sentiment / app.py
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import gradio as gr
import torch
from transformers import AutoTokenizer, AutoModelForSequenceClassification
MODEL_ID = "dataguychill/sentiment_reddit"
tokenizer = AutoTokenizer.from_pretrained(MODEL_ID)
model = AutoModelForSequenceClassification.from_pretrained(MODEL_ID)
model.eval()
id2label = model.config.id2label
def predict(text):
inputs = tokenizer(text, return_tensors="pt", truncation=True, padding=True, max_length=128)
with torch.no_grad():
outputs = model(**inputs)
pred = torch.argmax(outputs.logits, dim=-1).item()
return id2label[pred]
demo = gr.Interface(fn=predict, inputs="text", outputs="text")
demo.launch()