MPF.2021.2.8

环境科学
作者
Chi Chen,Shyue Ping Ong
标识
DOI:10.6084/m9.figshare.19470599
摘要

[Reverting back to v1, please make sure to use an earlier pymatgen version.]
This dataset contains the MPF.2021.2.8 data used to train the m3gnet model reported in `https://arxiv.org/abs/2202.02450`
I have split the dataset into two pickle files. To load the data, you can use example code as below.
``` import pickle with open('block_0.p', 'rb') as f: data = pickle.load(f)
with open('block_1.p', 'rb') as f: data.update(pickle.load(f)) ```
where `data` will be a dictionary with `material_id` as the key and an inner dictionary as the value.
The inner dictionary contains the snapshots of this `material_id`, with the following keys. ``` - structure - energy - force - stress - id ``` The `structure` is a list of pymatgen structures.
Each id in the `id` list is of format `material_id-calc_id-ionic_step_id`, where `calc_id` is 0 (second) or 1 (first) in the double relaxation process.
The `stress` here is the raw output from VASP, meaning that it is really the negative stress using the convention in our paper. Hence to train the model, please multiply stress with -0.1 (kBa to GPa and change sign)
The units for energy, force and stress in the data are eV, eV/A, and kBa. Remember to convert the stress to GPa and take the negative sign to work with m3gnet training.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
jiayingchao完成签到,获得积分10
1秒前
梅菜菜发布了新的文献求助10
1秒前
1秒前
1秒前
2秒前
2秒前
2秒前
Shawn完成签到,获得积分10
2秒前
2秒前
2秒前
3秒前
十年负一生完成签到,获得积分10
3秒前
管遥发布了新的文献求助10
3秒前
科研通AI2S应助cfyoung采纳,获得10
4秒前
学术学习完成签到,获得积分10
4秒前
善学以致用应助奶昔源采纳,获得10
4秒前
悠悠应助圆圆酱采纳,获得30
4秒前
幸运鱼发布了新的文献求助10
5秒前
5秒前
5秒前
5秒前
6秒前
强子发布了新的文献求助10
6秒前
6秒前
6秒前
6秒前
6秒前
6秒前
唯梦发布了新的文献求助10
7秒前
7秒前
李爱国应助强健的冰旋采纳,获得10
7秒前
木桶人plus发布了新的文献求助10
7秒前
科研同人完成签到,获得积分10
7秒前
7秒前
7秒前
8秒前
8秒前
今我来思发布了新的文献求助30
8秒前
路静宁完成签到 ,获得积分10
9秒前
hc发布了新的文献求助10
9秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Relation between chemical structure and local anesthetic action: tertiary alkylamine derivatives of diphenylhydantoin 1000
Signals, Systems, and Signal Processing 610
Discrete-Time Signals and Systems 610
Principles of town planning : translating concepts to applications 500
Iron‐Sulfur Clusters: Biogenesis and Biochemistry 400
Healable Polymer Systems: Fundamentals, Synthesis and Applications 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6069817
求助须知:如何正确求助?哪些是违规求助? 7901659
关于积分的说明 16334711
捐赠科研通 5210799
什么是DOI,文献DOI怎么找? 2787043
邀请新用户注册赠送积分活动 1769855
关于科研通互助平台的介绍 1648020