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####################################################################
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# All nodes in this cluster will auto-terminate in 1 hour
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####################################################################
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# An unique identifier for the head node and workers of this cluster.
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cluster_name: ray-stress-tests
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# The minimum number of workers nodes to launch in addition to the head
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# node. This number should be >= 0.
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min_workers: 100
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# The maximum number of workers nodes to launch in addition to the head
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# node. This takes precedence over min_workers.
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max_workers: 100
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# If a node is idle for this many minutes, it will be removed.
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idle_timeout_minutes: 5
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# Cloud-provider specific configuration.
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provider:
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type: aws
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region: us-west-2
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availability_zone: us-west-2a
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cache_stopped_nodes: False
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# How Ray will authenticate with newly launched nodes.
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auth:
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ssh_user: ubuntu
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# By default Ray creates a new private keypair, but you can also use your own.
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# If you do so, make sure to also set "KeyName" in the head and worker node
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# configurations below.
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# ssh_private_key: /path/to/your/key.pem
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# Provider-specific config for the head node, e.g. instance type. By default
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# Ray will auto-configure unspecified fields such as SubnetId and KeyName.
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# For more documentation on available fields, see:
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# http://boto3.readthedocs.io/en/latest/reference/services/ec2.html#EC2.ServiceResource.create_instances
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head_node:
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InstanceType: m4.16xlarge
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ImageId: ami-042d0d6196f494652 # Custom ami
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# Set primary volume to 25 GiB
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BlockDeviceMappings:
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- DeviceName: /dev/sda1
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Ebs:
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VolumeSize: 100
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# Additional options in the boto docs.
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# Provider-specific config for worker nodes, e.g. instance type. By default
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# Ray will auto-configure unspecified fields such as SubnetId and KeyName.
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# For more documentation on available fields, see:
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# http://boto3.readthedocs.io/en/latest/reference/services/ec2.html#EC2.ServiceResource.create_instances
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worker_nodes:
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InstanceType: m4.large
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ImageId: ami-042d0d6196f494652 # Custom ami
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# Set primary volume to 25 GiB
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BlockDeviceMappings:
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- DeviceName: /dev/sda1
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Ebs:
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VolumeSize: 100
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# Run workers on spot by default. Comment this out to use on-demand.
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InstanceMarketOptions:
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MarketType: spot
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# Additional options can be found in the boto docs, e.g.
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# SpotOptions:
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# MaxPrice: MAX_HOURLY_PRICE
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# Additional options in the boto docs.
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# List of shell commands to run to set up nodes.
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setup_commands:
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# Uncomment these if you want to build ray from source.
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# - sudo apt-get -qq update
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# - sudo apt-get install -y build-essential curl unzip
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# # Build Ray.
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# - git clone https://github.com/ray-project/ray || true
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# - ray/ci/travis/install-bazel.sh
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- pip install -U pip
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2020-07-28 10:44:06 -07:00
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- pip install terminado
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2020-02-13 09:19:24 -08:00
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- pip install boto3==1.4.8 cython==0.29.0
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# - cd ray/python; git checkout master; git pull; pip install -e . --verbose
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2021-01-15 17:41:17 -08:00
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- "pip install https://s3-us-west-2.amazonaws.com/ray-wheels/latest/ray-2.0.0.dev0-cp38-cp38-manylinux2014_x86_64.whl"
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# Custom commands that will be run on the head node after common setup.
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head_setup_commands: []
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# Custom commands that will be run on worker nodes after common setup.
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worker_setup_commands: []
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# Command to start ray on the head node. You don't need to change this.
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head_start_ray_commands:
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- ray stop
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2020-09-23 17:04:13 -07:00
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- ulimit -n 65536; ray start --head --port=6379 --autoscaling-config=~/ray_bootstrap_config.yaml
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# Command to start ray on worker nodes. You don't need to change this.
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worker_start_ray_commands:
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- ray stop
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- ulimit -n 65536; ray start --address=$RAY_HEAD_IP:6379 --num-gpus=100
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