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+FROM python:3.10
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y \
+    python3-dev \
+    python3-pip \
+    python3-setuptools \
+    portaudio19-dev \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /code
+
+# Copy requirements first to leverage Docker cache
+COPY requirements.txt .
+
+# Install Python dependencies
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy the rest of the application
+COPY . .
+
+# Command to run the application
+CMD ["python", "app.py"]