ShIOEnv_Data_4x10K
收藏DataCite Commons2025-05-12 更新2025-05-17 收录
下载链接：
https://dataverse.harvard.edu/citation?persistentId=doi:10.7910/DVN/DG5R5L
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资源简介：
Datasets of Linux command inputs and their observed execution behaviors collected from the ShIOEnv environment. Each dataset is curated using different methods of argument construction from a defined context-free grammar (CFG):
<ul>
<li> <b> unconstrained random truncated (URT) </b>: randomly select productions from the full set of productions, truncated randomly to reduce argument redundancy. </li>
<li> <b> unconstrained policy network (UPN) </b>: policy network updated using proximal policy optimization over 20,000 episodes, selecting from the full set of productions. </li>
<li> <b> grammar-constrained random truncated (GCRT) </b>: randomly select productions from valid expansions, truncated randomly to reduce argument redundancy. </li>
<li> <b> grammar-constrained policy network (GCPN) </b>: policy network updated using proximal policy optimization over 20,000 episodes, selecting from valid expansions. </li>
</ul>
Refer to dataset_dist_&lt;tag&gt;.png for distributions of each field in each dataset.
The generating environment and agent are available on GitHub: https://github.com/synlab-jragsdale/ShIOEnv/tree/main
提供机构：
Harvard Dataverse
创建时间：
2025-05-12
