Fix ignore promplem inside dockerignore

.dockerignore

@@ -10,6 +10,6 @@ __pycache__/
 .vscode/
 .idea/
 logs/
-data/
+data/new_data/
 **/__pycache__/
 **/*.py[cod]

Dockerfile

@@ -1,7 +1,7 @@
 # ========================
 # Stage 1 - Builder
 # ========================
-FROM python:3.10-slim AS builder
+FROM python:3.11-slim AS builder
 
 # Install build dependencies
 RUN apt-get update && apt-get install -y \
@@ -21,7 +21,7 @@ RUN pip install --no-cache-dir -r requirements.txt
 # ========================
 # Stage 2 - Final Runtime Image
 # ========================
-FROM python:3.10-slim
+FROM python:3.11-slim
 
 # Install minimal runtime dependencies
 RUN apt-get update && apt-get install -y \
@@ -32,7 +32,7 @@ RUN useradd --create-home --shell /bin/bash appuser
 WORKDIR /app
 
 # Copy installed packages and application code
-COPY --from=builder /usr/local/lib/python3.10/site-packages /usr/local/lib/python3.10/site-packages
+COPY --from=builder /usr/local/lib/python3.11/site-packages /usr/local/lib/python3.11/site-packages
 COPY --from=builder /usr/local/bin /usr/local/bin
 COPY . /app
 
@@ -47,4 +47,4 @@ EXPOSE 7860
 WORKDIR /app
 
 # Command to run the FastAPI app
-CMD ["sh", "-c", "uvicorn api.app:app --host 0.0.0.0 --port 7860"]
+CMD ["uvicorn api.app:app --host 0.0.0.0 --port 7860"]

logs/app.log

@@ -2543,3 +2543,33 @@ Medicatio...
 2025-10-12 21:21:51,729 - AgenticMedicalRAG - INFO - LLM initialized successfully
 2025-10-12 21:21:51,730 - AgenticMedicalRAG - INFO - 🔄 Background Init: All components initialized successfully (100%)
 2025-10-12 21:21:51,730 - AgenticMedicalRAG - INFO - ✅ Background initialization completed successfully
+2025-10-13 00:32:54,720 - AgenticMedicalRAG - INFO - Configuration validation completed
+2025-10-13 00:32:56,274 - AgenticMedicalRAG - INFO - 🚀 Starting background initialization...
+2025-10-13 00:32:56,275 - AgenticMedicalRAG - INFO - 🔄 Background Init: Starting background initialization... (0%)
+2025-10-13 00:32:56,276 - AgenticMedicalRAG - INFO - 🔄 Background Init: Loading embedding model... (10%)
+2025-10-13 00:32:56,277 - AgenticMedicalRAG - INFO - Loading embedding model (first time)...
+2025-10-13 00:33:06,087 - AgenticMedicalRAG - INFO - Embedding model loaded successfully
+2025-10-13 00:33:06,087 - AgenticMedicalRAG - INFO - 🔄 Background Init: Embedding model loaded successfully (40%)
+2025-10-13 00:33:06,088 - AgenticMedicalRAG - INFO - 🔄 Background Init: Initializing retrievers and loading chunks... (50%)
+2025-10-13 00:33:06,088 - AgenticMedicalRAG - INFO - 🔄 Initializing retrievers (first time use)...
+2025-10-13 00:33:06,088 - AgenticMedicalRAG - INFO - 🔄 Processing new data and updating vector store if needed...
+2025-10-13 00:33:06,241 - AgenticMedicalRAG - INFO - 📦 Loading chunks cache for BM25 retriever...
+2025-10-13 00:33:06,266 - AgenticMedicalRAG - INFO - 🔍 Creating vector retriever...
+2025-10-13 00:33:06,266 - AgenticMedicalRAG - INFO - 📝 Creating BM25 retriever...
+2025-10-13 00:33:06,618 - AgenticMedicalRAG - INFO - 🔄 Creating hybrid retriever...
+2025-10-13 00:33:06,619 - AgenticMedicalRAG - INFO - ✅ Retrievers initialized successfully.
+2025-10-13 00:33:06,619 - AgenticMedicalRAG - INFO - 🔄 Background Init: Retrievers initialized successfully (90%)
+2025-10-13 00:33:06,619 - AgenticMedicalRAG - INFO - 🔄 Background Init: Warming up LLM... (95%)
+2025-10-13 00:33:06,620 - AgenticMedicalRAG - INFO - Initializing LLM (first time)...
+2025-10-13 00:33:08,049 - AgenticMedicalRAG - INFO - LLM initialized successfully
+2025-10-13 00:33:08,049 - AgenticMedicalRAG - INFO - 🔄 Background Init: All components initialized successfully (100%)
+2025-10-13 00:33:08,050 - AgenticMedicalRAG - INFO - ✅ Background initialization completed successfully
+2025-10-13 00:33:38,905 - AgenticMedicalRAG - INFO - Processing user input (attempt 1): What is the recommended first-line treatment for a...
+2025-10-13 00:33:44,470 - AgenticMedicalRAG - INFO - Successfully processed user input: What is the recommended first-line treatment for a...
+2025-10-13 00:33:44,471 - AgenticMedicalRAG - INFO - Performing automatic validation...
+2025-10-13 00:33:45,323 - AgenticMedicalRAG - INFO - Medical answer validator initialized successfully
+2025-10-13 00:33:45,323 - AgenticMedicalRAG - INFO - GitHub storage initialized for MoazEldsouky/cloud-data-store
+2025-10-13 00:33:46,100 - AgenticMedicalRAG - INFO - Starting validation for interaction 15
+2025-10-13 00:33:57,221 - AgenticMedicalRAG - INFO - Assigned unique interaction ID: 15
+2025-10-13 00:34:00,069 - AgenticMedicalRAG - INFO - Successfully uploaded medical_data/evaluation_results.json to GitHub
+2025-10-13 00:34:00,070 - AgenticMedicalRAG - INFO - Evaluation saved to GitHub with ID: 15

start_api.py

@@ -1,21 +0,0 @@
-"""
-Startup script for Medical RAG AI Advisor API
-"""
-import sys
-import os
-import uvicorn
-
-# Add core to Python path
-sys.path.append(os.path.join(os.path.dirname(__file__), 'core'))
-
-if __name__ == "__main__":
-    
-    uvicorn.run(
-        "api.app:app",
-        host="127.0.0.1",  # Use localhost instead of 0.0.0.0
-        port=8000,
-        reload=True,  # Disable reload in production for faster startup
-        log_level="info",
-        access_log=True,
-        workers=1  # Single worker for development
-    )