diff --git a/.github/workflows/docker.yaml b/.github/workflows/docker.yaml
new file mode 100644
index 0000000..75bd418
--- /dev/null
+++ b/.github/workflows/docker.yaml
@@ -0,0 +1,95 @@
+# This workflow uses actions that are not certified by GitHub.
+# They are provided by a third-party and are governed by
+# separate terms of service, privacy policy, and support
+# documentation.
+
+# GitHub recommends pinning actions to a commit SHA.
+# To get a newer version, you will need to update the SHA.
+# You can also reference a tag or branch, but the action may change without warning.
+
+name: Publish Docker image
+
+on:
+
+  push:
+    tags:
+      - v*
+
+  workflow_dispatch:
+
+env:
+  image: hadr0n/scraibe
+
+jobs:
+  push_to_registry:
+    name: Push Docker image to Docker Hub
+    runs-on: ubuntu-latest
+    permissions:
+      packages: write
+      contents: read
+      security-events: write
+    steps:
+      - name: Check out the repo
+        uses: actions/checkout@v4
+        with:
+          fetch-tags: true
+          fetch-depth: 0
+
+      - name: Get Version Tag
+        id: version
+        run: |
+          echo "tag=$(git describe --tags --abbrev=0)" >> $GITHUB_OUTPUT
+          
+      - name: Overwrite label tag
+        run: sed -i 's/LABEL version=".*"/LABEL version="'${{ steps.version.outputs.tag }}'"/' Dockerfile
+          
+      - name: Test name and tag
+        run: | 
+          echo "${{ env.image }}:latest,${{ env.image }}:${{ steps.version.outputs.tag }}"
+          
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Build and push Docker image
+        id: push
+        uses: docker/build-push-action@v5
+        with:
+          context: .
+          file: ./Dockerfile
+          push: true
+          tags: "${{ env.image }}:latest,${{ env.image }}:${{ steps.version.outputs.tag }}"
+      
+      - name: SBOM Generation
+        uses: anchore/sbom-action@v0
+        with:
+          image: ${{ env.image }}:latest
+
+      - name: Scan image
+        id: scan
+        uses: anchore/scan-action@v3
+        with:
+          image: ${{ env.image }}:latest
+          fail-build: false
+      
+      - name: upload Anchore scan SARIF report
+        uses: github/codeql-action/upload-sarif@v3
+        with:
+          sarif_file: ${{ steps.scan.outputs.sarif }}
+
+      # - name: Inspect action SARIF report
+      #   run: cat ${{ steps.scan.outputs.sarif }}
+
+      - uses: actions/upload-artifact@v4
+        with:
+          name: SARIF report
+          path: ${{ steps.scan.outputs.sarif }}
+
+      # - name: Generate artifact attestation
+      #   uses: actions/attest-build-provenance@v1
+      #   with:
+      #     subject-name: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME}}
+      #     subject-digest: ${{ steps.push.outputs.digest }}
+      #     push-to-registry: false
diff --git a/Dockerfile b/Dockerfile
index 95db093..a9feb8e 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,5 +1,5 @@
 #pytorch Image
-FROM pytorch/pytorch:1.11.0-cuda11.3-cudnn8-runtime
+FROM pytorch/pytorch:2.3.1-cuda12.1-cudnn8-runtime
 
 # Labels
 
@@ -14,33 +14,31 @@ LABEL url="https://github.com/JSchmie/ScrAIbe"
 
 # Install dependencies
 WORKDIR /app
-ARG model_name=medium
-#Enviorment Dependncies
-ENV TRANSFORMERS_CACHE /app/models
-ENV HF_HOME /app/models
-ENV AUTOT_CACHE /app/models
-ENV PYANNOTE_CACHE /app/models/pyannote
+#Enviorment dependencies
+ENV TRANSFORMERS_CACHE=/app/models
+ENV HF_HOME=/app/models
+ENV AUTOT_CACHE=/app/models
+ENV PYANNOTE_CACHE=/app/models/pyannote
 #Copy all necessary files 
 COPY requirements.txt /app/requirements.txt
 COPY README.md /app/README.md
-COPY models /app/models
 COPY scraibe /app/scraibe
-COPY setup.py /app/setup.py
 
-#Installing all necessary Dependencies and Running the Application with a personalised Hugging-Face-Token
-RUN apt update && apt-get install -y libsm6 libxrender1 libfontconfig1
-RUN conda update --all
+#Installing all necessary dependencies and running the application with a personalised Hugging-Face-Token
+RUN apt update -y && apt upgrade -y && \
+    apt install -y libsm6 libxrender1 libfontconfig1 && \
+    apt clean && \
+    rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/*
 
-RUN conda install pip
-RUN conda install -y ffmpeg 
-RUN conda install -c conda-forge libsndfile
-RUN pip install torchaudio==0.11.0+cu113 -f https://download.pytorch.org/whl/torch_stable.html
-RUN pip install -r requirements.txt
-RUN pip install markupsafe==2.0.1 --force-reinstall
+RUN conda update --all && \
+    # conda install -y pip ffmpeg && \
+    conda install -c conda-forge libsndfile && \
+    conda clean --all -y
+# RUN pip install torchaudio==0.11.0+cu113 -f https://download.pytorch.org/whl/torch_stable.html
+RUN pip install --no-cache-dir -r requirements.txt
 
-RUN python3 -m 'scraibe.cli' --whisper-model-name $model_name
 # Expose port
 EXPOSE 7860
 # Run the application
 
-ENTRYPOINT ["python3", "-m",  "scraibe.cli" ,"--whisper-model-name", "$model_name"]  
\ No newline at end of file
+ENTRYPOINT ["python3", "-m",  "scraibe.cli"]  
\ No newline at end of file