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README.md

OOO Implementation on Single-GPU

  • model: DenseNet, MobileNet

AWS common setup

  • For EC2 instanse, Use Deep Learning AMI (Ubuntu 18.04) Version 56.0 image which already contains everything for experiments(NVIDIA driver, docker, git, etc...)

Experiments

script number of nodes number of GPUs AWS instance
single_gpu_densenet_k24_b32_base.sh 1 1 p3.2xlarge
single_gpu_densenet_k24_b32_ooo.sh 1 1 p3.2xlarge
single_gpu_densenet_k32_b32_base.sh 1 1 p3.2xlarge
single_gpu_densenet_k32_b32_ooo.sh 1 1 p3.2xlarge
single_gpu_densenet_k24_b64_base.sh 1 1 p3.2xlarge
single_gpu_densenet_k24_b64_ooo.sh 1 1 p3.2xlarge
single_gpu_densenet_k32_b64_base.sh 1 1 p3.2xlarge
single_gpu_densenet_k32_b64_ooo.sh 1 1 p3.2xlarge
single_gpu_mobilenet_v3_a0.5_b32_base.sh 1 1 p3.2xlarge
single_gpu_mobilenet_v3_a0.5_b32_ooo.sh 1 1 p3.2xlarge
single_gpu_mobilenet_v3_a1.0_b32_base.sh 1 1 p3.2xlarge
single_gpu_mobilenet_v3_a1.0_b32_ooo.sh 1 1 p3.2xlarge
single_gpu_mobilenet_v3_a0.5_b64_base.sh 1 1 p3.2xlarge
single_gpu_mobilenet_v3_a0.5_b64_ooo.sh 1 1 p3.2xlarge
single_gpu_mobilenet_v3_a1.0_b64_base.sh 1 1 p3.2xlarge
single_gpu_mobilenet_v3_a1.0_b64_ooo.sh 1 1 p3.2xlarge