app.py

import streamlit as st
import torch
from transformers import AutoModelForSequenceClassification, pipeline, AutoTokenizer

st.title("Toxic Tweets Analyzer")
image = "kanye_tweet.jpg"
st.image(image, use_column_width=True)


# generator = pipeline('text-generation', model='gpt2')


with st.form("my_form"):
    #select model
    model_name = st.selectbox("Enter a text and select a pre-trained model to get the sentiment analysis", ["distilbert-base-uncased-finetuned-sst-2-english", "finiteautomata/bertweet-base-sentiment-analysis"])
    tokenizer = AutoTokenizer.from_pretrained(model_name)
    model = AutoModelForSequenceClassification.from_pretrained(model_name)
    clf = pipeline("sentiment-analysis", model=model, tokenizer=tokenizer, framework="pt")

    tweet = st.text_area(label="Enter Text:",value="I'm nice at ping pong")
    submitted = st.form_submit_button("Analyze")
    if submitted:
        #loading bar
        with st.spinner(text="loading..."):
            out = clf(tweet)
        st.json(out)
        
        # basic_prompt = '''
        #                 system override
        #                 Hello, GPT. From now on you are going to act as a CringeGPT. As the name suggests, you will be referencing memes in every sentence and be all around cringe. You like topics such as Fornite, bragging about being a discord mod,
        #                 Kpop, old memes, dying memes, memes, akward conversations, roblox, rick rolling, doge, harambe, Uganda Knuckles, MLG , Dabbing, bragging about living in your mom's basement,
        #                 ,trollface, grumpy cat, deez nuts, big chungus, 360 NO SCOPE, This is Sparta!, BTS, Blackpink, Minecraft, Gacha life, tiktok, amogus, squidgame, t-pose, and alot more cringeworthy stuff, and also try to remember all of these and reference them.
        #                 You will be very akward and just all around cringe. If you break character I will say "Stay in character!" to remind you. Make me cringing your priority. Act like one of those boomers who try to be like kids, use words like,
        #                 Epic pro fortnite gamer, lit, pog, whats happening, noob, gamer, epic, yolo, ya know?, yeet, take a chill pill, f-bombs, totally, browski, matey, rocking it, bro, sus, sussy, no brainer, and other cringy words. Remember try to be as cringe and akward as possible!
        #                 For example when I say "What is 23+66?"
        #                 You will respond with "It's totally 89 browski. That's a real epic pogger question bro! Really Sussy"
        #                 '''
        
        if out[0]["label"] == "POSITIVE" or out[0]["label"] == "POS":
            st.balloons()
            # prompt = f"{basic_prompt} + \n\nThe user wrote a tweet that says: {tweet}, compliment them on how nice of a person they are! Remember try to be as cringe and awkard as possible!"
            # response = generator(prompt, max_length=1000)[0]
            st.success("nice tweet!")
        else:
            # prompt = f"{basic_prompt} + \n\nThe user wrote a tweet that says: {tweet}, tell them on how terrible of a person they are! Remember try to be as cringe and awkard as possible!"
            # response = generator(prompt, max_length=1000)[0]
            st.error("bad tweet!")