diff --git a/release/xgboost_tests/cluster_cpu_moderate-autoscaler.yaml b/release/xgboost_tests/cluster_cpu_moderate-autoscaler.yaml
new file mode 100644
index 000000000..418023059
--- /dev/null
+++ b/release/xgboost_tests/cluster_cpu_moderate-autoscaler.yaml
@@ -0,0 +1,42 @@
+cluster_name: ray-xgboost-release-cpu-small
+
+min_workers: 31
+max_workers: 31
+
+idle_timeout_minutes: 15
+
+docker:
+    image: rayproject/ray-ml:1.2.0
+    container_name: ray_container
+    pull_before_run: true
+
+provider:
+    type: aws
+    region: us-west-2
+    availability_zone: us-west-2a
+    cache_stopped_nodes: false
+
+auth:
+    ssh_user: ubuntu
+
+head_node:
+    # 64 CPUs
+    InstanceType: m5.xlarge
+    ImageId: latest_dlami
+
+worker_nodes:
+    # 64 CPUs
+    InstanceType: m5.xlarge
+    ImageId: latest_dlami
+
+setup_commands:
+    - pip install pytest xgboost_ray
+    - sudo mkdir -p /data || true
+    - sudo chown ray:1000 /data || true
+    - sudo chown ray /
+    - rm -rf /data/classification.parquet || true
+    - python create_test_data.py /data/classification.parquet --seed 1234 --num-rows 1000000 --num-cols 40 --num-partitions 100 --num-classes 2
+
+file_mounts:
+    /create_test_data.py : ./create_test_data.py
+    ~/_train.py : workloads/_train.py
diff --git a/release/xgboost_tests/cluster_cpu_small-autoscaler.yaml b/release/xgboost_tests/cluster_cpu_small-autoscaler.yaml
index 309694b24..c4571e278 100644
--- a/release/xgboost_tests/cluster_cpu_small-autoscaler.yaml
+++ b/release/xgboost_tests/cluster_cpu_small-autoscaler.yaml
@@ -33,8 +33,10 @@ setup_commands:
     - pip install pytest xgboost_ray
     - sudo mkdir -p /data || true
     - sudo chown ray:1000 /data || true
+    - sudo chown ray /
     - rm -rf /data/classification.parquet || true
-    - python ~/release-automation-xgboost_tests/create_test_data.py /data/classification.parquet --seed 1234 --num-rows 1000000 --num-cols 40 --num-partitions 100 --num-classes 2
+    - python /create_test_data.py /data/classification.parquet --seed 1234 --num-rows 1000000 --num-cols 40 --num-partitions 100 --num-classes 2
 
 file_mounts:
-  ~/create_test_data.py : ./create_test_data.py
+    /create_test_data.py : ./create_test_data.py
+    ~/_train.py : workloads/_train.py