Use Anaconda for autoscaling example and add example config for devel… (#1361)

* Use Anaconda for autoscaling example and add example config for development.

* Install Python2 for building the web ui.

python/ray/autoscaler/aws/development-example.yaml

@@ -0,0 +1,92 @@
+# An unique identifier for the head node and workers of this cluster.
+cluster_name: default
+
+# The minimum number of workers nodes to launch in addition to the head
+# node. This number should be >= 0.
+min_workers: 2
+
+# The maximum number of workers nodes to launch in addition to the head
+# node. This takes precedence over min_workers.
+max_workers: 2
+
+# Cloud-provider specific configuration.
+provider:
+    type: aws
+    region: us-west-2
+
+# How Ray will authenticate with newly launched nodes.
+auth:
+    ssh_user: ubuntu
+# By default Ray creates a new private keypair, but you can also use your own.
+# If you do so, make sure to also set "KeyName" in the head and worker node
+# configurations below.
+#    ssh_private_key: /path/to/your/key.pem
+
+# 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
+head_node:
+    InstanceType: m4.16xlarge
+    ImageId: ami-0def3275  # Default Ubuntu 16.04 AMI.
+
+    # Additional options in the boto docs.
+
+# Provider-specific config for worker nodes, 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
+worker_nodes:
+    InstanceType: m4.16xlarge
+    ImageId: ami-0def3275  # Default Ubuntu 16.04 AMI.
+
+    # Run workers on spot by default. Comment this out to use on-demand.
+    InstanceMarketOptions:
+        MarketType: spot
+        # Additional options can be found in the boto docs, e.g.
+        #   SpotOptions:
+        #       MaxPrice: MAX_HOURLY_PRICE
+
+    # Additional options in the boto docs.
+
+# Files or directories to copy to the head and worker nodes. The format is a
+# dictionary from REMOTE_PATH: LOCAL_PATH, e.g.
+file_mounts: {
+#    "/path1/on/remote/machine": "/path1/on/local/machine",
+#    "/path2/on/remote/machine": "/path2/on/local/machine",
+}
+
+# List of shell commands to run to initialize the head node.
+head_init_commands:
+    # Install basics.
+    - sudo apt-get update
+    - sudo apt-get install -y cmake pkg-config build-essential autoconf curl libtool unzip python
+    # Install Anaconda.
+    - wget https://repo.continuum.io/archive/Anaconda3-5.0.1-Linux-x86_64.sh
+    - bash Anaconda3-5.0.1-Linux-x86_64.sh -b -p $HOME/anaconda3
+    - echo 'export PATH="$HOME/anaconda3/bin:$PATH"' >> ~/.bashrc
+    # Build Ray.
+    - git clone https://github.com/ray-project/ray
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH pip install -U cloudpickle boto3==1.4.8
+    - cd ray/python; PATH=/home/ubuntu/anaconda3/bin:$PATH python setup.py develop
+    # Start Ray.
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH ray stop
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH ray start --head --redis-port=6379 --autoscaling-config=~/ray_bootstrap_config.yaml
+
+# List of shell commands to run to initialize workers.
+worker_init_commands:
+    # Install basics.
+    - sudo apt-get update
+    - sudo apt-get install -y cmake pkg-config build-essential autoconf curl libtool unzip python
+    # Install Anaconda.
+    - sudo apt-get update
+    - wget https://repo.continuum.io/archive/Anaconda3-5.0.1-Linux-x86_64.sh
+    - bash Anaconda3-5.0.1-Linux-x86_64.sh -b -p $HOME/anaconda3
+    - echo 'export PATH="$HOME/anaconda3/bin:$PATH"' >> ~/.bashrc
+    # Build Ray.
+    - git clone https://github.com/ray-project/ray
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH pip install -U cloudpickle boto3==1.4.8
+    - cd ray/python; PATH=/home/ubuntu/anaconda3/bin:$PATH python setup.py develop
+    # Start Ray.
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH ray stop
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH ray start --head --redis-address=$RAY_HEAD_IP:6379

python/ray/autoscaler/aws/example.yaml

@@ -61,13 +61,13 @@ head_init_commands:
     # Note: if you're developing Ray, you probably want to create an AMI that
     # has your Ray repo pre-cloned. Then, you can replace the pip installs
     # below with a git checkout <your_sha> (and possibly a recompile).
-    - pip3 install --user -U https://s3-us-west-2.amazonaws.com/ray-wheels/f5ea44338eca392df3a868035df3901829cc2ca1/ray-0.3.0-cp35-cp35m-manylinux1_x86_64.whl
-    - yes | ~/anaconda3/bin/conda install boto3=1.4.8  # 1.4.8 adds InstanceMarketOptions
-    - ~/.local/bin/ray stop
-    - ~/.local/bin/ray start --head --redis-port=6379 --autoscaling-config=~/ray_bootstrap_config.yaml
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH pip install -U https://s3-us-west-2.amazonaws.com/ray-wheels/f5ea44338eca392df3a868035df3901829cc2ca1/ray-0.3.0-cp36-cp36m-manylinux1_x86_64.whl
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH pip install boto3==1.4.8  # 1.4.8 adds InstanceMarketOptions
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH ray stop
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH ray start --head --redis-port=6379 --autoscaling-config=~/ray_bootstrap_config.yaml
 
 # List of shell commands to run to initialize workers.
 worker_init_commands:
-    - pip3 install --user -U https://s3-us-west-2.amazonaws.com/ray-wheels/f5ea44338eca392df3a868035df3901829cc2ca1/ray-0.3.0-cp35-cp35m-manylinux1_x86_64.whl
-    - ~/.local/bin/ray stop
-    - ~/.local/bin/ray start --redis-address=$RAY_HEAD_IP:6379
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH pip install -U https://s3-us-west-2.amazonaws.com/ray-wheels/f5ea44338eca392df3a868035df3901829cc2ca1/ray-0.3.0-cp36-cp36m-manylinux1_x86_64.whl
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH ray stop
+    - PATH=/home/ubuntu/anaconda3/bin:$PATH ray start --redis-address=$RAY_HEAD_IP:6379