Created
September 5, 2024 22:10
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Hybrid search with real time translation. Combining pgvector, postgis, azure_local_ai, azure_ai, Azure Language Services
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-- Hybrid search with real time translation. Combining pgvector, postgis, azure_local_ai, azure_ai, Azure Language Services | |
WITH listings_cte AS ( | |
SELECT l.listing_id, name, listing_location, summary FROM listings l | |
INNER JOIN calendar c ON l.listing_id = c.listing_id | |
WHERE ST_DWithin( | |
listing_location::geography, | |
ST_GeographyFromText('POINT(-122.349358 47.620422)') | |
,3218 ) | |
AND c.date = '2016-01-13' | |
AND c.available = 't' | |
AND c.price <= 75.00 | |
AND l.listing_id IN (SELECT listing_id FROM listings) | |
ORDER BY local_description_vector <=> azure_local_ai.create_embeddings('multilingual-e5-small:v1', | |
'properties in Seattle near the Space Needle with 3 bedrooms, and allow pets')::vector | |
LIMIT 5 | |
) | |
SELECT | |
l.listing_id, | |
name, | |
listing_location, | |
l.summary, | |
azure_cognitive.translate(summary, 'es') AS translated_summary | |
FROM listings_cte l; |
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