fix the requirement file

Dockerfile

@@ -1,46 +1,32 @@
-# Use Python 3.9 slim base image for better compatibility
-FROM python:3.9-slim
+# Use Python 3.11 slim image
+FROM python:3.11-slim
 
-# Set environment variables
-ENV PYTHONUNBUFFERED=1
-ENV PYTHONDONTWRITEBYTECODE=1
+# Set working directory
+WORKDIR /app
 
 # Install system dependencies
 RUN apt-get update && apt-get install -y \
     build-essential \
     curl \
-    software-properties-common \
-    git \
     && rm -rf /var/lib/apt/lists/*
 
-# Create a non-root user for security
-RUN useradd -m -u 1000 user
-USER user
-ENV HOME=/home/user \
-    PATH=/home/user/.local/bin:$PATH
-
-# Set working directory
-WORKDIR $HOME/app
-
-# Copy requirements first for better caching
-COPY --chown=user:user requirements.txt .
+# Copy requirements first (for better caching)
+COPY requirements.txt .
 
-# Install Python dependencies with better error handling
-RUN pip install --no-cache-dir --upgrade pip && \
-    pip install --no-cache-dir --timeout 300 -r requirements.txt
+# Install Python dependencies
+RUN pip install --no-cache-dir -r requirements.txt
 
-# Copy all application files
-COPY --chown=user:user . .
+# Copy your application files
+COPY . .
 
-# Create necessary directories
+# Create necessary directories if they don't exist
 RUN mkdir -p data chroma_db_multilingual
 
-# Expose port 7860 (Hugging Face Spaces default)
-EXPOSE 7860
+# Set environment variables
+ENV PYTHONPATH=/app
+ENV PYTHONUNBUFFERED=1
 
-# Health check
-HEALTHCHECK --interval=30s --timeout=30s --start-period=5s --retries=3 \
-    CMD curl -f http://localhost:7860/health || exit 1
+# Expose the port that FastAPI will run on
+EXPOSE 7860
 
-# Run the FastAPI application
-CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860", "--workers", "1"]
+CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]

rag_system.py

@@ -171,16 +171,16 @@ class AgenticRAGSystem:
         try:
             # File paths - make these configurable
             json_files = {
-                "guide": "Guide-pratique-de-mise-en-oeuvre-du-calendrier-national-de-vaccination-2023.json",
-                "section_1": "section_one_chunks.json",
-                "section_2": "section_two_chunks.json",
-                "section_3": "section_three_chunks.json",
-                "section_4": "section_four_chunks.json",
-                "section_5": "section_five_chunks.json",
-                "section_6": "section_six_chunks.json",
-                "section_7": "section_seven_chunks.json",
-                "section_8": "section_eight_chunks.json",
-                "section_9": "section_nine_chunks.json",
+                # "guide": "Guide-pratique-de-mise-en-oeuvre-du-calendrier-national-de-vaccination-2023.json",
+                # "section_1": "section_one_chunks.json",
+                # "section_2": "section_two_chunks.json",
+                # "section_3": "section_three_chunks.json",
+                # "section_4": "section_four_chunks.json",
+                # "section_5": "section_five_chunks.json",
+                # "section_6": "section_six_chunks.json",
+                # "section_7": "section_seven_chunks.json",
+                # "section_8": "section_eight_chunks.json",
+                # "section_9": "section_nine_chunks.json",
                 "section_10": "section_ten_chunks.json",
             }
             

requirements.txt

@@ -1,32 +1,20 @@
-# Core FastAPI and server
-fastapi==0.115.0
-uvicorn[standard]==0.30.6
-pydantic==2.9.2
+# FastAPI and server
+fastapi==0.104.1
+uvicorn[standard]==0.24.0
 
-# LangChain ecosystem
-langchain==0.3.1
-langchain-community==0.3.1
-langchain-core==0.3.6
-langchain-google-genai==2.0.1
+# LlamaIndex core components
+llama-index-core
+llama-index-embeddings-huggingface
+llama-index-llms-google
 
-# LlamaIndex - using stable versions
-llama-index==0.10.57
-llama-index-llms-google==0.1.13
-llama-index-embeddings-huggingface==0.2.2
+# LangChain components
+langchain
+langchain-community
+langchain-google-genai
 
 # Vector stores and search
-chromadb==0.5.5
-rank-bm25==0.2.2
+chromadb
+rank-bm25
 
 # ML and embeddings
-sentence-transformers==3.1.1
-huggingface-hub==0.25.2
-transformers==4.45.2
-
-# Google AI
-google-generativeai==0.8.2
-
-# Utilities
-python-dotenv==1.0.1
-langdetect==1.0.9
-numpy==1.26.4
+sentence-transformers