backup.7.adding.cosmos save and the science..app.py

import streamlit as st
from azure.cosmos import CosmosClient, exceptions
import os
import pandas as pd
import traceback
import shutil
from github import Github
from git import Repo
from datetime import datetime
import base64
import json
import uuid  # 🎲 For generating unique IDs
from urllib.parse import quote  # 🔗 For encoding URLs
from gradio_client import Client  # 🌐 For connecting to Gradio apps

# 🎉 Welcome to our fun-filled Cosmos DB and GitHub Integration app!
st.set_page_config(layout="wide")

# 🌌 Cosmos DB configuration
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")  # 🔑 Don't forget your key!

# 🏠 Your local app URL (Change this to your app's URL)
LOCAL_APP_URL = "https://huggingface.co/spaces/awacke1/AzureCosmosDBUI"

# 🤖 OpenAI configuration
# openai.api_key = os.environ.get("OPENAI_API_KEY")
# MODEL = "gpt-3.5-turbo"  # Replace with your desired model

# 🐙 GitHub configuration
def download_github_repo(url, local_path):
    # 🚚 Let's download that GitHub repo!
    if os.path.exists(local_path):
        shutil.rmtree(local_path)
    Repo.clone_from(url, local_path)

def create_zip_file(source_dir, output_filename):
    # 📦 Zipping up files like a pro!
    shutil.make_archive(output_filename, 'zip', source_dir)

def create_repo(g, repo_name):
    # 🛠️ Creating a new GitHub repo. Magic!
    user = g.get_user()
    return user.create_repo(repo_name)

def push_to_github(local_path, repo, github_token):
    # 🚀 Pushing code to GitHub. Hold on tight!
    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 get_base64_download_link(file_path, file_name):
    # 🧙‍♂️ Generating a magical download link!
    with open(file_path, "rb") as file:
        contents = file.read()
    base64_encoded = base64.b64encode(contents).decode()
    return f'<a href="data:application/zip;base64,{base64_encoded}" download="{file_name}">⬇️ Download {file_name}</a>'


# 🧭 New functions for dynamic sidebar navigation
def get_databases(client):
    # 📚 Fetching list of databases. So many options!
    return [db['id'] for db in client.list_databases()]

def get_containers(database):
    # 📂 Getting containers. Containers within containers!
    return [container['id'] for container in database.list_containers()]

def get_documents(container, limit=None):
    # 📝 Retrieving documents. Shhh, don't tell anyone!
    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


# 🌟 Cosmos DB functions
def insert_record(container, record):
    # 📥 Inserting a record into the Cosmos—hope we don't disturb any aliens! 👽
    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)} 😱"

def update_record(container, updated_record):
    # 🔄 Updating a record—giving it a cosmic makeover! ✨
    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()} 😱"

def delete_record(container, name, id):
    # 🗑️ Deleting a record—sending it into the cosmic void! 🌌
    try:
        container.delete_item(item=id, partition_key=id)
        return True, f"Successfully deleted record with name: {name} and id: {id} 🗑️"
    except exceptions.CosmosResourceNotFoundError:
        return False, f"Record with id {id} not found. It may have been already 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()} 😱"

# 🎲 Function to generate a unique UUID
def generate_unique_id():
    # 🧙‍♂️ Generating a unique UUID!
    return str(uuid.uuid4())

# 📦 Function to archive current container
def archive_current_container(database_name, container_name, client):
    # 📦 Archiving the entire container—time to pack up the stars! 🌠
    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_base64_download_link(f"{archive_name}.zip", f"{archive_name}.zip")
    except Exception as e:
        return f"An error occurred while archiving data: {str(e)} 😢"


# 🔗 Helper to extract hyperlinks
def extract_hyperlinks(responses):
    # 🔗 Extracting hyperlinks—connecting the dots across the universe! 🕸️
    hyperlinks = []
    for response in responses:
        parsed_response = json.loads(response)
        links = [value for key, value in parsed_response.items() if isinstance(value, str) and value.startswith("http")]
        hyperlinks.extend(links)
    return hyperlinks

# 📋 Helper to format text with line numbers
def format_with_line_numbers(text):
    # 📋 Formatting text with line numbers—organizing the cosmos one line at a time! 📏
    lines = text.splitlines()
    formatted_text = '\n'.join(f"{i+1}: {line}" for i, line in enumerate(lines))
    return formatted_text


def generate_unique_id():
    return str(uuid.uuid4())

def get_databases(client):
    return [db['id'] for db in client.list_databases()]

def get_containers(database):
    return [container['id'] for container in database.list_containers()]

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

def save_to_cosmos_db(container, query, response1, response2):
    try:
        if container:
            record = {
                "id": generate_unique_id(),
                "query": query,
                "response1": response1,
                "response2": response2
            }
            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.")
    except Exception as e:
        st.error(f"An unexpected error occurred: {str(e)}")

# Add dropdowns for model and database choices
def search_glossary(query):
    st.markdown(f"### 🔍 Search Glossary for: `{query}`")
    
    # Dropdown for model selection
    model_options = ['mistralai/Mixtral-8x7B-Instruct-v0.1', 'mistralai/Mistral-7B-Instruct-v0.2', 'google/gemma-7b-it', 'None']
    model_choice = st.selectbox('🧠 Select LLM Model', options=model_options, index=1)
    
    # Dropdown for database selection
    database_options = ['Semantic Search', 'Arxiv Search - Latest - (EXPERIMENTAL)']
    database_choice = st.selectbox('📚 Select Database', options=database_options, index=0)


    
    # Run Button with Emoji
    #if st.button("🚀 Run"):
    
    # 🕵️‍♂️ Searching the glossary for: query
    all_results = ""
    st.markdown(f"- {query}")

    # 🔍 ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM
    #database_choice Literal['Semantic Search', 'Arxiv Search - Latest - (EXPERIMENTAL)'] Default: "Semantic Search"
    #llm_model_picked Literal['mistralai/Mixtral-8x7B-Instruct-v0.1', 'mistralai/Mistral-7B-Instruct-v0.2', 'google/gemma-7b-it', 'None'] Default: "mistralai/Mistral-7B-Instruct-v0.2"
    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(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(result2)
    st.code(result2, language="python", line_numbers=True)

    # 🔍 ArXiv RAG researcher expert ~-<>-~ Paper Summary & Ask LLM - api_name: /ask_llm
    result3 = client.predict(
        prompt=query,
        llm_model_picked="google/gemma-7b-it",
        stream_outputs=True,
        api_name="/ask_llm"
    )
    st.markdown(result3)
    st.code(result3, 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"
    )        # update_with_rag_md     Returns tuple of 2 elements   [0] str   The output value that appears in the "value_14" Markdown component.   [1] str

    st.markdown(response2[0])
    st.code(response2[0], language="python", line_numbers=True, wrap_lines=True)  
    
    st.markdown(response2[1])
    st.code(response2[1], language="python", line_numbers=True, wrap_lines=True)

    # When saving results, pass the container
    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:
        return False, f"HTTP error occurred: {str(e)} 🚨"
    except Exception as e:
        return False, f"An unexpected error occurred: {str(e)} 😱"


    try:    
        # Aggregate hyperlinks and show with emojis
        hyperlinks = extract_hyperlinks([response1, response2])
        st.markdown("### 🔗 Aggregated Hyperlinks")
        for link in hyperlinks:
            st.markdown(f"🔗 [{link}]({link})")

        # Show responses in a code format with line numbers
        st.markdown("### 📜 Response Outputs with Line Numbers")
        st.code(f"Response 1: \n{format_with_line_numbers(response1)}\n\nResponse 2: \n{format_with_line_numbers(response2)}", language="json")
    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)} 😱"




# 🎤 Function to process text input
def process_text(text_input):
    # 🎤 Processing text input—translating human words into cosmic signals! 📡
    if text_input:
        if 'messages' not in st.session_state:
            st.session_state.messages = []
        
        st.session_state.messages.append({"role": "user", "content": text_input})

        with st.chat_message("user"):
            st.markdown(text_input)
            
        with st.chat_message("assistant"):
            search_glossary(text_input)

# 📝 Function to generate a filename
def generate_filename(text, file_type):
    # 📝 Generate a filename based on the text input
    safe_text = "".join(c if c.isalnum() or c in (' ', '.', '_') else '_' for c in text)
    safe_text = "_".join(safe_text.strip().split())
    filename = f"{safe_text}.{file_type}"
    return filename

# 🕵️‍♀️ Function to extract markdown title
def extract_markdown_title(content):
    # 🕵️‍♀️ Extracting markdown title—finding the headline in the cosmic news! 📰
    lines = content.splitlines()
    for line in lines:
        if line.startswith('#'):
            return line.lstrip('#').strip()
    return None

# 💾 Function to create and save a file
def create_and_save_file(content, file_type="md", prompt=None, is_image=False, should_save=True):
    # 💾 Creating and saving a file—capturing cosmic wisdom! 📝
    if not should_save:
        return None

    # Step 1: Generate filename based on the prompt or content
    filename = generate_filename(prompt if prompt else content, file_type)

    # Step 2: If it's a markdown file, check if it has a title
    if file_type == "md":
        title_from_content = extract_markdown_title(content)
        if title_from_content:
            filename = generate_filename(title_from_content, file_type)

    # Step 3: Save the file
    with open(filename, "w", encoding="utf-8") as f:
        if is_image:
            f.write(content)
        else:
            f.write(prompt + "\n\n" + content)

    return filename

# 🤖 Function to insert an auto-generated record
def insert_auto_generated_record(container):
    # 🤖 Automatically generating a record and inserting it into Cosmos DB!
    try:
        # Generate a unique id
        new_id = generate_unique_id()
        # Create a sample JSON document
        new_doc = {
            'id': new_id,
            'name': f'Sample Name {new_id[:8]}',
            'description': 'This is a sample auto-generated description.',
            'timestamp': datetime.utcnow().isoformat()
        }
        # Insert the document
        container.create_item(body=new_doc)
        return True, f"Record inserted successfully with id: {new_id} 🎉"
    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)} 😱"

# 🎈 Main function
def main():
    # 🎈 Let's modify the main app to be more fun!
    st.title("🐙Git🌌Cosmos💫 - Azure Cosmos DB and Github Agent")

    # 🚦 Initialize session state
    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

    # ⚙️ q= Run ArXiv search from query parameters
    try:
        query_params = st.query_params
        query = query_params.get('q') or query_params.get('query') or ''
        if query:
            # 🕵️‍♂️ We have a query! Let's process it!
            process_text(query)
            st.stop()  # Stop further execution
    except Exception as e:
        st.markdown(' ')

    # 🔐 Automatic Login
    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  # Can't proceed without a key

    if st.session_state.logged_in:
        # 🌌 Initialize Cosmos DB client
        try:
            if st.session_state.client is None:
                st.session_state.client = CosmosClient(ENDPOINT, credential=st.session_state.primary_key)
            
            # 🗄️ Sidebar for database, container, and document selection
            st.sidebar.title("🐙Git🌌Cosmos💫🗄️Navigator")
            
            databases = get_databases(st.session_state.client)
            selected_db = st.sidebar.selectbox("🗃️ Select Database", databases)
            
            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)
                
                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)
                    
                    # 📦 Add Export button
                    if st.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)
                    
                    # Fetch documents
                    documents = get_documents(container)
                    total_docs = len(documents)
                    
                    if total_docs > 5:
                        documents_to_display = documents[:5]
                        st.info("Showing top 5 most recent documents.")
                    else:
                        documents_to_display = documents
                        st.info(f"Showing all {len(documents_to_display)} documents.")
                    
                    if documents_to_display:
                        # 🎨 Add Viewer/Editor selection
                        view_options = ['Show as Markdown', 'Show as Code Editor', 'Show as Edit and Save', 'Clone Document', 'New Record']
                        selected_view = st.selectbox("Select Viewer/Editor", view_options, index=2)
                        
                        if selected_view == 'Show as Markdown':
                            # 🖌️ Show each record as Markdown with navigation
                            total_docs = len(documents)
                            doc = documents[st.session_state.current_index]
                            st.markdown(f"#### Document ID: {doc.get('id', '')}")

                            # 🕵️‍♂️ Let's extract values from the JSON that have at least one space
                            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)

                            # 🔗 Let's create a list of links for these values
                            search_urls = {
                                "🚀🌌ArXiv": lambda k: f"{LOCAL_APP_URL}/?q={quote(k)}",
                                "🃏Analyst": lambda k: f"{LOCAL_APP_URL}/?q={quote(k)}-{quote('PromptPrefix')}",
                                "📚PyCoder": lambda k: f"{LOCAL_APP_URL}/?q={quote(k)}-{quote('PromptPrefix2')}",
                                "🔬JSCoder": lambda k: f"{LOCAL_APP_URL}/?q={quote(k)}-{quote('PromptPrefix3')}",
                                "🏠": lambda k: f"{LOCAL_APP_URL}/?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)}",
                                "🔎": lambda k: f"https://www.bing.com/search?q={quote(k)}",
                                "🎥": lambda k: f"https://www.youtube.com/results?search_query={quote(k)}",
                                "🐦": lambda k: f"https://twitter.com/search?q={quote(k)}",
                            }

                            st.markdown("#### 🔗 Links for Extracted Texts")
                            for term in values_with_space:
                                links_md = ' '.join([f"[{emoji}]({url(term)})" for emoji, url in search_urls.items()])
                                st.markdown(f"**{term}** <small>{links_md}</small>", unsafe_allow_html=True)

                            # Show the document content as markdown
                            content = json.dumps(doc, indent=2)
                            st.markdown(f"```json\n{content}\n```")

                            # Navigation buttons
                            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':
                            # 💻 Show each record in a code editor with navigation
                            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()
                            if st.button("💾 Save Changes", key=f'save_button_{st.session_state.current_index}'):
                                try:
                                    updated_doc = json.loads(doc_str)
                                    success, message = update_record(container, updated_doc)
                                    if success:
                                        st.success(f"Document {updated_doc['id']} saved successfully.")
                                        st.session_state.selected_document_id = updated_doc['id']
                                        st.rerun()
                                    else:
                                        st.error(message)
                                except json.JSONDecodeError as e:
                                    st.error(f"Invalid JSON: {str(e)} 🚫")
                                    
                        elif selected_view == 'Show as Edit and Save':
                            # ✏️ Show as Edit and Save in columns
                            st.markdown("#### Edit the document fields below:")
                            
                            # Create columns for each document
                            num_cols = len(documents_to_display)
                            cols = st.columns(num_cols)

                        
                            for idx, (col, doc) in enumerate(zip(cols, documents_to_display)):
                                with col:
                                    st.markdown(f"##### Document ID: {doc.get('id', '')}")
                                    editable_id = st.text_input("ID", value=doc.get('id', ''), key=f'edit_id_{idx}')
                                    # Remove 'id' from the document for editing other fields
                                    editable_doc = doc.copy()
                                    editable_doc.pop('id', 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}')
                                    
                                    # Add the "Run With AI" button next to "Save Changes"
                                    col_save, col_ai = st.columns(2)
                                    with col_save:
                                        if st.button("💾 Save Changes", key=f'save_button_{idx}'):
                                            try:
                                                updated_doc = json.loads(doc_str)
                                                updated_doc['id'] = editable_id  # Include the possibly edited ID
                                                success, message = update_record(container, updated_doc)
                                                if success:
                                                    st.success(f"Document {updated_doc['id']} saved successfully.")
                                                    st.session_state.selected_document_id = updated_doc['id']
                                                    st.rerun()
                                                else:
                                                    st.error(message)
                                            except json.JSONDecodeError as e:
                                                st.error(f"Invalid JSON: {str(e)} 🚫")
                                    with col_ai:
                                        if st.button("🤖 Run With AI", key=f'run_with_ai_button_{idx}'):
                                            # Use the entire document as input
                                            search_glossary(json.dumps(editable_doc, indent=2))
                        
                                                

                            
                                            
                        elif selected_view == 'Clone Document':
                            # 🧬 Clone Document per record
                            st.markdown("#### Clone a document:")
                            for idx, doc in enumerate(documents_to_display):
                                st.markdown(f"##### Document ID: {doc.get('id', '')}")
                                if st.button("📄 Clone Document", key=f'clone_button_{idx}'):
                                    cloned_doc = doc.copy()
                                    # Generate a unique ID
                                    cloned_doc['id'] = generate_unique_id()
                                    st.session_state.cloned_doc = cloned_doc
                                    st.session_state.cloned_doc_str = json.dumps(cloned_doc, indent=2)
                                    st.session_state.clone_mode = True
                                    st.rerun()
                            if st.session_state.get('clone_mode', False):
                                st.markdown("#### Edit Cloned Document:")
                                cloned_doc_str = st.text_area("Cloned Document Content (in JSON format)", value=st.session_state.cloned_doc_str, height=300)
                                if st.button("💾 Save Cloned Document"):
                                    try:
                                        new_doc = json.loads(cloned_doc_str)
                                        success, message = insert_record(container, new_doc)
                                        if success:
                                            st.success(f"Cloned document saved with id: {new_doc['id']} 🎉")
                                            st.session_state.selected_document_id = new_doc['id']
                                            st.session_state.clone_mode = False
                                            st.session_state.cloned_doc = None
                                            st.session_state.cloned_doc_str = ''
                                            st.rerun()
                                        else:
                                            st.error(message)
                                    except json.JSONDecodeError as e:
                                        st.error(f"Invalid JSON: {str(e)} 🚫")
                                        
                        elif selected_view == 'New Record':
                            # 🆕 New Record
                            st.markdown("#### Create a new document:")
                            if st.button("🤖 Insert Auto-Generated Record"):
                                success, message = insert_auto_generated_record(container)
                                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')
                                new_doc_str = st.text_area("Document Content (in JSON format)", value='{}', height=300)
                                if st.button("➕ Create New Document"):
                                    try:
                                        new_doc = json.loads(new_doc_str)
                                        new_doc['id'] = new_id  # Use the provided ID
                                        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']
                                            # Switch to 'Show as Edit and Save' mode
                                            st.rerun()
                                        else:
                                            st.error(message)
                                    except json.JSONDecodeError as e:
                                        st.error(f"Invalid JSON: {str(e)} 🚫")
                                        
                    else:
                        st.sidebar.info("No documents found in this container. 📭")
            
            # 🎉 Main content area
            st.subheader(f"📊 Container: {st.session_state.selected_container}")
            if st.session_state.selected_container:
                if documents_to_display:
                    df = pd.DataFrame(documents_to_display)
                    st.dataframe(df)
                else:
                    st.info("No documents to display. 🧐")
                    
            # 🐙 GitHub section
            st.subheader("🐙 GitHub Operations")
            github_token = os.environ.get("GITHUB")  # Read GitHub token from environment variable
            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:
                        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_base64_download_link(zip_filename, 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:
                        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. 🔑❓")

        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)} 😱")

    # 🚪 Logout button
    if st.session_state.logged_in and st.sidebar.button("🚪 Logout"):
        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()

if __name__ == "__main__":
    main()