Elasticsearch integration

[2026-03-14 23:22] traves_theberge: <@329116693186215938> [2026-03-14 23:22] traves_theberge: <@806444151422976035> [2026-03-14 23:23] traves_theberge: https://tenor.com/view/bernie-sanders-we-must-come-together-gif-25307967 [2026-03-14 23:…

} } } es.indices.create(index='my_index', body=index_settings) # Index document document = { "text": "This is a sample document." } es.index(index='my_index', body=document) # Search documents query = { "size": 10, …

- Use Kibana for monitoring and visualizing cluster health, node stats, and index performance. - Example Kibana setup: ```sh docker run -p 5601:5601 -e "ELASTICSEARCH_HOSTS=http://elasticsearch:9200" kibana:8.9.0 ``` 2…

2. **Efficient Data Structures**: Use a more efficient data structure like a `defaultdict` to handle multiple synonyms. 3. **Integration with Elasticsearch**: Ensure that the rewritten queries are indexed correctly. ### Updated Code Here'…

'term': 'hi' } } }) print(response['hits']['total']['value']) # Output: 1 ``` ### Explanation 1. **Thread Safety**: - Use a `threading.Lock` to ensure thread safety when adding and retrieving synonyms. 2. **E…

# Rewrite the query using the first synonym query['term'] = synonyms[0] return query # Example usage: query = {'term': 'hello'} rewritten_query = rewrite_query(query) print(rewritten_query) # Output: {'term': 'hi'} # …

- The `add_synonym` method adds a synonym to the dictionary, associating it with a specific term and context. 3. **Retrieving Synonyms**: - The `get_synonyms` method retrieves the synonyms for a given term and context. 4. **Rewritin…

rewritten_query = rewrite_query(query, context) print(rewritten_query) # Output: {'term': 'hi'} ``` ### Conclusion By using `defaultdict` to handle multiple synonyms, ensuring thread safety with a lock, and leveraging efficient dictionar…

("Book a flight to New York", "Reserve a ticket to New York City"), ("How do I get to the airport?", "Provide directions to the airport") ] for original_query, reformulated_query in test_queries: index_reformulated_query(origin…