Installation Requirements¶
System Requirements¶
A Determined cluster has the following requirements.
Software¶
The Determined agent and master nodes must be configured with Ubuntu 16.04, Ubuntu 18.04, or CentOS 7, or with macOS 10.13 or higher.
The agent nodes must have Docker installed.
To run jobs with GPUs, the Nvidia drivers must be installed on each Determined agent. Determined requires version >= 384.81 of the Nvidia drivers. (The Nvidia drivers can be installed as part of installing CUDA, but the rest of the CUDA toolkit is not required.)
Hardware¶
The Determined master node should be configured with at least 4 CPUs (Intel Broadwell or later), 8GB of RAM, and 200GB of free disk space. Note that the Determined master does not use GPUs.
Each Determined agent node should be configured with at least 2 CPUs (Intel Broadwell or later), 4GB of RAM, and 50GB of free disk space. If using GPUs, Nvidia GPUs with compute capability 3.7 or greater are required (e.g., K80, P100, V100, GTX 1080, GTX 1080 Ti, TITAN, TITAN XP).
Note
Most of the disk space required by the master is due to the experiment metadata database; if PostgreSQL is set up on a different machine, the disk space requirements for the master are minimal (~100MB).
Installing Docker¶
Docker is a dependency of several components of the Determined system. For example, every agent node must have Docker installed to allow it to run containerized workloads.
Install on Linux¶
Install Docker. We require the version of Docker 19.03 or newer on the machine where the agent is running.
On Ubuntu:
sudo apt-get update && sudo apt-get install -y software-properties-common curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo apt-key add - sudo add-apt-repository "deb [arch=amd64] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable" sudo apt-get update && sudo apt-get install -y --no-install-recommends docker-ce sudo systemctl reload docker sudo usermod -aG docker $USER
On CentOS:
sudo yum install -y yum-utils device-mapper-persistent-data lvm2 sudo yum-config-manager --add-repo https://download.docker.com/linux/centos/docker-ce.repo sudo yum install -y docker-ce sudo systemctl start docker
If the machine has GPUs that you would like to use with Determined, install the Nvidia Container Toolkit to allow Docker to run containers that use them. For more information, see the Nvidia documentation.
On Ubuntu:
curl -fsSL https://nvidia.github.io/nvidia-docker/gpgkey | sudo apt-key add - distribution=$(. /etc/os-release;echo $ID$VERSION_ID) curl -s -L https://nvidia.github.io/nvidia-docker/$distribution/nvidia-docker.list | sudo tee /etc/apt/sources.list.d/nvidia-docker.list sudo apt-get update sudo apt-get install -y --no-install-recommends nvidia-container-toolkit sudo systemctl restart docker
On CentOS:
distribution=$(. /etc/os-release;echo $ID$VERSION_ID) curl -fsSL https://nvidia.github.io/nvidia-docker/$distribution/nvidia-docker.repo | sudo tee /etc/yum.repos.d/nvidia-docker.repo sudo yum install -y nvidia-container-toolkit sudo systemctl restart docker
Log out and start a new terminal session. Verify that the current user is in the
docker
group and, if the machine has GPUs, that Docker can start a container using them.groups docker run --gpus all --rm debian:10-slim nvidia-smi
If using CentOS 7, enable the persistent storage of journalctl log messages so that logs are saved on machine reboot.
sudo mkdir /var/log/journal sudo systemd-tmpfiles --create --prefix /var/log/journal sudo systemctl restart systemd-journald
Install on macOS¶
Install Homebrew.
/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install.sh)"
Install Docker via Homebrew.
brew cask install docker
Start Docker.
open /Applications/Docker.app
Note
Docker on macOS does not support running containers that use GPUs. As a result, Determined agents on macOS will only be able to run CPU-based workloads.