dev-isure/new-clasification-manish

pip install transformers torch

from transformers import pipeline

classifier = pipeline(
    "text-classification",
    model="dev-isure/new-clasification-manish"
)

# English news
result = classifier("Virat Kohli scores century in IPL match")
print(result)
# [{'label': 'sports', 'score': 0.95}]

# Hindi news
result = classifier("सेंसेक्स 500 अंक गिरा, बाजार में भारी बिकवाली")
print(result)
# [{'label': 'business', 'score': 0.91}]

news = [
    "PM Modi inaugurates new expressway in UP",
    "India beats Australia in T20 series",
    "RBI keeps repo rate unchanged at 6.5%",
    "Apple launches new iPhone 17 Pro",
    "Shah Rukh Khan's new film breaks box office records",
    "Russia Ukraine war ceasefire talks begin"
]

results = classifier(news)
for text, res in zip(news, results):
    print(f"{res['label']:<15} ({res['score']:.2f})  {text[:50]}")