test calls to finbert working - need to chunk at 512
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@ -4,8 +4,8 @@ from sqlalchemy import create_engine, Column, String, Float, MetaData, Table
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from sqlalchemy.ext.declarative import declarative_base
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from sqlalchemy.orm import sessionmaker
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from article_analyzer import ArticleAnalyzer
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sys.path.append(os.path.join(os.path.dirname(__file__), 'finBERT', 'finbert'))
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import nltk
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import logging
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Base = declarative_base()
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@ -28,6 +28,11 @@ def read_html_files(folder_path):
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if __name__ == "__main__":
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# nltk.set_proxy('http://127.0.0.1:7890')
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# nltk.download('punkt_tab')
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logging.basicConfig(level=logging.CRITICAL)
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analyzer = ArticleAnalyzer()
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engine = create_engine('sqlite:///article_analysis.db')
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@ -39,29 +44,33 @@ if __name__ == "__main__":
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Base.metadata.create_all(engine)
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for file, content in html_files.items():
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result = analyzer.classify_article_finbert(content)
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result = analyzer.classify_article_finbert("Strong earning growth and expending market shares have positionned the company for long term success.")
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print(f'result {result}')
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filename = os.path.basename(file)
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# for file, content in html_files.items():
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# result = analyzer.classify_article_finbert(content)
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# filename = os.path.basename(file)
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# print(f'result {result}')
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# label = result[0]['label']
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# score = result[0]['score']
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# analysis = ArticleAnalysis(filename=filename, label=label, score=score)
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label = result[0]['label']
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score = result[0]['score']
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# try:
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# session.add(analysis)
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# session.commit()
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# except:
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# session.rollback()
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analysis = ArticleAnalysis(filename=filename, label=label, score=score)
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try:
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session.add(analysis)
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session.commit()
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except:
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session.rollback()
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# existing = session.query(ArticleAnalysis).filter_by(filename=filename).first()
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# if existing:
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# existing.label = label
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# existing.score = score
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# session.commit()
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# finally:
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# session.close()
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existing = session.query(ArticleAnalysis).filter_by(filename=filename).first()
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if existing:
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existing.label = label
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existing.score = score
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session.commit()
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finally:
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session.close()
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print(f"article [{file}] - analyzed as [{result}]\n")
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# print(f"article [{file}] - analyzed as [{result}]\n")
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