from transformers import AutoTokenizer, AutoModelForSequenceClassification from news_scraper.nlp_models.basemodel import BaseModel class FinBertSentimentAnalyzer_Tone(BaseModel): """ A class for performing sentiment analysis using the FinBERT model. https://huggingface.co/yiyanghkust/finbert-tone """ # Configure logging def __init__(self): super().__init__("finbert-tone") """Initialize the FinBERT sentiment analyzer.""" self.tokenizer = AutoTokenizer.from_pretrained("ProsusAI/finbert") self.model = AutoModelForSequenceClassification.from_pretrained("ProsusAI/finbert") self.model.to(self.device) self.model.eval()