Update app.py

app.py

@@ -1,1476 +1,216 @@
-# Import libraries and references:
-import anthropic
-import base64
-import glob
-import hashlib
-import json
-import os
-import pandas as pd
-import pytz
+import gradio as gr
 import random
-import re
-import shutil
-import streamlit as st
 import time
-import traceback
-import uuid
-import zipfile
-from PIL import Image
-from azure.cosmos import CosmosClient, exceptions
 from datetime import datetime
-from git import Repo
-from github import Github
+import tempfile
+import os
+import edge_tts
+import asyncio
+import warnings
 from gradio_client import Client
-from urllib.parse import quote
-
-
-# 🎭 App Configuration - Because every app needs a good costume!
-Site_Name = '🐙GitCosmos🌌 - AI Azure Cosmos DB and Github Agent'
-title = "🐙GitCosmos🌌 - AI Azure Cosmos DB and Github Agent"
-helpURL = 'https://huggingface.co/awacke1'
-bugURL = 'https://huggingface.co/spaces/awacke1/AzureCosmosDBUI/'
-icons = '🐙🌌💫'
-st.set_page_config(
-    page_title=title,
-    page_icon=icons,
-    layout="wide",
-    initial_sidebar_state="auto",
-    menu_items={
-        'Get Help': helpURL,
-        'Report a bug': bugURL,
-        'About': title
-    }
-)
-
-
-# 🌌 Cosmos DB configuration - Where data goes to party!
-ENDPOINT = "https://acae-afd.documents.azure.com:443/"
-DATABASE_NAME = os.environ.get("COSMOS_DATABASE_NAME")
-CONTAINER_NAME = os.environ.get("COSMOS_CONTAINER_NAME")
-Key = os.environ.get("Key")
-
-# 🌐 Your local app URL - Home sweet home
-LOCAL_APP_URL = "https://huggingface.co/spaces/awacke1/AzureCosmosDBUI"
-CosmosDBUrl = 'https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816/resourceGroups/datasets/providers/Microsoft.DocumentDB/databaseAccounts/acae-afd/dataExplorer'
-
-# 🤖 Anthropic configuration - Teaching machines to be more human (and funnier)
-anthropicclient = anthropic.Anthropic(api_key=os.environ.get("ANTHROPIC_API_KEY"))
-
-# 🧠 Initialize session state - Because even apps need a good memory
-if "chat_history" not in st.session_state:
-    st.session_state.chat_history = []
-
-
-
-# 🛠️ Helper Functions - The unsung heroes of our code
-
-# 📎 Get a file download link - Making file sharing as easy as stealing candy from a baby
-def get_download_link(file_path):
-    with open(file_path, "rb") as file:
-        contents = file.read()
-        b64 = base64.b64encode(contents).decode()
-        file_name = os.path.basename(file_path)
-        return f'<a href="data:file/txt;base64,{b64}" download="{file_name}">Download {file_name}📂</a>'
-
-# 🎲 Generate a unique ID - Because being unique is important (just ask your mother)
-def generate_unique_id():
-    timestamp = datetime.utcnow().strftime('%Y%m%d%H%M%S%f')
-    unique_uuid = str(uuid.uuid4())
-    returnValue = f"{timestamp}-{unique_uuid}"
-    st.write('New Unique ID:' + returnValue)
-    return 
-
-# 📝 Generate a filename - Naming files like a pro (or a very confused librarian)
-def generate_filename(prompt, file_type):
-    central = pytz.timezone('US/Central')
-    safe_date_time = datetime.now(central).strftime("%m%d_%H%M")
-    safe_prompt = re.sub(r'\W+', '', prompt)[:90]
-    return f"{safe_date_time}{safe_prompt}.{file_type}"
-
-# 💾 Create and save a file - Because data hoarding is a legitimate hobby
-def create_file(filename, prompt, response, should_save=True):
-    if not should_save:
-        return
-    with open(filename, 'w', encoding='utf-8') as file:
-        file.write(prompt + "\n\n" + response)
-
-# 📖 Load file content - Bringing words back from the digital grave
-def load_file(file_name):
-    with open(file_name, "r", encoding='utf-8') as file:
-        content = file.read()
-    return content
-
-# 🔍 Display glossary entity - Making search fun again (as if it ever was)
-def display_glossary_entity(k):
-    search_urls = {
-        "🚀🌌ArXiv": lambda k: f"/?q={quote(k)}",
-        "📖": lambda k: f"https://en.wikipedia.org/wiki/{quote(k)}",
-        "🔍": lambda k: f"https://www.google.com/search?q={quote(k)}",
-        "🎥": lambda k: f"https://www.youtube.com/results?search_query={quote(k)}",
-    }
-    links_md = ' '.join([f"<a href='{url(k)}' target='_blank'>{emoji}</a>" for emoji, url in search_urls.items()])
-    st.markdown(f"{k} {links_md}", unsafe_allow_html=True)
-
-# 🗜️ Create zip of files - Squeezing files together like sardines in a can
-def create_zip_of_files(files):
-    zip_name = "all_files.zip"
-    with zipfile.ZipFile(zip_name, 'w') as zipf:
-        for file in files:
-            zipf.write(file)
-    return zip_name
-
-# 🎬 Get video HTML - Making videos play nice (or at least trying to)
-def get_video_html(video_path, width="100%"):
-    video_url = f"data:video/mp4;base64,{base64.b64encode(open(video_path, 'rb').read()).decode()}"
-    return f'''
-    <video width="{width}" controls autoplay loop>
-        <source src="{video_url}" type="video/mp4">
-        Your browser does not support the video tag.
-    </video>
-    '''
-
-# 🎵 Get audio HTML - Let the music play (and hope it's not Baby Shark)
-def get_audio_html(audio_path, width="100%"):
-    audio_url = f"data:audio/mpeg;base64,{base64.b64encode(open(audio_path, 'rb').read()).decode()}"
-    return f'''
-    <audio controls style="width:{width}">
-        <source src="{audio_url}" type="audio/mpeg">
-        Your browser does not support the audio element.
-    </audio>
-    '''
-
-# 🌌 Cosmos DB functions - Where data goes to live its best life
-
-# 📚 Get databases - Collecting databases like Pokemon cards
-def get_databases(client):
-    return [db['id'] for db in client.list_databases()]
-
-# 📦 Get containers - Finding where all the good stuff is hidden
-def get_containers(database):
-    return [container['id'] for container in database.list_containers()]
-
-# 📄 Get documents - Retrieving the sacred texts (or just some JSON)
-def get_documents(container, limit=None):
-    query = "SELECT * FROM c ORDER BY c._ts DESC"
-    items = list(container.query_items(query=query, enable_cross_partition_query=True, max_item_count=limit))
-    return items
-
-# 📥 Insert record - Adding new data (and crossing fingers it doesn't break anything)
-def insert_record(container, record):
-    try:
-        container.create_item(body=record)
-        return True, "Record inserted successfully! 🎉"
-    except exceptions.CosmosHttpResponseError as e:
-        return False, f"HTTP error occurred: {str(e)} 🚨"
-    except Exception as e:
-        return False, f"An unexpected error occurred: {str(e)} 😱"
-
-# 🔄 Update record - Giving data a makeover
-def update_record(container, updated_record):
-    try:
-        container.upsert_item(body=updated_record)
-        return True, f"Record with id {updated_record['id']} successfully updated. 🛠️"
-    except exceptions.CosmosHttpResponseError as e:
-        return False, f"HTTP error occurred: {str(e)} 🚨"
-    except Exception as e:
-        return False, f"An unexpected error occurred: {traceback.format_exc()} 😱"
-
-# 🗑️ Delete record - Saying goodbye to data (it's not you, it's me)
-def delete_record(container, record):
-    try:
-        container.delete_item(item=record['id'], partition_key=record['id'])
-        return True, f"Record with id {record['id']} successfully deleted. 🗑️"
-    except exceptions.CosmosHttpResponseError as e:
-        return False, f"HTTP error occurred: {str(e)} 🚨"
-    except Exception as e:
-        return False, f"An unexpected error occurred: {traceback.format_exc()} 😱"
-
-        
-# 💾 Save to Cosmos DB - Preserving data for future generations (or just until the next update)
-def save_to_cosmos_db(container, query, response1, response2):
-    try:
-        if container:
-            # Generate a unique ID that includes a timestamp
-            timestamp = datetime.utcnow().strftime('%Y%m%d%H%M%S%f')
-            unique_uuid = str(uuid.uuid4())
-            new_id = f"{timestamp}-{unique_uuid}"
-            
-            # Create new document with proper name field
-            record = {
-                "id": new_id,
-                "name": new_id,  # Set name equal to ID to avoid null name error
-                "query": query,
-                "response1": response1,
-                "response2": response2,
-                "timestamp": datetime.utcnow().isoformat(),
-                "type": "ai_response",  # Add document type for better organization
-                "version": "1.0"
-            }
-            
-            try:
-                # Create the new document
-                container.create_item(body=record)
-                st.success(f"Record saved successfully with ID: {record['id']}")
-                # Refresh the documents display
-                st.session_state.documents = get_documents(container)
-            except exceptions.CosmosHttpResponseError as e:
-                st.error(f"Error saving record to Cosmos DB: {e}")
-        else:
-            st.error("Cosmos DB container is not initialized.")
-    except Exception as e:
-        st.error(f"An unexpected error occurred: {str(e)}")
-
-
-
-
-
-
+import json
+import pytz
+import re
 
+warnings.filterwarnings('ignore')
 
-def save_to_cosmos_db_old(container, query, response1, response2):
+# Initialize the Gradio client for model access
+def initialize_clients():
     try:
-        if container:
-            record = {
-                "id": generate_unique_id(),
-                "query": query,
-                "response1": response1,
-                "response2": response2,
-                "timestamp": datetime.utcnow().isoformat()
-            }
-            try:
-                container.create_item(body=record)
-                st.success(f"Record saved successfully with ID: {record['id']}")
-                # Refresh the documents display
-                st.session_state.documents = get_documents(container)
-            except exceptions.CosmosHttpResponseError as e:
-                st.error(f"Error saving record to Cosmos DB: {e}")
-        else:
-            st.error("Cosmos DB container is not initialized.")
+        client = Client("awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern")
+        return client
     except Exception as e:
-        st.error(f"An unexpected error occurred: {str(e)}")
-
-
-
-# 🐙 GitHub functions - Where code goes to socialize
-
-# 📥 Download GitHub repo - Cloning repos like it's going out of style
-def download_github_repo(url, local_path):
-    if os.path.exists(local_path):
-        shutil.rmtree(local_path)
-    Repo.clone_from(url, local_path)
-
-# 🗜️ Create zip file - Squeezing files tighter than your budget
-def create_zip_file(source_dir, output_filename):
-    shutil.make_archive(output_filename, 'zip', source_dir)
-
-# 🏗️ Create repo - Building digital homes for lonely code
-def create_repo(g, repo_name):
-    user = g.get_user()
-    return user.create_repo(repo_name)
-
-# 🚀 Push to GitHub - Sending code to the cloud (hopefully not the rainy kind)
-def push_to_github(local_path, repo, github_token):
-    repo_url = f"https://{github_token}@github.com/{repo.full_name}.git"
-    local_repo = Repo(local_path)
-    if 'origin' in [remote.name for remote in local_repo.remotes]:
-        origin = local_repo.remote('origin')
-        origin.set_url(repo_url)
-    else:
-        origin = local_repo.create_remote('origin', repo_url)
-    if not local_repo.heads:
-        local_repo.git.checkout('-b', 'main')
-        current_branch = 'main'
-    else:
-        current_branch = local_repo.active_branch.name
-    local_repo.git.add(A=True)
-    if local_repo.is_dirty():
-        local_repo.git.commit('-m', 'Initial commit')
-    origin.push(refspec=f'{current_branch}:{current_branch}')
-
-
-def save_or_clone_to_cosmos_db(container, document=None, clone_id=None):
-    def generate_complex_unique_id():
-        timestamp = datetime.utcnow().strftime('%Y%m%d%H%M%S%f')
-        random_component = ''.join(random.choices('abcdefghijklmnopqrstuvwxyz0123456789', k=8))
-        return f"{timestamp}-{random_component}-{str(uuid.uuid4())}"
-    max_retries = 10
-    base_delay = 0.1
-    for attempt in range(max_retries):
-        try:
-            new_id = generate_complex_unique_id()
-            if clone_id:
-                try:
-                    existing_doc = container.read_item(item=clone_id, partition_key=clone_id)
-                    new_doc = {
-                        'id': new_id,
-                        'originalText': existing_doc.get('originalText', ''),
-                        'qtPrompts': existing_doc.get('qtPrompts', []),
-                        'cloned_from': clone_id,
-                        'cloned_at': datetime.utcnow().isoformat()
-                    }
-                except exceptions.CosmosResourceNotFoundError:
-                    return False, f"Document with ID {clone_id} not found for cloning."
-            else:
-                if document is None:
-                    return False, "No document provided for saving"      
-                document['id'] = new_id
-                document['created_at'] = datetime.utcnow().isoformat()
-                new_doc = document
-            response = container.create_item(body=new_doc)
-            return True, f"{'Cloned' if clone_id else 'New'} document saved successfully with ID: {response['id']}"
-        except exceptions.CosmosHttpResponseError as e:
-            if e.status_code == 409:
-                delay = base_delay * (2 ** attempt) + random.uniform(0, 0.1)
-                time.sleep(delay)
-                continue
-            return False, f"Error saving to Cosmos DB: {str(e)}"
-        except Exception as e:
-            return False, f"An unexpected error occurred: {str(e)}"
-    return False, "Failed to save document after maximum retries."
+        print(f"Error initializing client: {str(e)}")
+        return None
 
-    
-# 📦 Archive current container - Packing up data like you're moving to a new digital house
-def archive_current_container(database_name, container_name, client):
-    try:
-        base_dir = "./cosmos_archive_current_container"
-        if os.path.exists(base_dir):
-            shutil.rmtree(base_dir)
-        os.makedirs(base_dir)
-        db_client = client.get_database_client(database_name)
-        container_client = db_client.get_container_client(container_name)
-        items = list(container_client.read_all_items())
-        container_dir = os.path.join(base_dir, container_name)
-        os.makedirs(container_dir)
-        for item in items:
-            item_id = item.get('id', f"unknown_{datetime.now().strftime('%Y%m%d%H%M%S')}")
-            with open(os.path.join(container_dir, f"{item_id}.json"), 'w') as f:
-                json.dump(item, f, indent=2)
-        archive_name = f"{container_name}_archive_{datetime.now().strftime('%Y%m%d%H%M%S')}"
-        shutil.make_archive(archive_name, 'zip', base_dir)
-        return get_download_link(f"{archive_name}.zip")
-    except Exception as e:
-        return f"An error occurred while archiving data: {str(e)} 😢"
+if "client" not in locals():
+    CLIENT = initialize_clients()
 
+# Helper function to generate a filename
 def gen_AI_IO_filename(display_query, output):
-    # Get current time in Central Time Zone with milliseconds
     now_central = datetime.now(pytz.timezone("America/Chicago"))
     timestamp = now_central.strftime("%Y-%m-%d-%I-%M-%S-%f-%p")
-    
-    # Limit components to prevent excessive filename length
-    display_query = display_query[:50]  # Truncate display_query to 50 chars
-    output_snippet = re.sub(r'[^A-Za-z0-9]+', '_', output[:100])  # Truncate output_snippet to 100 chars
-
+    display_query = display_query[:50]
+    output_snippet = re.sub(r'[^A-Za-z0-9]+', '_', output[:100])
     filename = f"{timestamp} - {display_query} - {output_snippet}.md"
     return filename
-        
-# 🔍 Search glossary - Finding needles in digital haystacks
-def search_glossary(query):
-    st.markdown(f"### 🔍 SearchGlossary for: {query}")
-    model_options = ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'mistralai/Mistral-7B-Instruct-v0.2']
-    model_choice = st.selectbox('🧠 Select LLM Model', options=model_options, index=1, key=f"model_choice_{id(query)}")
-    database_options = ['Semantic Search', 'Arxiv Search - Latest - (EXPERIMENTAL)']
-    database_choice = st.selectbox('📚 Select Database', options=database_options, index=0, key=f"database_choice_{id(query)}")
-    
-    # 🕵️‍♂️ Searching the glossary for: query
-    all_results = ""
-    # Limit the query display to 80 characters
-    display_query = query[:80] + "..." if len(query) > 80 else query
-    st.markdown(f"🕵️‍♂️ Running ArXiV AI Analysis with Query: {display_query} - ML model: {model_choice} and Option: {database_options}")
-    
-    # 🔍 ArXiV RAG researcher expert ~-<>-~ Paper Summary & Ask LLM
-    client = Client("awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern")
-    # 🔍 ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /ask_llm
-    result = client.predict(
-        prompt=query,
-        llm_model_picked="mistralai/Mixtral-8x7B-Instruct-v0.1",
-        stream_outputs=True,
-        api_name="/ask_llm"
-    )
-    st.markdown("# Mixtral-8x7B-Instruct-v0.1")
-    st.markdown(result)
-    #st.code(result, language="python", line_numbers=True)
-
-    
-    # 🔍 ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /ask_llm
-    result2 = client.predict(
-        prompt=query,
-        llm_model_picked="mistralai/Mistral-7B-Instruct-v0.2",
-        stream_outputs=True,
-        api_name="/ask_llm"
-    )
-    st.markdown("# Mistral-7B-Instruct-v0.2")
-    st.markdown(result2)
-    #st.code(result2, language="python", line_numbers=True)
-
-    # 🔍 ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /update_with_rag_md
-    response2 = client.predict(
-        message=query,	# str  in 'parameter_13' Textbox component
-        llm_results_use=10,
-        database_choice="Semantic Search",
-        llm_model_picked="mistralai/Mistral-7B-Instruct-v0.2",
-        api_name="/update_with_rag_md"
-    )
-    st.markdown("# Mistral-7B-Instruct-v0.2 update_with_rag_md 0")
-    st.markdown(response2[0])
-    #st.code(response2[0], language="python", line_numbers=True, wrap_lines=True) 
-    
-    st.markdown("# Mistral-7B-Instruct-v0.2 update_with_rag_md 1")
-    st.markdown(response2[1])
-    #st.code(response2[1], language="python", line_numbers=True, wrap_lines=True)
-
-
-    # ✅ Persist AI Results to Markdown Files
-    filename = gen_AI_IO_filename(display_query, result)
-    create_file(filename, query, result)
-    st.markdown(f"✅ File saved as: `{filename}`")
-
-    filename = gen_AI_IO_filename(display_query, result2)
-    create_file(filename, query, result2)
-    st.markdown(f"✅ File saved as: `{filename}`")
-
-    filename = gen_AI_IO_filename(display_query, response2[0])
-    create_file(filename, query, response2[0])
-    st.markdown(f"✅ File saved as: `{filename}`")
-
-    filename = gen_AI_IO_filename(display_query, response2[1])
-    create_file(filename, query, response2[1])
-    st.markdown(f"✅ File saved as: `{filename}`")
 
-    return result, result2, response2
-
-
-# 📝 Generate a safe filename from the first few lines of content
-def generate_filename_from_content(content, file_type="md"):
-    # Extract the first few lines or sentences
-    first_sentence = content.split('\n', 1)[0][:90]  # Limit the length to 90 characters
-    # Remove special characters to make it a valid filename
-    safe_name = re.sub(r'[^\w\s-]', '', first_sentence)
-    # Limit length to be compatible with Windows and Linux
-    safe_name = safe_name[:50].strip()  # Adjust length limit
-    return f"{safe_name}.{file_type}"
-
-
-# 💾 Create and save a file
-def create_file_from_content(content, should_save=True):
+def create_file(filename, prompt, response, should_save=True):
+    """Create and save a file with prompt and response"""
     if not should_save:
         return
-    filename = generate_filename_from_content(content)
     with open(filename, 'w', encoding='utf-8') as file:
-        file.write(content)
-    return filename
-
-
-# 📂 Display list of saved .md files in the sidebar
-def display_saved_files_in_sidebar():
-    all_files = glob.glob("*.md")
-    all_files.sort(reverse=True)
-    all_files = [file for file in all_files if not file.lower().startswith('readme')]  # Exclude README.md
-    st.sidebar.markdown("## 📁 Saved Markdown Files")
-    for file in all_files:
-        col1, col2, col3 = st.sidebar.columns([6, 2, 1])
-        with col1:
-            st.markdown(f"📄 {file}")
-        with col2:
-            st.sidebar.download_button(
-                label="⬇️ Download",
-                data=open(file, 'rb').read(),
-                file_name=file
-            )
-        with col3:
-            if st.sidebar.button("🗑", key=f"delete_{file}"):
-                os.remove(file)
-                st.rerun()
-
-def clone_record(container, clone_id):
-    try:
-        existing_doc = container.read_item(item=clone_id, partition_key=clone_id)
-        new_doc = existing_doc.copy()
-        new_doc['id'] = generate_unique_id()  # Generate new unique ID with timestamp
-        new_doc['name'] = new_doc['id']  # Generate new unique ID with timestamp
-        new_doc['createdAt'] = datetime.utcnow().isoformat()  # Update the creation time
-        new_doc['_rid'] = None  # Reset _rid or any system-managed fields
-        new_doc['_self'] = None
-        new_doc['_etag'] = None
-        new_doc['_attachments'] = None
-        new_doc['_ts'] = None  # Reset timestamp to be updated by Cosmos DB automatically
-        # Insert the cloned document
-        response = container.create_item(body=new_doc)
-        st.success(f"Cloned document saved successfully with ID: {new_doc['id']} 🎉")
-        # Refresh the documents in session state
-        st.session_state.documents = list(container.query_items(
-            query="SELECT * FROM c ORDER BY c._ts DESC",
-            enable_cross_partition_query=True
-        ))
-    except exceptions.CosmosResourceNotFoundError:
-        st.error(f"Document with ID {clone_id} not found for cloning.")
-    except exceptions.CosmosHttpResponseError as e:
-        st.error(f"HTTP error occurred: {str(e)} 🚨")
-    except Exception as e:
-        st.error(f"An unexpected error occurred: {str(e)} 😱")
-
-
-def create_new_blank_record(container):
-    try:
-        # Get the structure of the latest document (to preserve schema)
-        latest_doc = container.query_items(query="SELECT * FROM c ORDER BY c._ts DESC", enable_cross_partition_query=True, max_item_count=1)
-        if latest_doc:
-            new_doc_structure = latest_doc[0].copy()
-        else:
-            new_doc_structure = {}
-        new_doc = {key: "" for key in new_doc_structure.keys()}  # Set all fields to blank
-        new_doc['id'] = generate_unique_id()  # Generate new unique ID
-        new_doc['createdAt'] = datetime.utcnow().isoformat()  # Set creation time
-        # Insert the new blank document
-        response = container.create_item(body=new_doc)
-        st.success(f"New blank document saved successfully with ID: {new_doc['id']} 🎉")
-        # Refresh the documents in session state
-        st.session_state.documents = list(container.query_items(
-            query="SELECT * FROM c ORDER BY c._ts DESC",
-            enable_cross_partition_query=True
-        ))
-    except exceptions.CosmosHttpResponseError as e:
-        st.error(f"HTTP error occurred: {str(e)} 🚨")
-    except Exception as e:
-        st.error(f"An unexpected error occurred: {str(e)} 😱")
-
+        file.write(f"Prompt:\n{prompt}\n\nResponse:\n{response}")
 
-# Function to preprocess the pasted content
-def preprocess_text(text):
-    # Replace CRLF and other newline variations with the JSON newline escape sequence
-    text = text.replace('\r\n', '\\n')
-    text = text.replace('\r', '\\n')
-    text = text.replace('\n', '\\n')
-    # Escape double quotes inside the text
-    text = text.replace('"', '\\"')
-    # Optionally remove or handle other special characters that might not be JSON-safe
-    # Here, we remove characters like tabs or non-ASCII characters (as an example)
-    text = re.sub(r'[\t]', ' ', text)  # Replace tabs with spaces
-    text = re.sub(r'[^\x00-\x7F]+', '', text)  # Remove non-ASCII characters
-    # Normalize spaces (strip leading/trailing whitespace)
-    text = text.strip()
-    return text
-
-
-
-def load_file_content(file_path):
-    """Load and return file content with error handling"""
+async def generate_speech(text, voice="en-US-AriaNeural"):
+    """Generate speech from text using edge-tts"""
     try:
-        with open(file_path, 'r', encoding='utf-8') as file:
-            return file.read()
+        communicate = edge_tts.Communicate(text, voice)
+        with tempfile.NamedTemporaryFile(delete=False, suffix=".mp3") as tmp_file:
+            tmp_path = tmp_file.name
+            await communicate.save(tmp_path)
+        return tmp_path
     except Exception as e:
-        st.error(f"Error loading file: {str(e)}")
+        print(f"Error in text2speech: {str(e)}")
         return None
 
-def save_file_content(file_path, content):
-    """Save file content with error handling"""
+def generate_story(prompt, model_choice):
+    """Generate story using specified model through ArXiv RAG pattern"""
     try:
-        with open(file_path, 'w', encoding='utf-8') as file:
-            file.write(content)
-        return True
-    except Exception as e:
-        st.error(f"Error saving file: {str(e)}")
-        return False
-
-def display_file_viewer(file_path):
-    """Display file content in markdown viewer"""
-    content = load_file_content(file_path)
-    if content:
-        st.markdown("### 📄 File Viewer")
-        st.markdown(f"**Viewing:** {file_path}")
-        
-        # Add file metadata
-        file_stats = os.stat(file_path)
-        st.markdown(f"**Last modified:** {datetime.fromtimestamp(file_stats.st_mtime).strftime('%Y-%m-%d %H:%M:%S')}")
-        st.markdown(f"**Size:** {file_stats.st_size} bytes")
+        if CLIENT is None:
+            return "Error: Story generation service is not available."
         
-        # Display content in markdown
-        st.markdown("---")
-        st.markdown(content)
-        
-        # Add download button
-        st.download_button(
-            label="⬇️ Download File",
-            data=content,
-            file_name=os.path.basename(file_path),
-            mime="text/markdown"
+        # First pass: Generate initial story with chosen model
+        initial_result = CLIENT.predict(
+            prompt=prompt,
+            llm_model_picked=model_choice,
+            stream_outputs=True,
+            api_name="/ask_llm"
         )
-
-
-
-def display_file_editor(file_path):
-    """Display file content in both Markdown and Code Editor views"""
-    # Initialize file content in session state if not already present
-    if 'file_content' not in st.session_state:
-        st.session_state.file_content = {}
-    
-    # Load content if not in session state or if it's a different file
-    if file_path not in st.session_state.file_content:
-        content = load_file_content(file_path)
-        if content is not None:
-            st.session_state.file_content[file_path] = content
-        else:
-            return
-    
-    st.markdown("### ✏️ File Editor")
-    st.markdown(f"**Editing:** {file_path}")
-    
-    # Create tabs for different views
-    markdown_tab, code_tab = st.tabs(["Markdown View", "Code Editor"])
-    
-    with markdown_tab:
-        st.markdown("### 📄 Markdown Preview")
-        st.markdown(st.session_state.file_content[file_path])
-    
-    with code_tab:
-        st.markdown("### 💻 Code Editor")
-        # Create a unique key for the text area
-        editor_key = f"editor_{hash(file_path)}"
         
-        # Editor with syntax highlighting for markdown
-        new_content = st.text_area(
-            "Edit content below:",
-            value=st.session_state.file_content[file_path],
-            height=400,
-            key=editor_key
-        )
-    
-    # Add save and download buttons below both views
-    col1, col2 = st.columns([1, 5])
-    with col1:
-        if st.button("💾 Save Changes"):
-            if save_file_content(file_path, new_content):
-                st.session_state.file_content[file_path] = new_content
-                st.success("File saved successfully! 🎉")
-                time.sleep(1)
-                st.rerun()
-    
-    with col2:
-        st.download_button(
-            label="⬇️ Download File",
-            data=new_content,
-            file_name=os.path.basename(file_path),
-            mime="text/markdown"
+        # Second pass: Enhance with RAG pattern
+        enhanced_result = CLIENT.predict(
+            message=prompt,
+            llm_results_use=10,
+            database_choice="Semantic Search",
+            llm_model_picked=model_choice,
+            api_name="/update_with_rag_md"
         )
-
-
-
-
-def display_file_editor_old(file_path):
-    """Display file content in editor with save functionality"""
-    # Initialize file content in session state if not already present
-    if 'file_content' not in st.session_state:
-        st.session_state.file_content = {}
-    
-    # Load content if not in session state or if it's a different file
-    if file_path not in st.session_state.file_content:
-        content = load_file_content(file_path)
-        if content is not None:
-            st.session_state.file_content[file_path] = content
-        else:
-            return
-    
-    st.markdown("### ✏️ File Editor")
-    st.markdown(f"**Editing:** {file_path}")
-    
-    # Create a unique key for the text area
-    editor_key = f"editor_{hash(file_path)}"
-    
-    # Editor with syntax highlighting for markdown
-    new_content = st.text_area(
-        "Edit content below:",
-        value=st.session_state.file_content[file_path],
-        height=400,
-        key=editor_key
-    )
-    
-    col1, col2 = st.columns([1, 5])
-    with col1:
-        if st.button("💾 Save Changes"):
-            if save_file_content(file_path, new_content):
-                st.session_state.file_content[file_path] = new_content
-                st.success("File saved successfully! 🎉")
-                time.sleep(1)
-                st.rerun()
-    
-    with col2:
-        st.download_button(
-            label="⬇️ Download File",
-            data=new_content,
-            file_name=os.path.basename(file_path),
-            mime="text/markdown"
-        )
-
-def update_file_management_section():
-    # Initialize session state variables
-    if 'file_view_mode' not in st.session_state:
-        st.session_state.file_view_mode = None
-    if 'current_file' not in st.session_state:
-        st.session_state.current_file = None
-    if 'file_content' not in st.session_state:
-        st.session_state.file_content = {}
-
-    all_files = glob.glob("*.md")
-    all_files.sort(reverse=True)
-
-    # File management buttons in sidebar
-    st.sidebar.title("📁 File Management")
-    
-    if st.sidebar.button("🗑 Delete All Files"):
-        for file in all_files:
-            os.remove(file)
-        st.session_state.file_content = {}  # Clear the file content cache
-        st.session_state.current_file = None
-        st.session_state.file_view_mode = None
-        st.rerun()
-
-    if st.sidebar.button("⬇️ Download All Files"):
-        zip_file = create_zip_of_files(all_files)
-        st.sidebar.markdown(get_download_link(zip_file), unsafe_allow_html=True)
-
-    # Display files in sidebar with action buttons
-    for file in all_files:
-        col1, col2, col3, col4 = st.sidebar.columns([1,3,1,1])
         
-        with col1:
-            if st.button("🌐", key=f"view_{file}"):
-                st.session_state.current_file = file
-                st.session_state.file_view_mode = 'view'
-                if file not in st.session_state.file_content:
-                    content = load_file_content(file)
-                    if content is not None:
-                        st.session_state.file_content[file] = content
-                st.rerun()
-                
-        with col2:
-            st.markdown(get_download_link(file), unsafe_allow_html=True)
-            
-        with col3:
-            if st.button("📂", key=f"edit_{file}"):
-                st.session_state.current_file = file
-                st.session_state.file_view_mode = 'edit'
-                if file not in st.session_state.file_content:
-                    content = load_file_content(file)
-                    if content is not None:
-                        st.session_state.file_content[file] = content
-                st.rerun()
-                
-        with col4:
-            if st.button("🗑", key=f"delete_{file}"):
-                os.remove(file)
-                if file in st.session_state.file_content:
-                    del st.session_state.file_content[file]
-                if st.session_state.current_file == file:
-                    st.session_state.current_file = None
-                    st.session_state.file_view_mode = None
-                st.rerun()
-
-    # Display viewer or editor in main area based on mode
-    if st.session_state.current_file:
-        if st.session_state.file_view_mode == 'view':
-            display_file_viewer(st.session_state.current_file)
-        elif st.session_state.file_view_mode == 'edit':
-            display_file_editor(st.session_state.current_file)
-
-
-# Function to create HTML for autoplaying and looping video (for the full cinematic effect 🎥)
-def get_video_html(video_path, width="100%"):
-    video_url = f"data:video/mp4;base64,{base64.b64encode(open(video_path, 'rb').read()).decode()}"
-    return f'''
-    <video width="{width}" controls autoplay muted loop>
-        <source src="{video_url}" type="video/mp4">
-        Your browser does not support the video tag.
-    </video>
-    '''
-
-# Function to create HTML for audio player (when life needs a soundtrack 🎶)
-def get_audio_html(audio_path, width="100%"):
-    audio_url = f"data:audio/mpeg;base64,{base64.b64encode(open(audio_path, 'rb').read()).decode()}"
-    return f'''
-    <audio controls style="width: {width};">
-        <source src="{audio_url}" type="audio/mpeg">
-        Your browser does not support the audio element.
-    </audio>
-    '''
+        # Combine results and save
+        story = initial_result + "\n\nEnhanced version:\n" + enhanced_result[0]
         
-# 🎭 Main function - "All the world's a stage, and all the code merely players" -Shakespeare, probably
-def main():
-    st.markdown("### 🐙Git🌌Cosmos💫 - Azure Cosmos DB and Github Agent")
-
-    # 🎲 Session state vars - "Life is like a session state, you never know what you're gonna get"
-    if 'logged_in' not in st.session_state:
-        st.session_state.logged_in = False
-    if 'selected_records' not in st.session_state:
-        st.session_state.selected_records = []
-    if 'client' not in st.session_state:
-        st.session_state.client = None
-    if 'selected_database' not in st.session_state:
-        st.session_state.selected_database = None
-    if 'selected_container' not in st.session_state:
-        st.session_state.selected_container = None
-    if 'selected_document_id' not in st.session_state:
-        st.session_state.selected_document_id = None
-    if 'current_index' not in st.session_state:
-        st.session_state.current_index = 0
-    if 'cloned_doc' not in st.session_state:
-        st.session_state.cloned_doc = None
+        # Save outputs
+        filename = gen_AI_IO_filename("Story", initial_result)
+        create_file(filename, prompt, initial_result)
+        
+        filename = gen_AI_IO_filename("Enhanced", enhanced_result[0])
+        create_file(filename, prompt, enhanced_result[0])
+        
+        return story
+    except Exception as e:
+        return f"Error generating story: {str(e)}"
 
-    # 🔍 Query processing - "To search or not to search, that is the query" 
+def story_generator_interface(prompt, genre, structure, model_choice, num_scenes, words_per_scene):
+    """Main story generation and audio creation function"""
     try:
-        query_params = st.query_params
-        query = query_params.get('q') or query_params.get('query') or ''
-        if query:
-            result, result2, result3, response2 = search_glossary(query)
-            
-            # 💾 Save results - "Every file you save is a future you pave"
-            try:
-                if st.button("Save AI Output"):
-                    filename = create_file_from_content(result)
-                    st.success(f"File saved: {filename}")                    
-                    filename = create_file_from_content(result2)
-                    st.success(f"File saved: {filename}")
-                    filename = create_file_from_content(result3)
-                    st.success(f"File saved: {filename}")
-                    filename = create_file_from_content(response2)
-                    st.success(f"File saved: {filename}")
-                    
-                display_saved_files_in_sidebar()
-            except Exception as e:
-                st.error(f"An unexpected error occurred: {str(e)} 😱")
-
-            # 🌟 Cosmos DB operations - "In Cosmos DB we trust, but we still handle errors we must"
-            try:
-                save_to_cosmos_db(st.session_state.cosmos_container, query, result, result)
-                save_to_cosmos_db(st.session_state.cosmos_container, query, result2, result2)
-                save_to_cosmos_db(st.session_state.cosmos_container, query, result3, result3)
-                save_to_cosmos_db(st.session_state.cosmos_container, query, response2[0], response2[0])
-                save_to_cosmos_db(st.session_state.cosmos_container, query, response2[1], response2[1])
-            except exceptions.CosmosHttpResponseError as e:
-                st.error(f"HTTP error occurred: {str(e)} 🚨")
-            except Exception as e:
-                st.error(f"An unexpected error occurred: {str(e)} 😱")
-            st.stop()
+        # Create storytelling prompt
+        story_prompt = f"""Create a {genre} story following this structure: {structure}
+        Base concept: {prompt}
+        Make it engaging and suitable for narration.
+        Include vivid descriptions and sensory details.
+        Use approximately {words_per_scene} words per scene.
+        Create {num_scenes} distinct scenes."""
+        
+        # Generate story
+        story = generate_story(story_prompt, model_choice)
+        if story.startswith("Error"):
+            return story, None
+        
+        # Generate speech
+        audio_path = asyncio.run(generate_speech(story))
+        
+        return story, audio_path
+        
     except Exception as e:
-        st.markdown(' ')
-
-    # 🔐 Auth check - "With great keys come great connectivity"
-    if Key:
-        st.session_state.primary_key = Key
-        st.session_state.logged_in = True
-    else:
-        st.error("Cosmos DB Key is not set in environment variables. 🔑❌")
-        return
-
-    if st.session_state.logged_in:
-        # 🌌 DB initialization - "In the beginning, there was connection string..."
-        try:
-            if st.session_state.client is None:
-                st.session_state.client = CosmosClient(ENDPOINT, credential=st.session_state.primary_key)
-            # 📚 Navigation setup - "Navigation is not about where you are, but where you're going"
-            st.sidebar.title("🐙Git🌌Cosmos💫🗄️Navigator")
-            databases = get_databases(st.session_state.client)
-            selected_db = st.sidebar.selectbox("🗃️ Select Database", databases)
-            st.markdown(CosmosDBUrl)
-
-            # 🔄 State management - "Change is the only constant in state management"
-            if selected_db != st.session_state.selected_database:
-                st.session_state.selected_database = selected_db
-                st.session_state.selected_container = None
-                st.session_state.selected_document_id = None
-                st.session_state.current_index = 0
-                st.rerun()
-                
-            if st.session_state.selected_database:
-                database = st.session_state.client.get_database_client(st.session_state.selected_database)
-                containers = get_containers(database)
-                selected_container = st.sidebar.selectbox("📁 Select Container", containers)
-                
-                # 🔄 Container state handling - "Container changes, state arranges"
-                if selected_container != st.session_state.selected_container:
-                    st.session_state.selected_container = selected_container
-                    st.session_state.selected_document_id = None
-                    st.session_state.current_index = 0
-                    st.rerun()
-                
-                if st.session_state.selected_container:
-                    container = database.get_container_client(st.session_state.selected_container)
-                    # 📦 Export functionality - "Pack it, zip it, ship it"
-                    if st.sidebar.button("📦 Export Container Data"):
-                        download_link = archive_current_container(st.session_state.selected_database, 
-                                                               st.session_state.selected_container, 
-                                                               st.session_state.client)
-                        if download_link.startswith('<a'):
-                            st.markdown(download_link, unsafe_allow_html=True)
-                        else:
-                            st.error(download_link)
-
-                    # 📝 Document handling - "Document, document, on the wall, who's the most recent of them all?"
-                    documents = get_documents(container)
-                    total_docs = len(documents)
-                    # Add a slider to let the user choose how many documents to display
-                    num_docs_to_display = st.slider(
-                        "Select number of documents to display", 1, 20, 1
-                    )
-                    # Adjust the document display logic based on the slider value
-                    if total_docs > num_docs_to_display:
-                        documents_to_display = documents[:num_docs_to_display]
-                        st.sidebar.info(f"Showing top {num_docs_to_display} most recent documents.")
-                    else:
-                        documents_to_display = documents
-                        st.sidebar.info(f"Showing all {len(documents_to_display)} documents.")
-
-                    if documents_to_display:
-                        # 🎨 View options - "Different strokes for different folks"
-                        view_options = ['Show as Markdown', 'Show as Code Editor', 'Show as Run AI', 'Clone Document', 'New Record']
-                        selected_view = st.sidebar.selectbox("Select Viewer/Editor", view_options, index=2)
-
-                        
-                        if selected_view == 'Show as Markdown':
-                            Label = '#### 📄 Markdown view - Mark it down, mark it up'
-                            st.markdown(Label)
-                            total_docs = len(documents)
-                            doc = documents[st.session_state.current_index]
-                            # st.markdown(f"#### Document ID: {doc.get('id', '')}")
-
-                            # 🕵️ Value extraction - "Finding spaces in all the right places"
-                            values_with_space = []
-                            def extract_values(obj):
-                                if isinstance(obj, dict):
-                                    for k, v in obj.items():
-                                        extract_values(v)
-                                elif isinstance(obj, list):
-                                    for item in obj:
-                                        extract_values(item)
-                                elif isinstance(obj, str):
-                                    if ' ' in obj:
-                                        values_with_space.append(obj)
-
-                            extract_values(doc)
-                            st.markdown("#### 🔗 Links for Extracted Texts")
-                            for term in values_with_space:
-                                display_glossary_entity(term)
-
-                            content = json.dumps(doc, indent=2)
-                            st.markdown(f"```json\n{content}\n```")
-
-                            # ⬅️➡️ Navigation - "Left and right, day and night"
-                            col_prev, col_next = st.columns([1, 1])
-                            with col_prev:
-                                if st.button("⬅️ Previous", key='prev_markdown'):
-                                    if st.session_state.current_index > 0:
-                                        st.session_state.current_index -= 1
-                                        st.rerun()
-                            with col_next:
-                                if st.button("➡️ Next", key='next_markdown'):
-                                    if st.session_state.current_index < total_docs - 1:
-                                        st.session_state.current_index += 1
-                                        st.rerun()
-                        
-                        elif selected_view == 'Show as Code Editor':
-                            Label = '#### 💻 Code editor view'
-                            st.markdown(Label)
-                            total_docs = len(documents)
-                            
-                            if total_docs == 0:
-                                st.warning("No documents available.")
-                                return
-                                
-                            doc = documents[st.session_state.current_index]
-                            doc_str = st.text_area("Edit Document", 
-                                                  value=json.dumps(doc, indent=2), 
-                                                  height=300, 
-                                                  key=f'code_editor_{st.session_state.current_index}')
-                            
-                            col_prev, col_next = st.columns([1, 1])
-                            with col_prev:
-                                if st.button("⬅️ Previous", key='prev_code'):
-                                    if st.session_state.current_index > 0:
-                                        st.session_state.current_index -= 1
-                                        st.rerun()
-                            with col_next:
-                                if st.button("➡️ Next", key='next_code'):
-                                    if st.session_state.current_index < total_docs - 1:
-                                        st.session_state.current_index += 1
-                                        st.rerun()
-                            
-                            col_save, col_delete = st.columns([1, 1])
-                            with col_save:
-                                if st.button("💾 Save Changes", key=f'save_button_{st.session_state.current_index}'):
-                                    try:
-                                        updated_doc = json.loads(doc_str)
-                                        response = container.upsert_item(body=updated_doc)
-                                        if response:
-                                            st.success(f"Document {updated_doc['id']} saved successfully.")
-                                            st.session_state.selected_document_id = updated_doc['id']
-                                            st.rerun()
-                                    except json.JSONDecodeError:
-                                        st.error("Invalid JSON format. Please check your edits.")
-                                    except Exception as e:
-                                        st.error(f"Error saving document: {str(e)}")
-                            
-                            with col_delete:
-                                if st.button("🗑️ Delete", key=f'delete_button_{st.session_state.current_index}'):
-                                    try:
-                                        current_doc = json.loads(doc_str)
-                                        doc_id = current_doc.get("id")
-                                        
-                                        if not doc_id:
-                                            st.error("Document ID not found.")
-                                            return
-                                        
-                                        # Confirm deletion
-                                        if 'confirm_delete' not in st.session_state:
-                                            st.session_state.confirm_delete = False
-                                        
-                                        if not st.session_state.confirm_delete:
-                                            if st.button("⚠️ Click to confirm deletion", key=f'confirm_delete_{st.session_state.current_index}'):
-                                                st.session_state.confirm_delete = True
-                                                st.rerun()
-                                        else:
-                                            try:
-                                                # Delete the document
-                                                container.delete_item(item=doc_id, partition_key=doc_id)
-                                                
-                                                # Update the session state
-                                                st.session_state.confirm_delete = False
-                                                
-                                                # Update the current index if necessary
-                                                if total_docs > 1:
-                                                    if st.session_state.current_index == total_docs - 1:
-                                                        st.session_state.current_index = max(0, total_docs - 2)
-                                                    documents.pop(st.session_state.current_index)
-                                                else:
-                                                    st.session_state.current_index = 0
-                                                    documents.clear()
-                                                
-                                                st.success(f"Document {doc_id} deleted successfully.")
-                                                st.rerun()
-                                                
-                                            except Exception as e:
-                                                st.error(f"Error deleting document: {str(e)}")
-                                                st.session_state.confirm_delete = False
-                                        
-                                    except json.JSONDecodeError:
-                                        st.error("Invalid JSON format. Please check the document.")
-                                    except Exception as e:
-                                        st.error(f"Error processing deletion: {str(e)}")
-                        
-                        elif selected_view == 'Show as Code Editor - Old':
-                            Label = '#### 💻 Code editor view'
-                            st.markdown(Label)
-                            total_docs = len(documents)
-                            doc = documents[st.session_state.current_index]
-                            # st.markdown(f"#### Document ID: {doc.get('id', '')}")
-                            doc_str = st.text_area("Edit Document", 
-                                                  value=json.dumps(doc, indent=2), 
-                                                  height=300, 
-                                                  key=f'code_editor_{st.session_state.current_index}')
-                            
-                            col_prev, col_next = st.columns([1, 1])
-                            with col_prev:
-                                if st.button("⬅️ Previous", key='prev_code'):
-                                    if st.session_state.current_index > 0:
-                                        st.session_state.current_index -= 1
-                                        st.rerun()
-                            with col_next:
-                                if st.button("➡️ Next", key='next_code'):
-                                    if st.session_state.current_index < total_docs - 1:
-                                        st.session_state.current_index += 1
-                                        st.rerun()
-                            
-                            col_save, col_delete = st.columns([1, 1])
-                            with col_save:
-                                if st.button("💾 Save Changes", key=f'save_button_{st.session_state.current_index}'):
-                                    try:
-                                        updated_doc = json.loads(doc_str)
-                                        response = container.upsert_item(body=updated_doc)
-                                        if response:
-                                            st.success(f"Document {updated_doc['id']} saved successfully.")
-                                            st.session_state.selected_document_id = updated_doc['id']
-                                            st.rerun()
-                                    except Exception as e:
-                                        st.error(f"Error saving document: {str(e)}")
-                            
-                            with col_delete:
-                                if st.button("🗑️ Delete", key=f'delete_button_{st.session_state.current_index}'):
-                                    try:
-                                        current_doc = json.loads(doc_str)
-                                        # Direct deletion using container method with id and partition key
-                                        delete = container.delete_item(current_doc["id"], current_doc["id"])
-                                        if delete:
-                                            st.success(f"Document {current_doc['id']} deleted successfully.")
-                                            if st.session_state.current_index > 0:
-                                                st.session_state.current_index -= 1
-                                            st.rerun()
-                                    except Exception as e:
-                                        st.error(f"Error deleting document: {str(e)}")                                        
-
-                        
-                        
-                        
-                        elif selected_view == 'Show as Run AI':
-                            Label = '#### ✏️ Run AI with wisdom, save with precision'
-                            st.markdown(Label)                            
-                            num_cols = len(documents_to_display)
-                            cols = st.columns(num_cols)
-                        
-                            for idx, (col, doc) in enumerate(zip(cols, documents_to_display)):
-                                with col:
-                                    # ID and Name fields
-                                    editable_id = st.text_input("ID", value=doc.get('id', ''), key=f'edit_id_{idx}')
-                                    editable_name = st.text_input("Name", value=doc.get('name', ''), key=f'edit_name_{idx}')
-                                    
-                                    # Create editable document copy without id and name
-                                    editable_doc = doc.copy()
-                                    editable_doc.pop('id', None)
-                                    editable_doc.pop('name', None)
-                        
-                                    doc_str = st.text_area("Document Content (in JSON format)", 
-                                                         value=json.dumps(editable_doc, indent=2), 
-                                                         height=300, 
-                                                         key=f'doc_str_{idx}')
-                        
-                                    # Save and AI operations columns
-
-                                    if st.button("🤖 Run AI", key=f'run_with_ai_button_{idx}'):
-                                        # Your existing AI processing code here
-                                        values_with_space = []
-                                        def extract_values2(obj):
-                                            if isinstance(obj, dict):
-                                                for k, v in obj.items():
-                                                    extract_values2(v)
-                                            elif isinstance(obj, list):
-                                                for item in obj:
-                                                    extract_values2(item)
-                                            elif isinstance(obj, str):
-                                                if ' ' in obj:
-                                                    values_with_space.append(obj)
-                                        
-                                        extract_values2(doc)
-                                        for term in values_with_space:
-                                            display_glossary_entity(term)
-                                            search_glossary(term)
-
-                                    if st.button("💾 Save Changes", key=f'save_runai_{idx}'):
-                                        try:
-                                            updated_doc = json.loads(doc_str)
-                                            # Reinsert ID and name from editable fields
-                                            updated_doc['id'] = editable_id
-                                            updated_doc['name'] = editable_name
-                                            response = container.upsert_item(body=updated_doc)
-                                            if response:
-                                                st.success(f"Document {updated_doc['id']} saved successfully.")
-                                                st.session_state.selected_document_id = updated_doc['id']
-                                                st.rerun()
-                                        except Exception as e:
-                                            st.error(f"Error saving document: {str(e)}")
-
-                        
-                            # File Editor (When you need to tweak things ✏️)
-                            if hasattr(st.session_state, 'current_file'):
-                                st.subheader(f"Editing: {st.session_state.current_file} 🛠")
-                                new_content = st.text_area("File Content ✏️:", st.session_state.file_content, height=300)
-                                if st.button("Save Changes 💾"):
-                                    with open(st.session_state.current_file, 'w', encoding='utf-8') as file:
-                                        file.write(new_content)
-                                    st.success("File updated successfully! 🎉")
-                        
-                            # Image Gallery (For your viewing pleasure 📸)
-                            st.subheader("Image Gallery 🖼")
-                            image_files = glob.glob("*.png") + glob.glob("*.jpg") + glob.glob("*.jpeg")
-                            image_cols = st.slider("Gallery Columns 🖼", min_value=1, max_value=15, value=5)
-                            cols = st.columns(image_cols)
-                            for idx, image_file in enumerate(image_files):
-                                with cols[idx % image_cols]:
-                                    img = Image.open(image_file)
-                                    #st.image(img, caption=image_file, use_column_width=True)
-                                    st.image(img, use_column_width=True)
-                                    display_glossary_entity(os.path.splitext(image_file)[0])
-                        
-                            # Video Gallery (Let’s roll the tapes 🎬)
-                            st.subheader("Video Gallery 🎥")
-                            video_files = glob.glob("*.mp4")
-                            video_cols = st.slider("Gallery Columns 🎬", min_value=1, max_value=5, value=3)
-                            cols = st.columns(video_cols)
-                            for idx, video_file in enumerate(video_files):
-                                with cols[idx % video_cols]:
-                                    st.markdown(get_video_html(video_file, width="100%"), unsafe_allow_html=True)
-                                    display_glossary_entity(os.path.splitext(video_file)[0])
-                        
-                            # Audio Gallery (Tunes for the mood 🎶)
-                            st.subheader("Audio Gallery 🎧")
-                            audio_files = glob.glob("*.mp3") + glob.glob("*.wav")
-                            audio_cols = st.slider("Gallery Columns 🎶", min_value=1, max_value=15, value=5)
-                            cols = st.columns(audio_cols)
-                            for idx, audio_file in enumerate(audio_files):
-                                with cols[idx % audio_cols]:
-                                    st.markdown(get_audio_html(audio_file, width="100%"), unsafe_allow_html=True)
-                                    display_glossary_entity(os.path.splitext(audio_file)[0])
-                                
-
-
-                                                
-                        elif selected_view == 'Clone Document':
-                            st.markdown("#### 📄 Clone Document (Save As)")
-                            
-                            total_docs = len(documents)
-                            doc = documents[st.session_state.current_index]
-                            
-                            # Display current document info
-                            st.markdown(f"**Original Document ID:** {doc.get('id', '')}")
-                            st.markdown(f"**Original Document Name:** {doc.get('name', '')}")
-                            
-                            # Generate new unique ID and name
-                            unique_filename = gen_AI_IO_filename("Clone", doc.get('name', ''))
-                            new_id = st.text_input("New Document ID", value=unique_filename, key='new_clone_id')
-                            new_name = st.text_input("New Document Name", value=f"Clone_{unique_filename[:8]}", key='new_clone_name')
-                            
-                            # Create new document with all original content except system fields
-                            new_doc = {
-                                'id': new_id,
-                                'name': new_name,
-                                **{k: v for k, v in doc.items() if k not in ['id', 'name', '_rid', '_self', '_etag', '_attachments', '_ts']}
-                            }
-                            
-                            # Show editable preview of the new document
-                            doc_str = st.text_area(
-                                "Edit Document Content (in JSON format)",
-                                value=json.dumps(new_doc, indent=2),
-                                height=300,
-                                key='clone_preview'
-                            )
-                            
-                            col1, col2 = st.columns(2)
-                            
-                            with col1:
-                                if st.button("🔄 Generate New ID/Name", key='regenerate_id'):
-                                    # Generate new unique filename
-                                    new_unique_filename = gen_AI_IO_filename("Clone", doc.get('name', ''))
-                                    st.session_state.new_clone_id = new_unique_filename
-                                    st.session_state.new_clone_name = f"Clone_{new_unique_filename[:8]}"
-                                    st.rerun()
-                            
-                            with col2:
-                                if st.button("💾 Save As New Document", key='save_clone'):
-                                    try:
-                                        # Parse the edited document content
-                                        final_doc = json.loads(doc_str)
-                                        
-                                        # Ensure the new ID and name are used
-                                        final_doc['id'] = new_id
-                                        final_doc['name'] = new_name
-                                        
-                                        # Remove any system fields that might have been copied
-                                        system_fields = ['_rid', '_self', '_etag', '_attachments', '_ts']
-                                        for field in system_fields:
-                                            final_doc.pop(field, None)
-                                        
-                                        # Create the new document
-                                        response = container.create_item(body=final_doc)
-                                        
-                                        if response:
-                                            st.success(f"""
-                                            ✅ New document created successfully!
-                                            - ID: {final_doc['id']}
-                                            - Name: {final_doc['name']}
-                                            """)
-                                            # Update session state to show the new document
-                                            st.session_state.selected_document_id = final_doc['id']
-                                            st.rerun()
-                                        else:
-                                            st.error("Failed to create new document")
-                                    except json.JSONDecodeError as e:
-                                        st.error(f"Invalid JSON format: {str(e)}")
-                                    except Exception as e:
-                                        st.error(f"Error creating document: {str(e)}")
-                            
-                            # Navigation buttons for viewing other documents to clone
-                            col_prev, col_next = st.columns([1, 1])
-                            with col_prev:
-                                if st.button("⬅️ Previous", key='prev_clone'):
-                                    if st.session_state.current_index > 0:
-                                        st.session_state.current_index -= 1
-                                        st.rerun()
-                            with col_next:
-                                if st.button("➡️ Next", key='next_clone'):
-                                    if st.session_state.current_index < total_docs - 1:
-                                        st.session_state.current_index += 1
-                                        st.rerun()
-                                            
-                                            
-                        elif selected_view == 'New Record':
-                            st.markdown("#### Create a new document:")
-                            
-                            if st.button("🤖 Insert Auto-Generated Record"):
-                                auto_doc = {
-                                    "id": generate_unique_id(),
-                                    "name": f"Auto-generated Record {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}",
-                                    "content": "This is an auto-generated record.",
-                                    "timestamp": datetime.now().isoformat()
-                                }
-                                success, message = save_or_clone_to_cosmos_db(container, document=auto_doc)
-                                if success:
-                                    st.success(message)
-                                    st.rerun()
-                                else:
-                                    st.error(message)
-                            else:
-                                new_id = st.text_input("ID", value=generate_unique_id(), key='new_id')
-                                default_doc = {
-                                    "id": new_id,
-                                    "name": "New Document",
-                                    "content": "",
-                                    "timestamp": datetime.now().isoformat()
-                                }
-                                new_doc_str = st.text_area("Document Content (in JSON format)", 
-                                                          value=json.dumps(default_doc, indent=2), 
-                                                          height=300)
-                                
-                                if st.button("➕ Create New Document"):
-                                    try:
-                                        # Preprocess the text before loading it into JSON
-                                        cleaned_doc_str = preprocess_text(new_doc_str)
-                                        new_doc = json.loads(cleaned_doc_str)
-                                        new_doc['id'] = new_id  # Ensure ID matches input field
-                                        
-                                        success, message = insert_record(container, new_doc)
-                                        if success:
-                                            st.success(f"New document created with id: {new_doc['id']} 🎉")
-                                            st.session_state.selected_document_id = new_doc['id']
-                                            st.rerun()
-                                        else:
-                                            st.error(message)
-                                    except json.JSONDecodeError as e:
-                                        st.error(f"Invalid JSON: {str(e)} 🚫")
-                        
-                                st.subheader(f"📊 Container: {st.session_state.selected_container}")
-                                if st.session_state.selected_container:
-                                    if documents_to_display:
-                                        Label = '#### 📊 Data display - Data tells tales that words cannot'
-                                        st.markdown(Label)
-                                        df = pd.DataFrame(documents_to_display)
-                                        st.dataframe(df)
-                                    else:
-                                        st.info("No documents to display. 🧐")
-                                        
-
-            Label = '#### 🐙 GitHub integration - Git happens'
-            st.subheader("🐙 GitHub Operations")
-            github_token = os.environ.get("GITHUB")
-            source_repo = st.text_input("Source GitHub Repository URL", 
-                                      value="https://github.com/AaronCWacker/AIExamples-8-24-Streamlit")
-            new_repo_name = st.text_input("New Repository Name (for cloning)", 
-                                        value=f"AIExample-Clone-{datetime.now().strftime('%Y%m%d_%H%M%S')}")
-
-            col1, col2 = st.columns(2)
-            with col1:
-                if st.button("📥 Clone Repository"):
-                    if github_token and source_repo:
-
-                        st.markdown(Label)
-                        try:
-                            local_path = f"./temp_repo_{datetime.now().strftime('%Y%m%d%H%M%S')}"
-                            download_github_repo(source_repo, local_path)
-                            zip_filename = f"{new_repo_name}.zip"
-                            create_zip_file(local_path, zip_filename[:-4])
-                            st.markdown(get_download_link(zip_filename), unsafe_allow_html=True)
-                            st.success("Repository cloned successfully! 🎉")
-                        except Exception as e:
-                            st.error(f"An error occurred: {str(e)} 😢")
-                        finally:
-                            if os.path.exists(local_path):
-                                shutil.rmtree(local_path)
-                            if os.path.exists(zip_filename):
-                                os.remove(zip_filename)
-                    else:
-                        st.error("Please ensure GitHub token is set in environment variables and source repository URL is provided. 🔑❓")
-
-            with col2:
-                if st.button("📤 Push to New Repository"):
-                    if github_token and source_repo:
-
-                        st.markdown(Label)
-                        try:
-                            g = Github(github_token)
-                            new_repo = create_repo(g, new_repo_name)
-                            local_path = f"./temp_repo_{datetime.now().strftime('%Y%m%d%H%M%S')}"
-                            download_github_repo(source_repo, local_path)
-                            push_to_github(local_path, new_repo, github_token)
-                            st.success(f"Repository pushed successfully to {new_repo.html_url} 🚀")
-                        except Exception as e:
-                            st.error(f"An error occurred: {str(e)} 😢")
-                        finally:
-                            if os.path.exists(local_path):
-                                shutil.rmtree(local_path)
-                    else:
-                        st.error("Please ensure GitHub token is set in environment variables and source repository URL is provided. 🔑❓")
-
-            
-            st.subheader("💬 Chat with Claude")
-            user_input = st.text_area("Message 📨:", height=100)
-
-            if st.button("Send 📨"):
-                Label = '#### 💬 Chat functionality - Every chat is a chance to learn'
-                st.markdown(Label)
-                if user_input:
-                    response = anthropicclient.messages.create(
-                        model="claude-3-sonnet-20240229",
-                        max_tokens=1000,
-                        messages=[
-                            {"role": "user", "content": user_input}
-                        ]
-                    )
-                    st.write("Claude's reply 🧠:")
-                    st.write(response.content[0].text)
-                    filename = generate_filename(user_input, "md")
-                    create_file(filename, user_input, response.content[0].text)
-                    st.session_state.chat_history.append({"user": user_input, "claude": response.content[0].text})
-                    # Save to Cosmos DB
-                    save_to_cosmos_db(container, user_input, response.content[0].text, "")
-
-
-            
-            # 📜 Chat history display - "History repeats itself, first as chat, then as wisdom"
-            st.subheader("Past Conversations 📜")
-            for chat in st.session_state.chat_history:
-                st.text_area("You said 💬:", chat["user"], height=100, disabled=True)
-                st.text_area("Claude replied 🤖:", chat["claude"], height=200, disabled=True)
-                st.markdown("---")
-                
-            
-            # 📝 File editor - "Edit with care, save with flair"
-            if hasattr(st.session_state, 'current_file'):
-                st.subheader(f"Editing: {st.session_state.current_file} 🛠")
-                new_content = st.text_area("File Content ✏️:", st.session_state.file_content, height=300)
-
-                # Preprocess the text before loading it into JSON - Added to protect copy paste into JSON to keep format.
-                cleaned_doc_str = preprocess_text(new_content)
-                new_doc = json.loads(cleaned_doc_str)
-                new_content = cleaned_doc_str
-
-                if st.button("Save Changes 💾"):
-                    with open(st.session_state.current_file, 'w', encoding='utf-8') as file:
-                        file.write(new_content)
-                    st.success("File updated successfully! 🎉")
-
-            # 📂 File management - "Manage many, maintain order"
-            update_file_management_section()
-
-        except exceptions.CosmosHttpResponseError as e:
-            st.error(f"Failed to connect to Cosmos DB. HTTP error: {str(e)} 🚨")
-        except Exception as e:
-            st.error(f"An unexpected error occurred: {str(e)} 😱")
+        error_msg = f"An error occurred: {str(e)}"
+        return error_msg, None
+
+# Create Gradio interface
+with gr.Blocks(title="AI Story Generator", theme=gr.themes.Soft()) as demo:
+    gr.Markdown("""
+    # 🎭 AI Story Generator
+    Generate creative stories with AI and listen to them! Using Mistral and Mixtral models.
+    """)
+    
+    with gr.Row():
+        with gr.Column():
+            prompt_input = gr.Textbox(
+                label="Story Concept",
+                placeholder="Enter your story idea...",
+                lines=3
+            )
+            genre_input = gr.Dropdown(
+                label="Genre",
+                choices=[
+                    "Science Fiction",
+                    "Fantasy",
+                    "Mystery",
+                    "Romance",
+                    "Horror",
+                    "Adventure",
+                    "Historical Fiction",
+                    "Comedy"
+                ],
+                value="Fantasy"
+            )
+            structure_input = gr.Dropdown(
+                label="Story Structure",
+                choices=[
+                    "Three Act (Setup -> Confrontation -> Resolution)",
+                    "Hero's Journey (Call -> Adventure -> Return)",
+                    "Five Act (Exposition -> Rising Action -> Climax -> Falling Action -> Resolution)"
+                ],
+                value="Three Act (Setup -> Confrontation -> Resolution)"
+            )
+            model_choice = gr.Dropdown(
+                label="Model",
+                choices=[
+                    "mistralai/Mixtral-8x7B-Instruct-v0.1",
+                    "mistralai/Mistral-7B-Instruct-v0.2"
+                ],
+                value="mistralai/Mixtral-8x7B-Instruct-v0.1"
+            )
+            num_scenes = gr.Slider(
+                label="Number of Scenes",
+                minimum=3,
+                maximum=7,
+                value=5,
+                step=1
+            )
+            words_per_scene = gr.Slider(
+                label="Words per Scene",
+                minimum=20,
+                maximum=100,
+                value=50,
+                step=10
+            )
+            generate_btn = gr.Button("Generate Story")
+    
+    with gr.Row():
+        with gr.Column():
+            story_output = gr.Textbox(
+                label="Generated Story",
+                lines=10,
+                interactive=False
+            )
     
-    if st.session_state.logged_in and st.sidebar.button("🚪 Logout"):
-        Label = '#### 🚪 Logout - All good things must come to an end'
-        st.markdown(Label)
-        st.session_state.logged_in = False
-        st.session_state.selected_records.clear()
-        st.session_state.client = None
-        st.session_state.selected_database = None
-        st.session_state.selected_container = None
-        st.session_state.selected_document_id = None
-        st.session_state.current_index = 0
-        st.rerun()
+    with gr.Row():
+        audio_output = gr.Audio(
+            label="Story Narration",
+            type="filepath"
+        )
+    
+    generate_btn.click(
+        fn=story_generator_interface,
+        inputs=[
+            prompt_input,
+            genre_input,
+            structure_input,
+            model_choice,
+            num_scenes,
+            words_per_scene
+        ],
+        outputs=[
+            story_output,
+            audio_output
+        ]
+    )
 
 if __name__ == "__main__":
-    main()
+    demo.launch(
+        debug=True,
+        share=True,
+        server_name="0.0.0.0",
+        server_port=7860
+    )