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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()
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