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README.md
README.md
 
 
single_gpu_densenet_correctness_test.sh
single_gpu_densenet_correctness_test.sh
 
 
single_gpu_densenet_k12_b32_base.sh
single_gpu_densenet_k12_b32_base.sh
 
 
single_gpu_densenet_k12_b32_ooo.sh
single_gpu_densenet_k12_b32_ooo.sh
 
 
single_gpu_densenet_k24_b32_base.sh
single_gpu_densenet_k24_b32_base.sh
 
 
single_gpu_densenet_k24_b32_ooo.sh
single_gpu_densenet_k24_b32_ooo.sh
 
 
single_gpu_densenet_k24_b64_base.sh
single_gpu_densenet_k24_b64_base.sh
 
 
single_gpu_densenet_k24_b64_ooo.sh
single_gpu_densenet_k24_b64_ooo.sh
 
 
single_gpu_densenet_k32_b32_base.sh
single_gpu_densenet_k32_b32_base.sh
 
 
single_gpu_densenet_k32_b32_ooo.sh
single_gpu_densenet_k32_b32_ooo.sh
 
 
single_gpu_densenet_k32_b64_base.sh
single_gpu_densenet_k32_b64_base.sh
 
 
single_gpu_densenet_k32_b64_ooo.sh
single_gpu_densenet_k32_b64_ooo.sh
 
 
single_gpu_mobilenet_v3_a0.5_b32_base.sh
single_gpu_mobilenet_v3_a0.5_b32_base.sh
 
 
single_gpu_mobilenet_v3_a0.5_b32_ooo.sh
single_gpu_mobilenet_v3_a0.5_b32_ooo.sh
 
 
single_gpu_mobilenet_v3_a0.5_b64_base.sh
single_gpu_mobilenet_v3_a0.5_b64_base.sh
 
 
single_gpu_mobilenet_v3_a0.5_b64_ooo.sh
single_gpu_mobilenet_v3_a0.5_b64_ooo.sh
 
 
single_gpu_mobilenet_v3_a1.0_b32_base.sh
single_gpu_mobilenet_v3_a1.0_b32_base.sh
 
 
single_gpu_mobilenet_v3_a1.0_b32_ooo.sh
single_gpu_mobilenet_v3_a1.0_b32_ooo.sh
 
 
single_gpu_mobilenet_v3_a1.0_b64_base.sh
single_gpu_mobilenet_v3_a1.0_b64_base.sh
 
 
single_gpu_mobilenet_v3_a1.0_b64_ooo.sh
single_gpu_mobilenet_v3_a1.0_b64_ooo.sh
 
 
single_gpu_mobilenet_v3_correctness_test.sh
single_gpu_mobilenet_v3_correctness_test.sh
 
 

README.md

Prepared scripts for Single GPU Experiments

  • Implemantation code is here

1. Environment Setup

On-Promise Setup

  • Prerequisites: nvidia driver, docker, git

AWS Setup

  • Step 1: Choose an Amazon Machine Images(AMI)

    • Deep Learning AMI (Ubuntu 18.04) Version 56.0

  • Step 2: Choose an Instance Type

    • Node: p3.2xlarge instance

2. Run the expriments

git clone https://github.com/mlsys-seo/ooo-backprop.git
cd ooo-backprop

# To run OOO-BackProp single GPU experiment
$ ./scripts/single_gpu/single_gpu_densenet_k24_b32_ooo.sh