diff --git a/.github/workflows/chronos-prvn-python-spark-3.1-py37-onnxrt.yml b/.github/workflows/chronos-prvn-python-spark-3.1-py37-onnxrt.yml
new file mode 100644
index 00000000000..a5b47bf200a
--- /dev/null
+++ b/.github/workflows/chronos-prvn-python-spark-3.1-py37-onnxrt.yml
@@ -0,0 +1,74 @@
+name: Chronos PRVN Python Spark3.1 py37 onnxrt
+
+# Controls when the action will run. 
+on:
+  # Triggers the workflow on pull request events but only for the main branch
+  pull_request:
+    branches: [ main ]
+    paths:
+      - 'python/chronos/**'
+      - '.github/workflows/chronos-prvn-python-spark-3.1-py37-onnxrt.yml'
+  # Allows you to run this workflow manually from the Actions tab
+  workflow_dispatch:
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  chronos-PRVN-ray:
+    runs-on: [ self-hosted, Gondolin, ubuntu-20.04-lts ]
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.7.6"]
+    steps:
+      - uses: actions/checkout@v3
+      - name: Set up JDK 8
+        uses: ./.github/actions/jdk-setup-action
+      - name: Set up Maven
+        uses: ./.github/actions/maven-setup-action
+
+      - uses: actions/checkout@v2
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+      
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          python -m pip install --upgrade setuptools==58.0.4
+          python -m pip install --upgrade wheel
+          pip install pytest==5.4.1
+          pip install prophet==1.1
+          pip install pmdarima==1.8.4
+          pip install tsfresh==0.17.0
+          pip install ray==1.9.2 ray[tune]==1.9.2 ray[default]==1.9.2
+          pip install pyarrow==6.0.1
+          pip install ConfigSpace==0.5.0
+          pip install optuna==2.10.1
+          pip install neural-compressor==1.11
+          pip install onnxruntime==1.11.1
+          pip install onnx==1.11.0
+          pip install onnxruntime-extensions==0.4.2
+          pip install scipy==1.5.4
+          apt-get update
+          apt-get install patchelf
+
+      - name: Run Chronos python test
+        shell: bash
+        run: |
+          pip uninstall -y bigdl-friesian bigdl-friesian-spark3 bigdl-dllib bigdl-dllib-spark3 bigdl-orca pyspark bigdl-orca-spark3 bigdl-chronos bigdl-chronos-spark3 bigdl-nano bigdl-friesian bigdl-friesian-spark3
+          sed -i "s/pyspark==2.4.6/pyspark==3.1.2/g" python/dllib/src/setup.py
+          sed -i "s/'bigdl-core=='+VERSION/'bigdl-core==2.1.0b20220811'/g" python/dllib/src/setup.py
+          bash python/dev/release_default_linux_spark312.sh default false false
+          bash python/nano/dev/build_and_install.sh linux default false pytorch --force-reinstall --no-deps -U
+          whl_name=`ls python/nano/dist/`
+          pip install python/nano/dist/${whl_name}[tensorflow,pytorch]
+          pip install  python/dllib/src/dist/bigdl_dllib_*-py3-none-manylinux1_x86_64.whl
+          pip install  python/orca/src/dist/bigdl_orca_*-py3-none-manylinux1_x86_64.whl
+          pip install  python/chronos/src/dist/bigdl_chronos_*-py3-none-manylinux1_x86_64.whl
+          export SPARK_LOCAL_HOSTNAME=localhost
+          export KERAS_BACKEND=tensorflow
+          bash python/chronos/dev/test/run-pytests-onnxrt16.sh
+        env:
+          BIGDL_ROOT: ${{ github.workspace }}
+          ANALYTICS_ZOO_ROOT: ${{ github.workspace }}