diff --git a/Utilities/DOCLING_SERVICES/README.md b/Utilities/DOCLING_SERVICES/README.md
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--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/README.md
@@ -0,0 +1,120 @@
+# DOCLING_SERVICES
+
+## Overview
+
+DOCLING_SERVICES is a FastAPI-based application designed to process PDF files and convert them into Markdown format. It leverages the Docling library for efficient document conversion and provides a simple API for seamless integration.
+
+## Features
+
+- **PDF to Markdown Conversion:** Easily convert PDF documents to Markdown.
+- **Concurrent Processing:** Handles multiple PDF processing tasks concurrently.
+- **Configurable Settings:** Customize host, port, and other parameters via `config.json` or environment variables.
+- **Logging:** Comprehensive logging for monitoring and debugging.
+
+## Setup
+
+### Prerequisites
+
+- Python 3.8 or higher
+- Git
+
+**Configure Environment (Optional)**
+   
+   Customize settings by editing `config.json` or setting environment variables. Default configurations are provided in `config.json`.
+
+## Running the Service
+
+### Using the Setup Script
+
+Execute the setup and run the service:
+
+1. **Clone the Repository**
+    ```bash
+    git clone <repository-url>
+    cd DOCLING_SERVICES
+    ```
+
+2. **Install Dependencies**
+    ```bash
+    ./setup.sh
+    ```
+
+### Manually Starting the Service
+
+Ensure the virtual environment is activated, then run:
+```bash
+python -m app.main
+```
+
+The service will start on the host and port specified in `config.json` (default is `0.0.0.0:8000`).
+
+## Usage
+
+### API Endpoint
+
+- **POST** `/process-pdf-markdown/`
+
+    Upload a PDF file to convert it into Markdown format.
+
+### Example `curl` Command
+
+```bash
+1. Using File Path (Already on Server)
+curl -X POST "http://localhost:8000/process-pdf-markdown/" \
+  -H "Content-Type: multipart/form-data" \
+  -F "file_path=/tmp/already_uploaded/document.pdf"
+
+2. Using Form Data (File Upload)
+curl -X POST "http://localhost:8000/process-pdf-markdown/" \
+  -H "Content-Type: multipart/form-data" \
+  -F "file=@/path/to/your/document.pdf"
+
+3. For doing health Check of the Docling Service
+curl http://localhost:8000/health
+```
+
+### Response Format
+
+Upon successful processing, the API returns a JSON response:
+
+```json
+{
+  "status": "success",
+  "chunks": [
+    {
+      "chunkText": "Markdown content of page 1",
+      "filename": "document.pdf",
+      "page_number": 1
+    },
+    {
+      "chunkText": "Markdown content of page 2",
+      "filename": "document.pdf",
+      "page_number": 2
+    }
+    // ... more pages
+  ]
+}
+```
+
+### Error Handling
+
+If an error occurs during processing, the API responds with an appropriate HTTP status code and error message.
+
+    
+
+## Logging
+
+Logs are stored in the `logs/` directory by default. You can monitor the `markdown_service.log` file for detailed insights into the application's operations.
+
+## Configuration
+
+Settings can be adjusted in the `config.json` file or via environment variables. Key configurations include:
+
+- `HOST`: Server host (default: `0.0.0.0`)
+- `MARKDOWN_SERVICE_PORT`: Server port (default: `8000`)
+- `PDF_THREAD_POOL_SIZE`: Number of worker threads for PDF processing (default: `3`)
+- `LOGS_DIR`: Directory for log files (default: `logs`)
+- `MARKDOWN_LOG_FILE`: Log file name (default: `markdown_service.log`)
+
+## License
+Kore.ai
diff --git a/Utilities/DOCLING_SERVICES/app/__init__.py b/Utilities/DOCLING_SERVICES/app/__init__.py
new file mode 100644
index 00000000..14a538bf
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/app/__init__.py
@@ -0,0 +1 @@
+# This file can be empty 
\ No newline at end of file
diff --git a/Utilities/DOCLING_SERVICES/app/config.py b/Utilities/DOCLING_SERVICES/app/config.py
new file mode 100644
index 00000000..970babe7
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/app/config.py
@@ -0,0 +1,33 @@
+import os
+import json
+from pathlib import Path
+from dotenv import load_dotenv
+
+# Get the base directory of the service
+BASE_DIR = Path(__file__).resolve().parent.parent
+ENV_FILE = BASE_DIR / 'config' / '.env'
+load_dotenv(ENV_FILE)
+
+# Try to load configuration from JSON file if it exists
+config_data = {}
+config_file_path = BASE_DIR / 'config.json'
+if config_file_path.exists():
+    with open(config_file_path, 'r') as config_file:
+        config_data = json.load(config_file)
+
+# Configuration values with environment variable fallbacks
+HOST = os.getenv('HOST', config_data.get('HOST', '0.0.0.0'))
+MARKDOWN_SERVICE_PORT = int(os.getenv('MARKDOWN_SERVICE_PORT', config_data.get('MARKDOWN_SERVICE_PORT', 8000)))
+PDF_THREAD_POOL_SIZE = int(os.getenv('PDF_THREAD_POOL_SIZE', config_data.get('PDF_THREAD_POOL_SIZE', 3)))
+
+# Logging configuration
+LOGS_DIR = os.path.join(BASE_DIR, 'logs')  # Relative to service directory
+MARKDOWN_LOG_FILE = os.path.join(LOGS_DIR, 'markdown_service.log')
+
+# Ensure logs directory exists
+os.makedirs(LOGS_DIR, exist_ok=True)
+
+# Processing configuration
+MAX_RETRIES = int(os.getenv('MAX_RETRIES', config_data.get('MAX_RETRIES', 3)))
+RETRY_DELAY = int(os.getenv('RETRY_DELAY', config_data.get('RETRY_DELAY', 5000)))
+REQUEST_TIMEOUT = int(os.getenv('REQUEST_TIMEOUT', config_data.get('REQUEST_TIMEOUT', 300000))) 
\ No newline at end of file
diff --git a/Utilities/DOCLING_SERVICES/app/main.py b/Utilities/DOCLING_SERVICES/app/main.py
new file mode 100644
index 00000000..f5476197
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/app/main.py
@@ -0,0 +1,35 @@
+from fastapi import FastAPI
+import uvicorn
+from app.routes.pdf_processing import router as pdf_router
+from app.utils.logger import setup_logger
+import app.config as config
+
+# Initialize FastAPI app
+app = FastAPI(
+    title="PDF Markdown Service",
+    description="Service for converting PDF files to markdown format",
+    version="1.0.0"
+)
+
+# Setup logger
+logger = setup_logger('markdown-service')
+
+# Include routes
+app.include_router(pdf_router)
+
+@app.on_event("startup")
+async def startup_event():
+    logger.info(f"Starting PDF Markdown Service on {config.HOST}:{config.MARKDOWN_SERVICE_PORT}")
+    logger.info(f"Thread pool size: {config.PDF_THREAD_POOL_SIZE}")
+
+if __name__ == "__main__":
+    try:
+        uvicorn.run(
+            app,
+            host=config.HOST,
+            port=config.MARKDOWN_SERVICE_PORT,
+            log_config=None  # Use our custom logging config
+        )
+    except Exception as e:
+        logger.error(f"Failed to start server: {str(e)}")
+        raise 
\ No newline at end of file
diff --git a/Utilities/DOCLING_SERVICES/app/models/processing.py b/Utilities/DOCLING_SERVICES/app/models/processing.py
new file mode 100644
index 00000000..40e24d9b
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/app/models/processing.py
@@ -0,0 +1,72 @@
+from docling.datamodel.base_models import InputFormat
+from docling.document_converter import DocumentConverter, PdfFormatOption
+from docling.datamodel.pipeline_options import PdfPipelineOptions
+from docling_core.types.doc import ImageRefMode
+from pathlib import Path
+import time
+import logging
+from typing import List, Dict
+import app.config as config
+import os
+
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s | %(levelname)s | %(message)s',
+    handlers=[
+        logging.FileHandler(config.MARKDOWN_LOG_FILE),
+        logging.StreamHandler()
+    ]
+)
+logger = logging.getLogger(__name__)
+
+def ensure_logs_directory():
+    """Ensure that the logs directory exists."""
+    logs_dir = 'logs'
+    if not os.path.exists(logs_dir):
+        os.makedirs(logs_dir)
+
+def process_uploaded_file_sync(file_path: str) -> List[Dict]:
+    """Synchronous version of process_uploaded_file"""
+    # Set up pipeline options
+    pipeline_options = PdfPipelineOptions()
+    pipeline_options.do_ocr = False
+    pipeline_options.do_table_structure = True
+    pipeline_options.table_structure_options.do_cell_matching = True
+    pipeline_options.generate_page_images = False
+    pipeline_options.generate_picture_images = False
+
+    # Create converter instance
+    doc_converter = DocumentConverter(
+        format_options={
+            InputFormat.PDF: PdfFormatOption(pipeline_options=pipeline_options)
+        }
+    )
+
+    chunks = []
+    input_doc_path = Path(file_path)
+    
+    try:
+        start_time = time.time()
+        # Convert document
+        logger.info(f"Started processing Document {file_path}")
+        conv_result = doc_converter.convert(input_doc_path)
+        end_time = time.time() - start_time
+        logger.info(f"Document {file_path} converted in {end_time:.2f} seconds.")
+        
+        # Process each page
+        for page_no, page in conv_result.document.pages.items():
+            page_content = conv_result.document.export_to_markdown(
+                image_mode=ImageRefMode.REFERENCED,
+                page_no=page_no
+            )
+            chunk_obj = {
+                'chunkText': page_content,
+                'filename': str(input_doc_path.name),
+                'page_number': page_no
+            }
+            chunks.append(chunk_obj)
+            
+        return chunks
+    except Exception as e:
+        logger.error(f"Error processing document {file_path}: {str(e)}")
+        raise Exception(f"Error processing document: {str(e)}") 
\ No newline at end of file
diff --git a/Utilities/DOCLING_SERVICES/app/routes/pdf_processing.py b/Utilities/DOCLING_SERVICES/app/routes/pdf_processing.py
new file mode 100644
index 00000000..5d381eca
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/app/routes/pdf_processing.py
@@ -0,0 +1,111 @@
+from fastapi import APIRouter, UploadFile, HTTPException, Form
+from fastapi.responses import JSONResponse
+import time
+import logging
+from app.services.file_processing import save_and_process_file, process_existing_file
+from datetime import datetime
+from typing import Optional
+import os
+
+router = APIRouter()
+
+logger = logging.getLogger(__name__)
+
+@router.get("/health-check")
+async def health_check():
+    """Simple health check endpoint to verify the service is running."""
+    return JSONResponse(
+        content={
+            "status": "success",
+            "message": "Service is healthy",
+            "timestamp": datetime.now().isoformat(),
+            "service": "pdf-processing-service"
+        },
+        status_code=200
+    )
+
+@router.post("/process-pdf-markdown/")
+async def process_pdf_markdown(
+    file: Optional[UploadFile] = None, 
+    file_path: Optional[str] = Form(None)
+) -> JSONResponse:
+    # Check if at least one input method is provided
+    if not file and not file_path:
+        raise HTTPException(
+            status_code=400, 
+            detail={
+                "status": "error",
+                "message": "Either file upload or file path must be provided",
+                "timestamp": datetime.now().isoformat()
+            }
+        )
+
+    start_time = time.time()
+    
+    try:
+        # Process based on the input method
+        if file:
+            # Existing file upload flow
+            if not file.filename.lower().endswith('.pdf'):
+                raise HTTPException(
+                    status_code=400, 
+                    detail={
+                        "status": "error",
+                        "message": "File must be a PDF",
+                        "timestamp": datetime.now().isoformat()
+                    }
+                )
+                
+            filename = file.filename
+            logger.info(f"[MARKDOWN] Starting processing for uploaded file: {filename}")
+            logger.info(f"[MARKDOWN] Start time: {datetime.fromtimestamp(start_time).isoformat()}")
+            chunks = await save_and_process_file(file)
+        else:
+            # New file path flow
+            if not file_path.lower().endswith('.pdf'):
+                raise HTTPException(
+                    status_code=400, 
+                    detail={
+                        "status": "error",
+                        "message": "File must be a PDF",
+                        "timestamp": datetime.now().isoformat()
+                    }
+                )
+                
+            filename = os.path.basename(file_path)
+            logger.info(f"[MARKDOWN] Starting processing for file path: {filename}")
+            logger.info(f"[MARKDOWN] Start time: {datetime.fromtimestamp(start_time).isoformat()}")
+            chunks = await process_existing_file(file_path)
+        
+        processing_time = time.time() - start_time
+        logger.info(f"[MARKDOWN] Completed processing for file: {filename}")
+        logger.info(f"[MARKDOWN] Processing time: {processing_time:.2f} seconds")
+        logger.info(f"[MARKDOWN] End time: {datetime.now().isoformat()}")
+
+        return JSONResponse(
+            content={
+                "status": "success",
+                "message": f"Successfully processed file: {filename}",
+                "processing_time_seconds": round(processing_time, 2),
+                "timestamp": datetime.now().isoformat(),
+                "chunks": chunks,
+                "metadata": {
+                    "filename": filename,
+                    "file_type": "pdf"
+                }
+            }, 
+            status_code=200
+        )
+
+    except Exception as e:
+        filename = file.filename if file else os.path.basename(file_path)
+        logger.error(f"[MARKDOWN] Error processing {filename}: {str(e)}")
+        raise HTTPException(
+            status_code=500, 
+            detail={
+                "status": "error",
+                "message": f"Error processing file: {str(e)}",
+                "timestamp": datetime.now().isoformat(),
+                "filename": filename
+            }
+        ) 
\ No newline at end of file
diff --git a/Utilities/DOCLING_SERVICES/app/services/file_processing.py b/Utilities/DOCLING_SERVICES/app/services/file_processing.py
new file mode 100644
index 00000000..d95ec289
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/app/services/file_processing.py
@@ -0,0 +1,99 @@
+import os
+import tempfile
+import asyncio
+from fastapi import UploadFile
+from concurrent.futures import ProcessPoolExecutor
+from typing import List, Dict
+from app.models.processing import process_uploaded_file_sync, ensure_logs_directory
+import app.config as config
+import shutil
+import uuid
+import logging
+
+# Set up logging
+logger = logging.getLogger(__name__)
+
+# Create a process pool for concurrent CPU-bound processing
+process_pool = ProcessPoolExecutor(max_workers=config.PDF_THREAD_POOL_SIZE)
+
+# Create a single temporary directory for all file processing
+TEMP_DIR = tempfile.mkdtemp(prefix="pdf_processing_")
+
+# Ensure the temporary directory exists
+def ensure_temp_directory():
+    """Ensure that the temporary directory exists."""
+    try:
+        if not os.path.exists(TEMP_DIR):
+            os.makedirs(TEMP_DIR)
+            logger.info(f"Created temporary directory: {TEMP_DIR}")
+        return True
+    except Exception as e:
+        logger.error(f"Failed to create temporary directory: {str(e)}")
+        return False
+
+# Call this at startup
+ensure_temp_directory()
+
+async def save_and_process_file(file: UploadFile) -> List[Dict]:
+    """Save the uploaded file and process it."""
+    # Generate a unique filename to avoid collisions
+    unique_filename = f"{uuid.uuid4()}_{file.filename}"
+    temp_file_path = os.path.join(TEMP_DIR, unique_filename)
+    
+    logger.info(f"Processing uploaded file: {file.filename}")
+    logger.info(f"Temporary file path: {temp_file_path}")
+    
+    try:
+        # Save the file
+        try:
+            save_uploaded_file(file, temp_file_path)
+            logger.info(f"File saved successfully to {temp_file_path}")
+        except Exception as e:
+            logger.error(f"Failed to save file {file.filename}: {str(e)}")
+            raise Exception(f"Failed to save file: {str(e)}")
+        
+        # Process the file
+        try:
+            loop = asyncio.get_event_loop()
+            result = await loop.run_in_executor(process_pool, process_uploaded_file_sync, temp_file_path)
+            logger.info(f"Successfully processed file: {file.filename}")
+            return result
+        except Exception as e:
+            logger.error(f"Error during file processing for {file.filename}: {str(e)}")
+            raise Exception(f"Error during file processing: {str(e)}")
+    finally:
+        # Clean up the file after processing
+        try:
+            if os.path.exists(temp_file_path):
+                os.remove(temp_file_path)
+                logger.info(f"Cleaned up temporary file: {temp_file_path}")
+        except Exception as e:
+            logger.warning(f"Failed to clean up temporary file {temp_file_path}: {str(e)}")
+
+async def process_existing_file(file_path: str) -> List[Dict]:
+    """Process an existing file at the given path."""
+    logger.info(f"Processing existing file at path: {file_path}")
+    
+    # Verify file exists
+    if not os.path.exists(file_path):
+        error_msg = f"File not found at path: {file_path}"
+        logger.error(error_msg)
+        raise FileNotFoundError(error_msg)
+    
+    try:
+        loop = asyncio.get_event_loop()
+        result = await loop.run_in_executor(process_pool, process_uploaded_file_sync, file_path)
+        logger.info(f"Successfully processed existing file: {file_path}")
+        return result
+    except Exception as e:
+        logger.error(f"Error processing existing file {file_path}: {str(e)}")
+        raise Exception(f"Error processing existing file: {str(e)}")
+
+def save_uploaded_file(file: UploadFile, destination: str) -> None:
+    """Save the uploaded file to the specified destination."""
+    try:
+        with open(destination, "wb") as buffer:
+            shutil.copyfileobj(file.file, buffer)
+    except Exception as e:
+        logger.error(f"Error saving file to {destination}: {str(e)}")
+        raise Exception(f"Error saving file: {str(e)}") 
\ No newline at end of file
diff --git a/Utilities/DOCLING_SERVICES/app/utils/ensure_logs_dir.py b/Utilities/DOCLING_SERVICES/app/utils/ensure_logs_dir.py
new file mode 100644
index 00000000..76439f1a
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/app/utils/ensure_logs_dir.py
@@ -0,0 +1,7 @@
+import os
+
+def ensure_logs_directory():
+    """Ensure that the logs directory exists."""
+    logs_dir = 'logs'
+    if not os.path.exists(logs_dir):
+        os.makedirs(logs_dir) 
\ No newline at end of file
diff --git a/Utilities/DOCLING_SERVICES/app/utils/logger.py b/Utilities/DOCLING_SERVICES/app/utils/logger.py
new file mode 100644
index 00000000..bda5e656
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/app/utils/logger.py
@@ -0,0 +1,25 @@
+import logging
+import os
+from app.config import LOGS_DIR, MARKDOWN_LOG_FILE
+
+def setup_logger(name):
+    """Set up logger with file and console handlers."""
+    logger = logging.getLogger(name)
+    logger.setLevel(logging.INFO)
+
+    # Create formatters and handlers
+    formatter = logging.Formatter(
+        '%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+    )
+
+    # File handler
+    file_handler = logging.FileHandler(MARKDOWN_LOG_FILE)
+    file_handler.setFormatter(formatter)
+    logger.addHandler(file_handler)
+
+    # Console handler
+    console_handler = logging.StreamHandler()
+    console_handler.setFormatter(formatter)
+    logger.addHandler(console_handler)
+
+    return logger 
\ No newline at end of file
diff --git a/Utilities/DOCLING_SERVICES/config.json b/Utilities/DOCLING_SERVICES/config.json
new file mode 100644
index 00000000..0a137384
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/config.json
@@ -0,0 +1,11 @@
+{
+    "HOST": "0.0.0.0",
+    "MARKDOWN_SERVICE_PORT": 8000,
+    "PDF_THREAD_POOL_SIZE": 3,
+    "PDF_PROCESS_POOL_SIZE": 3,
+    "MAX_RETRIES": 5,
+    "RETRY_DELAY": 5000,
+    "REQUEST_TIMEOUT": 300000,
+    "LOGS_DIR": "logs",
+    "MARKDOWN_LOG_FILE": "markdown.log"
+} 
\ No newline at end of file
diff --git a/Utilities/DOCLING_SERVICES/logs/markdown_service.log b/Utilities/DOCLING_SERVICES/logs/markdown_service.log
new file mode 100644
index 00000000..194239d2
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/logs/markdown_service.log
@@ -0,0 +1,174 @@
+2025-03-03 10:24:44,855 | INFO | Started server process [681250]
+2025-03-03 10:24:44,855 | INFO | Waiting for application startup.
+2025-03-03 10:24:44,855 - markdown-service - INFO - Starting PDF Markdown Service on 0.0.0.0:8000
+2025-03-03 10:24:44,855 | INFO | Starting PDF Markdown Service on 0.0.0.0:8000
+2025-03-03 10:24:44,855 - markdown-service - INFO - Thread pool size: 3
+2025-03-03 10:24:44,855 | INFO | Thread pool size: 3
+2025-03-03 10:24:44,856 | INFO | Application startup complete.
+2025-03-03 10:24:44,856 | INFO | Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
+2025-03-03 10:29:26,270 | INFO | [MARKDOWN] Starting processing for file: MLA.pdf
+2025-03-03 10:29:26,270 | INFO | [MARKDOWN] Start time: 2025-03-03T10:29:26.270215
+2025-03-03 10:29:26,312 | INFO | Started processing Document /tmp/tmpxyckcm3c/MLA.pdf
+2025-03-03 10:29:26,330 | INFO | Going to convert document batch...
+2025-03-03 10:29:26,332 | INFO | Accelerator device: 'cpu'
+2025-03-03 10:29:26,679 | INFO | Accelerator device: 'cpu'
+2025-03-03 10:29:28,141 | INFO | Processing document MLA.pdf
+2025-03-03 10:29:37,995 | INFO | Finished converting document MLA.pdf in 11.68 sec.
+2025-03-03 10:29:37,995 | INFO | Document /tmp/tmpxyckcm3c/MLA.pdf converted in 11.68 seconds.
+2025-03-03 10:29:37,998 | INFO | [MARKDOWN] Completed processing for file: MLA.pdf
+2025-03-03 10:29:37,998 | INFO | [MARKDOWN] Processing time: 11.73 seconds
+2025-03-03 10:29:37,998 | INFO | [MARKDOWN] End time: 2025-03-03T10:29:37.998824
+2025-03-03 10:29:37,999 | INFO | 127.0.0.1:58944 - "POST /process-pdf-markdown/ HTTP/1.1" 200
+2025-03-03 10:33:28,569 | INFO | [MARKDOWN] Starting processing for file: MLA.pdf
+2025-03-03 10:33:28,569 | INFO | [MARKDOWN] Start time: 2025-03-03T10:33:28.569167
+2025-03-03 10:33:28,575 | INFO | Started processing Document /tmp/tmpl0iiv_mg/MLA.pdf
+2025-03-03 10:33:28,594 | INFO | Going to convert document batch...
+2025-03-03 10:33:28,595 | INFO | Accelerator device: 'cpu'
+2025-03-03 10:33:28,958 | INFO | Accelerator device: 'cpu'
+2025-03-03 10:33:30,241 | INFO | Processing document MLA.pdf
+2025-03-03 10:33:40,560 | INFO | Finished converting document MLA.pdf in 11.98 sec.
+2025-03-03 10:33:40,560 | INFO | Document /tmp/tmpl0iiv_mg/MLA.pdf converted in 11.98 seconds.
+2025-03-03 10:33:40,562 | INFO | [MARKDOWN] Completed processing for file: MLA.pdf
+2025-03-03 10:33:40,563 | INFO | [MARKDOWN] Processing time: 11.99 seconds
+2025-03-03 10:33:40,563 | INFO | [MARKDOWN] End time: 2025-03-03T10:33:40.563114
+2025-03-03 10:33:40,563 | INFO | 127.0.0.1:41482 - "POST /process-pdf-markdown/ HTTP/1.1" 200
+2025-03-03 10:35:08,930 | INFO | [MARKDOWN] Starting processing for file: ocindex_profile_canada_2023.pdf
+2025-03-03 10:35:08,930 | INFO | [MARKDOWN] Start time: 2025-03-03T10:35:08.930530
+2025-03-03 10:35:08,936 | INFO | Started processing Document /tmp/tmp871xi9wf/ocindex_profile_canada_2023.pdf
+2025-03-03 10:35:08,954 | INFO | Going to convert document batch...
+2025-03-03 10:35:08,955 | INFO | Accelerator device: 'cpu'
+2025-03-03 10:35:09,291 | INFO | Accelerator device: 'cpu'
+2025-03-03 10:35:09,661 | INFO | Processing document ocindex_profile_canada_2023.pdf
+2025-03-03 10:35:16,526 | INFO | Finished converting document ocindex_profile_canada_2023.pdf in 7.59 sec.
+2025-03-03 10:35:16,527 | INFO | Document /tmp/tmp871xi9wf/ocindex_profile_canada_2023.pdf converted in 7.59 seconds.
+2025-03-03 10:35:16,540 | INFO | [MARKDOWN] Completed processing for file: ocindex_profile_canada_2023.pdf
+2025-03-03 10:35:16,540 | INFO | [MARKDOWN] Processing time: 7.61 seconds
+2025-03-03 10:35:16,540 | INFO | [MARKDOWN] End time: 2025-03-03T10:35:16.540739
+2025-03-03 10:35:16,541 | INFO | 127.0.0.1:40456 - "POST /process-pdf-markdown/ HTTP/1.1" 200
+2025-03-11 07:40:07,752 | INFO | Started server process [2643]
+2025-03-11 07:40:07,753 | INFO | Waiting for application startup.
+2025-03-11 07:40:07,753 - markdown-service - INFO - Starting PDF Markdown Service on 0.0.0.0:8000
+2025-03-11 07:40:07,753 | INFO | Starting PDF Markdown Service on 0.0.0.0:8000
+2025-03-11 07:40:07,753 - markdown-service - INFO - Thread pool size: 3
+2025-03-11 07:40:07,753 | INFO | Thread pool size: 3
+2025-03-11 07:40:07,753 | INFO | Application startup complete.
+2025-03-11 07:40:07,753 | INFO | Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
+2025-03-11 07:42:55,372 | INFO | 127.0.0.1:52752 - "POST /process-pdf-markdown/ HTTP/1.1" 400
+2025-03-11 07:44:56,138 | INFO | 127.0.0.1:46418 - "POST /process-pdf-markdown/ HTTP/1.1" 400
+2025-03-11 07:46:23,594 | ERROR | [MARKDOWN] Error processing ocindex_profile: 400: File must be a PDF
+2025-03-11 07:46:23,595 | INFO | 127.0.0.1:40764 - "POST /process-pdf-markdown/ HTTP/1.1" 500
+2025-03-11 07:46:38,611 | INFO | [MARKDOWN] Starting processing for file path: ocindex_profile_france.pdf
+2025-03-11 07:46:38,611 | INFO | [MARKDOWN] Start time: 2025-03-11T07:46:38.611798
+2025-03-11 07:46:38,640 | INFO | Started processing Document ./ocindex_profile_france.pdf
+2025-03-11 07:46:38,641 | ERROR | Error processing document ./ocindex_profile_france.pdf: [Errno 2] No such file or directory: 'ocindex_profile_france.pdf'
+2025-03-11 07:46:38,644 | ERROR | [MARKDOWN] Error processing ocindex_profile_france.pdf: Error processing document: [Errno 2] No such file or directory: 'ocindex_profile_france.pdf'
+2025-03-11 07:46:38,645 | INFO | 127.0.0.1:33406 - "POST /process-pdf-markdown/ HTTP/1.1" 500
+2025-03-11 07:46:55,290 | INFO | [MARKDOWN] Starting processing for file path: ocindex_profile_france_2023.pdf
+2025-03-11 07:46:55,291 | INFO | [MARKDOWN] Start time: 2025-03-11T07:46:55.290931
+2025-03-11 07:46:55,295 | INFO | Started processing Document ./ocindex_profile_france_2023.pdf
+2025-03-11 07:46:55,326 | INFO | Going to convert document batch...
+2025-03-11 07:46:55,330 | INFO | Accelerator device: 'cpu'
+2025-03-11 07:46:55,988 | INFO | Accelerator device: 'cpu'
+2025-03-11 07:46:56,685 | INFO | Processing document ocindex_profile_france_2023.pdf
+2025-03-11 07:47:03,032 | INFO | Finished converting document ocindex_profile_france_2023.pdf in 7.74 sec.
+2025-03-11 07:47:03,032 | INFO | Document ./ocindex_profile_france_2023.pdf converted in 7.74 seconds.
+2025-03-11 07:47:03,045 | INFO | [MARKDOWN] Completed processing for file: ocindex_profile_france_2023.pdf
+2025-03-11 07:47:03,045 | INFO | [MARKDOWN] Processing time: 7.75 seconds
+2025-03-11 07:47:03,045 | INFO | [MARKDOWN] End time: 2025-03-11T07:47:03.045464
+2025-03-11 07:47:03,045 | INFO | 127.0.0.1:37970 - "POST /process-pdf-markdown/ HTTP/1.1" 200
+2025-03-11 11:24:53,752 | INFO | Started server process [7177]
+2025-03-11 11:24:53,752 | INFO | Waiting for application startup.
+2025-03-11 11:24:53,752 - markdown-service - INFO - Starting PDF Markdown Service on 0.0.0.0:8000
+2025-03-11 11:24:53,752 | INFO | Starting PDF Markdown Service on 0.0.0.0:8000
+2025-03-11 11:24:53,752 - markdown-service - INFO - Thread pool size: 3
+2025-03-11 11:24:53,752 | INFO | Thread pool size: 3
+2025-03-11 11:24:53,752 | INFO | Application startup complete.
+2025-03-11 11:24:53,753 | INFO | Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
+2025-03-11 11:25:10,570 | INFO | [MARKDOWN] Starting processing for file path: ocindex_profile_france_2023.pdf
+2025-03-11 11:25:10,570 | INFO | [MARKDOWN] Start time: 2025-03-11T11:25:10.570356
+2025-03-11 11:25:10,570 | INFO | Processing existing file at path: ./ocindex_profile_france_2023.pdf
+2025-03-11 11:25:10,599 | INFO | Started processing Document ./ocindex_profile_france_2023.pdf
+2025-03-11 11:25:10,616 | INFO | Going to convert document batch...
+2025-03-11 11:25:10,618 | INFO | Accelerator device: 'cpu'
+2025-03-11 11:25:11,006 | INFO | Accelerator device: 'cpu'
+2025-03-11 11:25:11,366 | INFO | Processing document ocindex_profile_france_2023.pdf
+2025-03-11 11:25:17,223 | INFO | Finished converting document ocindex_profile_france_2023.pdf in 6.62 sec.
+2025-03-11 11:25:17,223 | INFO | Document ./ocindex_profile_france_2023.pdf converted in 6.62 seconds.
+2025-03-11 11:25:17,236 | INFO | Successfully processed existing file: ./ocindex_profile_france_2023.pdf
+2025-03-11 11:25:17,237 | INFO | [MARKDOWN] Completed processing for file: ocindex_profile_france_2023.pdf
+2025-03-11 11:25:17,237 | INFO | [MARKDOWN] Processing time: 6.67 seconds
+2025-03-11 11:25:17,237 | INFO | [MARKDOWN] End time: 2025-03-11T11:25:17.237325
+2025-03-11 11:25:17,238 | INFO | 127.0.0.1:43608 - "POST /process-pdf-markdown/ HTTP/1.1" 200
+2025-03-11 13:09:26,913 | INFO | [MARKDOWN] Starting processing for file path: ocindex_profile_france_2023.pdf
+2025-03-11 13:09:26,913 | INFO | [MARKDOWN] Start time: 2025-03-11T13:09:26.913516
+2025-03-11 13:09:26,913 | INFO | Processing existing file at path: ./ocindex_profile_france_2023.pdf
+2025-03-11 13:09:26,918 | INFO | Started processing Document ./ocindex_profile_france_2023.pdf
+2025-03-11 13:09:26,935 | INFO | Going to convert document batch...
+2025-03-11 13:09:26,937 | INFO | Accelerator device: 'cpu'
+2025-03-11 13:09:27,329 | INFO | Accelerator device: 'cpu'
+2025-03-11 13:09:27,679 | INFO | Processing document ocindex_profile_france_2023.pdf
+2025-03-11 13:09:33,533 | INFO | Finished converting document ocindex_profile_france_2023.pdf in 6.61 sec.
+2025-03-11 13:09:33,533 | INFO | Document ./ocindex_profile_france_2023.pdf converted in 6.62 seconds.
+2025-03-11 13:09:33,546 | INFO | Successfully processed existing file: ./ocindex_profile_france_2023.pdf
+2025-03-11 13:09:33,546 | INFO | [MARKDOWN] Completed processing for file: ocindex_profile_france_2023.pdf
+2025-03-11 13:09:33,546 | INFO | [MARKDOWN] Processing time: 6.63 seconds
+2025-03-11 13:09:33,546 | INFO | [MARKDOWN] End time: 2025-03-11T13:09:33.546706
+2025-03-11 13:09:33,547 | INFO | 127.0.0.1:34022 - "POST /process-pdf-markdown/ HTTP/1.1" 200
+2025-03-11 13:10:18,183 | INFO | Shutting down
+2025-03-11 13:10:18,283 | INFO | Waiting for application shutdown.
+2025-03-11 13:10:18,284 | INFO | Application shutdown complete.
+2025-03-11 13:10:18,284 | INFO | Finished server process [7177]
+2025-03-11 13:10:28,230 | INFO | Started server process [8251]
+2025-03-11 13:10:28,230 | INFO | Waiting for application startup.
+2025-03-11 13:10:28,230 - markdown-service - INFO - Starting PDF Markdown Service on 0.0.0.0:8000
+2025-03-11 13:10:28,230 | INFO | Starting PDF Markdown Service on 0.0.0.0:8000
+2025-03-11 13:10:28,231 - markdown-service - INFO - Thread pool size: 3
+2025-03-11 13:10:28,231 | INFO | Thread pool size: 3
+2025-03-11 13:10:28,231 | INFO | Application startup complete.
+2025-03-11 13:10:28,231 | INFO | Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
+2025-03-11 13:10:35,347 | INFO | [MARKDOWN] Starting processing for file path: ocindex_profile_france_2023.pdf
+2025-03-11 13:10:35,347 | INFO | [MARKDOWN] Start time: 2025-03-11T13:10:35.347004
+2025-03-11 13:10:35,347 | INFO | Processing existing file at path: ./ocindex_profile_france_2023.pdf
+2025-03-11 13:10:35,379 | INFO | Started processing Document ./ocindex_profile_france_2023.pdf
+2025-03-11 13:10:35,396 | INFO | Going to convert document batch...
+2025-03-11 13:10:35,398 | INFO | Accelerator device: 'cpu'
+2025-03-11 13:10:35,715 | INFO | Accelerator device: 'cpu'
+2025-03-11 13:10:36,063 | INFO | Processing document ocindex_profile_france_2023.pdf
+2025-03-11 13:10:41,887 | INFO | Finished converting document ocindex_profile_france_2023.pdf in 6.51 sec.
+2025-03-11 13:10:41,887 | INFO | Document ./ocindex_profile_france_2023.pdf converted in 6.51 seconds.
+2025-03-11 13:10:41,900 | INFO | Successfully processed existing file: ./ocindex_profile_france_2023.pdf
+2025-03-11 13:10:41,900 | INFO | [MARKDOWN] Completed processing for file: ocindex_profile_france_2023.pdf
+2025-03-11 13:10:41,900 | INFO | [MARKDOWN] Processing time: 6.55 seconds
+2025-03-11 13:10:41,901 | INFO | [MARKDOWN] End time: 2025-03-11T13:10:41.900998
+2025-03-11 13:10:41,901 | INFO | 127.0.0.1:57406 - "POST /process-pdf-markdown/ HTTP/1.1" 200
+2025-03-11 13:10:54,626 | INFO | [MARKDOWN] Starting processing for file path: ocindex_profile_france_2023.pdf
+2025-03-11 13:10:54,626 | INFO | [MARKDOWN] Start time: 2025-03-11T13:10:54.626124
+2025-03-11 13:10:54,626 | INFO | Processing existing file at path: ./ocindex_profile_france_2023.pdf
+2025-03-11 13:10:54,631 | INFO | Started processing Document ./ocindex_profile_france_2023.pdf
+2025-03-11 13:10:54,648 | INFO | Going to convert document batch...
+2025-03-11 13:10:54,649 | INFO | Accelerator device: 'cpu'
+2025-03-11 13:10:54,973 | INFO | Accelerator device: 'cpu'
+2025-03-11 13:10:55,330 | INFO | Processing document ocindex_profile_france_2023.pdf
+2025-03-11 13:11:01,081 | INFO | Finished converting document ocindex_profile_france_2023.pdf in 6.45 sec.
+2025-03-11 13:11:01,081 | INFO | Document ./ocindex_profile_france_2023.pdf converted in 6.45 seconds.
+2025-03-11 13:11:01,094 | INFO | Successfully processed existing file: ./ocindex_profile_france_2023.pdf
+2025-03-11 13:11:01,094 | INFO | [MARKDOWN] Completed processing for file: ocindex_profile_france_2023.pdf
+2025-03-11 13:11:01,094 | INFO | [MARKDOWN] Processing time: 6.47 seconds
+2025-03-11 13:11:01,094 | INFO | [MARKDOWN] End time: 2025-03-11T13:11:01.094773
+2025-03-11 13:11:01,095 | INFO | 127.0.0.1:44026 - "POST /process-pdf-markdown/ HTTP/1.1" 200
+2025-03-11 13:11:01,108 | INFO | [MARKDOWN] Starting processing for file path: ocindex_profile_france_2023.pdf
+2025-03-11 13:11:01,108 | INFO | [MARKDOWN] Start time: 2025-03-11T13:11:01.108781
+2025-03-11 13:11:01,109 | INFO | Processing existing file at path: ./ocindex_profile_france_2023.pdf
+2025-03-11 13:11:01,113 | INFO | Started processing Document ./ocindex_profile_france_2023.pdf
+2025-03-11 13:11:01,130 | INFO | Going to convert document batch...
+2025-03-11 13:11:01,131 | INFO | Accelerator device: 'cpu'
+2025-03-11 13:11:01,543 | INFO | Accelerator device: 'cpu'
+2025-03-11 13:11:01,899 | INFO | Processing document ocindex_profile_france_2023.pdf
+2025-03-11 13:11:07,572 | INFO | Finished converting document ocindex_profile_france_2023.pdf in 6.46 sec.
+2025-03-11 13:11:07,573 | INFO | Document ./ocindex_profile_france_2023.pdf converted in 6.46 seconds.
+2025-03-11 13:11:07,585 | INFO | Successfully processed existing file: ./ocindex_profile_france_2023.pdf
+2025-03-11 13:11:07,585 | INFO | [MARKDOWN] Completed processing for file: ocindex_profile_france_2023.pdf
+2025-03-11 13:11:07,585 | INFO | [MARKDOWN] Processing time: 6.48 seconds
+2025-03-11 13:11:07,585 | INFO | [MARKDOWN] End time: 2025-03-11T13:11:07.585906
+2025-03-11 13:11:07,586 | INFO | 127.0.0.1:54510 - "POST /process-pdf-markdown/ HTTP/1.1" 200
+2025-03-11 13:11:29,304 | INFO | 127.0.0.1:56786 - "GET /health HTTP/1.1" 200
diff --git a/Utilities/DOCLING_SERVICES/requirements.txt b/Utilities/DOCLING_SERVICES/requirements.txt
new file mode 100644
index 00000000..3943522f
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/requirements.txt
@@ -0,0 +1,9 @@
+docling==2.21.0
+docling-core==2.18.0
+docling-ibm-models==3.3.1
+docling-parse==3.3.0
+easyocr==1.7.2
+fastapi==0.115.8
+python-dotenv==1.0.1
+python-multipart==0.0.20
+uvicorn==0.34.0
\ No newline at end of file
diff --git a/Utilities/DOCLING_SERVICES/setup.sh b/Utilities/DOCLING_SERVICES/setup.sh
new file mode 100644
index 00000000..4bf9bce7
--- /dev/null
+++ b/Utilities/DOCLING_SERVICES/setup.sh
@@ -0,0 +1,32 @@
+#!/bin/bash
+
+# Exit on any error
+set -e
+
+echo "Setting up DOCLING_SERVICES..."
+
+# Create virtual environment if it doesn't exist
+if [ ! -d "venv" ]; then
+    echo "Creating virtual environment..."
+    python3 -m venv venv
+fi
+
+# Activate virtual environment
+source venv/bin/activate
+
+# Install requirements
+echo "Installing dependencies..."
+pip install -r requirements.txt
+
+# Create necessary directories
+echo "Creating required directories..."
+mkdir -p logs
+
+
+echo "Setup completed successfully!"
+echo ""
+
+
+# Start the Markdown service
+echo "Starting Markdown service..."
+python -m app.main 
\ No newline at end of file