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"""
Dwani.ai Gradio UI - FIXED File Upload + Backend Health Check
"""

import gradio as gr
import requests
from typing import List, Dict
from datetime import datetime
import time
import json

# BACKEND MUST BE LIVE - Test this first!
API_BASE = "https://gaganyatri-rag-backend.hf.space"

class DwaniClient:
    def __init__(self, base_url=API_BASE):
        self.base_url = base_url.rstrip('/')
    
    def test_backend(self):
        """Test if backend is alive"""
        try:
            resp = requests.get(f"{self.base_url}/", timeout=5)
            return resp.status_code == 200, resp.json().get('status', 'Unknown')
        except:
            return False, "Backend not responding"
    
    def upload_file(self, file_obj) -> dict:
        """Upload single file object (Gradio format)"""
        files = {'file': (file_obj.name, file_obj, 'application/pdf')}
        resp = requests.post(f"{self.base_url}/files/upload", 
                           files=files, timeout=30)
        resp.raise_for_status()
        return resp.json()
    
    def get_file_status(self, file_id: str) -> dict:
        resp = requests.get(f"{self.base_url}/files/{file_id}", timeout=10)
        resp.raise_for_status()
        return resp.json()
    
    def list_files(self) -> List[dict]:
        resp = requests.get(f"{self.base_url}/files/", timeout=10)
        resp.raise_for_status()
        return resp.json()
    
    def chat(self, file_ids: List[str], messages: List[Dict]) -> dict:
        payload = {"file_ids": file_ids, "messages": messages}
        resp = requests.post(f"{self.base_url}/chat-with-document", 
                           json=payload, timeout=60)
        resp.raise_for_status()
        return resp.json()

client = DwaniClient()
uploaded_files = {}
chat_history = []
selected_files = []

def test_connection():
    """Test backend connection"""
    is_alive, status = client.test_backend()
    if is_alive:
        return f"βœ… Backend LIVE: {status}", gr.update(visible=True)
    else:
        return f"❌ Backend DOWN: {status}\n\nFIX: Check https://huggingface.co/spaces/Sahana31/RAG_backend", gr.update(visible=False)

def poll_file_status(file_id: str, max_wait=120):
    """Poll until file ready"""
    for i in range(max_wait//2):
        try:
            status = client.get_file_status(file_id)
            if status['status'] == 'completed': 
                return status, True
            if status['status'] == 'failed': 
                return status, False
            time.sleep(2)
        except Exception as e:
            time.sleep(2)
    return {'status': 'timeout'}, False

def upload_multiple(files):
    """Handle Gradio file list"""
    global uploaded_files
    
    if not files:
        return "No files selected", gr.update(choices=[]), create_file_list(), gr.update()
    
    status_msgs = ["**πŸ“€ UPLOADING...**"]
    
    for file_obj in files:
        try:
            # Upload file
            result = client.upload_file(file_obj)
            file_id = result['file_id']
            filename = result['filename']
            
            uploaded_files[file_id] = {
                'filename': filename, 
                'status': 'pending',
                'file_id': file_id
            }
            
            # Poll status
            final_status, success = poll_file_status(file_id)
            
            if success:
                uploaded_files[file_id]['status'] = 'completed'
                status_msgs.append(f"βœ… {filename}")
            else:
                uploaded_files[file_id]['status'] = final_status['status']
                status_msgs.append(f"❌ {filename} - {final_status['status']}")
                
        except requests.exceptions.HTTPError as e:
            status_msgs.append(f"❌ {file_obj.name} - HTTP {e.response.status_code}")
        except Exception as e:
            status_msgs.append(f"❌ {file_obj.name} - {str(e)}")
    
    # Only completed files for chat
    choices = [(info['filename'], info['file_id']) for info in uploaded_files.values() 
               if info['status'] == 'completed']
    
    return "\n".join(status_msgs), gr.update(choices=choices), create_file_list(), gr.update()

def refresh_files():
    try:
        files = client.list_files()
        global uploaded_files
        uploaded_files.clear()
        for f in files:
            uploaded_files[f['file_id']] = {
                'filename': f['filename'],
                'status': f['status'],
                'file_id': f['file_id']
            }
        choices = [(f['filename'], f['file_id']) for f in files if f['status'] == 'completed']
        return create_file_list(), gr.update(choices=choices)
    except Exception as e:
        return f"❌ Refresh failed: {str(e)}", gr.update()

def create_file_list():
    if not uploaded_files:
        return "**No files uploaded**"
    
    lines = ["**πŸ“ Your Files:**"]
    for info in uploaded_files.values():
        emoji = {'completed': 'βœ…', 'processing': 'πŸ”„', 'pending': '⏳', 'failed': '❌'}.get(info['status'], '❓')
        lines.append(f"{emoji} {info['filename']} ({info['status']})")
    return "\n".join(lines)

def update_selected_files(files):
    global selected_files
    selected_files = files or []
    return len(selected_files)

def send_message(message, history):
    global chat_history, selected_files
    
    if not message.strip():
        return history, ""
    
    if not selected_files:
        return history, "⚠️ Select files first!"
    
    # Add user message
    user_msg = {"role": "user", "content": message}
    thinking_msg = {"role": "assistant", "content": "πŸ”„ Thinking..."}
    
    new_history = history + [user_msg, thinking_msg]
    
    try:
        # Send to backend
        api_messages = chat_history + [user_msg]
        result = client.chat(selected_files, api_messages)
        
        # Update history
        chat_history.extend([user_msg, {"role": "assistant", "content": result['answer']}])
        
        # Format response
        response = format_chat_response(result)
        final_history = history + [user_msg, {"role": "assistant", "content": response}]
        
        return final_history, ""
        
    except Exception as e:
        error_msg = f"❌ Error: {str(e)}"
        return new_history[:-1] + [{"role": "assistant", "content": error_msg}], error_msg

def format_chat_response(result):
    answer = result['answer']
    if result.get('sources'):
        sources = "\n\n**πŸ“š Sources:**\n"
        for i, src in enumerate(result['sources'][:3], 1):
            sources += f"{i}. **{src['filename']}** (Page {src.get('page', '?')})\n"
            excerpt = src.get('excerpt', '')[:100] + "..."
            sources += f"   > {excerpt}\n"
        return answer + sources
    return answer

def clear_chat():
    global chat_history
    chat_history = []
    return []

# === GRADIO UI ===
with gr.Blocks(title="Dwani.ai RAG") as demo:
    gr.Markdown("# πŸ“š Dwani.ai - Document Chatbot")
    gr.Markdown("**Upload PDFs β†’ Chat with page-accurate citations**")
    
    # Backend status
    with gr.Row():
        status_display = gr.Markdown("🟑 Testing backend...")
        test_btn = gr.Button("πŸ” Test Backend", variant="secondary")
    
    with gr.Row():
        with gr.Column(scale=1):
            gr.Markdown("## πŸ“€ Upload PDFs")
            file_input = gr.File(
                label="Select multiple PDFs", 
                file_types=[".pdf"],
                file_count="multiple"
            )
            upload_btn = gr.Button("πŸš€ Upload & Process", variant="primary")
            
            status_output = gr.Markdown("Ready...")
            refresh_btn = gr.Button("πŸ”„ Refresh")
            files_display = gr.Markdown("No files")
        
        with gr.Column(scale=2):
            gr.Markdown("## πŸ“‹ Document Manager")
            file_checkboxes = gr.CheckboxGroup(
                label="Chat with these files:",
                choices=[],
                value=[],
            )
            file_count = gr.Number(label="Selected", interactive=False)
    
    with gr.Row():
        gr.Markdown("## πŸ’¬ Chat")
        chatbot = gr.Chatbot(height=500)
    
    with gr.Row():
        msg_input = gr.Textbox(placeholder="Ask about your documents...", scale=4)
        send_btn = gr.Button("Send", variant="primary", scale=1)
    
    clear_btn = gr.Button("πŸ—‘οΈ New Chat", variant="secondary")
    
    # Events
    test_btn.click(test_connection, outputs=[status_display, upload_btn])
    
    upload_btn.click(
        upload_multiple,
        inputs=file_input,
        outputs=[status_output, file_checkboxes, files_display, file_count]
    )
    
    refresh_btn.click(refresh_files, outputs=[files_display, file_checkboxes])
    
    file_checkboxes.change(update_selected_files, inputs=file_checkboxes, outputs=file_count)
    
    send_btn.click(send_message, inputs=[msg_input, chatbot], outputs=[chatbot, msg_input])
    msg_input.submit(send_message, inputs=[msg_input, chatbot], outputs=[chatbot, msg_input])
    
    clear_btn.click(clear_chat, outputs=chatbot)

if __name__ == "__main__":
    demo.launch(server_name="0.0.0.0", server_port=7860)