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mnist's Introduction

Number classification with MNIST

This is a side project in Swinburne Vietnam Lab.

Triton Server

To run Triton server, run:

docker run --rm -p 8000:8000 -p 8001:8001 -p 8002:8002 -v ${PWD}/triton:/models nvcr.io/nvidia/tritonserver:23.08-py3 tritonserver --model-repository=/models 

Triton Client

To run Django inside the Triton client, run:

docker run -it --rm -p 9966:9966 --net=host -v ${PWD}:/workspace/ nvcr.io/nvidia/tritonserver:23.08-py3-sdk 

Then inside the Triton client, run:

pip install -r requirements
python django/manage.py runserver 0.0.0.0:9966

The API then be hosted at:

  • Upload: localhost:9966/mnist/upload
  • Get result: localhost:9966/mnist/result

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