backps
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@@ -47,9 +47,8 @@ conn = psycopg.connect(
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row_factory=dict_row,
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)
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BACKOFF = False
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## init
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# events table is created by minio up creation of event destination
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def create_tables():
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commands = (
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"CREATE EXTENSION IF NOT EXISTS vector",
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@@ -73,10 +72,11 @@ def split_pdfs():
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for row in rows:
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with conn.cursor() as cur:
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for record in row['event_data']['Records']:
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for record in row['value']['Records']:
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bucket = record['s3']['bucket']['name']
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key = record['s3']['object']['key']
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key = unquote(key)
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key = key.replace('+',' ')
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logger.info(f'SPLITTING bucket: {bucket}, key: {key}')
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@@ -100,10 +100,10 @@ def split_pdfs():
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with io.BytesIO() as bs:
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writer.write(bs)
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bs.seek(0)
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s3.put_object('cavepedia-v2-pages', f'{key}/page-{i}.pdf', bs, len(bs.getvalue()))
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cur.execute('INSERT INTO embeddings (bucket, key) VALUES (%s, %s);', (f'{bucket}-pages', f'{key}/page-{i}.pdf'))
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s3.put_object(f'{bucket}-pages', f'{key}/page-{i + 1}.pdf', bs, len(bs.getvalue()))
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cur.execute('INSERT INTO embeddings (bucket, key) VALUES (%s, %s);', (f'{bucket}-pages', f'{key}/page-{i + 1}.pdf'))
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cur.execute('DELETE FROM events WHERE event_time = %s', (row['event_time'],))
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cur.execute('DELETE FROM events WHERE key = %s', (row['key'],))
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conn.commit()
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## processing
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@@ -137,42 +137,31 @@ def ocr(bucket, key):
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return message
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def process_events():
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rows = conn.execute('SELECT * FROM embeddings WHERE embedding IS NULL')
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rows = conn.execute("SELECT COUNT(*) FROM embeddings WHERE embedding IS NULL")
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row = rows.fetchone()
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logger.info(f'Found {row["count"]} ready to be processed')
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rows = conn.execute("SELECT * FROM embeddings WHERE embedding IS NULL")
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for row in rows:
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bucket = row['bucket']
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key = row['key']
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logger.info(f'PROCESSING bucket: {bucket}, key: {key}')
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# tier 1 limit: 4k tokens/min
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# single pdf = 2-3k tokens
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max_retries = 5
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retry_delay = 30
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for attempt in range(max_retries):
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try:
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ai_ocr = ocr(bucket, key)
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text = ai_ocr.content[0].text
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text = text.replace('\n',' ')
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## claude 4 sonnet ##
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# tier 1 limit: 8k tokens/min
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# tier 2: enough
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# single pdf page: up to 2k tokens
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try:
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ai_ocr = ocr(bucket, key)
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text = ai_ocr.content[0].text
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embedding=embed(text, 'search_document')
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conn.execute('UPDATE embeddings SET content = %s, embedding = %s::vector WHERE bucket = %s AND key = %s;', (text, embedding, bucket, key))
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conn.commit()
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break
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except anthropic.APIStatusError as e:
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if e.type == 'overloaded_error':
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if attempt < max_retries - 1:
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sleep_time = retry_delay * (2 ** attempt)
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logger.info(f"Overload error. Retrying in {sleep_time:.2f} seconds...")
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time.sleep(sleep_time)
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else:
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logger.info('Max retries reached.')
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raise
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else:
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raise
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except Exception as e:
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logger.error(f"An unexpected error occurred: {e}")
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BACKOFF = True
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break
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embedding=embed(text, 'search_document')
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conn.execute('UPDATE embeddings SET content = %s, embedding = %s::vector WHERE bucket = %s AND key = %s;', (text, embedding, bucket, key))
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conn.commit()
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except Exception as e:
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logger.error(f"An unexpected error occurred: {e}")
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return True
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### embeddings
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def embed(text, input_type):
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@@ -198,9 +187,10 @@ if __name__ == '__main__':
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BACKOFF = False
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split_pdfs()
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process_events()
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BACKOFF = process_events()
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if BACKOFF:
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logger.info('BACKOFF')
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time.sleep(10 * 60)
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logger.info('backoff detected, sleeping an extra 5 minutes')
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time.sleep(5 * 60)
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logger.info('sleeping 5 minutes')
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time.sleep(5 * 60)
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