JetTrain: IDE-Native Machine Learning Experiments

arXiv:2402.10857v1 Announce Type: cross
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 …

abstract arxiv code computational cs.lg cs.se debugging development environments gap ide integrated development environments machine machine learning machine learning experiments resources specific tasks tasks tool tools type work writing