar Panda. (2023) MCR-DL: Mix-and-Match Communication Runtime for Deep Learning [arXiv:2303.08374](https://arxiv.org/abs/2303.08374) and will appear at IPDPS 2023.
 21. Siddharth Singh, Olatunji Ruwase, Ammar Ahmad Awan, Samyam Rajbhandari, Yuxiong He, Abhinav Bhatele. (2023) A Hybrid Tensor-Expert-Data Parallelism Approach to Optimize Mixture-of-Experts Training [arXiv:2303.06318](https://arxiv.org/abs/2303.06318) and will appear at ICS 2023.
 22. Guanhua Wang, Heyang Qin, Sam Ade Jacobs, Connor Holmes, Samyam Rajbhandari, Olatunji Ruwase, Feng Yan, Lei Yang, Yuxiong He. (2023) ZeRO++: Extremely Efficient Collective Communication for Giant Model Training [arXiv:2306.10209](https://arxiv.org/abs/2306.10209).
+23. Zhewei Yao, Xiaoxia Wu, Cheng Li, Stephen Youn, Yuxiong He. (2023) ZeroQuant-V2: Exploring Post-training Quantization in LLMs from Comprehensive Study to Low Rank Compensation [arXiv:2303.08302](https://arxiv.org/abs/2303.08302)
+24. Pareesa Ameneh Golnari, Zhewei Yao, Yuxiong He. (2023) Selective Guidance: Are All the Denoising Steps of Guided Diffusion Important? [arXiv:2305.09847](https://arxiv.org/abs/2305.09847)
+25. Zhewei Yao, Reza Yazdani Aminabadi, Olatunji Ruwase, Samyam Rajbhandari, Xiaoxia Wu, Ammar Ahmad Awan, Jeff Rasley, Minjia Zhang, Conglong Li, Connor Holmes, Zhongzhu Zhou, Michael Wyatt, Molly Smith, Lev Kurilenko, Heyang Qin, Masahiro Tanaka, Shuai Che, Shuaiwen Leon Song, Yuxiong He. (2023) DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales [arXiv:2308.01320](https://arxiv.org/abs/2308.01320).
+26. Xiaoxia Wu, Zhewei Yao, Yuxiong He. (2023) ZeroQuant-FP: A Leap Forward in LLMs Post-Training W4A8 Quantization Using Floating-Point Formats [arXiv:2307.09782](https://arxiv.org/abs/2307.09782)
 
 # Videos
 1. DeepSpeed KDD 2020 Tutorial