diff --git a/.github/workflows/cml.yaml b/.github/workflows/cml.yaml
new file mode 100644
index 0000000..6a059c4
--- /dev/null
+++ b/.github/workflows/cml.yaml
@@ -0,0 +1,20 @@
+name: CML
+on: [push]
+jobs:
+  train-and-report:
+    runs-on: ubuntu-latest
+    container: docker://ghcr.io/iterative/cml:0-dvc2-base1
+    steps:
+      - uses: actions/checkout@v3
+      - name: Train model
+        env:
+          REPO_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          pip install -r requirements.txt
+          python dummy-evaluation.py
+
+          # Create CML report
+          cat metrics.txt >> report.md
+          echo '![](./metrics.png "Violin Plot of Metrics")' >> report.md
+          cml comment create report.md
+          
\ No newline at end of file
diff --git a/dummy-evaluation.py b/dummy-evaluation.py
new file mode 100644
index 0000000..31fdd08
--- /dev/null
+++ b/dummy-evaluation.py
@@ -0,0 +1,20 @@
+import numpy as np
+import pandas as pd
+import plotly.graph_objects as go
+import plotly.io as pio
+
+metrics = {"answer_relevancy", "answer_correctness", "context_precision"}
+dummy_data = {metric: np.random.rand(100) for metric in metrics}
+df = pd.DataFrame(dummy_data)
+
+with open("metrics.txt", "w") as f:
+    for col in df:
+        f.write(f"{col}: {df[col].mean()}\n")
+
+pio.templates.default = "gridon"
+fig = go.Figure()
+metrics = [metric for metric in df.columns.to_list() if metric not in ["question", "ground_truth", "answer", "contexts"]]
+for metric in metrics:
+    fig.add_trace(go.Violin(y=df[metric], name=metric, points="all", box_visible=True, meanline_visible=True))
+fig.update_yaxes(range=[-0.02,1.02])
+fig.write_image("metrics.png")
diff --git a/requirements.txt b/requirements.txt
index 5c1bed9..bb697d7 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,88 +1,6 @@
-aiohappyeyeballs==2.4.0
-aiohttp==3.10.5
-aiosignal==1.3.1
-annotated-types==0.7.0
-anyio==4.4.0
-appdirs==1.4.4
-asttokens==2.4.1
-attrs==24.2.0
-certifi==2024.7.4
-charset-normalizer==3.3.2
-comm==0.2.2
-dataclasses-json==0.6.7
-datasets==2.21.0
-debugpy==1.8.5
-decorator==5.1.1
-dill==0.3.8
-distro==1.9.0
-executing==2.0.1
-filelock==3.15.4
-frozenlist==1.4.1
-fsspec==2024.6.1
-greenlet==3.0.3
-h11==0.14.0
-httpcore==1.0.5
-httpx==0.27.0
-huggingface-hub==0.24.6
-idna==3.7
-ipykernel==6.29.5
-ipython==8.26.0
-jedi==0.19.1
-jiter==0.5.0
-jsonpatch==1.33
-jsonpointer==3.0.0
-jupyter_client==8.6.2
-jupyter_core==5.7.2
-langchain==0.2.14
-langchain-community==0.2.12
-langchain-core==0.2.33
-langchain-openai==0.1.22
-langchain-text-splitters==0.2.2
-langsmith==0.1.99
-marshmallow==3.21.3
-matplotlib-inline==0.1.7
-multidict==6.0.5
-multiprocess==0.70.16
-mypy-extensions==1.0.0
-nest-asyncio==1.6.0
-numpy==1.26.4
-openai==1.41.1
-orjson==3.10.7
-packaging==24.1
-pandas==2.2.2
-parso==0.8.4
-pexpect==4.9.0
-platformdirs==4.2.2
-plotly==5.23.0
-prompt_toolkit==3.0.47
-psutil==6.0.0
-ptyprocess==0.7.0
-pure_eval==0.2.3
-pyarrow==17.0.0
-pydantic==2.8.2
-pydantic_core==2.20.1
-Pygments==2.18.0
-pysbd==0.3.4
-python-dateutil==2.9.0.post0
-pytz==2024.1
-PyYAML==6.0.2
-pyzmq==26.1.1
-ragas==0.1.10
-regex==2024.7.24
-requests==2.32.3
-six==1.16.0
-sniffio==1.3.1
-SQLAlchemy==2.0.32
-stack-data==0.6.3
-tenacity==8.5.0
-tiktoken==0.7.0
-tornado==6.4.1
-tqdm==4.66.5
-traitlets==5.14.3
-typing-inspect==0.9.0
-typing_extensions==4.12.2
-tzdata==2024.1
-urllib3==2.2.2
-wcwidth==0.2.13
-xxhash==3.5.0
-yarl==1.9.4
+plotly
+pandas
+numpy
+kaleido
+#dvc
+#dvc[gdrive]