diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
new file mode 100644
index 0000000..102db9c
--- /dev/null
+++ b/.github/workflows/build.yml
@@ -0,0 +1,42 @@
+name: Build And Publish Docker
+
+on:
+  push:
+    branches:
+      - "main"
+
+jobs:
+
+  build-latest:
+    container: ghcr.io/catthehacker/ubuntu:act-22.04
+    steps:
+      - uses: actions/checkout@v3
+
+      - name: Install deps
+        run: apt update && apt install -y iptables
+
+      - name: Set up Docker Buildx
+        id: buildx
+        uses: docker/setup-buildx-action@master
+
+      - name: Login to Self-Hosted Registry
+        uses: docker/login-action@v3
+        with:
+          registry: fung.uy
+          username: ${{ secrets.MYCO_REGISTRY_USER }}
+          password: ${{ secrets.MYCO_PERSONAL_ACCESS_TOKEN }}
+
+      - name: Build and Push
+        uses: docker/build-push-action@v4
+        with:
+          builder: ${{ steps.buildx.outputs.name }}
+          context: ./
+          file: ./Dockerfile
+          platforms: linux/amd64
+          push: true
+          build-args: |
+            ENV PYTORCH_ROCM_ARCH=gfx1032
+            ENV HSA_OVERRIDE_GFX_VERSION=10.3.0
+          tags: |
+            fung.uy/mycosystems/whisperx-amd:latest
+            fung.uy/mycosystems/whisperx-amd:0.20.0
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..7bb583e
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,73 @@
+FROM rocm/pytorch:latest
+
+ARG PYTORCH_ROCM_ARCH
+ARG HSA_OVERRIDE_GFX_VERSION
+ARG MODEL_URL
+
+SHELL ["/bin/bash", "-c"]
+RUN conda init bash && \
+    echo "conda activate py_3.9" >> ~/.bashrc
+
+RUN apt-get update && apt-get install -y \
+    ffmpeg \
+    git \
+    wget \
+    libomp5 \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /opt/whisperx
+
+RUN git clone https://github.com/arlo-phoenix/CTranslate2-rocm.git --recurse-submodules && \
+    cd CTranslate2-rocm && \
+    source ~/.bashrc && \
+    CLANG_CMAKE_CXX_COMPILER=clang++ \
+    CXX=clang++ \
+    HIPCXX="$(hipconfig -l)/clang" \
+    HIP_PATH="$(hipconfig -R)" \
+    cmake -S . -B build \
+        -DWITH_MKL=OFF \
+        -DWITH_HIP=ON \
+        -DCMAKE_HIP_ARCHITECTURES=$PYTORCH_ROCM_ARCH \
+        -DBUILD_TESTS=ON \
+        -DWITH_CUDNN=ON && \
+    cmake --build build -- -j$(nproc) && \
+    cd build && \
+    cmake --install . --prefix /opt/conda/envs/py_3.9 && \
+    ldconfig
+
+RUN source ~/.bashrc && \
+    cd /opt/whisperx/CTranslate2-rocm/python && \
+    pip install -r install_requirements.txt && \
+    CPLUS_INCLUDE_PATH=/opt/conda/envs/py_3.9/include \
+    LIBRARY_PATH=/opt/conda/envs/py_3.9/lib \
+    python setup.py bdist_wheel && \
+    pip install dist/*.whl
+
+RUN source ~/.bashrc && \
+    pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm6.1 --force-reinstall && \
+    pip install transformers pandas nltk pyannote.audio==3.1.1 faster-whisper==1.0.1 -U && \
+    pip install whisperx==3.1.1 --no-deps
+
+# Patch the asr.py file to fix the bug
+RUN sed -i '/"suppress_numerals": False/a \    "max_new_tokens": None,\n    "clip_timestamps": None,\n    "hallucination_silence_threshold": None,' \
+    /opt/conda/envs/py_3.10/lib/python3.10/site-packages/whisperx/asr.py
+
+# Patch the vad.py file to update the VAD_SEGMENTATION_URL
+RUN sed -i 's|https://whisperx.s3.eu-west-2.amazonaws.com/model_weights/segmentation/0b5b3216d60a2d32fc086b47ea8c67589aaeb26b7e07fcbe620d6d0b83e209ea/pytorch_model.bin|$MODEL_URL|' \
+    /opt/conda/envs/py_3.10/lib/python3.10/site-packages/whisperx/vad.py
+
+# Patch the checksum validation in vad.py
+RUN sed -i '/if hashlib.sha256(model_bytes).hexdigest() != VAD_SEGMENTATION_URL.split/,+3d' \
+    /opt/conda/envs/py_3.10/lib/python3.10/site-packages/whisperx/vad.py
+
+ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/opt/conda/envs/py_3.9/lib/
+
+# Create symlink for libiomp5
+RUN ln -s /opt/rocm-6.3.1/lib/llvm/lib/libiomp5.so /usr/lib/libiomp5.so && \
+    ldconfig
+
+# Create an entry script
+RUN echo '#!/bin/bash\nsource ~/.bashrc\nwhile true; do sleep 86400; done' > /entrypoint.sh && \
+    chmod +x /entrypoint.sh
+
+ENTRYPOINT ["/entrypoint.sh"]
\ No newline at end of file
diff --git a/readme b/README.md
similarity index 100%
rename from readme
rename to README.md
diff --git a/models/pytorch_model.bin b/models/pytorch_model.bin
new file mode 100644
index 0000000..75c92f0
Binary files /dev/null and b/models/pytorch_model.bin differ