Published May 16, 2025 | Version v2
Dataset Open

TimeTrack: OAI CI/CD cluster TimeSeries dataset

Description

TimeTrack is a publicly available dataset collected from an OpenAirInterface (OAI) cluster running CI/CD workloads. It includes metrics such as CPU, memory, disk usage, and latency, recorded at 45-second intervals from seven computing nodes during 30 days. The cluster was running OpenShift. If you use this dataset, please cite the paper: "TimeTrack: A Dataset for Exploring Temporal Patterns and Predictive Insights into OpenAirInterface (OAI) CI/CD Cluster." : https://www.eurecom.fr/fr/publication/8076

Abstract

The rapid adoption of cloud-native architectures and telecommunications frameworks has intensified the need for efficient resource management and network performance monitoring. Time series data plays a critical role in these settings by capturing sequential changes in metrics, enabling advanced analytics and ma chine learning models for anomaly detection, predictive maintenance, and resource allocation optimization. However, existing public datasets lack the granularity or breadth of metrics required for in-depth research, often omitting critical computing and network performance indicators, particularly within cloud-native environments for telecommunications workloads. TimeTrack addresses this gap by offering a comprehensive time series dataset collected from an OpenAirInterface (OAI) Continuous Integration/Continuous Deployment (CI/CD) cluster. The dataset contains monitoring data on both computing and network resources used by the CI/CD of OAI components (gNodeB, User Equipments and Core Network), providing a unique perspective on the demands of cloud-native telecommunications systems. The primary objective of TimeTrack is to support research in resource management, anomaly detection, and network optimization in similar environments.

Files

compute_dataset.csv

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Additional details

Additional titles

Alternative title
time track Open Air Interface openshift ci/cd cluster time series data

Funding

European Commission
AC3 - Agile and Cognitive Cloud edge Continuum management 101093129
European Commission
SLICES-PP - Scientific Large-scale Infrastructure for Computing/Communication Experimental Studies - Preparatory Phase 101079774