26–30 Aug 2024
Europe/Berlin timezone

The Introduction to Mamba Data Worker: The Data Streaming Software Framework for HEPS

29 Aug 2024, 12:00
15m
Saal B

Saal B

Contributed talk 3. Data, Automation and the Use of AI Mikrosymposium 3/1: Data, Automation and the Use of AI

Speaker

Chenglong Zhang

Description

The forthcoming deployment of the High Energy Photon Source (HEPS), a fourth-generation light source, is set to produce an unprecedented volume of data, with estimates reaching hundreds of terabytes daily. This development signifies a considerable shift in synchrotron radiation technology and experimental approaches, transitioning from the previously straightforward data transmission pipeline—a single-channel flow from detector to storage—to a complex network involving multiple data generators and applications. To maintain an optimal experimental experience, there is a critical need for effective data management and distribution mechanisms. In response to these challenges, the Mamba Data Worker (MDW) has been developed to fulfill crucial roles such as real-time detector data acquisition, managing interactions with complex dataflows, extracting metadata, reducing data, and facilitating online assembly, writing, and processing. This report details the architecture and developmental roadmap of MDW, outlines the core technologies involved, and showcases its application in settings such as the Beijing Synchrotron Radiation Facility (BSRF) and HEPS, underlining its significance in advancing experimental procedures through enhanced data handling and processing capabilities.

I plan to submit also conference proceedings Yes

Primary author

Chenglong Zhang

Presentation materials

There are no materials yet.