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Tink, a temporal graph analytics library for Apache Flink

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Tink is a Java library built on Apache Flink’s batch API and Gelly that represents edges with start and end timestamps as interval graphs and implements temporal algorithms via the Gelly signal/collect model. It runs earliest arrival time single source temporal shortest paths and temporal centralities like betweenness and closeness, and it processes real datasets (RITA February flight data) to emit actual arrival times and paths. The code is open source, works on batched inputs, and does not provide native streaming updates so near real time use requires batching new data.

AI-written summary · about

  1. 0:00Intro
  2. 1:12Use case
  3. 2:30Temporal graphs
  4. 6:13Signal collect model
  5. 10:20Code
  6. 12:58Questions
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