1. JetTrain: IDE-Native Machine Learning Experiments
- Author
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Trofimov, Artem, Kostyukov, Mikhail, Ugdyzhekov, Sergei, Ponomareva, Natalia, Naumov, Igor, and Melekhovets, Maksim
- Subjects
Computer Science - Software Engineering ,Computer Science - Machine Learning - Abstract
Integrated development environments (IDEs) are prevalent code-writing and debugging tools. However, they have yet to be widely adopted for launching machine learning (ML) experiments. This work aims to fill this gap by introducing JetTrain, an IDE-integrated tool that delegates specific tasks from an IDE to remote computational resources. A user can write and debug code locally and then seamlessly run it remotely using on-demand hardware. We argue that this approach can lower the entry barrier for ML training problems and increase experiment throughput., Comment: IDE workshop @ ICSE 2024
- Published
- 2024
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