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@@ -1,21 +1,20 @@
-FROM python:3.9-slim
-
-WORKDIR /app
-
-RUN apt-get update && apt-get install -y \
-    build-essential \
-    curl \
-    software-properties-common \
-    git \
-    && rm -rf /var/lib/apt/lists/*
-
-COPY requirements.txt ./
-COPY src/ ./src/
-
-RUN pip3 install -r requirements.txt
-
-EXPOSE 8501
-
-HEALTHCHECK CMD curl --fail http://localhost:8501/_stcore/health
-
-ENTRYPOINT ["streamlit", "run", "src/streamlit_app.py", "--server.port=8501", "--server.address=0.0.0.0"]
+# Use official Python image
+FROM python:3.10-slim
+
+# Set working directory
+WORKDIR /app
+
+# Copy requirements and install dependencies
+COPY requirements.txt ./
+RUN pip install --no-cache-dir -r requirements.txt
+RUN pip install fastapi uvicorn streamlit joblib
+
+# Copy all project files
+COPY . .
+
+# Expose ports for FastAPI and Streamlit
+EXPOSE 8000
+EXPOSE 8501
+
+# Start both FastAPI and Streamlit using a process manager
+CMD ["bash", "-c", "uvicorn api:app --host 0.0.0.0 --port 8000 & streamlit run streamlit_app.py --server.port 8501 --server.address 0.0.0.0"]