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vae_bench's Introduction

Variational Auto Encoder Simple Benchmarks

In this repository I plan to benchmark VAE variants focusing on reproducibility and ease of reading. Goals:

  1. One file per model
  2. Run all experiments with one command
  3. Easy experimentation

Installation (Linux + Docker + Nvidia GPU)

  1. Install the NVIDIA drivers.

  2. Install Docker ce.

  3. Manage docker as a non-root user.

  4. Install nvidia-docker.

  5. Clone or copy this repository, assuming it was copied in $WORKDIR

  6. Run the installer

cd $WORKDIR/
sudo chmod +x install/install.sh
./install/install.sh

Run the benchmark script

cd $WORKDIR/
docker run --rm --gpus all -v $PWD:/home/vae/project/ vae:latest python3 benchmark.py

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