ignore push_tag and fixed README explaination
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							@@ -116,3 +116,4 @@ venv.bak/
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src/jupyter_notebook_config.json
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					src/jupyter_notebook_config.json
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.idea
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					.idea
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/Deployment-notes.md
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					/Deployment-notes.md
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					/push_tag.sh
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								README.md
									
									
									
									
									
								
							
							
						
						
									
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							@@ -11,17 +11,17 @@ The image of this repository is available on [Dockerhub](https://hub.docker.com/
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## Contents
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					## Contents
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1. [Requirements](#requirements)
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					1. [Quickstart](#quickstart)
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2. [Quickstart](#quickstart)
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					2. [Build your own image](#build-your-own-image)
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3. [Tracing](#tracing)
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					3. [Tracing](#tracing)
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4. [Configuration](#configuration)
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					4. [Configuration](#configuration)
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5. [Deployment](#deployment-in-the-docker-swarm)
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					5. [Deployment](#deployment-in-the-docker-swarm)
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6. [Issues and Contributing](#issues-and-contributing)
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					6. [Issues and Contributing](#issues-and-contributing)
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## Requirements
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					## Quickstart
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1.  A computer with a NVIDIA GPU
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					1.  A computer with an NVIDIA GPU is required.
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2.  Install [Docker](https://www.docker.com/community-edition#/download) version **1.10.0+**
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					2.  Install [Docker](https://www.docker.com/community-edition#/download) version **1.10.0+**
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 and [Docker Compose](https://docs.docker.com/compose/install/) version **1.6.0+**.
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					 and [Docker Compose](https://docs.docker.com/compose/install/) version **1.6.0+**.
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3.  Get access to your GPU via CUDA drivers within Docker containers.
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					3.  Get access to your GPU via CUDA drivers within Docker containers.
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@@ -62,11 +62,13 @@ The image of this repository is available on [Dockerhub](https://hub.docker.com/
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    environment will be downloaded:
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					    environment will be downloaded:
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   ```bash
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					   ```bash
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   cd your-working-directory 
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					   cd your-working-directory 
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   docker run --gpus all -d -it -p 8848:8888 -v data:/home/jovyan/work -e GRANT_SUDO=yes -e JUPYTER_ENABLE_LAB=yes --user root cschranz/gpu-jupyter:v1.1_cuda-10.1_ubuntu-18.04_python-only
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					   docker run --gpus all -d -it -p 8848:8888 -v data:/home/jovyan/work -e GRANT_SUDO=yes -e JUPYTER_ENABLE_LAB=yes --user root cschranz/gpu-jupyter:v1.2_cuda-10.1_ubuntu-18.04_python-only
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   ```
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					   ```
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   This starts a new instance of the GPU-Jupyter service on at [http://localhost:8848](http://localhost:8848) (port `8484`).
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					   This starts an instance with of *GPU-Jupyter* the tag `v1.2_cuda-10.1_ubuntu-18.04_python-only` at [http://localhost:8848](http://localhost:8848) (port `8484`).
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   The default password is `asdf` which should be changed as described [below](#set-password). 
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					   The default password is `asdf` which should be changed as described [below](#set-password). 
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   Furthermore, data within the host's `data` directory is shared with the container.
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					   Furthermore, data within the host's `data` directory is shared with the container.
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					   Other versions of GPU-Jupyter are available and listed on Dockerhub under  [Tags](https://hub.docker.com/r/cschranz/gpu-jupyter/tags?page=1&ordering=last_updated).
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Within the Jupyterlab instance, you can check if you can access your GPU by opening a new terminal window and running
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					Within the Jupyterlab instance, you can check if you can access your GPU by opening a new terminal window and running
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`nvidia-smi`. In terminal windows, you can also install new packages for your own projects. 
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					`nvidia-smi`. In terminal windows, you can also install new packages for your own projects. 
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@@ -74,7 +76,7 @@ Some example code can be found in the repository under `extra/Getting_Started`.
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If you want to learn more about Jupyterlab, check out this [tutorial](https://www.youtube.com/watch?v=7wfPqAyYADY). 
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					If you want to learn more about Jupyterlab, check out this [tutorial](https://www.youtube.com/watch?v=7wfPqAyYADY). 
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## Build a modified version
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					## Build your own Image
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First, it is necessary to generate the `Dockerfile` in `.build`, that is based on 
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					First, it is necessary to generate the `Dockerfile` in `.build`, that is based on 
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the NIVIDA base image and the [docker-stacks](https://github.com/jupyter/docker-stacks).
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					the NIVIDA base image and the [docker-stacks](https://github.com/jupyter/docker-stacks).
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