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app/dockerfile

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+# Use an official Python runtime as a parent image
+FROM python:3.9-slim
+
+# Set the working directory in the container
+WORKDIR /app
+
+# Copy the requirements file into the container at /app
+COPY requirements.txt .
+
+# Install any dependencies specified in requirements.txt
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy the model file into the container
+COPY random_forest_model.pkl /app/
+
+# Copy the rest of the working directory contents into the container at /app
+COPY . .
+
+# Expose the port the app runs on
+EXPOSE 8000
+
+# Run the FastAPI application using Uvicorn
+CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]