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beniz avatar beniz commented on May 10, 2024

Two points:

  • leak is only visible with GPU
  • in CPU-only mode, valgrind reports no leak
  • in GPU-only mode, valgrind reports large chunks held by CUDA (libcuda.so), this is also visible while running with nvidia-smi.

Typical used memory values on a 4GB GPU during a run:
before start: 152MB
training start: 198MB
training: 589MB
training finished, net is up for prediction: 436MB
service destruction: 200MB
server termination: 152MB

Caffe is allocating some GPU data and not releasing it or there's a way to clear the GPU memory overhead after using it within a net with Caffe.

from deepdetect.

beniz avatar beniz commented on May 10, 2024

There were a stream of recent changes in Caffe memory allocation and I cannot reproduce this issue anymore. Closing for now.

from deepdetect.

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