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from flask import Flask, request, jsonify
import requests
import random
import string
import time

app = Flask(__name__)
# Global variables to store workspace and bot IDs
GLOBAL_WORKSPACE_ID = None
GLOBAL_BOT_ID = None

# Empty cookie value
AUTH_COOKIE = "pscd=try.botpress.com; _hjSessionUser_2931810=eyJpZCI6ImQ2MGMzYjhkLTlkMjQtNTA0OS1hMzlmLWEzNmI0NzA0NzUxNCIsImNyZWF0ZWQiOjE3MzU3MTg0MDcwNTAsImV4aXN0aW5nIjp0cnVlfQ==; hubspotutk=75739411a4d011b2164c4f3d944ecb94; intercom-device-id-bjzkw2xf=afd0a36b-b229-44e3-828e-60483c80c10c; _hjSessionUser_3339867=eyJpZCI6IjU4ODlmMTY4LWRkNGEtNTJhZS1hZTUzLWZlYWQwM2ZmMTVjNyIsImNyZWF0ZWQiOjE3MzU3MTg1ODM4MDgsImV4aXN0aW5nIjp0cnVlfQ==; __hstc=59821234.75739411a4d011b2164c4f3d944ecb94.1735718442141.1746194848836.1746538539919.88; mp_1195923e954ce61d822842b5832047cd_mixpanel=%7B%22distinct_id%22%3A%20%22d403ad7b-ea73-4d29-b977-5fd95afd585c%22%2C%22%24device_id%22%3A%20%22d403ad7b-ea73-4d29-b977-5fd95afd585c%22%2C%22%24initial_referrer%22%3A%20%22https%3A%2F%2Fapp.botpress.cloud%2F%22%2C%22%24initial_referring_domain%22%3A%20%22app.botpress.cloud%22%2C%22__mps%22%3A%20%7B%7D%2C%22__mpso%22%3A%20%7B%22%24initial_referrer%22%3A%20%22https%3A%2F%2Fapp.botpress.cloud%2F%22%2C%22%24initial_referring_domain%22%3A%20%22app.botpress.cloud%22%7D%2C%22__mpus%22%3A%20%7B%7D%2C%22__mpa%22%3A%20%7B%7D%2C%22__mpu%22%3A%20%7B%7D%2C%22__mpr%22%3A%20%5B%5D%2C%22__mpap%22%3A%20%5B%5D%2C%22%24user_id%22%3A%20%22d403ad7b-ea73-4d29-b977-5fd95afd585c%22%7D; intercom-session-bjzkw2xf=TTdnZGNWUC9xNXMreE80NXhRZFNZS0pyUEdsbkJRc2JMcXdGZmcveVRPYkxZTmVnVnhqMUhJTWlDcEpVcWljeDZVYVVSblN4YnV5S0xBdWxDd2swQjZiaUZTeWl5M1psRmtoUWJwUU9FSFE9LS1Bay9zNldJTmVhUFdwMFNReFRmcXB3PT0=--68abc5394d7aab99748f3e451637cab5d9152a4c; _ga=GA1.2.1726154447.1735718383; _gid=GA1.2.1619749406.1746821934; _gat_UA-226900660-1=1; _gat_UA-226900660-2=1; _ga_W6YT9YSNLH=GS2.2.s1746821948$o89$g0$t1746821948$j0$l0$h0; _ga_CYSS87Q508=GS2.2.s1746821949$o89$g0$t1746821949$j0$l0$h0; _hjSession_2931810=eyJpZCI6IjA1YTlkMzY3LWNiZWEtNGQ3OC04YzNiLTEzNTFjNjkxYzViZSIsImMiOjE3NDY4MjE5NTU2NjYsInMiOjAsInIiOjAsInNiIjowLCJzciI6MCwic2UiOjAsImZzIjowLCJzcCI6MH0=; _ga_PCC6TBWJY6=GS2.1.s1746821926$o120$g1$t1746821960$j0$l0$h0; _ga_HKHSWES9V9=GS2.1.s1746821929$o120$g1$t1746821960$j29$l0$h193244206; csrf_token_bd9ac21c34b9f0915e733c3e5305d737d0722c1168be7376b889426b5ec2a298=pIDxu4npODUGEpo7JHVQrKZ4GFaa3U+3BpgxaV5hcVw=; ory_kratos_session=MTc0NjgyMjAyOHxfUmdMaVlTQXVfSmxlT1lJSGpyU2FhbjVUTHg0R0ZsQWgtVm00M3pHcXZwVG9yNW1qRDJheUFGaFZvNmFEUVdBOThQR014RjJJbmhUMmhIV1I1ME5UVHZkTDNpMUMtQlRjZ1ZTbE55M19Pb2dHTF9vQlJoSGlBQnRRWUp0M1ZUdnVvcENLeVhOTllWNk1zMk11bFVPOWFrTzJMTTdxMmVteUozVVRDMWE5TVIxbDgzU3dUY2VQaDBRWDN4bDJUVm8yUkZQa19sb09GbzlFZHF2MDFQcVR6bVVWVVpDLXVoQ1lXMEh2LV9Sd2VNZXM1cjM4TGZPVTJqdW5xNTBETTBDYkppU0xNU2xicUk3Z2EyMnFkVmdyQT09fEYiv7pXcfXVnpIFi4JLGgDObQAchyJCoAwGDSkFkoX7; ajs_user_id=d403ad7b-ea73-4d29-b977-5fd95afd585c; ajs_anonymous_id=cda6139d-cb82-4906-bfac-adaea115b097"


# -------------------------------------------------------------------
# Helper functions for random bot/workspace names
# -------------------------------------------------------------------
def generate_random_name(length=5):
    """Generate a random name for workspace or bot"""
    return ''.join(random.choices(string.ascii_letters, k=length))

# -------------------------------------------------------------------
# Functions to create/delete workspaces and bots
# -------------------------------------------------------------------
def create_workspace():
    """Create a new workspace and return its ID"""
    ws_url = "https://api.botpress.cloud/v1/admin/workspaces"
    headers = {
        "User-Agent": "Mozilla/5.0",
        "Cookie": AUTH_COOKIE
    }
    payload = {"name": generate_random_name()}

    try:
        response = requests.post(ws_url, headers=headers, json=payload)
        if response.status_code == 200:
            response_json = response.json()
            workspace_id = response_json.get('id')
            print(f"Successfully created workspace: {workspace_id}")
            return workspace_id
        else:
            print(f"Workspace creation failed with: {response.status_code}, {response.text}")
            return None
    except Exception as e:
        print(f"Error creating workspace: {str(e)}")
        return None


def create_bot(workspace_id):
    """Create a new bot in the specified workspace and return its ID"""
    if not workspace_id:
        print("Cannot create bot: No workspace ID provided")
        return None

    bot_url = "https://api.botpress.cloud/v1/admin/bots"
    headers = {
        "User-Agent": "Mozilla/5.0",
        "x-workspace-id": workspace_id,
        "Cookie": AUTH_COOKIE,
        "Content-Type": "application/json"
    }
    payload = {"name": generate_random_name()}

    try:
        response = requests.post(bot_url, headers=headers, json=payload)
        if response.status_code == 200:
            response_json = response.json()
            bot_id = response_json.get("bot", {}).get("id")
            if not bot_id:
                print("Bot ID not found in the response.")
                return None

            print(f"Successfully created bot: {bot_id} in workspace: {workspace_id}")

            # Install integration for the new bot
            integration_success = install_bot_integration(bot_id, workspace_id)
            if integration_success:
                print(f"Successfully installed integration for bot {bot_id}")
                return bot_id
            else:
                print(f"Failed to install integration for bot {bot_id}")
                return bot_id  # Still return the bot ID even if integration fails
        else:
            print(f"Bot creation failed with: {response.status_code}, {response.text}")
            return None
    except Exception as e:
        print(f"Error creating bot: {str(e)}")
        return None


def install_bot_integration(bot_id, workspace_id):
    """Install required integration for the bot to function properly"""
    if not bot_id or not workspace_id:
        print("Cannot install integration: Missing bot ID or workspace ID")
        return False

    url = f"https://api.botpress.cloud/v1/admin/bots/{bot_id}"
    headers = {
        "User-Agent": "Mozilla/5.0",
        "Cookie": AUTH_COOKIE,
        "Content-Type": "application/json",
        "x-bot-id": bot_id,
        "x-workspace-id": workspace_id
    }
    # Integration payload
    payload = {
        "integrations": {
            "intver_01JSERFV00FYHW4SM6TEKZ9RWS": {
                "enabled": True
            }
        }
    }

    try:
        response = requests.put(url, headers=headers, json=payload)
        if response.status_code == 200:
            print(f"Successfully installed integration for bot {bot_id}")
            return True
        else:
            print(f"Failed to install integration: {response.status_code}, {response.text}")
            return False
    except Exception as e:
        print(f"Error installing integration: {str(e)}")
        return False


def delete_bot(bot_id, workspace_id):
    """Delete a bot from the specified workspace"""
    if not bot_id or not workspace_id:
        print("Cannot delete bot: Missing bot ID or workspace ID")
        return False

    url = f"https://api.botpress.cloud/v1/admin/bots/{bot_id}"
    headers = {
        "User-Agent": "Mozilla/5.0",
        "x-workspace-id": workspace_id,
        "Cookie": AUTH_COOKIE
    }

    try:
        response = requests.delete(url, headers=headers)
        if response.status_code in [200, 204]:
            print(f"Successfully deleted bot: {bot_id}")
            return True
        else:
            print(f"Failed to delete bot: {response.status_code}, {response.text}")
            return False
    except Exception as e:
        print(f"Error deleting bot: {str(e)}")
        return False


def delete_workspace(workspace_id):
    """Delete a workspace"""
    if not workspace_id:
        print("Cannot delete workspace: No workspace ID provided")
        return False

    url = f"https://api.botpress.cloud/v1/admin/workspaces/{workspace_id}"
    headers = {
        "User-Agent": "Mozilla/5.0",
        "Cookie": AUTH_COOKIE
    }

    try:
        response = requests.delete(url, headers=headers)
        if response.status_code in [200, 204]:
            print(f"Successfully deleted workspace: {workspace_id}")
            return True
        else:
            print(f"Failed to delete workspace: {response.status_code}, {response.text}")
            return False
    except Exception as e:
        print(f"Error deleting workspace: {str(e)}")
        return False


# -------------------------------------------------------------------
# Main function that calls the Botpress API endpoint
# -------------------------------------------------------------------
def chat_with_assistant(user_input, chat_history, bot_id, workspace_id):
    """
    Sends the user input and chat history to the Botpress API endpoint,
    returns the assistant's response and (possibly updated) bot/workspace IDs.
    """
    # Prepare the headers
    headers = {
        "User-Agent": "Mozilla/5.0",
        "x-bot-id": bot_id,
        "Content-Type": "application/json",
        "Cookie": AUTH_COOKIE
    }

    # Process chat history into the format expected by the API
    messages = []
    system_prompt = ""
    for msg in chat_history:
        if msg["role"] == "system":
            system_prompt = msg["content"]
        else:
            messages.append({
                "role": msg["role"],
                "content": msg["content"],
                "type": "text"
            })

    # Add the latest user input if not already in chat history
    if user_input and (not messages or messages[-1]["role"] != "user" or messages[-1]["content"] != user_input):
        messages.append({
            "role": "user",
            "content": user_input,
            "type": "text"
        })

    # Prepare the payload for the API
    payload = {
        "type": "openai:generateContent",
        "input": {
            "model": {
                "id": "gpt-4.1-2025-04-14"
            },
            "systemPrompt": system_prompt,
            "messages": messages,
            "temperature": 0.9,
            "topP": 0.95,
            "debug": False,
        }
    }

    botpress_url = "https://api.botpress.cloud/v1/chat/actions"
    max_retries = 3
    timeout = 120  # Increased timeout for long messages

    # Flag to track if we need to create new IDs
    need_new_ids = False

    # Attempt to send the request
    for attempt in range(max_retries):
        try:
            print(f"Attempt {attempt+1}: Sending request to Botpress API with bot_id={bot_id}, workspace_id={workspace_id}")
            response = requests.post(botpress_url, json=payload, headers=headers, timeout=timeout)

            # If successful (200)
            if response.status_code == 200:
                data = response.json()
                assistant_content = data.get('output', {}).get('choices', [{}])[0].get('content', '')
                print(f"Successfully received response from Botpress API")
                return assistant_content, bot_id, workspace_id

            # Handle 403 error (authentication/authorization issue)
            elif response.status_code == 403:
                print(f"Received 403 error. Need to create new IDs.")
                need_new_ids = True
                break

            elif response.status_code == 404:
                print(f"Received 404 error. Need to create new IDs.")
                need_new_ids = True
                break

            # Handle network errors or timeouts (just retry)
            elif response.status_code in [443, 408, 502, 503, 504]:
                print(f"Received error {response.status_code}. Retrying...")
                time.sleep(3)  # Wait before retrying
                continue

            # Any other error status code
            else:
                print(f"Received unexpected error: {response.status_code}, {response.text}")
                if attempt < max_retries - 1:
                    time.sleep(2)
                    continue
                else:
                    return f"Unable to get a response from the assistant (Error {response.status_code}).", bot_id, workspace_id

        except requests.exceptions.Timeout:
            print(f"Request timed out. Retrying...")
            if attempt < max_retries - 1:
                time.sleep(2)
                continue
            else:
                return "The assistant is taking too long to respond. Please try again with a shorter message.", bot_id, workspace_id

        except Exception as e:
            print(f"Error during request: {str(e)}")
            if attempt < max_retries - 1:
                time.sleep(2)
                continue
            else:
                return f"Unable to get a response from the assistant: {str(e)}", bot_id, workspace_id

    # If we need new IDs, create them and try again
    if need_new_ids:
        print("Creating new workspace and bot IDs...")

        # First, try to clean up old resources
        if bot_id and workspace_id:
            delete_bot(bot_id, workspace_id)
            delete_workspace(workspace_id)

        # Create new resources
        new_workspace_id = create_workspace()
        if not new_workspace_id:
            return "Failed to create a new workspace. Please try again later.", bot_id, workspace_id

        new_bot_id = create_bot(new_workspace_id)
        if not new_bot_id:
            return "Failed to create a new bot. Please try again later.", new_workspace_id, workspace_id

        # Update headers with new bot ID
        headers["x-bot-id"] = new_bot_id

        # Try one more time with the new IDs
        try:
            print(f"Retrying with new bot_id={new_bot_id}, workspace_id={new_workspace_id}")
            retry_response = requests.post(botpress_url, json=payload, headers=headers, timeout=timeout)

            if retry_response.status_code == 200:
                data = retry_response.json()
                assistant_content = data.get('output', {}).get('choices', [{}])[0].get('content', '')
                print(f"Successfully received response with new IDs")
                return assistant_content, new_bot_id, new_workspace_id
            else:
                print(f"Failed with new IDs: {retry_response.status_code}, {retry_response.text}")
                return f"Unable to get a response from the assistant with new credentials.", new_bot_id, new_workspace_id

        except Exception as e:
            print(f"Error with new IDs: {str(e)}")
            return f"Unable to get a response from the assistant with new credentials: {str(e)}", new_bot_id, new_workspace_id

    # Should not reach here due to the handling in the loop
    return "Unable to get a response from the assistant.", bot_id, workspace_id


# -------------------------------------------------------------------
# Function to transcribe audio using the same API and error handling approach
# -------------------------------------------------------------------
def transcribe_audio(file_url, language="", prompt="get all text from this Audio", temperature=0, bot_id=None, workspace_id=None):
    """
    Sends an audio file URL to the Botpress API for transcription
    Uses the same bot/workspace management as the chat function
    """
    # Prepare the headers
    headers = {
        "User-Agent": "Mozilla/5.0",
        "Content-Type": "application/json",
        "Cookie": AUTH_COOKIE
    }

    # Add bot ID to headers if available
    if bot_id:
        headers["x-bot-id"] = bot_id

    # Prepare the payload for audio transcription
    payload = {
        "type": "openai:transcribeAudio",
        "input": {
            "fileUrl": file_url,
            "language": language,
            "prompt": prompt,
            "temperature": temperature
        }
    }

    botpress_url = "https://api.botpress.cloud/v1/chat/actions"
    max_retries = 3
    timeout = 180  # Longer timeout for audio processing

    # Flag to track if we need to create new IDs
    need_new_ids = False

    # Attempt to send the request
    for attempt in range(max_retries):
        try:
            print(f"Attempt {attempt+1}: Sending transcription request to Botpress API")
            if bot_id:
                print(f"Using bot_id={bot_id}, workspace_id={workspace_id}")

            response = requests.post(botpress_url, json=payload, headers=headers, timeout=timeout)

            # If successful (200)
            if response.status_code == 200:
                data = response.json()

                # Extract the transcription text from all segments
                segments = data.get('output', {}).get('segments', [])
                transcription = " ".join([segment.get('text', '').strip() for segment in segments])

                print(f"Successfully received transcription from Botpress API")
                return transcription, data, bot_id, workspace_id

            # Handle 403/404 errors (authentication/authorization issue)
            elif response.status_code in [403, 404]:
                print(f"Received {response.status_code} error. Need to create new IDs.")
                need_new_ids = True
                break

            # Handle network errors or timeouts (just retry)
            elif response.status_code in [443, 408, 502, 503, 504]:
                print(f"Received error {response.status_code}. Retrying...")
                time.sleep(3)
                continue

            # Any other error status code
            else:
                print(f"Received unexpected error: {response.status_code}, {response.text}")
                if attempt < max_retries - 1:
                    time.sleep(2)
                    continue
                else:
                    return f"Unable to transcribe audio (Error {response.status_code}).", None, bot_id, workspace_id

        except requests.exceptions.Timeout:
            print(f"Transcription request timed out. Retrying...")
            if attempt < max_retries - 1:
                time.sleep(3)
                continue
            else:
                return "The transcription is taking too long. Please try with a shorter audio file.", None, bot_id, workspace_id

        except Exception as e:
            print(f"Error during transcription request: {str(e)}")
            if attempt < max_retries - 1:
                time.sleep(3)
                continue
            else:
                return f"Unable to transcribe audio: {str(e)}", None, bot_id, workspace_id

    # If we need new IDs, create them and try again
    if need_new_ids:
        print("Creating new workspace and bot IDs for transcription...")

        # First, try to clean up old resources
        if bot_id and workspace_id:
            delete_bot(bot_id, workspace_id)
            delete_workspace(workspace_id)

        # Create new resources
        new_workspace_id = create_workspace()
        if not new_workspace_id:
            return "Failed to create a new workspace for transcription. Please try again later.", None, bot_id, workspace_id

        new_bot_id = create_bot(new_workspace_id)
        if not new_bot_id:
            return "Failed to create a new bot for transcription. Please try again later.", None, new_workspace_id, workspace_id

        # Update headers with new bot ID
        headers["x-bot-id"] = new_bot_id

        # Try one more time with the new IDs
        try:
            print(f"Retrying transcription with new bot_id={new_bot_id}, workspace_id={new_workspace_id}")
            retry_response = requests.post(botpress_url, json=payload, headers=headers, timeout=timeout)

            if retry_response.status_code == 200:
                data = retry_response.json()
                segments = data.get('output', {}).get('segments', [])
                transcription = " ".join([segment.get('text', '').strip() for segment in segments])
                print(f"Successfully received transcription with new IDs")
                return transcription, data, new_bot_id, new_workspace_id
            else:
                print(f"Transcription failed with new IDs: {retry_response.status_code}, {retry_response.text}")
                return f"Unable to transcribe audio with new credentials.", None, new_bot_id, new_workspace_id

        except Exception as e:
            print(f"Error with new IDs during transcription: {str(e)}")
            return f"Unable to transcribe audio with new credentials: {str(e)}", None, new_bot_id, new_workspace_id

    # Should not reach here due to the handling in the loop
    return "Unable to transcribe audio.", None, bot_id, workspace_id


# -------------------------------------------------------------------
# Flask Endpoints
# -------------------------------------------------------------------
@app.route("/chat", methods=["POST"])
def chat_endpoint():
    """
    Expects JSON with:
    {
      "user_input": "string",
      "chat_history": [
         {"role": "system", "content": "..."},
         {"role": "user",   "content": "..."},
         ...
      ]
    }
    Returns JSON with:
    {
      "assistant_response": "string"
    }
    """
    global GLOBAL_WORKSPACE_ID, GLOBAL_BOT_ID

    # Parse JSON from request
    data = request.get_json(force=True)
    user_input = data.get("user_input", "")
    chat_history = data.get("chat_history", [])

    # If we don't yet have a workspace or bot, create them
    if not GLOBAL_WORKSPACE_ID or not GLOBAL_BOT_ID:
        print("No existing IDs found. Creating new workspace and bot...")
        GLOBAL_WORKSPACE_ID = create_workspace()
        if GLOBAL_WORKSPACE_ID:
            GLOBAL_BOT_ID = create_bot(GLOBAL_WORKSPACE_ID)

        # If creation failed
        if not GLOBAL_WORKSPACE_ID or not GLOBAL_BOT_ID:
            return jsonify({"assistant_response": "I'm currently unavailable. Please try again later."}), 500

    # Call our function that interacts with Botpress API
    print(f"Sending chat request with existing bot_id={GLOBAL_BOT_ID}, workspace_id={GLOBAL_WORKSPACE_ID}")
    assistant_response, updated_bot_id, updated_workspace_id = chat_with_assistant(
        user_input,
        chat_history,
        GLOBAL_BOT_ID,
        GLOBAL_WORKSPACE_ID
    )

    # Update global IDs if they changed
    if updated_bot_id != GLOBAL_BOT_ID or updated_workspace_id != GLOBAL_WORKSPACE_ID:
        print(f"Updating global IDs: bot_id={updated_bot_id}, workspace_id={updated_workspace_id}")
        GLOBAL_BOT_ID = updated_bot_id
        GLOBAL_WORKSPACE_ID = updated_workspace_id

    return jsonify({"assistant_response": assistant_response})


@app.route("/transcribe", methods=["POST"])
def transcribe_endpoint():
    """
    Expects JSON with:
    {
      "file_url": "string",
      "language": "string" (optional),
      "prompt": "string" (optional),
      "temperature": float (optional),
      "include_full_response": boolean (optional)
    }
    Returns JSON with:
    {
      "transcription": "string",
      "full_response": {} (optional)
    }
    """
    global GLOBAL_WORKSPACE_ID, GLOBAL_BOT_ID

    # Parse JSON from request
    data = request.get_json(force=True)
    file_url = data.get("file_url", "")
    language = data.get("language", "")
    prompt = data.get("prompt", "get all text from this Audio")
    temperature = data.get("temperature", 0)
    include_full_response = data.get("include_full_response", False)

    # Validate input
    if not file_url:
        return jsonify({"error": "Missing file_url parameter"}), 400

    # If we don't yet have a workspace or bot, create them
    if not GLOBAL_WORKSPACE_ID or not GLOBAL_BOT_ID:
        print("No existing IDs found for transcription. Creating new workspace and bot...")
        GLOBAL_WORKSPACE_ID = create_workspace()
        if GLOBAL_WORKSPACE_ID:
            GLOBAL_BOT_ID = create_bot(GLOBAL_WORKSPACE_ID)

        # If creation failed
        if not GLOBAL_WORKSPACE_ID or not GLOBAL_BOT_ID:
            return jsonify({"transcription": "Transcription service is currently unavailable. Please try again later."}), 500

    # Call our function that interacts with Botpress API for transcription
    print(f"Sending transcription request with existing bot_id={GLOBAL_BOT_ID}, workspace_id={GLOBAL_WORKSPACE_ID}")
    transcription, full_data, updated_bot_id, updated_workspace_id = transcribe_audio(
        file_url,
        language,
        prompt,
        temperature,
        GLOBAL_BOT_ID,
        GLOBAL_WORKSPACE_ID
    )

    # Update global IDs if they changed
    if updated_bot_id != GLOBAL_BOT_ID or updated_workspace_id != GLOBAL_WORKSPACE_ID:
        print(f"Updating global IDs after transcription: bot_id={updated_bot_id}, workspace_id={updated_workspace_id}")
        GLOBAL_BOT_ID = updated_bot_id
        GLOBAL_WORKSPACE_ID = updated_workspace_id

    # Prepare the response
    response = {"transcription": transcription}

    # Include full response data if requested
    if include_full_response and full_data:
        response["full_response"] = full_data

    return jsonify(response)


# -------------------------------------------------------------------
# Run the Flask app
# -------------------------------------------------------------------

if __name__ == "__main__":
    app.run(host="0.0.0.0", port=7860, debug=True)