DCDB
The DataCenter DataBase (DCDB) is a modular, continuous and holistic monitoring and data analytics framework targeted at HPC environments. It consists of three main components as depicted in Figure 1:
- Pusher: The main component for collecting data is the Pusher. It allows to run arbitrary data collection plugins and pushes the data to a Collect Agent via the MQTT protocol.
- Collect Agent: The collect agent functions as intermediary between one Storage Backend and one or multiple Pushers, acting as a data broker.
- Storage Backend: Here all the collected data is stored. By default a Cassandra or ScyllaDB database is used, but the framework is intended to support usage of other data storage solutions as well.
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DCDB Architecture
DCDB is intended for holistic monitoring of HPC systems and their supporting infrastructures, such as system hardware or software, applications, I/O, power provisioning and cooling. On top of its monitoring capabilities DCDB includes Wintermute, a plugin-based framework to enable Operational Data Analytics (ODA) on HPC systems: Wintermute is deeply integrated within DCDB and allows to ingest monitoring data as it is acquired, process it with state-of-the-art techniques via operators, and in turn enable analysis to improve a system’s efficiency and effectiveness.
Goals within DEEP-SEA
In DEEP-SEA, DCDB will be integrated with LLview to provide telemetry for job-level monitoring and new plugins will be developed to acquire monitoring data from vendor- and hardware-agnostic libraries such as libvariorum or LIKWID. Further, capabilities to leverage source-level instrumentation of user applications will be added to collect application meta-data.
Website: https://dcdb.it