# An unique identifier for the head node and workers of this cluster. cluster_name: development # The autoscaler will scale up the cluster faster with higher upscaling speed. # E.g., if the task requires adding more nodes then autoscaler will gradually # scale up the cluster in chunks of upscaling_speed*currently_running_nodes. # This number should be > 0. upscaling_speed: 1.0 # If a node is idle for this many minutes, it will be removed. idle_timeout_minutes: 5 # Cloud-provider specific configuration. provider: type: aws region: us-west-2 availability_zone: us-west-2a # How Ray will authenticate with newly launched nodes. auth: ssh_user: ubuntu # Tell the autoscaler the allowed node types and the resources they provide. # The key is the name of the node type, which is just for debugging purposes. # The node config specifies the launch config and physical instance type. available_node_types: # Provider-specific config for the head node, e.g. instance type. By default # Ray will auto-configure unspecified fields such as SubnetId and KeyName. # For more documentation on available fields, see: # http://boto3.readthedocs.io/en/latest/reference/services/ec2.html#EC2.ServiceResource.create_instances ray.head.default: node_config: InstanceType: m4.16xlarge ImageId: ami-0def3275 # Default Ubuntu 16.04 AMI. # Set primary volume to 25 GiB BlockDeviceMappings: - DeviceName: /dev/sda1 Ebs: VolumeSize: 50 # List of shell commands to install ray from source. setup_commands: # Consider uncommenting these if you run into dpkg locking issues # - sudo pkill -9 apt-get || true # - sudo pkill -9 dpkg || true # - sudo dpkg --configure -a # Install basics. - sudo apt-get update - sudo apt-get install -y build-essential curl unzip # Install Node.js in order to build the dashboard. - curl -sL https://deb.nodesource.com/setup_12.x | sudo -E bash - sudo apt-get install -y nodejs # Install Anaconda. - wget https://repo.continuum.io/archive/Anaconda3-5.0.1-Linux-x86_64.sh || true - bash Anaconda3-5.0.1-Linux-x86_64.sh -b -p $HOME/anaconda3 || true - echo 'export PATH="$HOME/anaconda3/bin:$PATH"' >> ~/.bashrc # Build Ray. - git clone https://github.com/ray-project/ray || true - ray/ci/env/install-bazel.sh - cd ray/python/ray/dashboard/client; npm ci; npm run build - pip install boto3>=1.4.8 cython==0.29.37 aiohttp grpcio psutil setproctitle - cd ray/python; pip install -e . --verbose # Command to start ray on the head node. You don't need to change this. head_start_ray_commands: - ray stop - ulimit -n 65536; ray start --head --port=6379 --autoscaling-config=~/ray_bootstrap_config.yaml # Command to start ray on worker nodes. You don't need to change this. worker_start_ray_commands: - ray stop - ulimit -n 65536; ray start --address=$RAY_HEAD_IP:6379