diff --git a/ci/stress_tests/ray-project/cluster.yaml b/ci/stress_tests/ray-project/cluster.yaml
new file mode 100644
index 000000000..8819b906b
--- /dev/null
+++ b/ci/stress_tests/ray-project/cluster.yaml
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+####################################################################
+# All nodes in this cluster will auto-terminate in 1 hour
+####################################################################
+
+# An unique identifier for the head node and workers of this cluster.
+cluster_name: ray-stress-tests
+
+# The minimum number of workers nodes to launch in addition to the head
+# node. This number should be >= 0.
+min_workers: 105
+
+# The maximum number of workers nodes to launch in addition to the head
+# node. This takes precedence over min_workers.
+max_workers: 105
+
+# The autoscaler will scale up the cluster to this target fraction of resource
+# usage. For example, if a cluster of 10 nodes is 100% busy and
+# target_utilization is 0.8, it would resize the cluster to 13. This fraction
+# can be decreased to increase the aggressiveness of upscaling.
+# This value must be less than 1.0 for scaling to happen.
+target_utilization_fraction: 0.8
+
+# 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
+    cache_stopped_nodes: False
+
+# 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-06d51e91cea0dac8d # Ubuntu 18.04
+
+    # Set primary volume to 25 GiB
+    BlockDeviceMappings:
+        - DeviceName: /dev/sda1
+          Ebs:
+              VolumeSize: 100
+
+    # 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.large
+    ImageId: ami-06d51e91cea0dac8d # Ubuntu 18.04
+
+    # Set primary volume to 25 GiB
+    BlockDeviceMappings:
+        - DeviceName: /dev/sda1
+          Ebs:
+              VolumeSize: 100
+
+    # 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 set up nodes.
+setup_commands:
+    # Uncomment these if you want to build ray from source.
+    # - sudo apt-get -qq update
+    # - sudo apt-get install -y build-essential curl unzip
+    # Install Anaconda.
+    - wget --quiet 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:$PATH"' >> ~/.bashrc
+    # # Build Ray.
+    # - git clone https://github.com/ray-project/ray || true
+    # - ray/ci/travis/install-bazel.sh
+    - pip install boto3==1.4.8 cython==0.29.0
+    # - cd ray/python; git checkout master; git pull; pip install -e . --verbose
+    - "pip install https://s3-us-west-2.amazonaws.com/ray-wheels/releases/{{ray_version}}/{{commit}}/ray-{{ray_version}}-cp36-cp36m-manylinux1_x86_64.whl"
+
+# Custom commands that will be run on the head node after common setup.
+head_setup_commands: []
+
+# Custom commands that will be run on worker nodes after common setup.
+worker_setup_commands: []
+
+# Command to start ray on the head node. You don't need to change this.
+head_start_ray_commands:
+    - ray stop
+    - ulimit -n 65536; ray start --head --num-redis-shards=5 --redis-port=6379 --autoscaling-config=~/ray_bootstrap_config.yaml
+
+# Command to start ray on worker nodes. You don't need to change this.
+worker_start_ray_commands:
+    - ray stop
+    - ulimit -n 65536; ray start --address=$RAY_HEAD_IP:6379 --num-gpus=100
diff --git a/ci/stress_tests/ray-project/project.yaml b/ci/stress_tests/ray-project/project.yaml
new file mode 100644
index 000000000..5f88ff230
--- /dev/null
+++ b/ci/stress_tests/ray-project/project.yaml
@@ -0,0 +1,35 @@
+# This file is generated by `ray project create`.
+
+name: ray_stress_tests
+
+cluster:
+  config: ray-project/cluster.yaml
+  params:
+    - name: ray_version # Ray version string.
+      default: "0.8.1"
+
+    - name: commit # Ray commit SHA string.
+      default: "38ec2e70524a277d5aea307f6c843065ff982da5"
+
+
+commands:
+  - name: test_many_tasks
+    help: "Run a stress test that executes many tasks."
+    command: |
+      python test_many_tasks.py
+
+  - name: test_dead_actors
+    help: "Run a stress test that spawns and kills many actors."
+    command: |
+      python test_dead_actors.py
+
+# Pathnames for files and directories that should be saved
+# in a snapshot but that should not be synced with a# session. Pathnames can be relative to the project
+# directory or absolute. Generally, this should be files
+# that were created by an active session, such as
+# application checkpoints and logs.
+output_files: [
+  # For example, uncomment this to save the logs from the
+  # last ray job.
+  # "/tmp/ray/session_latest",
+]
diff --git a/ci/stress_tests/ray-project/requirements.txt b/ci/stress_tests/ray-project/requirements.txt
new file mode 100644
index 000000000..0f026d879
--- /dev/null
+++ b/ci/stress_tests/ray-project/requirements.txt
@@ -0,0 +1 @@
+ray[debug]
\ No newline at end of file