Update app.py

app.py

@@ -2,8 +2,9 @@ import os
 import random
 import logging
 from twitchio.ext import commands
-from transformers import AutoTokenizer, AutoModelForCausalLM
+from transformers import AutoTokenizer, AutoConfig, AutoModelForCausalLM, PreTrainedModel, PretrainedConfig
 import torch
+import torch.nn as nn
 
 # Set up logging
 logging.basicConfig(level=logging.INFO)
@@ -29,201 +30,17 @@ missing_vars = [var for var in required_vars if not globals().get(var)]
 if missing_vars:
     raise ValueError(f"Missing environment variables: {', '.join(missing_vars)}")
 
-model_name = "jacksonstrut/tinyllama-1.1B-chat"
+# Initialize the Hugging Face tokenizer and model
+model_name = "your-username/your-model-name"  # Replace with your actual model name
 
-tokenizer = AutoTokenizer.from_pretrained(model_name, use_auth_token=HUGGINGFACE_API_TOKEN)
-model = AutoModelForCausalLM.from_pretrained(model_name, use_auth_token=HUGGINGFACE_API_TOKEN)
-model.to('cpu')
-
-# Initialize the Hugging Face tokenizer and model for DialoGPT
-model_name = "microsoft/DialoGPT-small"
+# Replace use_auth_token with token
 tokenizer = AutoTokenizer.from_pretrained(model_name, token=HUGGINGFACE_API_TOKEN)
-model = AutoModelForCausalLM.from_pretrained(model_name, token=HUGGINGFACE_API_TOKEN)
+config = AutoConfig.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(model_name, config=config, token=HUGGINGFACE_API_TOKEN)
 model.to('cpu')
 
-# List of house music hooks to drop randomly
-HOUSE_MUSIC_HOOKS = [
-    "Feeling the vibe, let's get hyped!",
-    "Rave or die!",
-    "Rave to the g,rave!",
-    "He just strutts!",
-    "Dancing is what to do!",
-    "Let's get riggity riggity wrecked!",
-    "Sleep is for the week, not the weekend!",
-    "It's hard out here for a pimp!",
-    "Something for your mind!",
-    "Something for your body!",
-    "Something for your soul!",
-    "Not everyone understands this thing they call house music!",
-    "It's a spiritual thing!",
-    "Talkin' about that thing they call house music!",
-    "Don't mean a thing if it ain't got that swing!",
-    "Can't stop. Won't stop!",
-    "Shots! Shots! Shots!",
-    "Jack to the sound of the underground!",
-    "Jack your body!",
-    "Asking ya..to BELIEVE..in the MIX!",
-    "BeaverBankHouseMafia in the house baby!",
-    "Dancing all night long, can't stop the beat!",
-    "Got my hands up high, feeling alive!",
-    "The music's got me moving, can't resist the groove!",
-    "Let's ride this wave, we're on top of the world!",
-    "Feeling the energy, let it consume us all!",
-    "We're in the zone, lost in the music!",
-    "This beat is fire, can't stop dancing!",
-    "The rhythm is pumping, let's keep it real!",
-    "Get ready to party, we're on a roll!",
-    "Let's make some noise, and show them how it's done!",
-    "We're living for the moment, feeling alive tonight!",
-    "The music's got us hyped, let's keep it real!",
-    "We're in the house, and we're here to stay!",
-    "Let's rock this place, and make it feel like home!",
-    "Got my hands up high, feeling alive tonight!",
-    "The beat is strong, and so are we!",
-    "We're on the dance floor, living our best lives!",
-    "Let's keep the energy high, and the vibes bright!",
-    "Feeling the music deep inside my soul!",
-    "We're on a roll, can't stop feeling alive!",
-    "The music's got us moving, let's keep on dancing!",
-    "Feeling the magic, in every single note!",
-    "We're lost in the rhythm, and we can't be stopped!",
-    "The music's got us swaying, back and forth!",
-    "Let's keep dancing all night long!",
-    "Feeling the heat, let it consume me whole!",
-    "We're in the zone, can't stop grooving!",
-    "The music's got us high, and we won't come down!",
-    "Let's keep on moving, until the morning light!",
-    "We're in this together, let's make it feel right!",
-    "The rhythm is strong, and we can't be stopped!",
-    "Feeling the beat, deep inside my soul!",
-    "Got my heart racing, and my feet are on fire!",
-    "The music's got us moving, let's keep it real!",
-    "Feeling the energy, and we won't stop until the break of dawn!",
-    "Got my hands up high, feeling alive tonight!",
-    "The beat is strong, and so are we!",
-    "Got my feet tapping, and my heart is pounding!",
-    "Feeling the magic, in every single note!",
-    "Let's keep on dancing all night long, feeling alive tonight!",
-    "We're lost in the rhythm, and can't be stopped!",
-    "Feeling the energy, let it consume me whole!",
-    "Got my heart racing, and my feet are on fire!",
-    "The music's got us moving, can't stop dancing!",
-    "Feeling the beat, deep inside my soul!",
-    "Let's keep on dancing, until we reach our goal!",
-    "We're on a roll, can't stop living our best lives!",
-    "The music's got us moving, can't stop swaying!",
-    "Feeling the energy, let it consume me whole!",
-    "We're in this together, let's make it feel right!",
-    "Got my heart racing, and my feet are on fire!",
-    "Feeling the magic, in every single note!",
-    "We're lost in the rhythm, and can't be stopped!",
-    "The music's got us swaying, back and forth!",
-    "Feeling the heat, let it consume me whole!",
-    "The beat is strong, and so are we!",
-    "Got my feet tapping, and my heart is pounding!",
-    "Let's keep dancing all night long, feeling alive tonight!",
-    "Feeling the energy, let it take control!",
-    "We're lost in the music, can't be found!",
-    "Got my hands up high, feeling alive tonight!",
-    "Feeling the vibe, let's keep it real!",
-    "We're on a roll, can't stop living our best lives!",
-    "Got my heart racing, and my feet are on fire!",
-    "The music's got us moving, can't stop grooving!",
-    "Feeling the magic, in every single note!",
-    "We're lost in the rhythm, and can't be stopped!",
-    "Got my feet tapping, and my heart is pounding!",
-    "Feeling the energy, let it take control!",
-    "We're on a roll, can't stop living our best lives!",
-    "The beat is strong, and so are we!",
-    "Feeling the energy, let it consume me whole!",
-    "Got my feet tapping, and my heart is pounding!",
-    "Feeling the beat, deep inside my soul!",
-    "Got my heart racing, and my feet are on fire!",
-    "The music's got us moving, can't stop dancing!",
-]
-
-# Initialize chat history for users
-chat_histories = {}
-
-async def generate_response(user_id, user_message):
-    """Generates a response using the DialoGPT model."""
-    try:
-        # Retrieve or initialize the chat history for the user
-        if user_id in chat_histories:
-            chat_history_ids = chat_histories[user_id]
-        else:
-            chat_history_ids = None
-
-        # Encode the user message and append the EOS token
-        new_user_input_ids = tokenizer.encode(user_message + tokenizer.eos_token, return_tensors='pt').to('cpu')
-
-        # Concatenate new user input with chat history (if it exists)
-        if chat_history_ids is not None:
-            bot_input_ids = torch.cat([chat_history_ids, new_user_input_ids], dim=-1)
-        else:
-            bot_input_ids = new_user_input_ids
-
-        # Generate a response
-        output_ids = model.generate(
-            bot_input_ids,
-            max_length=bot_input_ids.shape[-1] + MAX_TOKENS,
-            temperature=TEMPERATURE,
-            do_sample=True,
-            top_p=0.95,
-            top_k=50,
-            pad_token_id=tokenizer.eos_token_id,
-            no_repeat_ngram_size=3,
-        )
-
-        # Extract the new response
-        response_ids = output_ids[:, bot_input_ids.shape[-1]:]
-        response_text = tokenizer.decode(response_ids[0], skip_special_tokens=True)
-
-        # Update the chat history
-        chat_histories[user_id] = output_ids[:, -1000:]  # Keep last 1000 tokens to limit history size
-
-        # Randomly include a house music hook (30% chance)
-        if random.random() < 0.3:
-            response_text = f"{random.choice(HOUSE_MUSIC_HOOKS)} {response_text}"
-
-        logger.info(f"Generated response: {response_text}")
-        return response_text
-
-    except Exception as e:
-        logger.error(f"Error generating response: {e}")
-        return "Sorry, I'm too hyped to respond right now!"
-
-# Create a Twitch chatbot using TwitchIO
-class TwitchChatBot(commands.Bot):
-
-    def __init__(self):
-        super().__init__(
-            token=TWITCH_OAUTH_TOKEN,
-            nick=TWITCH_BOT_USERNAME,
-            prefix='!',
-            initial_channels=[TWITCH_CHANNEL_NAME]
-        )
-
-    async def event_ready(self):
-        """Event handler when the bot is connected and ready."""
-        logger.info(f"Logged in as | {self.nick}")
-        logger.info(f"Connected to channel | {TWITCH_CHANNEL_NAME}")
-
-    async def event_message(self, message):
-        """Event handler when a message is received in chat."""
-        # Ignore messages sent by the bot itself
-        if message.echo:
-            return
-
-        logger.info(f"Message received from {message.author.name}: {message.content}")
-
-        # Generate a response
-        response = await generate_response(message.author.id, message.content)
-
-        # Send the response back to the Twitch chat
-        await message.channel.send(f"@{message.author.name} {response}")
+# Ensure pad_token is set
+if tokenizer.pad_token is None:
+    tokenizer.pad_token = tokenizer.eos_token
 
-# Initialize and run the bot
-if __name__ == "__main__":
-    bot = TwitchChatBot()
-    bot.run()
+# ... rest of your script ...