adding summarization and restructure project
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51
python/ai_api/main.py
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51
python/ai_api/main.py
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from transformers import pipeline
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import psycopg2
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# Connect to the School database
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def summarize_articles(summfunc):
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""" Connect to the PostgreSQL database server """
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conn = psycopg2.connect(
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dbname="crowsnest",
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user="crow",
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password="4LlKpnQ2RZPzL13BSpkW4k",
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host="192.168.0.2"
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)
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try:
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# create a cursor
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cur = conn.cursor()
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for i in range(20):
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print(i)
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# execute a statement
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cur.execute("""
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SELECT id, content
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FROM articles
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WHERE aisummary = ''
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ORDER BY publishDate DESC
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LIMIT 20
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""")
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# display the PostgreSQL database server version
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keys, contents = list(zip(*cur.fetchall()))
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for key, summary in zip(keys, summfunc(list(contents))):
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cur.execute("UPDATE articles SET aisummary = %s WHERE id = %s", (summary, key))
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conn.commit()
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# close the communication with the PostgreSQL
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cur.close()
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except (Exception, psycopg2.DatabaseError) as error:
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raise error
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finally:
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if conn is not None:
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conn.close()
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print('Database connection closed.')
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if __name__ == '__main__':
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pipe = pipeline("summarization", model="Shahm/bart-german")
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summarize_articles(lambda x: [str(e["summary_text"]) for e in pipe(x)])
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