10 research outputs found
JetTrain: IDE-Native Machine Learning Experiments
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 202
Status of the Horizon 2020 EuPRAXIA Conceptual Design Study
The Horizon 2020 Project EuPRAXIA (European Plasma Research Accelerator with eXcellence In Applications) is producing a conceptual design report for a highly compact and cost-effective European facility with multi-GeV electron beams accelerated using plasmas. EuPRAXIA will be set up as a distributed Open Innovation platform with two construction sites, one with a focus on beam-driven plasma acceleration (PWFA) and another site with a focus on laser-driven plasma acceleration (LWFA). User areas at both sites will provide access to FEL pilot experiments, positron generation and acceleration, compact radiation sources, and test beams for HEP detector development. Support centres in four different countries will complement the pan-European implementation of this infrastructure
HORIZON 2020 EuPRAXIA Design Study
The Horizon 2020 Project EuPRAXIA (European Plasma Research Accelerator with eXcellence In Applications) aims at producing a design report of a highly compact and cost-effective European facility with multi-GeV electron beams using plasma as the acceleration medium. The accelerator facility will be based on a laser and/or a beam driven plasma acceleration approach and will be used for photon science, high-energy physics (HEP) detector tests, and other applications such as compact X-ray sources for medical imaging or material processing. EuPRAXIA started in November 2015 and will deliver the design report in October 2019. EuPRAXIA aims to be included on the ESFRI roadmap in 2020