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[D] Inference on video files using TensorRT Inference Server or Tensorflow Serving

I want to use technologies like TensorRT Inference Server or Tensorflow Serving to create a microservice architecture for analyzing video content using deeplearning models (CNN).

I have doubts on these points :

  • What is the best way to store video files?
  • What is the best way to extract frames and pass them to Tensorflow Inference Serving or TensorRT?
  • Do I need a message broker like Apache Kafka? Can I use directly HTTP or gRPC to pass extracted frames to each microservice?

I searched a lot but I never found a similar architecture or some guidelines to manage inference on video files. Any advice will be appreciated, thanks in advance.

submitted by /u/vspara
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.