!pip install transformers -q from transformers import pipeline classifier = pipeline("sentiment-analysis") text = "I really like this school. It is very good!" result = classifier(text) print(result) texts = [ "I love this movie!", "This game is amazing!", "I don't like this product.", "The service was terrible." ] results = classifier(texts) for text, result in zip(texts, results): print("Мәтін:", text) print("Нәтиже:", result["label"]) print("Сенімділік:", round(result["score"] * 100, 2), "%") print() from transformers import pipeline classifier = pipeline( "sentiment-analysis", model="lxyuan/distilbert-base-multilingual-cased-sentiments-student" ) texts = [ "Бұл фильм маған өте ұнады!", "Бұл өнім өте нашар екен.", "Бүгінгі сабақ өте қызықты болды." ] results = classifier(texts) for text, result in zip(texts, results): print(text) print(result) print()