@baseUrl = PUT-YOUR-SEARCH-SERVICE-URL-HERE @apiKey = PUT-YOUR-SEARCH-SERVICE-ADMIN-API-KEY-HERE ### List existing indexes by name GET {{baseUrl}}/indexes?api-version=2023-11-01&$select=name HTTP/1.1 Content-Type: application/json api-key: {{apiKey}} ### Create a new index POST {{baseUrl}}/indexes?api-version=2023-11-01 HTTP/1.1 Content-Type: application/json api-key: {{apiKey}} { "name": "hotels-vector-quickstart", "fields": [ { "name": "HotelId", "type": "Edm.String", "searchable": false, "filterable": true, "retrievable": true, "sortable": false, "facetable": false, "key": true }, { "name": "HotelName", "type": "Edm.String", "searchable": true, "filterable": false, "retrievable": true, "sortable": true, "facetable": false }, { "name": "HotelNameVector", "type": "Collection(Edm.Single)", "searchable": true, "retrievable": true, "dimensions": 1536, "vectorSearchProfile": "my-vector-profile" }, { "name": "Description", "type": "Edm.String", "searchable": true, "filterable": false, "retrievable": true, "sortable": false, "facetable": false }, { "name": "DescriptionVector", "type": "Collection(Edm.Single)", "searchable": true, "retrievable": true, "dimensions": 1536, "vectorSearchProfile": "my-vector-profile" }, { "name": "Description_fr", "type": "Edm.String", "searchable": true, "filterable": false, "retrievable": true, "sortable": false, "facetable": false, "analyzer": "en.microsoft" }, { "name": "Description_frvector", "type": "Collection(Edm.Single)", "searchable": true, "retrievable": true, "dimensions": 1536, "vectorSearchProfile": "my-vector-profile" }, { "name": "Category", "type": "Edm.String", "searchable": true, "filterable": true, "retrievable": true, "sortable": true, "facetable": true }, { "name": "Tags", "type": "Collection(Edm.String)", "searchable": true, "filterable": true, "retrievable": true, "sortable": false, "facetable": true }, { "name": "ParkingIncluded", "type": "Edm.Boolean", "searchable": false, "filterable": true, "retrievable": true, "sortable": true, "facetable": true }, { "name": "LastRenovationDate", "type": "Edm.DateTimeOffset", "searchable": false, "filterable": true, "retrievable": true, "sortable": true, "facetable": true }, { "name": "Rating", "type": "Edm.Double", "searchable": false, "filterable": true, "retrievable": true, "sortable": true, "facetable": true }, { "name": "Address", "type": "Edm.ComplexType", "fields": [ { "name": "StreetAddress", "type": "Edm.String", "searchable": true, "filterable": false, "retrievable": true, "sortable": false, "facetable": false }, { "name": "City", "type": "Edm.String", "searchable": true, "filterable": true, "retrievable": true, "sortable": true, "facetable": true }, { "name": "StateProvince", "type": "Edm.String", "searchable": true, "filterable": true, "retrievable": true, "sortable": true, "facetable": true }, { "name": "PostalCode", "type": "Edm.String", "searchable": true, "filterable": true, "retrievable": true, "sortable": true, "facetable": true }, { "name": "Country", "type": "Edm.String", "searchable": true, "filterable": true, "retrievable": true, "sortable": true, "facetable": true } ] }, { "name": "Location", "type": "Edm.GeographyPoint", "searchable": false, "filterable": true, "retrievable": true, "sortable": true, "facetable": false } ], "vectorSearch": { "algorithms": [ { "name": "my-hnsw-vector-config-1", "kind": "hnsw", "hnswParameters": { "m": 4, "efConstruction": 400, "efSearch": 500, "metric": "cosine" } }, { "name": "my-hnsw-vector-config-2", "kind": "hnsw", "hnswParameters": { "m": 4, "metric": "euclidean" } }, { "name": "my-eknn-vector-config", "kind": "exhaustiveKnn", "exhaustiveKnnParameters": { "metric": "cosine" } } ], "profiles": [ { "name": "my-vector-profile", "algorithm": "my-hnsw-vector-config-1" } ] }, "semantic": { "configurations": [ { "name": "my-semantic-config", "prioritizedFields": { "titleField": { "fieldName": "HotelName" }, "prioritizedContentFields": [ { "fieldName": "Description" } ], "prioritizedKeywordsFields": [ { "fieldName": "Category" } ] } } ] } } ### OPTIONAL: Generate embeddings using Azure OpenAI @openai-endpoint = PUT-YOUR-AZURE-OPENAI-ENDPOINT-HERE @openai-deployment-name = text-embedding-ada-002 @openai-api-version = 2024-02-01 @OpenAiKey =PUT-YOUR-AZURE-OPENAI-KEY-HERE POST {{openai-endpoint}}/openai/deployments/{{openai-deployment-name}}/embeddings?api-version={{openai-api-version}} HTTP/1.1 Content-Type: application/json api-key: {{OpenAiKey}} { "input": "classic lodging near running trails, eateries, retail" } ### Upload documents POST {{baseUrl}}/indexes/hotels-vector-quickstart/docs/index?api-version=2023-11-01 HTTP/1.1 Content-Type: application/json api-key: {{apiKey}} { "value": [ { "@search.action": "mergeOrUpload", "HotelId": "1", "HotelName": "Secret Point Hotel", "HotelNameVector": 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"Description": "The hotel is ideally located on the main commercial artery of the city in the heart of New York.", "DescriptionVector": 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"Description": "The hotel is situated in a nineteenth century plaza, which has been expanded and renovated to the highest architectural standards to create a modern, functional and first-class hotel in which art and unique historical elements coexist with the most modern comforts.", "DescriptionVector": 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"Description_fr": "L'hôtel est situé dans une place du XIXe siècle, qui a été agrandie et rénovée aux plus hautes normes architecturales pour créer un hôtel moderne, fonctionnel et de première classe dans lequel l'art et les éléments historiques uniques coexistent avec le confort le plus moderne.", "Description_frVector": 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"Description": "The Hotel stands out for its gastronomic excellence under the management of William Dough, who advises on and oversees all of the Hotel’s restaurant services.", "DescriptionVector": 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"Description_fr": "L’hôtel se distingue par son excellence gastronomique sous la direction de William Dough, qui conseille et supervise tous les services de restauration de l’hôtel.", "Description_frVector": 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"Description": "Sublime Cliff Hotel is located in the heart of the historic center of Sublime in an extremely vibrant and lively area within short walking distance to the sites and landmarks of the city and is surrounded by the extraordinary beauty of churches, buildings, shops and monuments. Sublime Cliff is part of a lovingly restored 1800 palace.", "DescriptionVector": 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"Description_fr": "Le sublime Cliff Hotel est situé au coeur du centre historique de sublime dans un quartier extrêmement animé et vivant, à courte distance de marche des sites et monuments de la ville et est entouré par l'extraordinaire beauté des églises, des bâtiments, des commerces et Monuments. Sublime Cliff fait partie d'un Palace 1800 restauré avec amour.", "Description_frVector": 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"Description": "Only 90 miles (about 2 hours) from the nation's capital and nearby most everything the historic valley has to offer. Hiking? Wine Tasting? Exploring the caverns? It's all nearby and we have specially priced packages to help make our B&B your home base for fun while visiting the valley.", "DescriptionVector": 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"Description_fr": "Seulement 90 milles (environ 2 heures) de la capitale de la nation et à proximité la plupart tout que la vallée historique a à offrir. Randonnée? Dégustation? Vous explorez les cavernes? C'est tout près et nous avons des forfaits à prix spécial pour aider à rendre notre B&B votre base pour le plaisir en visitant la vallée.", "Description_frVector": 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"Description": "Spacious rooms, glamorous suites and residences, rooftop pool, walking access to shopping, dining, entertainment and the city center.", "DescriptionVector": 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"Category": "Luxury", "Tags": [ "air conditioning", "laundry service", "24-hour front desk service" ], "ParkingIncluded": true, "LastRenovationDate": "1996-01-27T00:00:00Z", "Rating": 2.7, "Address": { "StreetAddress": "1100 S Hayes St", "City": "Arlington", "StateProvince": "VA", "PostalCode": "22202", "Country": "USA" }, "Location": { "type": "Point", "coordinates": [ -77.060066, 38.863659 ], "crs": { "type": "name", "properties": { "name": "EPSG:4326" } } } }, { "@search.action": "mergeOrUpload", "HotelId": "13", "HotelName": "Historic Lion Resort", "HotelNameVector": 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"Description": "Unmatched Luxury. Visit our downtown hotel to indulge in luxury accommodations. Moments from the stadium, we feature the best in comfort", "DescriptionVector": 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"Description_fr": "Un luxe inégalé. Visitez notre hôtel du centre-ville pour vous adonner à des hébergements luxueux. Moments du stade, nous vous présentons le meilleur dans le confort", "Description_frVector": 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"Category": "Resort and Spa", "Tags": [ "view", "free wifi", "pool" ], "ParkingIncluded": false, "LastRenovationDate": "1954-03-18T00:00:00Z", "Rating": 4.1, "Address": { "StreetAddress": "3 Cityplace Dr", "City": "St. Louis", "StateProvince": "MO", "PostalCode": "63141", "Country": "USA" }, "Location": { "type": "Point", "coordinates": [ -90.44081, 38.67219 ], "crs": { "type": "name", "properties": { "name": "EPSG:4326" } } } } ] } ### Run a single vector query POST {{baseUrl}}/indexes/hotels-vector-quickstart/docs/search?api-version=2023-11-01 HTTP/1.1 Content-Type: application/json api-key: {{apiKey}} { "count": true, "select": "HotelId, HotelName, Description, Category", "vectorQueries": [ { "vector": [0.01944167, 0.0040178085, -0.007816401, 0.009330357, -0.014920352, 0.03203286, -0.0076999427, -0.01589312, 0.018523706, -0.016865889, -0.0010309977, 0.015276577, -0.010940221, -0.021250198, -0.0040897382, 0.013892779, 0.016660374, -0.027771858, 0.0046412023, -0.007919158, 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"exhaustive": true } ] } ### Run a hybrid query with semantic reranking (requires Basic tier or above) POST {{baseUrl}}/indexes/hotels-vector-quickstart/docs/search?api-version=2023-11-01 HTTP/1.1 Content-Type: application/json api-key: {{apiKey}} { "count": true, "search": "historic hotel walk to restaurants and shopping", "select": "HotelId, HotelName, Category, Description,Address/City, Address/StateProvince", "vectorFilterMode": null, "filter": "geo.distance(Location, geography'POINT(-77.03241 38.90166)') le 300", "facets": [ "Address/StateProvince"], "top": 7, "queryType": "semantic", "semanticConfiguration": "my-semantic-config", "vectorQueries": [ { "vector": [0.01944167, 0.0040178085, -0.007816401, 0.009330357, -0.014920352, 0.03203286, -0.0076999427, -0.01589312, 0.018523706, -0.016865889, -0.0010309977, 0.015276577, -0.010940221, -0.021250198, -0.0040897382, 0.013892779, 0.016660374, -0.027771858, 0.0046412023, -0.007919158, -0.006329846, 0.020962479, -0.0031820494, 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api-key: {{apiKey}}