docker_gpu_tests.txt

https://hub.docker.com/r/tensorflow/tensorflow


#### Test nvidia-smi with the latest official CUDA image
sudo docker run --gpus all nvidia/cuda:9.0-base nvidia-smi

sudo docker run --gpus all nvidia/cuda nvidia-smi

sudo docker run --gpus all -it nvidia/cuda bash

sudo docker run --gpus all -it tensorflow/tensorflow:latest-gpu bash

sudo docker run --gpus all -it tensorflow/tensorflow:latest-gpu-py3 bash

# tensorflow:1.14.0
sudo docker run --gpus all -it tensorflow/tensorflow:1.14.0-gpu-py3 bash

[nur CPU]
sudo docker run --rm -it tensorflow/tensorflow:1.14.0-py3 bash


# data
sudo docker run --gpus all -it -v /media/lukas/TeraTest/temp/alltours/BigSetFull/:/data/ tensorflow/tensorflow:latest-gpu bash

# tensorflow:latest-gpu-py3
sudo docker run --gpus all -it -v /media/lukas/TeraTest/temp/alltours:/data tensorflow/tensorflow:latest-gpu-py3 bash

sudo docker run --gpus all -it -v /media/lukas/TeraTest/temp/alltours/BigSetFull:/data tensorflow/tensorflow:1.14.0-gpu-py3 bash

sudo docker run --gpus all -it \
  -v /media/lukas/TeraTest/temp_data/alltours:/data \
  tensorflow/tensorflow:latest-gpu-py3 bash


[nur CPU]
sudo docker run --rm -it -v /media/lukas/TeraTest/temp/alltours/BigSetFull/:/data/ tensorflow/tensorflow:1.14.0-py3 bash


# benchmarks
sudo docker run --gpus all --rm -it -v /home/lukas/benchmark:/app tensorflow/tensorflow:1.14.0-gpu-py3 bash

# paperspace
sudo docker run --gpus all --rm -it -v ~/app:/app tensorflow/tensorflow:1.14.0-gpu-py3 bash


## restart

# tensorflow:1.14.0-gpu-py3
sudo docker start -ai ad35225e4bf0

# tensorflow:latest-gpu-py3
sudo docker start -ai d5dd3c33df3d

# -v /media/lukas/TeraTest/temp_data/alltours:/data
sudo docker start -ai fc0697014ad5



# py in Docker
pip install pillow
pip install scipy

pip install pandas


# How to use Tensorflow-gpu with Docker: run / commit / start / stop
https://medium.com/@RouYunPan/how-to-use-tensorflow-gpu-with-docker-2b72f784fdf3


# common commands
sudo docker ps -as


## templates

# tensorflow:1.14.0-gpu-py3
sudo docker run --gpus all -it \
  -v ~/app:/app \
  -v ~/data:/data \
  tensorflow/tensorflow:1.14.0-gpu-py3 bash


# tensorflow:latest-gpu-py3
sudo docker run --gpus all -it \
  -v ~/app:/app \
  -v ~/data:/data \
  tensorflow/tensorflow:latest-gpu-py3 bash