Snabbstart: Vektorsökning med REST

I den här snabbstarten använder du REST API:er för Azure AI Search för att skapa, läsa in och fråga vektorer.

I Azure AI Search har ett vektorlager ett indexschema som definierar vektor- och icke-vektorfält, en vektorsökningskonfiguration för algoritmer som skapar inbäddningsutrymmet och inställningar för vektorfältdefinitioner som utvärderas vid frågetillfället. REST-API:et Skapa index skapar vektorarkivet.

Kommentar

Den här snabbstarten utelämnar vektoriseringssteget och tillhandahåller infogade inbäddningar. Om du vill lägga till inbyggd datasegmentering och vektorisering över ditt eget innehåll kan du prova guiden Importera och vektorisera data för en genomgång från slutpunkt till slutpunkt.

Förutsättningar

• Ett Azure-konto med en aktiv prenumeration. Skapa ett konto kostnadsfritt.

• En Azure AI-tjänsten Search. Skapa en tjänst eller hitta en befintlig tjänst i din aktuella prenumeration.

  • Du kan använda en kostnadsfri söktjänst för det mesta av den här snabbstarten, men vi rekommenderar Basic-nivån eller högre för större datafiler.
  • Om du vill köra frågeexemplet som anropar semantisk omrankning måste söktjänsten vara på basic-nivån eller högre med semantisk rankning aktiverat.

• Visual Studio Code med en REST-klient.

Hämta resursinformation

Begäranden till sökslutpunkten måste autentiseras och auktoriseras. Du kan använda API-nycklar eller roller för den här uppgiften. Vi rekommenderar att du använder en nyckellös anslutning via Microsoft Entra-ID.

Välj den flik som motsvarar den autentiseringsmetod du föredrar. Använd samma metod för alla begäranden i den här snabbstarten.

Microsoft Entra-ID

1. Logga in på Azure Portal och hitta söktjänsten.

2. På startsidan Översikt hittar du URL:en. Här följer ett exempel på hur en slutpunkt kan se ut: https://mydemo.search.windows.net.

   

3. Följ stegen i den nyckellösa snabbstarten för att hämta din Microsoft Entra-token.

   Du får token när du kör az account get-access-token kommandot i steg 3 i föregående snabbstart.

   az account get-access-token --scope https://search.azure.com/.default --query accessToken --output tsv
   

API-nyckel

1. Logga in på Azure Portal och hitta söktjänsten.

2. På startsidan Översikt hittar du URL:en. Här följer ett exempel på hur en slutpunkt kan se ut: https://mydemo.search.windows.net.

   

3. Välj Inställningar>Nycklar. ANTINGEN API-nycklar eller Båda måste vara aktiverade. Administratörs-API-nycklar används för att lägga till, ändra och ta bort objekt. Det finns två utbytbara administratörsnycklar. Kopiera någon av dem.

   

Skapa eller ladda ned kodfilen

Du använder en fil eller .rest en .http fil för att köra alla begäranden i den här snabbstarten. Du kan ladda ned REST-filen som innehåller koden för den här snabbstarten, eller så kan du skapa en ny fil i Visual Studio Code och kopiera koden till den.

1. I Visual Studio Code skapar du en ny fil med filnamnstillägget .rest eller .http filnamnstillägget. Exempel: az-search-vector-quickstart.rest Kopiera och klistra in råinnehållet i filen Azure-Samples/azure-search-rest-samples/blob/main/Quickstart-vectors/az-search-vector-quickstart.rest i den här nya filen.

2. Överst i filen ersätter du platshållarvärdet för @baseUrl med söktjänstens URL. Se avsnittet Hämta resursinformation för anvisningar om hur du hittar söktjänstens URL.

   @baseUrl = PUT-YOUR-SEARCH-SERVICE-URL-HERE
   

3. Överst i filen ersätter du platshållarvärdet för autentisering. Se avsnittet Hämta resursinformation för anvisningar om hur du hämtar din Microsoft Entra-token eller API-nyckel.

   För den rekommenderade nyckellösa autentiseringen via Microsoft Entra-ID måste du ersätta @apiKey med variabeln @token .

   @token = PUT-YOUR-MICROSOFT-ENTRA-TOKEN-HERE
   

   Om du föredrar att använda en API-nyckel ersätter @apiKey du med nyckeln som du kopierade från Azure Portal.

   @apiKey = PUT-YOUR-ADMIN-KEY-HERE
   

4. För den rekommenderade nyckellösa autentiseringen via Microsoft Entra-ID måste du ersätta api-key: {{apiKey}} med Authorization: Bearer {{token}} i begärandehuvudena. Ersätt alla instanser av api-key: {{apiKey}} som du hittar i filen.

Skapa ett vektorindex

Du använder REST-API:et Skapa index för att skapa ett vektorindex och konfigurera de fysiska datastrukturerna i söktjänsten.

Indexschemat i det här exemplet är organiserat kring hotellinnehåll. Exempeldata består av vektor- och icke-bevektornamn och beskrivningar av fiktiva hotell. Det här schemat innehåller konfigurationer för vektorindexering och frågor samt för semantisk rangordning.

1. Öppna filen az-search-vector-quickstart.rest som du skapade tidigare i Visual Studio Code.

2. Leta upp kodblocket ### Create a new index i filen. Det här blocket innehåller begäran om att skapa indexet för hotels-vector-quickstart söktjänsten.

   ### Create a new index
   POST  {{baseUrl}}/indexes?api-version=2023-11-01  HTTP/1.1
   Content-Type: application/json
   Authorization: Bearer {{token}}
   
   {
       "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": "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": "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": "hnsw-vector-config",
                   "kind": "hnsw",
                   "hnswParameters": 
                   {
                       "m": 4,
                       "efConstruction": 400,
                       "efSearch": 500,
                       "metric": "cosine"
                   }
               },
               {
                   "name": "eknn-vector-config",
                   "kind": "exhaustiveKnn",
                   "exhaustiveKnnParameters": 
                   {
                       "metric": "cosine"
                   }
               }
           ],
           "profiles": [      
               {
                   "name": "my-vector-profile",
                   "algorithm": "hnsw-vector-config"
               }
         ]
       },
       "semantic": {
           "configurations": [
               {
                   "name": "semantic-config",
                   "prioritizedFields": {
                       "titleField": {
                           "fieldName": "HotelName"
                       },
                       "prioritizedContentFields": [
                           { "fieldName": "Description" }
                       ],
                       "prioritizedKeywordsFields": [
                           { "fieldName": "Category" }
                       ]
                   }
               }
           ]
       }
   }
   

3. Välj Skicka begäran. Du bör ha ett HTTP/1.1 201 Created svar.

   Svarstexten bör innehålla JSON-representationen av indexschemat.

   {
       "@odata.context": "https://my-demo-search.search.windows.net/$metadata#indexes/$entity",
       "@odata.etag": "\"0x8DD2E70E6C36D8E\"",
       "name": "hotels-vector-quickstart",
       "defaultScoringProfile": null,
       "fields": [
       {
           "name": "HotelId",
           "type": "Edm.String",
           "searchable": false,
           "filterable": true,
           "retrievable": true,
           "sortable": false,
           "facetable": false,
           "key": true,
           "indexAnalyzer": null,
           "searchAnalyzer": null,
           "analyzer": null,
           "dimensions": null,
           "vectorSearchProfile": null,
           "synonymMaps": []
       },
       [MORE FIELD DEFINITIONS OMITTED FOR BREVITY]
       ],
       "scoringProfiles": [],
       "corsOptions": null,
       "suggesters": [],
       "analyzers": [],
       "tokenizers": [],
       "tokenFilters": [],
       "charFilters": [],
       "encryptionKey": null,
       "similarity": {
       "@odata.type": "#Microsoft.Azure.Search.BM25Similarity",
       "k1": null,
       "b": null
       },
       "vectorSearch": {
       "algorithms": [
           {
           "name": "hnsw-vector-config",
           "kind": "hnsw",
           "hnswParameters": {
               "metric": "cosine",
               "m": 4,
               "efConstruction": 400,
               "efSearch": 500
           },
           "exhaustiveKnnParameters": null
           },
           "exhaustiveKnnParameters": null
           },
           {
           "name": "eknn-vector-config",
           "kind": "exhaustiveKnn",
           "hnswParameters": null,
           "exhaustiveKnnParameters": {
               "metric": "cosine"
           }
           }
       ],
       "profiles": [
           {
           "name": "my-vector-profile",
           "algorithm": "hnsw-vector-config-1"
           }
       ]
       },
       "semantic": {
       "defaultConfiguration": null,
       "configurations": [
           {
           "name": "semantic-config",
           "prioritizedFields": {
               "titleField": {
               "fieldName": "HotelName"
               },
               "prioritizedContentFields": [
               {
                   "fieldName": "Description"
               }
               ],
               "prioritizedKeywordsFields": [
               {
                   "fieldName": "Category"
               }
               ]
           }
           }
       ]
       }
   }
   

Viktiga lärdomar om REST API för att skapa index :

• Samlingen fields innehåller ett obligatoriskt nyckelfält och text- och vektorfält (till exempel Description och DescriptionVector) för text- och vektorsökning. Genom att samlokalisera vektor- och icke-bevektorfält i samma index kan du använda hybridfrågor. Du kan till exempel kombinera filter, textsökning med semantisk rangordning och vektorer i en enda frågeåtgärd.

• Vektorfält måste vara type: Collection(Edm.Single) med dimensions och vectorSearchProfile egenskaper.

• Avsnittet vectorSearch är en matris med ungefärliga konfigurationer och profiler för närliggande algoritmer. Algoritmer som stöds är hierarkisk navigeringsbar liten värld och fullständig k-närmaste granne. Mer information finns i Relevansbedömning i vektorsökning.

• Konfigurationen (valfritt) semantic gör det möjligt att ändra rangordning av sökresultat. Du kan ändra rangordningen av resultat i frågor av typen semantic för strängfält som anges i konfigurationen. Mer information finns i Översikt över semantisk rangordning.

Ladda upp dokument

Att skapa och läsa in indexet är separata steg. Du skapade indexschemat i föregående steg. Nu måste du läsa in dokument i indexet.

I Azure AI Search innehåller indexet alla sökbara data och frågor som körs i söktjänsten. För REST-anrop tillhandahålls data som JSON-dokument. Använd Documents – Index REST API för den här uppgiften. URI:n utökas till att omfatta docs samlingen och åtgärden index .

1. Formulera en begäran om att ladda upp dokument för att ladda upp dokument till indexet hotels-vector-quickstart i söktjänsten.

   ### Upload documents
   POST {{baseUrl}}/indexes/hotels-quickstart-vectors/docs/index?api-version=2024-07-01  HTTP/1.1
   Content-Type: application/json
   Authorization: Bearer {{token}}
   
   {
       "value": [
           {
               "@search.action": "mergeOrUpload",
               "HotelId": "1",
               "HotelName": "Stay-Kay City Hotel",
               "Description": "This classic hotel is fully-refurbished and ideally located on the main commercial artery of the city in the heart of New York. A few minutes away is Times Square and the historic centre of the city, as well as other places of interest that make New York one of America's most attractive and cosmopolitan cities.",
               "DescriptionVector": 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               "Category": "Boutique",
               "Tags": [
                   "view",
                   "air conditioning",
                   "concierge"
               ],
               "ParkingIncluded": false,
               "LastRenovationDate": "2022-01-18T00:00:00Z",
               "Rating": 3.60,
               "Address": {
                   "StreetAddress": "677 5th Ave",
                   "City": "New York",
                   "StateProvince": "NY",
                   "PostalCode": "10022",
                   "Country": "USA"
               },
               "Location": {
                   "type": "Point",
                   "coordinates": [
                       -73.975403,
                       40.760586
                   ]
               }
           },
           {
               "@search.action": "mergeOrUpload",
               "HotelId": "2",
               "HotelName": "Old Century Hotel",
               "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. The hotel also regularly hosts events like wine tastings, beer dinners, and live music.",
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               "Category": "Boutique",
               "Tags": [
                   "pool",
                   "free wifi",
                   "air conditioning",
                   "concierge"
               ],
               "ParkingIncluded": false,
               "LastRenovationDate": "2019-02-18T00:00:00Z",
               "Rating": 3.60,
               "Address": {
                   "StreetAddress": "140 University Town Center Dr",
                   "City": "Sarasota",
                   "StateProvince": "FL",
                   "PostalCode": "34243",
                   "Country": "USA"
               },
               "Location": {
                   "type": "Point",
                   "coordinates": [
                       -82.452843,
                       27.384417
                   ]
               }
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           {
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               "HotelId": "3",
               "HotelName": "Gastronomic Landscape Hotel",
               "Description": "The Gastronomic Hotel stands out for its culinary excellence under the management of William Dough, who advises on and oversees all of the Hotel’s restaurant services.",
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               "Category": "Suite",
               "Tags": [
                   "restaurant",
                   "bar",
                   "continental breakfast"
               ],
               "ParkingIncluded": true,
               "LastRenovationDate": "2015-09-20T00:00:00Z",
               "Rating": 4.80,
               "Address": {
                   "StreetAddress": "3393 Peachtree Rd",
                   "City": "Atlanta",
                   "StateProvince": "GA",
                   "PostalCode": "30326",
                   "Country": "USA"
               },
               "Location": {
                   "type": "Point",
                   "coordinates": [
                       33.847848,
                       -84.363602
                   ]
               }
           },
           {
               "@search.action": "mergeOrUpload",
               "HotelId": "4",
               "HotelName": "Sublime Palace Hotel",
               "Description": "Sublime Palace 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 19th century resort, updated for every modern convenience.",
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               "Category": "Boutique",
               "Tags": [
                   "concierge",
                   "view",
                   "air conditioning"
               ],
               "ParkingIncluded": true,
               "LastRenovationDate": "2020-02-06T00:00:00Z",
               "Rating": 4.60,
               "Address": {
                   "StreetAddress": "7400 San Pedro Ave",
                   "City": "San Antonio",
                   "StateProvince": "TX",
                   "PostalCode": "78216",
                   "Country": "USA"
               },
               "Location": {
                   "type": "Point",
                   "coordinates": [
                       -98.498923,
                       29.518029
                   ]
               }
           },
           {
               "@search.action": "mergeOrUpload",
               "HotelId": "48",
               "HotelName": "Nordick's Valley Motel",
               "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.",
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               "Category": "Boutique",
               "Tags": [
                   "continental breakfast",
                   "air conditioning",
                   "free wifi"
               ],
               "ParkingIncluded": false,
               "LastRenovationDate": "2018-02-19T00:00:00Z",
               "Rating": 4.5,
               "Address": {
                   "StreetAddress": "1401 I St NW",
                   "City": "Washington D.C.",
                   "StateProvince": null,
                   "PostalCode": "20005",
                   "Country": "USA"
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                   "properties": {
                       "name": "EPSG:4326"
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               "HotelId": "49",
               "HotelName": "Swirling Currents Hotel",
               "Description": "Spacious rooms, glamorous suites and residences, rooftop pool, walking access to shopping, dining, entertainment and the city center. Each room comes equipped with a microwave, a coffee maker and a minifridge. In-room entertainment includes complimentary W-Fi and flat-screen TVs.",
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              "Category": "Suite",
               "Tags": [
                   "air conditioning",
                   "laundry service",
                   "24-hour front desk service"
               ],
               "ParkingIncluded": true,
               "LastRenovationDate": "2018-01-27T00:00:00Z",
               "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": "Luxury Lion Resort",
               "Description": "Unmatched Luxury. Visit our downtown hotel to indulge in luxury accommodations. Moments from the stadium and transportation hubs, we feature the best in convenience and comfort.",
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               "Category": "Luxury",
               "Tags": [
                   "bar",
                   "concierge",
                   "restaurant"
               ],
               "ParkingIncluded": false,
               "LastRenovationDate": "2020-03-18T00:00:00Z",
               "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"
                       }
                   }
               }
           }
       ]
   }
   

2. Välj Skicka begäran. Du bör ha ett HTTP/1.1 200 OK svar. Svarstexten bör innehålla JSON-representationen av sökdokumenten.

Viktiga lärdomar om begäran om Dokument – Index-REST API :

• Dokument i nyttolasten består av fält som definierats i indexschemat.

• Vektorfält innehåller flyttalsvärden. Dimensionsattributet har minst 2 och högst 3 072 flyttalsvärden vardera. Den här snabbstartsguiden anger dimensionsattributet till 1 536 eftersom det är storleken på embedningar som genereras av Azure, OpenAI-modellen text-embedding-3-small.

Köra frågor

Nu när dokument har lästs in kan du skicka vektorfrågor mot dem med hjälp av Dokument – Sök efter (REST).

I nästa avsnitt kör vi frågor mot indexet hotels-vector-quickstart . Frågorna omfattar:

• Enkel vektorsökning
• Enkel vektorsökning med filter
• Hybridsökning
• Semantisk hybridsökning

Exempelvektorfrågorna baseras på två strängar:

• Söksträng: historic hotel walk to restaurants and shopping
• Vektorfrågesträng (vektoriserad i en matematisk representation): quintessential lodging near running trails, eateries, retail

Vektorfrågesträngen liknar söksträngen semantiskt, men den innehåller termer som inte finns i sökindexet. Om du gör en nyckelordssökning för quintessential lodging near running trails, eateries, retailär resultatet noll i en ren nyckelordssökning utan semantisk rangordning. Vi använder det här exemplet för att visa hur du kan få relevanta resultat med hjälp av vektorer, även om det inte finns några matchande termer.

Enkel vektorsökning

1. Formulera begäran. Förfrågan är en 1536 float-representation av typiska logi nära löparleder, matställen, butiker. Frågan söker efter DescriptionVector och returnerar k-5-resultat.

   ### Run a single vector query
   POST {{baseUrl}}/indexes/hotels-vector-quickstart/docs/search?api-version=2024-07-01  HTTP/1.1
       Content-Type: application/json
       Authorization: Bearer {{token}}
   
       {
           "count": true,
           "select": "HotelId, HotelName, Description, Category, Tags",
           "vectorQueries": [
               {
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                   "k": 5,
                   "fields": "DescriptionVector",
                   "kind": "vector",
                   "exhaustive": true
               }
           ]
       }
   

   Innehåller vectorQueries.vector den vektoriserade texten i frågeindata, fields avgör vilka vektorfält som söks och k anger antalet närmaste grannar som ska returneras.

   Frågan är en vektorrepresentation av typisk logi nära löpspår, restauranger, butiker, som är vektoriserad i 1 536 inbäddningar för denna fråga.

2. Välj Skicka begäran. Du bör ha ett HTTP/1.1 200 OK svar. Svarstexten bör innehålla JSON-representationen av sökresultaten.

   Svaret för vektorekvivalenten av quintessential lodging near running trails, eateries, retail inkluderar k-5 resultat, trots att sökmotorn hittade 7 matchningar. De främsta resultaten anses vara de mest semantiskt lika frågan. Varje resultat ger en sökpoäng och fälten som anges i select. I en likhetssökning innehåller k svaret alltid resultat ordnade efter värdets likhetspoäng.

   {
     "@odata.context": "https://my-demo-search.search.windows.net/indexes('hotels-vector-quickstart')/$metadata#docs(*)",
     "@odata.count": 7,
     "value": [
       {
         "@search.score": 0.6605852,
         "HotelId": "48",
         "HotelName": "Nordick's Valley Motel",
         "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.",
         "Category": "Boutique",
         "Tags": [
           "continental breakfast",
           "air conditioning",
           "free wifi"
         ]
       },
       {
         "@search.score": 0.6333684,
         "HotelId": "13",
         "HotelName": "Luxury Lion Resort",
         "Description": "Unmatched Luxury. Visit our downtown hotel to indulge in luxury accommodations. Moments from the stadium and transportation hubs, we feature the best in convenience and comfort.",
         "Category": "Luxury",
         "Tags": [
           "bar",
           "concierge",
           "restaurant"
         ]
       },
       {
         "@search.score": 0.605672,
         "HotelId": "4",
         "HotelName": "Sublime Palace Hotel",
         "Description": "Sublime Palace 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 19th century resort, updated for every modern convenience.",
         "Category": "Boutique",
         "Tags": [
           "concierge",
           "view",
           "air conditioning"
         ]
       },
       {
         "@search.score": 0.6026341,
         "HotelId": "49",
         "HotelName": "Swirling Currents Hotel",
         "Description": "Spacious rooms, glamorous suites and residences, rooftop pool, walking access to shopping, dining, entertainment and the city center. Each room comes equipped with a microwave, a coffee maker and a minifridge. In-room entertainment includes complimentary W-Fi and flat-screen TVs.",
         "Category": "Suite",
         "Tags": [
           "air conditioning",
           "laundry service",
           "24-hour front desk service"
         ]
       },
       {
         "@search.score": 0.57902366,
         "HotelId": "2",
         "HotelName": "Old Century Hotel",
         "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. The hotel also regularly hosts events like wine tastings, beer dinners, and live music.",
         "Category": "Boutique",
         "Tags": [
           "pool",
           "free wifi",
           "air conditioning",
           "concierge"
         ]
       }
     ]
   }
   

Enkel vektorsökning med filter

Du kan lägga till filter, men filtren tillämpas på icke-bevektorinnehållet i ditt index. I det här exemplet gäller filtret för fältet Tags för att filtrera bort alla hotell som inte tillhandahåller kostnadsfritt Wi-Fi.

1. Formulera begäran. Det här är samma begäran som föregående, med en extra filter- och filterlägesparameter.

   ### Run a vector query with a filter
   POST {{baseUrl}}/indexes/hotels-vector-quickstart/docs/search?api-version=2024-07-01  HTTP/1.1
       Content-Type: application/json
       Authorization: Bearer {{token}}
   
       {
           "count": true,
           "select": "HotelId, HotelName, Category, Tags, Description",
           "filter": "Tags/any(tag: tag eq 'free wifi')",
           "vectorFilterMode": "postFilter",
           "vectorQueries": [
           {
               "vector": 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               "k": 5,
               "fields": "DescriptionVector",
               "kind": "vector",
               "exhaustive": true
           },
       ]
   }
   

2. Välj Skicka begäran. Du bör ha ett HTTP/1.1 200 OK svar. Svarstexten bör innehålla JSON-representationen av sökresultaten.

   Frågan var densamma som i föregående exempel på enkel vektorsökning, men den innehåller ett exkluderingsfilter efter bearbetning och returnerar endast de två hotell som har kostnadsfritt Wi-Fi.

   {
     "@odata.context": "https://my-demo-search.search.windows.net/indexes('hotels-vector-quickstart')/$metadata#docs(*)",
     "@odata.count": 2,
     "value": [
       {
         "@search.score": 0.6605852,
         "HotelId": "48",
         "HotelName": "Nordick's Valley Motel",
         "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.",
         "Category": "Boutique",
         "Tags": [
           "continental breakfast",
           "air conditioning",
           "free wifi"
         ]
       },
       {
         "@search.score": 0.57902366,
         "HotelId": "2",
         "HotelName": "Old Century Hotel",
         "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. The hotel also regularly hosts events like wine tastings, beer dinners, and live music.",
         "Category": "Boutique",
         "Tags": [
           "pool",
           "free wifi",
           "air conditioning",
           "concierge"
         ]
       }
     ]
   }
   

3. Här är en annan fråga som använder ett geo-filter som begränsar resultaten till hotell inom 500 kilometer runt Washington D.C.

   ### Run a vector query with a geo filter
   POST {{baseUrl}}/indexes/hotels-vector-quickstart/docs/search?api-version=2024-07-01  HTTP/1.1
       Content-Type: application/json
       Authorization: Bearer {{token}}
   
       {
           "count": true,
           "select": "HotelId, HotelName, Category, Description,Address/City, Address/StateProvince"",
           "top": 5,
           "facets": [ "Address/StateProvince"],
           "filter": "geo.distance(Location, geography'POINT(-77.03241 38.90166)') le 300",
           "vectorFilterMode": "postFilter",
           "vectorQueries": [
           {
               "vector": 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   }
   

4. Läs svaret. Det är begränsat till två hotell nära Washington D.C, med en fasetteringsstruktur som tillhandahåller aggregeringen.

     "@odata.count": 2,
     "@search.facets": {
       "Address/StateProvince": [
         {
           "value": "VA",
           "count": 1
         }
       ]
     },
     "value": [
       {
         "@search.score": 0.6605852246284485,
         "HotelId": "48",
         "HotelName": "Nordick's Valley Motel",
         "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.",
         "Category": "Boutique",
         "Tags": [
           "continental breakfast",
           "air conditioning",
           "free wifi"
         ]
       },
       {
         "@search.score": 0.602634072303772,
         "HotelId": "49",
         "HotelName": "Swirling Currents Hotel",
         "Description": "Spacious rooms, glamorous suites and residences, rooftop pool, walking access to shopping, dining, entertainment and the city center. Each room comes equipped with a microwave, a coffee maker and a minifridge. In-room entertainment includes complimentary W-Fi and flat-screen TVs.",
         "Category": "Suite",
         "Tags": [
           "air conditioning",
           "laundry service",
           "24-hour front desk service"
         ]
       }
     ]
   

Hybridsökning

Hybridsökning består av nyckelordsfrågor och vektorfrågor i en enda sökbegäran. I det här exemplet körs vektorfrågan och fulltextsökning samtidigt:

• Söksträng: historic hotel walk to restaurants and shopping
• Vektorfrågesträng (vektoriserad i en matematisk representation): quintessential lodging near running trails, eateries, retail

1. Formulera hybridfrågan.

   ### Run a hybrid query
   POST {{baseUrl}}/indexes/hotels-vector-quickstart/docs/search?api-version=2024-07-01  HTTP/1.1
       Content-Type: application/json
       Authorization: Bearer {{token}}
   
   {
       "count": true,
       "search": "historic hotel walk to restaurants and shopping",
       "select": "HotelName, Description",
       "top": 7,
       "vectorQueries": [
           {
               "vector": 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               "k": 5,
               "fields": "DescriptionVector",
               "kind": "vector",
               "exhaustive": true
           }
       ]
   }
   

2. Välj Skicka begäran. Du bör ha ett HTTP/1.1 200 OK svar. Svarstexten bör innehålla JSON-representationen av sökresultaten.

Eftersom det här är en hybridfråga rangordnas resultaten efter Reciprocal Rank Fusion (RRF). RRF utvärderar sökpoäng för flera sökresultat, tar inversen och sammanfogar och sorterar sedan de kombinerade resultaten. Antalet top resultat returneras.

Granska svaret:

{
  "@odata.count": 7,
  "value": [
    {
      "@search.score": 0.03279569745063782,
      "HotelId": "4",
      "HotelName": "Sublime Palace Hotel",
      "Description": "Sublime Palace 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 19th century resort, updated for every modern convenience.",
      "Category": "Boutique",
      "Tags": [
        "concierge",
        "view",
        "air conditioning"
      ]
    },
    {
      "@search.score": 0.032522473484277725,
      "HotelId": "13",
      "HotelName": "Luxury Lion Resort",
      "Description": "Unmatched Luxury. Visit our downtown hotel to indulge in luxury accommodations. Moments from the stadium and transportation hubs, we feature the best in convenience and comfort.",
      "Category": "Luxury",
      "Tags": [
        "bar",
        "concierge",
        "restaurant"
      ]
    },
    {
      "@search.score": 0.03205128386616707,
      "HotelId": "48",
      "HotelName": "Nordick's Valley Motel",
      "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.",
      "Category": "Boutique",
      "Tags": [
        "continental breakfast",
        "air conditioning",
        "free wifi"
      ]
    },
    {
      "@search.score": 0.0317460335791111,
      "HotelId": "49",
      "HotelName": "Swirling Currents Hotel",
      "Description": "Spacious rooms, glamorous suites and residences, rooftop pool, walking access to shopping, dining, entertainment and the city center. Each room comes equipped with a microwave, a coffee maker and a minifridge. In-room entertainment includes complimentary W-Fi and flat-screen TVs.",
      "Category": "Suite",
      "Tags": [
        "air conditioning",
        "laundry service",
        "24-hour front desk service"
      ]
    },
    {
      "@search.score": 0.03125,
      "HotelId": "2",
      "HotelName": "Old Century Hotel",
      "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. The hotel also regularly hosts events like wine tastings, beer dinners, and live music.",
      "Category": "Boutique",
      "Tags": [
        "pool",
        "free wifi",
        "air conditioning",
        "concierge"
      ]
    }
  ]
}

Eftersom RRF sammanfogar resultat hjälper det att granska indata. Följande resultat är endast från fulltextfrågan promenad till historiska hotell, restauranger och shopping. De två främsta resultaten är Sublime Palace Hotel och Stay-Kay City Hotel. Sublime Palace Hotel har en starkare BM25 relevanspoäng.

    {
      "@search.score": 1.4868739,
      "HotelId": "4",
      "HotelName": "Sublime Palace Hotel",
      "Description": "Sublime Palace 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 19th century resort, updated for every modern convenience.",
      "Category": "Boutique",
      "Tags": [
        "concierge",
        "view",
        "air conditioning"
      ]
    },
    {
      "@search.score": 1.2699215,
      "HotelId": "1",
      "HotelName": "Stay-Kay City Hotel",
      "Description": "This classic hotel is fully-refurbished and ideally located on the main commercial artery of the city in the heart of New York. A few minutes away is Times Square and the historic centre of the city, as well as other places of interest that make New York one of America's most attractive and cosmopolitan cities.",
      "Category": "Boutique",
      "Tags": [
        "view",
        "air conditioning",
        "concierge"
      ]
    },

I frågan med endast vektor, som använder HNSW för att hitta matchningar, sjunker Sublime Palace Hotel till tredje plats. Stay-Kay City Hotel, som var tvåa i fulltextsökningen och tredje i vektorsökningen, upplever inte samma intervall av fluktuationer, så det visas som en toppmatchning i en homogen resultatuppsättning.

  "value": [
    {
      "@search.score": 0.6605852,
      "HotelId": "48",
      "HotelName": "Nordick's Valley Motel",
      "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.",
      "Category": "Boutique",
      "Tags": [
        "continental breakfast",
        "air conditioning",
        "free wifi"
      ]
    },
    {
      "@search.score": 0.6333684,
      "HotelId": "13",
      "HotelName": "Luxury Lion Resort",
      "Description": "Unmatched Luxury. Visit our downtown hotel to indulge in luxury accommodations. Moments from the stadium and transportation hubs, we feature the best in convenience and comfort.",
      "Category": "Luxury",
      "Tags": [
        "bar",
        "concierge",
        "restaurant"
      ]
    },
    {
      "@search.score": 0.605672,
      "HotelId": "4",
      "HotelName": "Sublime Palace Hotel",
      "Description": "Sublime Palace 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 19th century resort, updated for every modern convenience.",
      "Category": "Boutique",
      "Tags": [
        "concierge",
        "view",
        "air conditioning"
      ]
    },
    {
      "@search.score": 0.6026341,
      "HotelId": "49",
      "HotelName": "Swirling Currents Hotel",
      "Description": "Spacious rooms, glamorous suites and residences, rooftop pool, walking access to shopping, dining, entertainment and the city center. Each room comes equipped with a microwave, a coffee maker and a minifridge. In-room entertainment includes complimentary W-Fi and flat-screen TVs.",
      "Category": "Suite",
      "Tags": [
        "air conditioning",
        "laundry service",
        "24-hour front desk service"
      ]
    },
    {
      "@search.score": 0.57902366,
      "HotelId": "2",
      "HotelName": "Old Century Hotel",
      "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. The hotel also regularly hosts events like wine tastings, beer dinners, and live music.",
      "Category": "Boutique",
      "Tags": [
        "pool",
        "free wifi",
        "air conditioning",
        "concierge"
      ]
    }
  ]

Semantisk hybridsökning

Här är den sista frågan i samlingen. Den här hybridfrågan använder L2-semantisk rangordning som tillämpar maskinläsningsförståelse på L1-rankade resultat, vilket främjar mer relevanta matchningar högst upp.

1. Formulera begäran.

   ### Run a hybrid query with semantic reranking
   POST {{baseUrl}}/indexes/hotels-vector-quickstart/docs/search?api-version=2024-07-01  HTTP/1.1
       Content-Type: application/json
       Authorization: Bearer {{token}}
   
   {
       "count": true,
       "search": "historic hotel walk to restaurants and shopping",
       "select": "HotelName, Description",
       "queryType": "semantic",
       "semanticConfiguration": "semantic-config",
       "top": 7,
       "vectorQueries": [
           {
               "vector": 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2. Välj Skicka begäran. Du bör ha ett HTTP/1.1 200 OK svar. Svarstexten bör innehålla JSON-representationen av sökresultaten.

Granska svaret och rangordna om semantiskt för att höja upp resultat som är närmast söksträngsfrågan (historic hotel walk to restaurants and shopping).

The Swirling Currents Hotel går nu in på topplaceringen. Utan semantisk reranking, Sublime Palace, med dess referens till gångavstånd till platserna och landmärken i staden och är omgiven av den extraordinära skönheten i kyrkor, byggnader, butiker och monument är nummer ett. Med semantisk ranking främjar maskinförståelsemodellen gångåtkomst till shopping och mat som en närmare match för att gå till restauranger och shopping.

  "@odata.count": 7,
  "@search.answers": [],
  "value": [
    {
      "@search.score": 0.03253968432545662,
      "@search.rerankerScore": 2.6550590991973877,
      "HotelId": "49",
      "HotelName": "Swirling Currents Hotel",
      "Description": "Spacious rooms, glamorous suites and residences, rooftop pool, walking access to shopping, dining, entertainment and the city center. Each room comes equipped with a microwave, a coffee maker and a minifridge. In-room entertainment includes complimentary W-Fi and flat-screen TVs.",
      "Category": "Suite"
    },
    {
      "@search.score": 0.03229166567325592,
      "@search.rerankerScore": 2.599761724472046,
      "HotelId": "4",
      "HotelName": "Sublime Palace Hotel",
      "Description": "Sublime Palace 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 19th century resort, updated for every modern convenience.",
      "Category": "Boutique"
    },
    {
      "@search.score": 0.0314980149269104,
      "@search.rerankerScore": 2.3480887413024902,
      "HotelId": "2",
      "HotelName": "Old Century Hotel",
      "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. The hotel also regularly hosts events like wine tastings, beer dinners, and live music.",
      "Category": "Boutique"
    },
    {
      "@search.score": 0.032522473484277725,
      "@search.rerankerScore": 2.2718777656555176,
      "HotelId": "1",
      "HotelName": "Stay-Kay City Hotel",
      "Description": "This classic hotel is fully-refurbished and ideally located on the main commercial artery of the city in the heart of New York. A few minutes away is Times Square and the historic centre of the city, as well as other places of interest that make New York one of America's most attractive and cosmopolitan cities.",
      "Category": "Boutique"
    },
    {
      "@search.score": 0.03154495730996132,
      "@search.rerankerScore": 2.0582215785980225,
      "HotelId": "3",
      "HotelName": "Gastronomic Landscape Hotel",
      "Description": "The Gastronomic Hotel stands out for its culinary excellence under the management of William Dough, who advises on and oversees all of the Hotel\u2019s restaurant services.",
      "Category": "Suite"
    },
    {
      "@search.score": 0.03053613007068634,
      "@search.rerankerScore": 1.9285744428634644,
      "HotelId": "48",
      "HotelName": "Nordick's Valley Motel",
      "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.",
      "Category": "Boutique"
    },
    {
      "@search.score": 0.03151364624500275,
      "@search.rerankerScore": 1.7348570823669434,
      "HotelId": "13",
      "HotelName": "Luxury Lion Resort",
      "Description": "Unmatched Luxury. Visit our downtown hotel to indulge in luxury accommodations. Moments from the stadium and transportation hubs, we feature the best in convenience and comfort.",
      "Category": "Luxury"
    }
  ]

Viktiga lärdomar om dokument – Sök efter REST API:

• Vektorsökning anges via egenskapen vectors.value . Nyckelordssökning anges via egenskapen search .

• I en hybridsökning kan du integrera vektorsökning med fulltextsökning över nyckelord. Filter, stavningskontroll och semantisk rangordning gäller endast för textinnehåll och inte vektorer. I den här sista frågan finns det ingen semantisk answer eftersom systemet inte har skapat en som var tillräckligt stark.

• Faktiska resultat innehåller mer information, inklusive semantiska bildtexter och markeringar. Resultaten ändrades för läsbarhet. Kör begäran i REST-klienten för att få hela strukturen för svaret.

Rensa

När du arbetar i din egen prenumeration kan det dock vara klokt att i slutet av ett projekt kontrollera om du fortfarande behöver de resurser som du skapade. Resurser som fortsätter att köras kostar pengar. Du kan ta bort enstaka resurser eller hela resursgruppen om du vill ta bort alla resurser.

Du kan hitta och hantera resurser i Azure Portal med hjälp av länken Alla resurser eller Resursgrupper i den vänstra rutan.

Om du vill behålla söktjänsten, men ta bort indexet och dokumenten, kan du använda DELETE kommandot i REST-klienten. Det här kommandot (i slutet av az-search-vector-quickstart.rest filen) tar bort indexet hotels-vector-quickstart :

### Delete an index
DELETE  {{baseUrl}}/indexes/hotels-vector-quickstart?api-version=2024-07-01 HTTP/1.1
    Content-Type: application/json
    Authorization: Bearer {{token}}

Nästa steg

Som nästa steg rekommenderar vi att du lär dig hur du anropar REST API-anrop utan API-nycklar.

Du kanske också vill granska demokoden för Python, C#eller JavaScript.