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[Feature Request] Request for Tutorials Highlighting deepmd-kit's Advantages #72

@husisy

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@husisy

Summary

Provide tutorials or case studies showcasing deepmd-kit's computational efficiency and performance advantages over traditional molecular dynamics software.

Detailed Description

Hello deepmd-kit team,

Firstly, I want to extend my gratitude for developing and maintaining such a powerful package. The deepmd-kit has been instrumental in my learning journey of many-body potential energy representation and molecular dynamics.

Having gone through several of the basic tutorials available on your documentation site, I've gained a foundational understanding of how to utilize deepmd-kit for various applications. These tutorials are well-designed and informative, guiding users through the initial steps of employing deep learning for molecular dynamics simulations efficiently.

However, I am particularly interested in understanding deepmd-kit's advantages in more depth, especially in terms of computational efficiency and performance. Specifically, I'm curious about how deepmd-kit compares to traditional molecular dynamics software that does not utilize deep potential energy surfaces.

Would it be possible to provide or point towards tutorials or case studies that directly showcase the advantages of using deepmd-kit? Examples that highlight comparative analysis, such as time usage and computational resources between deepmd-kit and other conventional software, would be extremely valuable. Such resources could greatly aid users like myself in appreciating the unique benefits of deepmd-kit and justifying its adoption over traditional methods.

Thank you for considering this request. Your efforts in creating and enriching this tool are greatly appreciated by the community.

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