论文标题

法师:计算笔记本中的代码和图形工作之间的流体移动

mage: Fluid Moves Between Code and Graphical Work in Computational Notebooks

论文作者

Kery, Mary Beth, Ren, Donghao, Hohman, Fred, Moritz, Dominik, Wongsuphasawat, Kanit, Patel, Kayur

论文摘要

我们旨在提高数据工作者为作业选择合适的工具的灵活性,而不管该工具是代码库还是交互式图形用户界面(GUI)。为了实现这种灵活性,我们使用新的API MAGE扩展了计算笔记本,该计算机支持可以根据需要同时将自己表示为代码和GUI的工具。我们在灵活的代码/GUI工具的数据工作中讨论法师的设计以及设计机会。为了了解工具需求,我们对九名专业从业人员进行了一项研究,并引起了他们对灵活代码/GUI工具的潜在领域的反馈。然后,我们为法师实施六个客户工具,以说明我们研究结果的主要主题。最后,我们讨论了为数据工作者提供灵活的代码/GUI交互时的开放挑战。

We aim to increase the flexibility at which a data worker can choose the right tool for the job, regardless of whether the tool is a code library or an interactive graphical user interface (GUI). To achieve this flexibility, we extend computational notebooks with a new API mage, which supports tools that can represent themselves as both code and GUI as needed. We discuss the design of mage as well as design opportunities in the space of flexible code/GUI tools for data work. To understand tooling needs, we conduct a study with nine professional practitioners and elicit their feedback on mage and potential areas for flexible code/GUI tooling. We then implement six client tools for mage that illustrate the main themes of our study findings. Finally, we discuss open challenges in providing flexible code/GUI interactions for data workers.

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