~/talk

Polyglot Pipelines with Apache Nifi

Talkat Devnexus 2025 · 2025-03-04..03-06· [data-engineering]
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Shows a working pipeline that moves CSVs from the Chicago data portal into OpenSearch using Apache NiFi and Apache Tika, then runs a Python-based table detection model (Hugging Face Transformers + PyTorch + OpenCV) via py4j style IPC inside a per-plugin virtualenv. Demonstrates annotated images and COCO JSON output, packaged as a deployable Nar file (built with hatch), notes GPU support via Python libs and serialization/packaging tradeoffs.

AI-written summary · about

  1. 0:00Introduction and speaker background
  2. 2:49Apache NiFi crash course demo
  3. 14:04Why mix Java and Python
  4. 21:08Py4J integration in NiFi
  5. 29:56AI use case with Python processors
  6. 41:51Building and deploying Python processors
  7. 48:20Q&A on performance and GPU support
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