Atlas クラスターのデータに対してセマンティック検索を実行する方法

このチュートリアルでは、Atlas クラスターのsample_mflix.embedded_moviesコレクション内の plot_embedding_voyage_3_largeフィールド内のベクトルに対して ANN検索を実行する方法について説明します。これを示すには、次の手順に従います。

sample_mflix.embedded_moviesコレクション内のplot_embedding_voyage_3_largeという名前の数値フィールドに Atlas Vector Search インデックスを作成します。
sample_mflix.embedded_movies コレクションのplot_embedding_voyage_3_large フィールドに対して Atlas Vector Search クエリを実行します。

➤ [言語を選択] ドロップダウンメニューを使用して、Atlas Vector Search インデックスの作成とクエリの実行に使用するクライアントを選択します。

このチュートリアルの実行可能なバージョンを Python エディタとして操作します。

前提条件

始める前に、共通の前提条件を履行してください。このチュートリアルには、以下のクライアントの例が含まれています。

Atlas Vector Search インデックスの作成

このセクションでは、フィールドに対してベクトルクエリを実行するために、 sample_mflix.embedded_moviesコレクションのplot_embedding_voyage_3_largeフィールドに Atlas Vector Search インデックスを作成する方法を説明します。

必要なアクセス権

Atlas Vector Search インデックスを作成するには、プロジェクトに対するProject Data Access Admin以上のアクセス権が必要です。

手順

Atlas Atlasで、プロジェクトの {0 ページにGoします。GoClusters

警告: ナビゲーションの改善中 現在、新しく改良されたナビゲーションエクスペリエンスを導入中です。次の手順が Atlas UI の表示と一致しない場合は、プレビュードキュメントを参照してください。

まだ表示されていない場合は、希望するプロジェクトを含む組織を選択しますナビゲーションバーのOrganizationsメニュー
まだ表示されていない場合は、ナビゲーションバーのProjectsメニューから目的のプロジェクトを選択します。
まだ表示されていない場合は、サイドバーの [Clusters] をクリックします。
[ Clusters （クラスター） ] ページが表示されます。

GoAtlas Searchクラスターのページにします。

GoAtlas Searchページには、サイドバー、Data Explorer 、またはクラスターの詳細ページからできます。

サイドバーで、 Services見出しの下のAtlas Searchをクリックします。
クラスターがない場合は、Create clusterをクリックしてクラスターを作成してください。詳細については、「クラスターの作成」を参照してください。
プロジェクトに複数のクラスターがある場合は、Select cluster ドロップダウンから使用するクラスターを選択し、[Go to Atlas Search] をクリックします。
Atlas Searchページが表示されます。

クラスターの [Browse Collections] ボタンをクリックします。
データベースを展開し、コレクションを選択します。
コレクションのSearch Indexesタブをクリックします。
Atlas Searchページが表示されます。

クラスタの名前をクリックします。
[Atlas Search] タブをクリックします。
Atlas Searchページが表示されます。

[Create Search Index] をクリックします。

インデックスの設定を開始します。

ページで次の選択を行い、Next をクリックしてください。

Search Type	Vector Search のインデックスタイプを選択します。
Index Name and Data Source	以下の情報を指定してください。 Index Name: `vector_index` Database and Collection: `sample_mflix` database `embedded_movies` コレクション
Configuration Method	For a guided experience, select Visual Editor. To edit the raw index definition, select JSON Editor.

注意

Atlas Search インデックスのデフォルト名は「default」です。この名前を変更しない場合、Atlas Search クエリのデフォルトの検索インデックスが使用され、その演算子では別の index オプションは指定されません。複数のインデックスを作成する場合は、インデックス全体で一貫性があり、内容がわかる命名規則を維持することをお勧めします。

Atlas Vector Search インデックスを定義します。

このステップでは、次のフィールドに対して vectorSearch タイプのインデックスを定義します。

plot_embedding_voyage_3_large ベクトルタイプとしてのフィールド。plot_embedding_voyage_3_large フィールドには、Voyage AI の voyage-3-large 埋め込みモデルを使用して作成された埋め込みが含まれます。インデックス定義では、2048 ベクトル次元を指定し、dotProduct を使用して類似性を測定します。
genres フィールドの string 値でデータを事前にフィルタリングするフィルタータイプとして、フィールドを使用します。
year フィールドには、フィールド内の数値でデータを事前にフィルタリングするためのフィルタータイプが含まれています。

Atlas は、ベクトル埋め込みを含むフィールドとその対応する次元を自動的に検出します。sample_mflix.embedded_movies コレクションでは、plot_embedding フィールドと plot_embedding_voyage_3_large フィールドが表示されます。このチュートリアルでは、plot_embedding_voyage_3_large フィールドのみのインデックスを作成する必要があります。

インデックスを設定するには、次の操作を行う必要があります。

Similarity MethodドロップダウンからDot Productを選択します。
[Advanced] をクリックして、ドロップダウンメニューから Scalar 量子化を選択します。
Filter Field セクションで、genres フィールドと year フィールドを指定してデータをフィルタリングします。

デフォルトの定義を、以下のインデックス定義で置き換えます。

1 {
2   "fields": [
3     {
4       "type": "vector",
5       "path": "plot_embedding_voyage_3_large",
6       "numDimensions": 2048,
7       "similarity": "dotProduct",
8       "quantization": "scalar"
9     },
10     {
11       "type": "filter",
12       "path": "genres"
13     },
14     {
15       "type": "filter",
16       "path": "year"
17     }
18   ]
19 }

インデックスを確認するには、[Next] をクリックします。

[Create Vector Search Index] をクリックします。

Atlas は、インデックスが作成中であることを知らせるモーダルウィンドウを表示します。

[You're All Set!] ボタンをクリックして [Close] モーダルウィンドウを閉じます。

ステータスを確認します。

新しく作成したインデックスは Atlas Search タブに表示されます。インデックスを作成する間、Status フィールドには Build in Progress と表示されます。インデックスの作成が完了すると、Status フィールドの表示は Active になります。

注意

コレクションが大きいほど、インデックスの作成に時間がかかります。インデックスの作成が完了すると、メール通知が届きます。

`mongosh` 内のクラスターに接続します。

ターミナルウィンドウでmongoshを開き、クラスターに接続します。接続の詳細な手順については、「 mongosh 経由での接続」を参照してください。

インデックスを作成するデータベースに切り替えます。

例

use sample_mflix

switched to db sample_mflix

`db.collection.createSearchIndex()` メソッドを実行します。

次のインデックス定義は、Atlas ベクトル検索インデックスで、plot_embedding フィールドを vector 型として、genres フィールドと year フィールドを filter 型としてインデックスします。plot_embedding フィールドには、OpenAI の text-embedding-ada-002 埋め込みモデルを使用して作成された埋め込みが含まれます。インデックス定義は 1536 ベクトル次元を指定し、dotProduct 関数を使用して類似度を測定します。

1 db.embedded_movies.createSearchIndex(
2   "vector_index", 
3   "vectorSearch", 
4   {
5     "fields": [
6       {
7         "type": "vector",
8         "path": "plot_embedding_voyage_3_large",
9         "numDimensions": 2048,
10         "similarity": "dotProduct"
11       },
12       {
13         "type": "filter",
14         "path": "genres"
15       },
16       {
17         "type": "filter",
18         "path": "year"
19       }
20     ]
21   }
22 );

MongoDB C# ドライバーを .NET プロジェクトに追加します。

MongoDB C# ドライバーを依存関係としてプロジェクトに追加します。

dotnet add package MongoDB.Driver

インデックスを定義します。

IndexService.cs というファイルを作成します。次のコードをコピーしてファイルに貼り付け、<connection-string> プレースホルダー値を置き換えます。

IndexService.cs

1 namespace query_quick_start;
2 
3 using MongoDB.Bson;
4 using MongoDB.Driver;
5 using System;
6 using System.Threading;
7 
8 public class IndexService
9 {
10     // Replace the placeholder with your Atlas connection string
11     private const string MongoConnectionString = "<connection-string>";
12     public void CreateVectorIndex()
13     {
14         try
15         {
16             // Connect to your Atlas cluster
17             var client = new MongoClient(MongoConnectionString);
18             var database = client.GetDatabase("sample_mflix");
19             var collection = database.GetCollection<BsonDocument>("embedded_movies");
20 
21             var searchIndexView = collection.SearchIndexes;
22             var name = "vector_index";
23             var type = SearchIndexType.VectorSearch;
24 
25             var definition = new BsonDocument
26             {
27                 { "fields", new BsonArray
28                     {
29                         new BsonDocument
30                         {
31                             { "type", "vector" },
32                             { "path", "plot_embedding_voyage_3_large" },
33                             { "numDimensions", 2048 },
34                             { "similarity", "dotProduct" },
35                             { "quantization", "scalar"}
36                         },
37                         new BsonDocument
38                         {
39                             {"type", "filter"},
40                             {"path", "genres"}
41                         },
42                         new BsonDocument
43                         {
44                             {"type", "filter"},
45                             {"path", "year"}
46                         }
47                     }
48                 }
49             };
50 
51             var model = new CreateSearchIndexModel(name, type, definition);
52 
53             searchIndexView.CreateOne(model);
54             Console.WriteLine($"New search index named {name} is building.");
55 
56             // Polling for index status
57             Console.WriteLine("Polling to check if the index is ready. This may take up to a minute.");
58             bool queryable = false;
59             while (!queryable)
60             {
61                 var indexes = searchIndexView.List();
62                 foreach (var index in indexes.ToEnumerable())
63                 {
64                     if (index["name"] == name)
65                     {
66                         queryable = index["queryable"].AsBoolean;
67                     }
68                 }
69                 if (!queryable)
70                 {
71                     Thread.Sleep(5000);
72                 }
73             }
74             Console.WriteLine($"{name} is ready for querying.");
75         }
76         catch (Exception e)
77         {
78             Console.WriteLine($"Exception: {e.Message}");
79         }
80     }
81 }

このインデックス定義は、Atlas ベクトル検索インデックスで、plot_embedding_voyage_3_large フィールドを vector 型として、genres フィールドと year フィールドを filter 型としてインデックスします。plot_embedding_voyage_3_large フィールドには、Voyage AI の voyage-3-large 埋め込みモデルを使用して作成された埋め込みが含まれます。インデックス定義は 2048 ベクトル次元を指定し、dotProduct 関数を使用して類似度を測定します。

Update `Program.cs`.

Program.cs を更新して IndexService を初期化し、インデックスを作成するためのメソッドを呼び出します。

Program.cs

using query_quick_start;
var indexService = new IndexService();
indexService.CreateVectorIndex();

プロジェクトを保存して実行します。

ファイルを保存してからプロジェクトをコンパイルし、実行してインデックスを作成します。

dotnet run query_quick_start.csproj

New search index named vector_index is building.
Polling to check if the index is ready. This may take up to a minute.
vector_index is ready for querying.

Go ドライバーをプロジェクトに追加します。

Go ドライバーを依存関係としてプロジェクトに追加します。

go get go.mongodb.org/mongo-driver/v2/mongo

インデックスを定義します。

vector-index.go というファイルを作成します。次のコードをコピーしてファイルに貼り付け、<connectionString> プレースホルダー値を置き換えます。

vector-index.go

1 package main
2 
3 import (
4 	"context"
5 	"fmt"
6 	"log"
7 	"time"
8 
9 	"go.mongodb.org/mongo-driver/v2/bson"
10 	"go.mongodb.org/mongo-driver/v2/mongo"
11 	"go.mongodb.org/mongo-driver/v2/mongo/options"
12 )
13 
14 func main() {
15 	ctx := context.Background()
16 
17 	// Replace the placeholder with your Atlas connection string
18 	const uri = "<connectionString>"
19 
20 	// Connect to your Atlas cluster
21 	clientOptions := options.Client().ApplyURI(uri)
22 	client, err := mongo.Connect(clientOptions)
23 	if err != nil {
24 		log.Fatalf("failed to connect to the server: %v", err)
25 	}
26 	defer func() { _ = client.Disconnect(ctx) }()
27 
28 	// Set the namespace
29 	coll := client.Database("sample_mflix").Collection("embedded_movies")
30 	indexName := "vector_index"
31 	opts := options.SearchIndexes().SetName(indexName).SetType("vectorSearch")
32 
33 	type vectorDefinitionField struct {
34 		Type          string `bson:"type"`
35 		Path          string `bson:"path"`
36 		NumDimensions int    `bson:"numDimensions"`
37 		Similarity    string `bson:"similarity"`
38 		Quantization  string `bson:"quantization"`
39 	}
40 
41 	type filterField struct {
42 		Type string `bson:"type"`
43 		Path string `bson:"path"`
44 	}
45 
46 	type indexDefinition struct {
47 		Fields []vectorDefinitionField `bson:"fields"`
48 	}
49 
50 	vectorDefinition := vectorDefinitionField{
51 		Type:          "vector",
52 		Path:          "plot_embedding_voyage_3_large",
53 		NumDimensions: 2048,
54 		Similarity:    "dotProduct",
55 		Quantization:  "scalar"}
56 	genreFilterDefinition := filterField{"filter", "genres"}
57 	yearFilterDefinition := filterField{"filter", "year"}
58 
59 	indexModel := mongo.SearchIndexModel{
60 		Definition: bson.D{{Key: "fields", Value: [3]interface{}{
61 			vectorDefinition,
62 			genreFilterDefinition,
63 			yearFilterDefinition}}},
64 		Options: opts,
65 	}
66 
67 	// Create the index
68 	searchIndexName, err := coll.SearchIndexes().CreateOne(ctx, indexModel)
69 	if err != nil {
70 		log.Fatalf("failed to create the search index: %v", err)
71 	}
72 	log.Println("New search index named " + searchIndexName + " is building.")
73 
74 	// Await the creation of the index.
75 	log.Println("Polling to check if the index is ready. This may take up to a minute.")
76 	searchIndexes := coll.SearchIndexes()
77 	var doc bson.Raw
78 	for doc == nil {
79 		cursor, err := searchIndexes.List(ctx, options.SearchIndexes().SetName(searchIndexName))
80 		if err != nil {
81 			fmt.Errorf("failed to list search indexes: %w", err)
82 		}
83 
84 		if !cursor.Next(ctx) {
85 			break
86 		}
87 
88 		name := cursor.Current.Lookup("name").StringValue()
89 		queryable := cursor.Current.Lookup("queryable").Boolean()
90 		if name == searchIndexName && queryable {
91 			doc = cursor.Current
92 		} else {
93 			time.Sleep(5 * time.Second)
94 		}
95 	}
96 
97 	log.Println(searchIndexName + " is ready for querying.")
98 }

以下のコマンドを実行してインデックスを作成します。

go run vector-index.go

2024/10/17 09:38:21 Creating the index.
2024/10/17 09:38:22 Polling to confirm successful index creation.
2024/10/17 09:38:22 NOTE: This may take up to a minute.
2024/10/17 09:38:48 Name of Index Created: vector_index

MongoDB Java Sync Driver をプロジェクトに追加します。

Java ドライバーバージョン 5.2 以降をプロジェクトの依存関係として追加してください。パッケージマネージャーに応じて、次のいずれかのタブを選択してください。

Maven を使用している場合は、プロジェクトの pom.xmlファイルの dependencies 配列に次の依存関係を追加します。

pom.xml

<dependencies>
   <!-- MongoDB Java Sync Driver v5.2.0 or later -->
   <dependency>
      <groupId>org.mongodb</groupId>
      <artifactId>mongodb-driver-sync</artifactId>
      <version>[5.2.0,)</version>
   </dependency>
</dependencies>

パッケージマネージャーを実行して、プロジェクトに依存関係をインストールします。

詳しいインストール手順やバージョンの互換性については MongoDB Java Driver のドキュメントを参照ください。

インデックスを定義します。

VectorIndex.java というファイルを作成します。次のコードをコピーしてファイルに貼り付け、<connectionString> プレースホルダー値を置き換えます。

VectorIndex.java

1 import com.mongodb.client.MongoClient;
2 import com.mongodb.client.MongoClients;
3 import com.mongodb.client.MongoCollection;
4 import com.mongodb.client.MongoDatabase;
5 import com.mongodb.client.model.SearchIndexModel;
6 import com.mongodb.client.model.SearchIndexType;
7 import org.bson.Document;
8 import org.bson.conversions.Bson;
9 
10 import java.util.Arrays;
11 import java.util.Collections;
12 import java.util.List;
13 
14 public class VectorIndex {
15 
16     public static void main(String[] args) {
17 
18         // Replace the placeholder with your Atlas connection string
19         String uri = "<connectionString>";
20 
21         // Connect to your Atlas cluster
22         try (MongoClient mongoClient = MongoClients.create(uri)) {
23 
24             // Set the namespace
25             MongoDatabase database = mongoClient.getDatabase("sample_mflix");
26             MongoCollection<Document> collection = database.getCollection("embedded_movies");
27 
28             // Define the index details with the filter fields
29             String indexName = "vector_index";
30             Bson definition = new Document(
31                 "fields",
32                 Arrays.asList(
33                     new Document("type", "vector")
34                         .append("path", "plot_embedding_voyage_3_large")
35                         .append("numDimensions", 2048)
36                         .append("similarity", "dotProduct")
37                         .append("quantization", "scalar"),
38                     new Document("type", "filter")
39                         .append("path", "genres"),
40                     new Document("type", "filter")
41                         .append("path", "year")));
42 
43             // Define the index model
44             SearchIndexModel indexModel = new SearchIndexModel(
45                 indexName,
46                 definition,
47                 SearchIndexType.vectorSearch());
48 
49             // Create the index using the defined model
50             List<String> result = collection.createSearchIndexes(Collections.singletonList(indexModel));
51             System.out.println("Successfully created vector index named: " + result.get(0));
52             System.out.println("It may take up to a minute for the index to leave the BUILDING status and become queryable.");
53 
54             // Wait for Atlas to build the index
55             System.out.println("Polling to confirm the index has left the BUILDING status.");
56             // No special handling in case of a timeout. Custom handling can be implemented.
57             waitForIndex(collection, indexName);
58         }
59     }
60 
61     /**
62      * Polls the collection to check whether the specified index is ready to query.
63      */
64     public static <T> boolean waitForIndex(final MongoCollection<T> collection, final String indexName) {
65         long startTime = System.nanoTime();
66         long timeoutNanos = TimeUnit.SECONDS.toNanos(60);
67         while (System.nanoTime() - startTime < timeoutNanos) {
68             Document indexRecord = StreamSupport.stream(collection.listSearchIndexes().spliterator(), false)
69                     .filter(index -> indexName.equals(index.getString("name")))
70                     .findAny().orElse(null);
71             if (indexRecord != null) {
72                 if ("FAILED".equals(indexRecord.getString("status"))) {
73                     throw new RuntimeException("Search index has FAILED status.");
74                 }
75                 if (indexRecord.getBoolean("queryable")) {
76                     System.out.println(indexName + " index is ready to query");
77                     return true;
78                 }
79             }
80             try {
81                 Thread.sleep(100); // busy-wait, avoid in production
82             } catch (InterruptedException e) {
83                 Thread.currentThread().interrupt();
84                 throw new RuntimeException(e);
85             }
86         }
87         return false;
88     }
89 }

ファイルを実行してインデックスを作成します。

IDE でファイルを実行するか、コマンドラインからコマンドを実行してコードを実行します。

javac VectorIndex.java
java VectorIndex

Successfully created a vector index named: [vector_index]
It may take up to a minute for the index to build before you can query using it.
Polling to confirm the index has completed building.
vector_index index is ready to query

MongoDB Node.js ドライバーをプロジェクトに追加します。

MongoDB Node ドライバーを依存関係としてプロジェクトに追加します。

npm install mongodb

Tip

このページの例では、プロジェクトが CommonJS モジュールとしてモジュールを管理することを前提としています。ES モジュールを使用している場合は、代わりにインポート構文を変更する必要があります。

インデックスを定義します。

vector-index.js というファイルを作成します。次のコードをコピーしてファイルに貼り付け、<connectionString> プレースホルダー値を置き換えます。

vector-index.js

1 const { MongoClient } = require("mongodb");
2 
3 // connect to your Atlas deployment
4 const uri =  "<connectionString>";
5 
6 const client = new MongoClient(uri);
7 
8 async function run() {
9    try {
10      const database = client.db("sample_mflix");
11      const collection = database.collection("embedded_movies");
12     
13      // define your Atlas Vector Search index
14      const index = {
15          name: "vector_index",
16          type: "vectorSearch",
17          definition: {
18            "fields": [
19              {
20                "type": "vector",
21                "numDimensions": 2048,
22                "path": "plot_embedding_voyage_3_large",
23                "similarity": "dotProduct",
24                "quantization": "scalar"
25              },
26              {
27                "type": "filter",
28                "path": "genres"
29              },
30              {
31                "type": "filter",
32                "path": "year"
33              }
34            ]
35          }
36      }
37 
38      // run the helper method
39      const result = await collection.createSearchIndex(index);
40      console.log(`New search index named ${result} is building.`);
41 
42      // wait for the index to be ready to query
43      console.log("Polling to check if the index is ready. This may take up to a minute.")
44      let isQueryable = false;
45      while (!isQueryable) {
46        const cursor = collection.listSearchIndexes();
47        for await (const index of cursor) {
48          if (index.name === result) {
49            if (index.queryable) {
50              console.log(`${result} is ready for querying.`);
51              isQueryable = true;
52            } else {
53              await new Promise(resolve => setTimeout(resolve, 5000));
54            }
55          }
56        }
57      }
58    } finally {
59      await client.close();
60    }
61 }
62 run().catch(console.dir);

以下のコマンドを実行してインデックスを作成します。

node vector-index.js

vector_index

PyMongo ドライバーをプロジェクトに追加します。

PyMongoドライバーを依存関係としてプロジェクトに追加します。

pip install pymongo

インデックスを定義します。

vector-index.py というファイルを作成します。次のコードをコピーしてファイルに貼り付け、<connectionString> プレースホルダー値を置き換えます。

vector-index.py

1 from pymongo.mongo_client import MongoClient
2 from pymongo.operations import SearchIndexModel
3 import time
4 
5 # Connect to your Atlas deployment
6 uri = "<connectionString>"
7 client = MongoClient(uri)
8 
9 # Access your database and collection
10 database = client["sample_mflix"]
11 collection = database["embedded_movies"]
12 
13 # Create your index model, then create the search index
14 search_index_model = SearchIndexModel(
15   definition={
16     "fields": [
17       {
18         "type": "vector",
19         "path": "plot_embedding_voyage_3_large",
20         "numDimensions": 2048,
21         "similarity": "dotProduct",
22         "quantization": "scalar"
23       },
24       {
25         "type": "filter",
26         "path": "genres"
27       },
28       {
29         "type": "filter",
30         "path": "year"
31       }
32     ]
33   },
34   name="vector_index",
35   type="vectorSearch"
36 )
37 
38 result = collection.create_search_index(model=search_index_model)
39 print("New search index named " + result + " is building.")
40 
41 # Wait for initial sync to complete
42 print("Polling to check if the index is ready. This may take up to a minute.")
43 predicate=None
44 if predicate is None:
45   predicate = lambda index: index.get("queryable") is True
46 
47 while True:
48   indices = list(collection.list_search_indexes(result))
49   if len(indices) and predicate(indices[0]):
50     break
51   time.sleep(5)
52 print(result + " is ready for querying.")
53 
54 client.close()

以下のコマンドを実行してインデックスを作成します。

python vector-index.py

vector_index

`$vectorSearch` 集計パイプラインステージを使用してクエリを実行します。

Overview

このセクションでは、 $vectorSearchステージを使用して、 sample_mflix.embedded_moviesコレクション内のインデックス付きベクトルデータをクエリする方法を説明します。これらのサンプルクエリでは、セマンティック検索を実行するデータを事前にフィルタリングするためにクエリで使用できるさまざまなクエリおよび集計パイプライン演算子も示されています。

手順

クエリ埋め込みを準備してください。

次の埋め込みを query-embeddings.js という名前のファイルに保存してください。

KIDS_ADVENTURE_EMBEDDING=[-0.021090532,-0.026399033,-0.024103465,-0.025538195,-0.000549233,0.011836523,-0.013199517,-0.003766167,-0.005165028,-0.02238179,0.037876874,0.010617003,0.010903949,-0.001354026,0.006850836,-0.018005863,-0.02195137,0.019512329,-0.041894119,-0.008357302,0.027546817,-0.025251249,0.004340059,-0.02195137,-0.003748232,-0.006205208,0.021377478,0.008931194,-0.00173961,-0.009827901,-0.016642869,-0.033572685,-0.026399033,0.015208139,0.010114847,-0.0233861,-0.011406104,-0.033142265,-0.008895326,-0.014347301,-0.019081909,-0.049067769,0.034433521,-0.023673046,0.004160717,-0.01334299,-0.06714537,0.032568373,-0.022525262,-0.024677357,0.011334368,0.027403345,0.026399033,-0.016786342,-0.015925504,0.013916882,-0.005487842,-0.0233861,0.026542507,-0.052798066,-0.025681669,-0.025394723,0.014203828,0.014921193,-0.031564061,0.010760476,0.010688739,0.013916882,-0.037876874,0.039598551,-0.000816003,0.003766167,-0.001694775,0.026972925,-0.009469219,0.015351612,-0.007245387,0.028981548,-0.035724778,0.010688739,0.001228488,0.004106915,-0.024677357,0.028551128,-0.033716157,-0.013486463,0.018292809,-0.018221073,0.009612692,-0.003622693,-0.001138817,-0.021234006,-0.045624416,0.020803586,0.007675806,-0.009612692,-0.021664424,-0.026685979,-0.025968615,0.001775478,-0.007496465,0.02051664,-0.054519743,0.018221073,0.014132091,-0.009684428,-0.025825141,-0.014921193,-0.057389203,-0.020660114,-0.028264182,-0.008931194,-0.019942747,-0.003228143,-0.014419037,0.021234006,-0.004573202,0.007317123,0.018651491,-0.016571132,-0.036155198,-0.032855317,0.000726332,-0.031851009,0.018938437,0.021234006,-0.048206929,0.017934127,-0.013414727,-0.009469219,0.064849801,0.006348681,-0.039024659,0.021377478,-0.022668736,-0.026829453,-0.019081909,0.027977237,-0.004627005,-0.038450766,0.004465597,-0.041894119,0.008213829,0.03055975,0.052224174,-0.00277979,-0.032137953,-0.013629936,0.022094844,-0.005918262,0.020660114,0.010617003,-0.020373167,-0.001614071,0.021090532,-0.005523711,0.004878082,-0.021090532,0.029698912,0.000726332,0.003371616,-0.022238316,0.008715985,0.038737711,0.013486463,-0.008536644,0.040172443,0.017503707,-0.028838074,0.061693393,-0.003066736,0.008285566,-0.034576993,0.01578203,-0.02238179,0.015925504,0.066571474,-0.038737711,-0.050215553,0.009325746,-0.010903949,-0.041607171,-0.006384549,0.026972925,-0.000119374,-0.003066736,-0.024103465,0.005093292,0.028981548,0.026829453,-0.001703742,0.043041904,0.010186584,0.010688739,0.004357993,-0.016571132,-0.010545266,-0.033142265,-0.005559579,-0.000365408,-0.00717365,0.019655801,0.047633037,0.044476632,0.01456251,-0.002977065,0.025681669,-0.015423348,-0.02051664,-0.019512329,0.014705983,0.002977065,0.03055975,-0.014347301,0.024390411,0.005882393,-0.012195205,0.004071047,-0.028694602,0.031277116,-0.010114847,0.005272633,0.017934127,0.037589926,-0.046198308,-0.02195137,-0.037876874,0.021234006,-0.034720469,-0.018005863,0.03055975,-0.015495085,-0.035150886,0.004178651,0.005882393,0.075753748,0.00595413,-0.083214343,-0.016284186,0.022238316,-0.032998793,-0.00491395,-0.009254009,-0.007819279,0.046198308,-0.008464907,0.014634247,0.031707536,-0.00317434,-0.026255561,-0.010617003,-0.033285737,0.020086221,-0.016858079,-0.012195205,-0.041894119,0.000721849,0.038163818,0.02238179,0.011406104,0.010330057,0.032137953,-0.01047353,0.039311603,-0.01291257,-0.03099017,-0.018938437,-0.013271254,-0.001820314,-0.005380238,0.003299879,-0.024533885,-0.001093982,0.012123469,-0.005236765,0.014132091,-0.018221073,0.013629936,0.022238316,-0.00317434,0.034003101,0.019081909,0.008034488,-0.02912502,0.026542507,-0.011334368,-0.077475421,0.038163818,-0.003568891,0.019081909,0.019512329,0.002385239,-0.032568373,-0.020373167,0.038737711,-0.013773409,0.01621245,-0.028407656,-0.021090532,-0.004411795,-0.013916882,-0.001533368,0.004322124,-0.024820831,0.004627005,-0.004591136,0.014849456,-0.014275564,-0.020229694,0.0233861,0.015566821,0.022525262,-0.024390411,-0.028694602,0.001766511,-0.036011726,0.006456285,-0.011262631,0.005523711,0.012266942,-0.019225383,-0.015423348,0.011836523,-0.011334368,-0.009827901,-0.011119158,0.007030177,0.00277979,0.004537334,-0.016571132,0.013127781,-0.013701673,-0.016571132,0.002941197,0.000959476,-0.004483532,0.010760476,0.043041904,-0.032568373,-0.015423348,0.006169339,-0.02094706,-0.050215553,0.012769097,0.015495085,0.001318158,0.00164994,-0.045337472,0.001533368,0.005595447,0.039311603,-0.030703224,0.023242628,-0.008787721,-0.021234006,-0.021234006,-0.001524401,0.007281255,0.01334299,0.00164994,-0.005451974,-0.011047422,-0.021234006,-0.033572685,-0.015423348,-0.005236765,0.025681669,-0.02051664,-0.024103465,-0.021377478,-0.00738886,-0.031707536,0.017790653,-0.026829453,0.007783411,-0.003335747,0.024677357,0.006384549,0.035724778,-0.004017244,-0.018651491,-0.014060355,-0.029842386,-0.012553888,0.006994309,-0.00317434,0.018292809,0.019942747,-0.01169305,0.002456975,0.010330057,-0.031707536,0.00799862,-0.019655801,-0.006205208,-0.012769097,-0.035294361,0.026112087,-0.004483532,0.02094706,0.019081909,0.001676841,-0.040746335,-0.004035179,-0.014992929,0.004375927,-0.049928606,-0.02051664,0.004268322,0.015351612,-0.037016038,-0.001452664,-0.021234006,-0.005738921,-0.051650282,-0.008285566,0.012840834,-0.015925504,0.018794963,-0.001228488,-0.035868254,-0.00347922,-0.003264011,0.002528712,0.01477772,-0.010545266,0.018221073,0.018149335,-0.028838074,-0.012984307,-0.037302982,-0.041607171,-0.043328848,-0.019799275,-0.019225383,-0.011047422,0.011908259,0.021664424,-0.012553888,0.004662873,0.005451974,-0.024533885,0.0067791,0.022812208,-0.037589926,-0.031564061,0.007101914,-0.00760407,-0.025107777,0.015566821,0.020803586,-0.033572685,0.062841177,0.034146577,-0.007532333,-0.001865149,-0.023673046,0.032424901,0.018508019,-0.005703052,-0.015853768,0.019655801,0.042181063,0.006671495,-0.004573202,0.024390411,0.009756165,-0.00029143,0.000107605,0.032711845,-0.005523711,-0.015566821,0.009110536,0.017216761,0.006241076,-0.003945508,0.007783411,0.024246939,0.048206929,0.00277979,-0.002367305,-0.05107639,-0.016284186,-0.016929815,0.016858079,0.000703914,-0.021234006,0.021234006,-0.014634247,0.001389895,0.008321434,-0.016499396,0.014921193,0.025394723,0.035437834,0.013486463,-0.022668736,-0.012338678,-0.034003101,-0.005559579,-0.008106225,0.023959992,-0.019368855,0.024533885,-0.000600793,0.009756165,-0.001936886,-0.014490774,0.018077599,0.004447663,0.011262631,-0.003658562,0.043328848,-0.018938437,0.00799862,-0.018221073,0.041320227,0.000363166,-0.003730298,0.002851526,-0.024103465,0.003515089,-0.0135582,-0.003497155,-0.006814968,0.014060355,0.027116399,-0.003192274,0.011406104,0.042468011,-0.036442146,-0.007245387,0.032424901,-0.038737711,0.008680117,-0.035581306,0.027546817,0.021664424,-0.000757717,-0.022238316,0.018221073,-0.006205208,0.005093292,0.001264356,-0.002116227,0.001098465,0.017431971,-0.042181063,0.010760476,0.033285737,0.002708053,-0.007352991,-0.009827901,-0.031994481,-0.020803586,0.009971374,-0.014849456,-0.003658562,0.024964303,-0.001793413,0.021090532,0.01578203,0.012984307,0.006922573,-0.032711845,-0.013701673,0.00390964,0.017503707,-0.015351612,0.006922573,0.028694602,0.012266942,-0.027259871,0.007675806,-0.002295568,-0.020086221,0.00595413,-0.027833764,0.001551302,0.008644248,-0.002187963,0.00040576,0.024964303,0.013916882,-0.015925504,0.014347301,-0.011549577,0.018938437,-0.032424901,0.003730298,0.003281945,0.032998793,0.005595447,0.025681669,0.011047422,0.026399033,0.02912502,-0.006241076,0.004627005,0.024390411,0.001542335,-0.034576993,0.011477841,-0.00491395,-0.014347301,0.023529572,-0.004770477,-0.014921193,-0.028264182,0.02812071,0.00164994,0.008680117,-0.005416106,0.035581306,-0.02812071,0.006097603,-0.016355922,-0.010114847,0.033142265,-0.021807898,0.001228488,-0.002170029,-0.032711845,0.018149335,0.014132091,0.03055975,0.031133642,-0.011979996,0.008967063,-0.013486463,-0.02812071,0.052224174,0.004124849,-0.008715985,-0.034863941,0.025251249,0.07977099,-0.000072297,-0.014705983,0.033142265,0.024103465,-0.004232454,-0.007496465,-0.024246939,-0.029698912,-0.009469219,0.010114847,0.001201586,0.00860838,0.012051732,-0.006025866,0.014490774,0.014992929,0.01169305,-0.003192274,0.005308501,0.0045194,0.017575443,0.001022245,-0.018794963,-0.001847215,0.011119158,0.02051664,-0.006886704,0.010330057,-0.003353682,0.018794963,0.013773409,0.026399033,0.007962752,-0.018221073,-0.012553888,-0.003586825,-0.002170029,0.047633037,0.011908259,0.007209518,0.045624416,0.028694602,0.004357993,0.023959992,0.004232454,0.009182272,0.003012933,0.035294361,-0.055954475,0.014849456,0.012553888,0.004340059,-0.000511123,-0.024390411,0.011406104,0.013127781,0.013629936,-0.011406104,0.002582514,-0.004555268,0.005559579,0.000569409,0.017934127,-0.014060355,0.02912502,0.003819969,0.011190895,-0.011262631,0.017001551,0.012553888,-0.02238179,0.024246939,0.032281429,0.032711845,-0.016714605,-0.021520952,0.016355922,-0.011334368,-0.003891705,-0.008572512,-0.016929815,0.0135582,-0.057963096,0.015566821,0.001856182,-0.002456975,-0.000766684,0.005380238,0.000923607,0.035581306,0.005272633,-0.009612692,0.018651491,-0.023959992,-0.001416796,0.033285737,-0.002725987,0.024533885,-0.010186584,0.003802035,-0.029268494,-0.011764786,0.003837903,0.022955682,0.053945851,-0.002232799,0.019512329,0.014419037,0.028407656,0.004985687,0.00210726,0.005774789,0.032568373,-0.024964303,0.019655801,-0.012123469,0.031994481,0.015638558,0.038450766,-0.011979996,0.033716157,0.019368855,0.017431971,0.022668736,0.015423348,-0.001927919,-0.001102949,0.028694602,-0.013701673,-0.036155198,-0.010688739,0.000535782,-0.021807898,-0.005200896,-0.040459387,0.007137782,-0.006492154,-0.00277979,0.020803586,0.027833764,-0.000780134,0.000600793,-0.025538195,-0.011764786,0.021090532,0.028694602,-0.016929815,-0.025251249,0.029268494,-0.013271254,0.014634247,0.000376617,-0.025251249,-0.026255561,-0.037302982,0.003138472,-0.024677357,-0.019799275,0.025825141,-0.040746335,0.002510778,-0.031851009,-0.014347301,-0.00158717,-0.046772201,-0.028838074,0.006635627,-0.001058113,0.014132091,-0.00286946,0.019368855,0.007281255,0.036155198,0.065710634,0.018794963,-0.029268494,0.003461286,0.012984307,0.006133471,0.003497155,0.046198308,-0.014132091,-0.010186584,0.028981548,-0.000286946,-0.003102604,0.011190895,0.014490774,-0.020660114,-0.00347922,-0.004842214,-0.000506639,0.002600448,0.017073289,-0.011836523,-0.026685979,-0.023959992,0.023673046,-0.006958441,0.040172443,-0.031133642,0.009182272,-0.015638558,-0.002421107,0.004555268,0.014705983,-0.028407656,-0.014921193,-0.015710294,-0.008751853,-0.006420417,-0.038450766,-0.011908259,0.006133471,0.002474909,-0.008070357,-0.01025832,-0.011119158,0.004465597,0.010903949,0.009074667,0.030703224,-0.019368855,-0.007891015,0.007675806,-0.005093292,0.023099154,0.022094844,0.00738886,0.007066045,-0.023242628,-0.020660114,0.009397482,-0.006635627,0.009540955,0.006348681,-0.013773409,-0.000186067,-0.021234006,-0.017145025,-0.007030177,0.010114847,0.024390411,-0.024964303,-0.041033279,0.0135582,0.014060355,0.008715985,0.018794963,-0.039598551,-0.015208139,0.027977237,0.020086221,0.012195205,-0.010760476,-0.025538195,0.025394723,0.012697361,-0.053371958,-0.008249698,0.005846525,-0.045624416,-0.027977237,-0.012410415,-0.02195137,-0.022955682,0.011477841,0.026972925,-0.031420588,-0.012051732,-0.015925504,-0.004322124,-0.017145025,0.012840834,0.01578203,-0.010186584,-0.00091464,-0.028264182,0.00369443,-0.029985858,-0.009899638,0.018794963,0.053945851,0.007317123,-0.020086221,0.008967063,-0.001506467,-0.006850836,0.011477841,-0.003120538,-0.005631316,-0.027977237,0.01047353,0.003120538,-0.001354026,-0.004160717,-0.004698741,-0.049067769,0.021807898,-0.037589926,0.03672909,-0.004878082,-0.006241076,0.000049879,0.014203828,-0.027259871,0.004196586,-0.002421107,0.008106225,-0.00760407,-0.003802035,-0.016140714,0.038737711,-0.010043111,-0.037589926,-0.062267285,-0.001506467,-0.006384549,-0.012697361,-0.011190895,-0.01578203,0.014132091,-0.02238179,-0.024677357,0.011621314,-0.028407656,0.010688739,0.039311603,0.009254009,-0.009612692,-0.040459387,0.021234006,0.007926884,-0.057102256,-0.045624416,0.003497155,-0.003120538,-0.015853768,-0.006528022,0.011334368,-0.008177961,-0.033716157,0.010114847,0.035868254,-0.021807898,-0.010975685,-0.039024659,0.021234006,0.001990688,-0.009756165,-0.003819969,-0.033142265,-0.035150886,0.028407656,0.007711674,0.018364545,0.005416106,0.010545266,-0.032281429,0.01291257,0.003102604,-0.009756165,0.05107639,-0.001080531,-0.043615796,0.025968615,0.012697361,0.024820831,0.024246939,-0.020086221,-0.012195205,0.00760407,0.009540955,-0.003802035,0.043328848,-0.010043111,0.003891705,-0.054519743,0.043041904,-0.032711845,0.024820831,0.018651491,-0.008357302,0.009540955,-0.003156406,-0.019081909,-0.025825141,-0.02912502,0.026255561,-0.017216761,0.010401793,-0.028551128,-0.005200896,0.012625624,-0.008142093,0.039311603,-0.00082497,-0.003784101,0.037876874,0.006599758,-0.021520952,0.047633037,0.012410415,-0.01477772,0.023529572,0.004985687,-0.031707536,0.007675806,-0.017934127,-0.034863941,0.018794963,-0.011119158,-0.027546817,0.009612692,0.00760407,0.057102256,0.006241076,0.007281255,-0.007675806,-0.008285566,0.012553888,-0.007245387,0.016284186,-0.024964303,0.007030177,-0.011836523,-0.045050524,0.021090532,-0.021664424,0.00369443,0.037016038,-0.010186584,-0.00656389,0.016355922,0.019225383,0.009002931,-0.008034488,-0.004555268,0.046772201,-0.014347301,0.014347301,-0.023959992,0.017790653,0.031133642,-0.025825141,0.035581306,-0.012769097,0.017360235,0.024677357,0.000046517,0.010903949,0.011262631,-0.000573892,0.026829453,-0.024820831,-0.001309191,0.008177961,-0.002143128,-0.018651491,-0.026685979,-0.040172443,-0.018651491,0.007568201,-0.018794963,0.003281945,-0.014347301,0.005738921,-0.020373167,-0.02051664,-0.028551128,-0.040172443,-0.017718917,0.046198308,0.003802035,-0.005523711,0.07345818,0.000412485,-0.025968615,0.024246939,-0.024964303,0.024820831,0.005882393,0.011190895,0.020086221,-0.029411966,-0.029842386,0.006922573,-0.004286256,0.0233861,-0.0135582,0.000551474,0.026255561,0.019799275,0.003568891,-0.025681669,-0.009469219,-0.002636316,0.013486463,0.050215553,-0.040459387,-0.003622693,0.019225383,-0.015853768,-0.017001551,0.028407656,0.02812071,0.01477772,-0.007209518,0.046198308,0.024246939,0.035868254,-0.019225383,-0.030272804,0.006599758,0.000473013,-0.018364545,0.033429209,-0.0233861,0.021664424,0.028694602,-0.009684428,-0.002815658,0.015136402,0.006994309,0.017360235,-0.027116399,0.042181063,-0.018794963,-0.037589926,-0.018508019,-0.012266942,-0.00277979,-0.01334299,-0.020373167,-0.004949819,-0.018651491,0.026829453,-0.011979996,0.00799862,0.040459387,-0.00738886,0.008249698,0.017718917,-0.042754956,-0.011119158,-0.043615796,-0.009325746,-0.009612692,-0.008285566,-0.008213829,0.012625624,0.000919124,-0.041033279,0.000636661,-0.045911364,-0.001909984,-0.016642869,0.013414727,0.03055975,-0.013414727,0.010186584,0.056241419,-0.008321434,-0.000200638,0.006205208,0.012625624,0.009756165,-0.035294361,0.034003101,-0.023529572,0.031564061,-0.026399033,0.029268494,0.001183652,0.01334299,0.004035179,-0.00491395,-0.002241766,-0.011764786,0.029268494,-0.011621314,0.037302982,-0.020086221,0.018651491,-0.01578203,-0.025825141,0.002528712,0.057102256,0.046198308,-0.006169339,0.008249698,0.009397482,-0.008142093,-0.037876874,-0.041607171,-0.01169305,-0.013773409,-0.020086221,-0.038737711,-0.019799275,-0.035437834,0.019368855,-0.001246422,-0.013845146,-0.037876874,-0.006814968,-0.003066736,0.003730298,0.016499396,0.012840834,0.02051664,-0.006994309,0.009182272,-0.00738886,-0.000193913,-0.037016038,0.007281255,-0.016427658,-0.003568891,0.02912502,0.021807898,0.02912502,0.004124849,-0.012625624,0.02195137,-0.036155198,0.011334368,0.018651491,0.040459387,0.006205208,0.015064666,-0.023959992,0.017360235,-0.000567167,0.032998793,-0.023099154,0.075753748,-0.038737711,-0.005057423,-0.019799275,0.014849456,-0.050215553,-0.001111916,-0.006169339,0.009469219,-0.019081909,-0.013127781,-0.028838074,-0.013414727,-0.008213829,0.006312812,-0.008177961,-0.021664424,-0.010832212,-0.012697361,0.014634247,0.004393861,-0.045337472,-0.010975685,-0.030703224,-0.003228143,-0.014849456,-0.034003101,0.009612692,-0.004806346,-0.006492154,0.018938437,0.00277979,0.023816518,-0.003407484,-0.01169305,0.006276944,-0.024820831,0.00189205,0.006814968,-0.019655801,0.035294361,0.009038799,0.006922573,0.011334368,-0.018651491,-0.009899638,0.029985858,-0.008285566,-0.013845146,0.032424901,-0.024533885,-0.024677357,0.031420588,0.003604759,0.004232454,0.01578203,-0.025107777,0.003784101,0.006276944,-0.010832212,0.009074667,-0.040172443,0.048780821,0.02094706,-0.009110536,0.008680117,-0.014132091,0.023816518,0.012051732,-0.012123469,-0.032998793,-0.032424901,-0.021664424,-0.025538195,-0.01047353,0.009002931,-0.039311603,-0.004806346,0.023673046,-0.012123469,-0.006850836,-0.030272804,0.043615796,0.002456975,0.001273323,-0.007711674,-0.008177961,0.06714537,-0.043615796,0.017216761,0.00882359,-0.005416106,-0.014060355,0.034146577,-0.022812208,-0.009899638,-0.00390964,-0.032137953,0.007245387,0.047633037,-0.007352991,0.006097603,-0.019225383,-0.027833764,-0.010545266,0.002905329,-0.002797724,0.038450766,-0.013629936,-0.008106225,-0.001143301,-0.000014361,-0.043328848,0.029698912,0.027690291,0.002143128,0.012051732,-0.02812071,0.024677357,-0.012984307,0.008715985,-0.005523711,0.039024659,-0.020373167,-0.028838074,0.026972925,0.018364545,-0.010114847,-0.011406104,0.033572685,-0.028838074,0.024677357,-0.011836523,-0.009612692,-0.03672909,0.025107777,-0.025251249,-0.009182272,0.002618382,0.030416278,-0.003210209,0.033859629,-0.015208139,-0.015279875,0.010975685,0.014132091,-0.010545266,-0.002600448,0.003945508,-0.001990688,-0.008859458,0.024533885,0.027116399,-0.005487842,-0.028551128,0.008321434,0.016714605,0.010617003,0.043328848,0.025251249,-0.033429209,0.005667184,-0.012840834,0.037589926,-0.012482151,0.002546646,0.01477772,-0.003120538,0.012984307,-0.054232799,-0.013199517,-0.029985858,-0.023673046,-0.014992929,-0.010760476,0.0233861,-0.02912502,-0.020803586,-0.010545266,0.022238316,0.005021555,0.041033279,0.016140714,-0.006097603,0.015351612,-0.017790653,-0.007675806,-0.032281429,-0.012338678,0.02955544,-0.016427658,0.039885495,0.001192619,-0.006241076,-0.000663563,-0.008070357,-0.001452664,0.025681669,-0.020803586,-0.010401793,0.001443697,0.012410415,0.007926884,-0.034003101,0.017360235,0.000999828,0.019799275,-0.001102949,0.005918262,0.010545266,-0.023529572,0.016714605,0.016571132,0.003604759,0.016140714,-0.020660114,-0.007101914,0.014132091,-0.035437834,-0.018938437,0.019225383,-0.006886704,-0.03629867,0.010545266,-0.017216761,0.005595447,-0.022812208,0.009971374,0.003371616,-0.022955682,-0.013701673,-0.019368855,-0.022238316,0.004627005,0.008213829,0.002600448,0.012769097,-0.027116399,0.015279875,-0.017073289,-0.019512329,-0.010043111,0.003120538,0.0045194,-0.024246939,0.010903949,0.001667874,-0.008895326,0.031277116,-0.016571132,-0.012266942,0.006348681,0.048493877,-0.010186584,0.001506467,0.022955682,-0.012625624,0.018938437,-0.004698741,-0.009002931,0.008249698,0.035724778,0.002887394,-0.00399931,0.007747543,-0.000780134,-0.001389895,-0.003138472,-0.016284186,-0.041033279,-0.018364545,-0.001847215,-0.011190895,0.006061735,-0.044189688,0.033859629,-0.010043111,0.040172443,-0.025251249,-0.006241076,-0.01621245,-0.028694602,-0.001345059,-0.021377478,0.037876874,0.007675806,0.006528022,0.019942747,-0.006133471,0.014275564,-0.005380238,-0.043328848,-0.05825004,0.019512329,-0.00090119,-0.018364545,-0.023099154,-0.003407484,0.026829453,-0.06542369,-0.024677357,0.011262631,-0.002618382,-0.013916882,0.031133642,-0.016427658,-0.017934127,0.020086221,-0.009827901,0.009899638,0.011621314,-0.005308501,0.021377478,-0.011621314,0.009971374,-0.037876874,-0.013916882,0.014419037,-0.001748577,0.014132091,-0.026972925,0.002725987,-0.03672909,-0.004017244,0.005738921,0.001748577,-0.014921193,-0.013127781,0.033572685,-0.022094844,-0.038163818,-0.030129332,0.005057423,0.034576993,0.028264182,0.029698912,-0.003443352,0.022238316,-0.026255561,-0.029842386,0.001883083,-0.006241076,-0.032711845,0.008429039,0.019799275,0.015710294,-0.019368855,-0.00882359,-0.007101914,-0.013414727,-0.004698741,0.01477772,-0.015351612,-0.018508019,0.034290049,-0.012984307,0.008859458,-0.010688739,-0.000573892,0.028694602,0.002313502,0.023959992,-0.013199517,-0.004770477,-0.035294361,0.003228143,0.004949819,-0.041033279,-0.015638558,0.02812071,0.009612692,-0.010760476,-0.005057423,0.010043111,-0.035868254,-0.003192274,0.016427658,-0.007711674,0.012051732,-0.013773409,0.034720469,0.00760407,0.009469219,0.012840834,-0.007962752,-0.024677357,0.006348681,-0.01334299,-0.00308467,0.012984307,0.015208139,0.02955544,0.002116227,0.000403518,-0.02195137,-0.015136402,0.002905329,0.008321434,-0.028981548,-0.035294361,-0.024533885,0.002994999,-0.017073289,-0.021664424,0.013414727,0.006384549,-0.024964303,0.018508019,0.002941197,0.01047353,-0.022668736,0.00421452,-0.034433521,0.005380238,-0.018938437,0.017001551,0.019081909,-0.002636316,-0.006456285,0.008644248,0.008859458,0.011190895,-0.00760407,0.006707363,0.007066045,-0.017718917,0.012195205,-0.037589926,-0.001013278,-0.002456975,-0.003658562,0.016499396,-0.00286946,0.002851526,-0.013414727,0.027977237,-0.040459387,-0.000515606,0.017431971,-0.00882359,0.029985858,-0.007532333,-0.01169305,-0.011836523,0.022525262,0.004627005,0.027403345,-0.010688739,-0.011334368,-0.031564061,-0.018221073,0.023959992,-0.016858079,0.045624416,0.017288497,-0.023529572,-0.016786342,0.042181063,0.003748232,-0.017288497,-0.008142093,-0.004268322,0.040172443,-0.019368855,0.006671495,-0.001488532,0.042754956,-0.020229694,-0.028694602,-0.041033279,0.01047353,0.004286256,0.004411795,-0.019081909,0.020803586,0.03672909,-0.008142093,-0.008751853,0.001640973,-0.014347301,-0.038450766,0.000522331,-0.020229694,-0.018508019,0.035581306,0.050789446,0.055093635,-0.021807898,0.038163818,-0.011262631,0.025251249,-0.034290049,0.045050524,0.0067791,-0.02094706,-0.048206929,0.008859458,0.007137782,-0.024677357,0.012769097,0.006025866,-0.035294361,0.009612692,-0.04476358,0.007675806,0.037876874,0.005236765,0.001156751,0.012625624,0.01025832,0.023529572,0.015423348,0.004160717,-0.021664424,-0.017862389,0.015925504,0.041033279,0.023242628,0.019512329,0.037876874,-0.018005863,-0.006635627,0.001981721,0.016571132,0.009540955,0.010114847,0.008715985,0.006599758,0.012410415,0.005236765,-0.014992929,0.03099017,-0.002797724,-0.039885495,0.05825004,0.000159165,0.016140714,0.043041904,-0.000887739,0.008034488,0.024964303,-0.028838074,-0.015638558,0.009182272,-0.033859629,-0.001963787,-0.008070357,-0.009612692,-0.012410415,0.003676496,-0.047633037,0.005236765,0.032711845,0.002439041,0.017073289,-0.011621314,-0.011764786,-0.018651491,0.003927574,0.002456975,-0.019225383,0.018938437,0.046198308,0.019081909,-0.045624416,-0.015423348,0.009182272,0.020086221,0.008393171,-0.003855837,-0.019942747,-0.02094706,0.000883256,0.015064666,-0.010688739,0.011119158,0.015495085,0.014490774,-0.022238316,0.012051732,0.012769097,-0.019081909,-0.005344369,-0.011621314,0.017145025,-0.008249698,-0.005344369,0.022812208,0.002286601,-0.009002931,0.028407656,-0.001865149,-0.013701673,-0.013845146,-0.006492154,0.022812208,-0.030416278,-0.035294361,-0.042754956,-0.016284186,0.007137782,0.002510778,0.008572512,-0.013701673,0.00656389,-0.006671495,0.012697361,-0.022238316,-0.001856182,0.006276944,0.006599758,0.008680117,-0.006133471,0.006958441,-0.023816518,0.008177961,0.009254009,0.003335747,-0.006635627,-0.015853768,0.007532333,-0.048206929,-0.05825004,-0.025394723,-0.031420588,-0.001049146,0.021377478,-0.023816518,-0.046198308,0.026112087,0.0045194,-0.028694602,-0.007747543,-0.024533885,-0.024677357,-0.032281429,0.018794963,-0.032711845,-0.009684428,0.011190895,-0.001380928,0.015279875,-0.025107777,-0.005738921,-0.004340059,-0.002170029,-0.017718917,-0.020373167,0.010186584,-0.009971374,-0.025394723,0.003622693,-0.048493877,0.015638558,-0.036155198,-0.016427658,-0.000600793,0.003281945,0.022094844,-0.009110536,-0.017145025,-0.023242628,-0.014921193,0.023673046,0.02195137,-0.025394723,0.003371616,-0.032998793,-0.000959476,-0.037589926,-0.013271254,-0.04476358,-0.015423348,-0.018651491,-0.049067769,0.033429209,-0.002089326,-0.033716157,-0.000932575,-0.001080531,0.036155198,-0.004106915,0.005272633,-0.02195137,-0.010043111,-0.027403345,-0.035868254,0.006814968,0.039598551,0.037302982,-0.041320227,-0.025394723,-0.025394723,-0.000699431,0.003604759,0.016355922,-0.00799862,-0.006994309,0.035150886,0.020229694,-0.007747543,0.017647181,0.026399033,-0.030416278,-0.011908259,0.026542507,-0.012195205,0.034146577,-0.006169339,-0.008859458,0.0045194,0.019799275,-0.031277116,-0.022812208,0.007066045,0.039885495,0.001264356,-0.026542507,-0.016355922,0.002214865,-0.018938437,-0.02955544,-0.008070357,-0.006420417,-0.001389895,0.002241766,-0.018292809,0.016355922,-0.002134161,0.037302982,0.00180238,-0.013199517,-0.020086221,-0.011621314,0.021377478,-0.005272633,-0.02195137,-0.017216761,0.037876874,0.033142265,0.041607171,-0.011477841,0.031133642,-0.045050524,-0.003981376,-0.025394723,-0.031707536,0.024533885,0.032568373,0.028694602,-0.021090532,-0.019942747,0.054806691,-0.004483532,-0.020086221,-0.01599724,0.018651491,0.020373167,0.000504397,-0.007424728,-0.063702017,-0.014203828,0.030846696,-0.006599758,-0.027259871,-0.024103465,-0.020660114,-0.004985687,0.005559579,-0.034146577,-0.011549577,-0.00173961,0.008321434,0.007030177,-0.015638558];
STAR_WARS_EMBEDDING=[-0.025189938,0.014741838,-0.013024342,-0.0197512,0.011235285,0.004651551,0.043509893,0.003112961,0.013310592,-0.033348043,0.037212405,-0.021039322,-0.026048684,0.012809656,0.029483676,0.003578116,-0.044654887,0.032632418,0.014312465,-0.058967352,0.025333062,-0.055246111,0.02189807,-0.017604331,-0.002880384,0.045227386,0.004794675,0.017604331,0.023186192,-0.054673612,-0.011306847,-0.012523406,-0.012380281,0.002540462,0.015958399,-0.042364895,-0.001467028,-0.020180576,-0.058108605,-0.035065539,0.010090288,-0.033348043,0.058394853,-0.013883091,0.002048471,-0.020753073,-0.029769925,0.031916797,-0.014741838,-0.040933646,-0.004096943,0.020753073,-0.002540462,0.028052431,-0.02404494,0.006547953,-0.003578116,0.003757022,0.019178702,-0.037784904,-0.02833868,0.01753277,0.029769925,0.017747456,-0.031344298,0.022899942,0.006333265,0.010376536,-0.024474313,-0.012094032,-0.004651551,0.007764512,0.017962143,0.013811528,0.037212405,-0.03148742,0.000666424,0.024474313,-0.021325571,0.041219898,0.011235285,0.046658635,0.019035578,0.020753073,0.010662786,-0.001726441,-0.012738093,-0.027193682,-0.014598713,-0.013167467,0.013596841,0.001932183,-0.010304974,-0.007478263,0.005689205,0.002987727,0.005724986,0.002325775,0.002415228,-0.003828584,-0.029340552,-0.017318081,-0.070417322,0.003810694,-0.013453716,-0.001628043,-0.027909305,0.014026215,0.009589351,0.004902019,0.028768053,-0.005259831,-0.010448099,0.025189938,0.038357403,0.048662379,0.039788652,0.010448099,0.001574371,0.020323699,0.005510299,0.026907433,0.043223642,-0.001153942,-0.010233412,0.048376128,-0.056104861,0.006691077,0.015672149,-0.015028087,0.036210533,-0.009231539,0.010519661,0.022899942,0.025762435,-0.009052633,-0.0301993,0.032203045,-0.00522405,0.029626802,-0.02433119,-0.025619311,0.016674021,0.02404494,-0.009589351,-0.026334934,-0.04436864,-0.014455589,0.02619181,0.017604331,0.02189807,-0.007728731,-0.021611821,-0.03363429,0.008480135,-0.027479932,0.025046812,-0.006047016,0.020753073,0.01016185,-0.034063663,0.029483676,-0.019035578,0.041506145,0.013453716,-0.009159978,0.007549825,0.025189938,0.005152487,-0.009446226,-0.009016853,0.021325571,0.030771798,-0.046944883,0.001314958,0.021182448,0.047231134,-0.007048889,-0.030771798,-0.025905561,-0.000612752,-0.023186192,0.011378409,0.035065539,0.007979199,0.023901815,-0.004973582,0.005188268,-0.046944883,0.009374664,0.047231134,0.058967352,0.043509893,0.011449971,0.017174957,-0.024188064,-0.025476186,-0.02833868,0.033061791,0.015314337,-0.018749328,0.013382155,0.007048889,0.005975454,0.005295612,-0.013310592,-0.022756819,-0.012523406,-0.03363429,-0.014527151,0.011449971,0.01202247,0.044941138,-0.012594969,0.002862493,0.000572499,0.030628674,-0.0098756,0.020466823,0.059539851,-0.00370335,0.007335138,0.023901815,0.023758691,-0.005903892,0.003918037,0.013310592,0.010090288,-0.012809656,-0.010376536,-0.01109216,-0.008086543,0.012809656,-0.019894326,0.012738093,0.056391109,0.029340552,-0.04436864,-0.001619098,0.042364895,-0.027623056,0.011593096,-0.031916797,-0.0301993,0.032203045,-0.003757022,0.017174957,0.033491168,0.003900147,0.002325775,0.006726858,0.020180576,0.017389644,0.009088415,0.018319955,-0.003631788,0.00586811,-0.006691077,-0.014240902,-0.009052633,0.031630546,0.04436864,-0.022899942,-0.003327648,-0.006691077,0.013310592,-0.035924286,-0.008158104,-0.005116706,-0.040647399,0.002397338,0.014455589,-0.030342424,0.028624929,-0.031773672,0.043509893,-0.001833785,-0.025619311,0.032775544,-0.046944883,0.013739966,-0.030485548,0.018319955,0.016745584,-0.020323699,-0.015815273,-0.020896198,-0.015171212,0.026334934,0.035638034,0.008873728,0.003291867,-0.02647806,0.003649678,0.003613897,0.009804038,-0.013525278,0.005367174,0.007657168,-0.017103394,-0.015815273,-0.000398065,0.013310592,0.014240902,0.003935928,0.001735386,-0.018606203,0.008265448,-0.068127327,0.012165595,-0.007836075,0.02189807,-0.000983982,0.019178702,-0.009589351,-0.013739966,-0.007800293,0.040361151,0.027623056,-0.002540462,-0.03663991,0.011163722,-0.016316209,-0.006333265,-0.010877473,-0.023329318,-0.021468697,0.013596841,0.032059919,0.007442481,0.02433119,-0.003613897,-0.013596841,0.010448099,0.010877473,-0.0098756,0.033920541,-0.006691077,-0.039502401,-0.010877473,-0.016960271,0.014097777,-0.008122323,0.007478263,0.010018725,-0.030485548,-0.011020597,0.000317558,0.00461577,0.020466823,0.070703574,-0.024617439,0.002111088,-0.024617439,-0.004204286,-0.048662379,-0.006834202,0.027766181,-0.002504681,0.025189938,0.033920541,-0.02833868,-0.000773768,-0.03578116,0.015958399,0.006369046,0.033204917,-0.006762639,0.02003745,-0.020180576,0.015886836,-0.015385899,-0.029340552,-0.009446226,0.015529023,-0.010376536,-0.012881218,-0.000715623,0.014312465,-0.029197427,-0.000684315,0.000360048,0.015815273,-0.027050557,0.006655296,0.018892452,-0.021182448,0.031201173,0.014240902,-0.022756819,0.004365302,-0.020609949,0.008515916,-0.016244646,0.001162888,0.000084421,0.003273976,-0.017819017,0.000576971,0.020753073,-0.004794675,0.018105267,-0.013095905,-0.028052431,0.004114834,0.02833868,-0.027193682,-0.010877473,-0.002576244,0.011879345,-0.017819017,0.006726858,-0.021754947,-0.031773672,-0.013382155,0.024903689,0.013167467,0.000033964,0.034063663,0.022613693,-0.038357403,-0.010018725,-0.017174957,-0.004418973,0.02189807,-0.003166633,-0.009589351,0.009303101,-0.036496785,-0.005760767,-0.006583733,-0.003596007,0.014026215,-0.003828584,-0.02833868,-0.020896198,0.001449137,0.039502401,0.012881218,0.025476186,0.000961619,-0.025762435,0.002808821,0.034922414,0.004687332,-0.046658635,0.030914923,-0.036067411,0.008659041,-0.004025381,-0.0301993,-0.026048684,0.024760563,0.036496785,-0.029913051,0.015672149,0.007764512,0.01509965,0.010304974,-0.004490536,-0.007585606,-0.019464951,0.016602458,-0.007048889,-0.005510299,0.011163722,0.013739966,-0.034636162,0.020609949,-0.004418973,0.034636162,0.040933646,0.031773672,0.023758691,0.031344298,-0.006798421,0.026048684,-0.011521534,0.020753073,0.014384027,0.026334934,-0.034206789,-0.036067411,0.014598713,0.023758691,-0.039216153,0.003363429,0.002880384,-0.006726858,-0.000916892,-0.001395465,-0.009660914,0.032059919,0.008086543,0.029054303,-0.011593096,0.065551087,0.031058047,-0.041219898,-0.014097777,-0.017103394,0.016244646,-0.028911177,0.044654887,-0.030771798,0.024760563,0.02833868,0.018248392,0.026907433,-0.002227377,0.034063663,0.000167724,0.021039322,-0.018892452,0.012738093,-0.001395465,0.005760767,-0.024760563,-0.002683587,0.000230341,-0.0197512,0.009088415,-0.00400749,-0.026764309,-0.012881218,0.016101522,-0.009303101,0.015529023,-0.016817145,0.014312465,-0.030914923,-0.018463079,0.020323699,-0.023472441,-0.023758691,-0.005009362,0.018176829,0.012738093,0.009374664,-0.031916797,0.016387772,0.027479932,0.015529023,-0.021325571,0.020323699,-0.025476186,0.008515916,-0.039788652,-0.007979199,-0.009947163,-0.006869983,0.004758894,0.022613693,-0.013668403,-0.015171212,0.035351787,-0.022327444,0.019178702,0.000404774,-0.003524444,-0.012094032,0.023901815,-0.0400749,-0.004579989,0.00245101,0.013024342,0.015958399,0.009517789,0.034779288,0.021468697,0.00062617,0.007728731,-0.028195554,0.0301993,-0.002504681,0.008909509,0.004651551,-0.007013108,0.03148742,0.019608077,0.002540462,0.043509893,-0.006190141,0.024903689,0.010519661,0.018319955,0.010519661,0.009660914,0.000966091,-0.004454754,0.000299667,0.007907636,-0.018463079,0.004758894,-0.001851675,-0.002415228,0.010233412,-0.024617439,-0.030771798,0.018749328,0.003023508,0.005474518,-0.011521534,-0.008551697,0.007979199,0.03363429,0.000275068,0.007800293,0.0039896,0.00522405,-0.035924286,-0.01416934,0.02619181,-0.025476186,-0.033777416,0.021325571,-0.02218432,0.001833785,0.027766181,-0.006118578,0.032059919,0.038929902,0.003613897,0.031344298,-0.002737259,0.057536107,0.009732476,0.020753073,0.005402955,-0.047803629,-0.040933646,0.009052633,-0.030485548,0.018319955,0.025046812,-0.002361557,0.045513637,0.008766385,-0.031058047,0.014312465,0.002737259,-0.004186396,0.032059919,0.024617439,-0.012666531,0.006798421,0.02619181,-0.012523406,0.009947163,0.005617642,0.039216153,0.008766385,0.009517789,0.042651143,-0.012881218,0.007263576,-0.000514354,0.016817145,-0.048948627,0.018176829,0.034922414,0.005331393,0.000391356,-0.017604331,0.026048684,-0.011807784,0.017461207,0.012809656,0.029483676,-0.017174957,0.023472441,0.005188268,0.007585606,-0.034922414,0.069558576,0.023472441,-0.010304974,0.020180576,0.025046812,0.016459335,0.000317558,-0.018606203,0.066696085,0.011664659,0.025762435,-0.016888708,0.015314337,-0.009231539,0.016459335,-0.021325571,0.009303101,0.000840857,-0.014455589,0.00170855,0.014741838,-0.004168505,-0.009088415,-0.0074067,-0.004472645,0.002665696,0.023615567,0.038929902,-0.016960271,-0.027193682,0.03663991,-0.016530896,0.003256086,0.015171212,0.036926158,0.02433119,0.047231134,-0.049234878,0.009947163,-0.01109216,-0.014097777,-0.007585606,0.00338132,-0.008086543,0.018176829,-0.014527151,-0.000205742,-0.041219898,0.012666531,0.046086136,0.004025381,-0.0074067,0.033348043,-0.020896198,-0.000514354,0.033491168,0.004257958,0.02404494,-0.008372792,-0.021754947,0.037784904,0.013453716,0.013024342,-0.026334934,0.023758691,0.012094032,0.006297485,0.045227386,0.021039322,-0.020323699,0.005975454,0.008802165,0.00370335,0.006941545,-0.029340552,-0.008551697,-0.004454754,0.003488663,0.010662786,0.00801498,0.010090288,0.015600586,0.018105267,-0.020180576,-0.00307718,0.031630546,0.000644061,0.011950907,-0.023472441,0.01509965,-0.035924286,0.016459335,-0.027766181,-0.014598713,-0.021611821,-0.013310592,-0.021039322,-0.02189807,0.018606203,-0.007979199,0.018176829,0.022041194,-0.002916165,0.009088415,-0.00522405,-0.018176829,-0.031916797,-0.017318081,-0.025476186,-0.014527151,-0.017675893,-0.026621183,0.000362284,0.02619181,0.016101522,-0.013310592,0.021325571,0.027909305,0.016316209,0.006011235,0.008551697,0.030914923,-0.070703574,0.004794675,-0.019321827,-0.011163722,-0.014598713,-0.0197512,-0.005438737,-0.025189938,-0.037212405,0.004168505,-0.021754947,0.018033706,0.035065539,0.022756819,0.005581861,-0.007764512,-0.003005618,-0.003524444,0.006655296,-0.00170855,-0.046086136,-0.009374664,0.001744332,0.030056175,0.016674021,0.014312465,0.029054303,-0.009052633,0.005832329,-0.029197427,-0.004723113,0.032489292,0.022899942,-0.044941138,0.014026215,-0.007227794,-0.035494912,0.001261286,0.079004802,0.008122323,0.022041194,0.016602458,0.046658635,-0.016888708,-0.006547953,-0.016316209,0.002021636,-0.016745584,0.003792803,0.005116706,-0.037784904,-0.028481804,-0.014670276,-0.005259831,0.018892452,0.001252341,-0.068699829,-0.021611821,-0.015242774,-0.027050557,-0.032059919,0.026048684,-0.014240902,-0.007013108,0.014598713,-0.005474518,-0.007192013,-0.016817145,0.00400749,0.010519661,0.007657168,0.005295612,0.009124196,0.024474313,-0.019894326,-0.044941138,-0.022756819,-0.022327444,-0.041792396,0.027479932,-0.013668403,-0.036210533,0.001225505,0.009947163,-0.044654887,-0.02003745,0.031344298,-0.004186396,-0.009517789,0.000720096,-0.023901815,0.000670897,0.022899942,0.006619515,0.006512171,0.022327444,0.021468697,0.021611821,0.039216153,-0.019608077,0.028052431,-0.020466823,-0.0197512,0.004454754,0.026048684,-0.024617439,-0.000333212,0.002200541,-0.002629915,0.021611821,0.009374664,0.00894529,-0.057822354,-0.009660914,-0.002844602,0.020323699,0.000603807,0.018033706,-0.027050557,-0.004186396,-0.019608077,-0.021754947,0.009732476,0.01602996,-0.016960271,-0.001520699,-0.023615567,0.004383192,0.000925838,0.023043068,0.032775544,0.006404828,-0.010304974,0.019321827,0.017604331,-0.01230872,0.007657168,0.005402955,-0.03148742,-0.000550135,-0.002111088,-0.029626802,0.01323903,-0.033777416,0.006655296,0.035065539,-0.003256086,0.000907947,0.004025381,0.011020597,-0.04808988,0.02619181,0.015171212,0.023758691,0.014741838,-0.001359684,-0.041506145,-0.009088415,-0.012738093,0.000176669,0.033777416,0.024188064,-0.002307885,0.023901815,0.00034663,-0.024474313,-0.031773672,-0.023758691,-0.024474313,-0.011163722,0.000447265,0.005080925,-0.00123445,0.006297485,-0.031058047,-0.012738093,-0.003059289,-0.026907433,-0.015672149,-0.005760767,0.023043068,0.023043068,-0.015028087,0.017747456,0.013883091,-0.011807784,0.038357403,-0.016817145,0.014884963,0.017389644,-0.000599334,0.016602458,0.008086543,-0.039502401,0.050379876,-0.024474313,0.035351787,-0.023758691,0.002039526,0.004061162,-0.012165595,-0.020180576,0.001636988,-0.013883091,0.017389644,0.006225922,-0.03578116,-0.016817145,-0.001332848,-0.005617642,-0.008730603,-0.039216153,0.02433119,0.028052431,0.02833868,0.039502401,0.010233412,-0.006869983,0.021468697,0.002039526,-0.0197512,0.020753073,0.027050557,0.009517789,0.011449971,0.038929902,0.008873728,0.009374664,0.007871855,-0.006082797,-0.007156232,-0.014670276,-0.000447265,0.046944883,-0.015242774,-0.019894326,0.008158104,0.016173085,-0.018463079,0.034922414,-0.005009362,-0.000092248,0.005760767,0.006190141,-0.022613693,0.034206789,0.012523406,0.000992927,0.038071156,-0.048376128,-0.017747456,0.014384027,0.000751404,0.015314337,-0.010519661,0.058681104,0.013954652,0.022899942,-0.003757022,0.01416934,-0.000469628,-0.008337011,-0.001153942,0.02189807,-0.024760563,0.01416934,-0.012738093,-0.025046812,0.030771798,-0.046658635,-0.002137924,0.053242367,0.010090288,-0.046086136,0.016316209,-0.005295612,0.023043068,-0.023043068,0.010233412,-0.018319955,-0.017389644,0.030485548,0.009660914,0.017174957,0.050379876,-0.010304974,0.017819017,-0.000364521,0.011163722,0.001753277,0.010448099,0.013095905,0.008372792,-0.01109216,0.036926158,-0.015672149,-0.014598713,0.008981071,-0.011879345,-0.036926158,-0.01789058,-0.008694822,-0.028911177,-0.017103394,-0.028768053,-0.030914923,0.001033181,0.00431163,-0.024474313,-0.031058047,0.010018725,0.00647639,-0.027336806,0.025046812,0.003148742,-0.010018725,0.03663991,0.033348043,-0.001162888,-0.01016185,0.010376536,0.010519661,0.019178702,0.016101522,0.007943418,-0.013739966,-0.013525278,-0.027193682,0.006655296,0.027050557,-0.017389644,-0.027479932,0.041792396,0.045513637,-0.014741838,0.012451844,0.018319955,-0.00153859,0.010519661,0.017962143,-0.012594969,0.018606203,0.023472441,-0.034063663,-0.004061162,0.015600586,0.019178702,0.002361557,-0.025619311,-0.00586811,-0.02003745,0.013739966,0.017675893,-0.025189938,-0.002415228,0.001547535,0.019608077,0.039502401,-0.00184273,0.025189938,0.00277304,0.020323699,0.007227794,0.012165595,-0.00370335,0.02433119,-0.00586811,0.016459335,0.034206789,0.001051072,-0.010519661,-0.004096943,0.00153859,0.01574371,0.01230872,-0.007692949,-0.019464951,0.005116706,0.017389644,0.024903689,0.046658635,-0.010519661,0.020609949,0.060684849,-0.045227386,-0.008551697,-0.004293739,-0.001502809,-0.015815273,-0.005975454,0.000290722,0.027050557,-0.002245268,-0.016888708,-0.027193682,-0.001288122,-0.021182448,-0.041219898,0.031916797,0.030628674,-0.03234617,0.006655296,0.008372792,-0.009016853,-0.033348043,0.010877473,-0.05238362,-0.004490536,-0.028911177,0.006905764,-0.003506554,0.039788652,-0.036496785,-0.015886836,0.015314337,-0.015672149,0.006225922,-0.021182448,-0.034349915,-0.043223642,-0.025476186,0.002558353,0.007048889,-0.037784904,-0.014026215,-0.044654887,-0.036926158,0.008229667,0.007728731,0.039216153,-0.00027954,0.026907433,0.027193682,-0.017174957,-0.011378409,0.017174957,-0.015815273,0.009446226,0.033777416,-0.014384027,0.003721241,-0.024760563,-0.000229223,0.008802165,-0.000377939,-0.007692949,0.016173085,0.018248392,-0.02218432,-0.003202414,-0.033204917,-0.002969836,-0.023186192,0.030056175,-0.015457462,-0.015314337,-0.008981071,0.022613693,-0.014026215,-0.025476186,0.025333062,0.034206789,0.010662786,0.016387772,0.030342424,-0.008086543,0.007120451,0.000221396,0.025619311,0.01789058,-0.008086543,0.011807784,-0.016101522,0.002719368,0.005653423,0.017962143,-0.001941128,0.06297484,0.016244646,0.003524444,0.018749328,-0.001815894,0.006082797,0.069558576,-0.011020597,0.018033706,0.026621183,0.007692949,-0.008694822,0.035924286,-0.001878511,-0.005975454,-0.028911177,-0.007871855,0.014741838,0.008587479,0.026621183,0.005259831,-0.023186192,0.000368993,-0.01323903,0.002683587,-0.011306847,0.007478263,-0.000621698,0.022756819,-0.018892452,-0.013167467,0.007764512,-0.010877473,-0.017461207,-0.013525278,0.014240902,-0.019464951,-0.009016853,0.016173085,-0.027479932,0.002934055,0.042937394,-0.004830457,-0.031201173,-0.024188064,0.00245101,0.017318081,0.001824839,-0.022756819,0.021325571,-0.027479932,-0.008659041,0.008337011,-0.016674021,-0.003452882,0.000711151,-0.045799885,0.013739966,-0.029340552,-0.035208661,0.000554608,-0.007800293,0.018892452,0.028481804,-0.011593096,-0.00894529,0.024474313,-0.008050761,0.025476186,-0.001306012,-0.00214687,-0.008050761,-0.018606203,-0.006047016,-0.028768053,0.029197427,-0.021468697,0.005402955,-0.021039322,-0.014312465,-0.002325775,-0.020896198,0.000706678,0.035638034,-0.008480135,-0.035351787,0.014312465,0.012523406,0.011807784,0.003041399,-0.010018725,-0.022613693,-0.021182448,-0.005474518,-0.007120451,0.025476186,0.036926158,-0.007907636,-0.014097777,0.010519661,0.005617642,0.014670276,-0.011664659,0.011879345,-0.012738093,-0.007871855,-0.012666531,0.032918669,-0.010018725,0.007943418,0.024188064,0.005760767,-0.003918037,0.022613693,0.017318081,0.036496785,0.037784904,0.008694822,0.016674021,0.000106225,0.003685459,-0.031201173,-0.01016185,-0.02404494,-0.019035578,0.031773672,0.000975037,-0.032489292,-0.033920541,0.015385899,-0.023186192,0.012523406,-0.011163722,-0.005116706,0.015314337,-0.006834202,-0.038357403,-0.023472441,0.015529023,0.017747456,0.005653423,-0.002325775,0.009088415,-0.022899942,0.02433119,0.000849803,-0.042078644,-0.004257958,0.018176829,-0.0049378,-0.002415228,-0.016173085,0.012594969,0.013596841,-0.017031832,-0.001806949,-0.003810694,0.003005618,0.046944883,-0.025476186,0.012738093,0.009016853,-0.009660914,0.012666531,0.014026215,-0.010519661,0.022327444,0.00400749,-0.007478263,-0.03578116,0.009804038,-0.028911177,-0.018248392,0.004758894,0.005939673,0.033920541,-0.011378409,-0.005474518,0.012451844,0.018176829,0.033920541,0.025905561,-0.014670276,0.001798003,0.031344298,0.00431163,0.027193682,-0.006798421,0.011449971,0.00894529,0.013883091,0.023758691,-0.007692949,0.031344298,-0.014384027,-0.007514044,-0.026621183,-0.001645933,-0.010090288,-0.009589351,0.008193886,-0.007871855,-0.031773672,0.013525278,0.006583733,0.010949035,-0.004794675,-0.004061162,-0.021468697,0.011020597,-0.020609949,0.010018725,0.010662786,0.008158104,0.00370335,0.007800293,-0.029626802,0.029197427,-0.017174957,-0.00586811,-0.003112961,-0.018749328,-0.042364895,0.027050557,0.028624929,0.008837947,0.026334934,0.018248392,-0.004758894,0.009446226,-0.033061791,-0.022041194,-0.021039322,0.008086543,-0.009088415,-0.031630546,0.020896198,-0.018749328,0.022613693,-0.014097777,0.004347411,0.014813401,-0.013525278,-0.001726441,0.010448099,0.036067411,-0.026048684,-0.020753073,-0.005045144,0.033348043,-0.002576244,0.02404494,0.022041194,0.017031832,-0.000297431,-0.003184523,-0.012738093,0.022756819,-0.016888708,0.021039322,-0.000313085,0.032203045,-0.011235285,0.001583316,-0.00461577,-0.026334934,-0.002934055,-0.005939673,0.001458082,0.007156232,-0.005689205,-0.042937394,0.011378409,0.007156232,0.00554608,0.026621183,-0.014455589,-0.017604331,-0.02647806,-0.03578116,-0.009804038,0.006905764,-0.0197512,-0.035494912,-0.027623056,-0.00461577,0.011521534,0.006905764,0.009517789,0.003112961,0.033920541,-0.004687332,-0.005045144,-0.009231539,0.000126911,0.008694822,-0.029340552,0.011163722,0.047517382,-0.039788652,-0.033348043,-0.003041399,-0.007657168,-0.035065539,-0.012165595,-0.024617439,0.0049378,0.017461207,0.029626802,-0.004723113,-0.000366757,-0.041792396,0.041219898,-0.009446226,0.016960271,-0.017747456,-0.036067411,0.025046812,0.027336806,0.025905561,0.049234878,0.016602458,-0.005796548,0.021325571,-0.003524444,-0.000872166,0.014670276,0.020323699,0.002737259,0.009660914,-0.006440609,-0.062402345,-0.062688597,-0.008158104,-0.018749328,0.005438737,-0.002066362,0.000205742,-0.018749328,0.017103394,-0.03578116,0.000265004,-0.03663991,-0.024760563,0.054101113,-0.00647639,-0.026334934,0.034779288,0.022756819,-0.033348043,-0.02433119,-0.041792396,-0.014455589,-0.023329318,-0.004687332,-0.013453716,-0.018319955,-0.014455589,0.043509893,0.013453716,-0.014813401,0.009052633,-0.034349915,0.052097369,-0.003774913,0.016316209,-0.027050557,0.028195554,-0.007549825,-0.020466823,0.014598713,-0.005939673,0.003273976,-0.052097369,0.002701478,-0.02404494,-0.005903892,0.009947163,-0.00043161,0.02189807,0.042078644,-0.020609949,0.007836075,0.018892452,0.001207614,0.009159978,-0.029197427,-0.023329318,0.004347411,-0.019464951,0.020180576,0.019894326,0.00615436,0.021468697,-0.017461207,-0.011879345,-0.002307885,0.016101522,-0.029626802,-0.014455589,0.020323699,0.020753073,0.018176829,-0.006082797,0.027766181,0.016530896,-0.008444354,0.001806949,0.029626802,-0.012451844,0.023186192,0.006869983,-0.034063663,-0.012094032,-0.021611821,-0.008050761,0.05581861,-0.004257958,-0.025333062,-0.004526317,0.018033706,0.027479932,0.025476186,0.008802165,-0.009589351,0.012809656,0.012523406,0.0400749,0.018033706,0.011020597,0.014956526,0.013883091,-0.006655296,0.019608077,-0.03234617,0.007585606,-0.036067411,-0.024617439,-0.001628043,0.022041194,0.026764309,-0.038643654,-0.009124196,-0.020323699,-0.013883091,0.02404494,0.002361557,-0.03234617,-0.0049378,0.018606203,0.022327444,0.043509893,-0.030485548,-0.003560225,0.007442481,0.00370335,0.011449971,0.023472441,0.000197915,-0.011950907,0.023329318,-0.009804038,-0.025619311,0.0074067,-0.003953818,0.014312465,0.048662379,-0.027193682,0.019894326,-0.042364895,0.003327648,0.042937394,-0.040933646,-0.020466823,0.056104861,0.020896198,-0.014527151,-0.036210533,-0.022470569,0.035924286,-0.013167467,-0.055532362,-0.006190141,-0.027909305,0.012881218,0.003005618,0.005689205,0.01109216,-0.016387772,-0.021468697,0.018176829,-0.021611821,0.032918669,0.002951946,-0.008837947,-0.031773672,-0.029913051,0.017318081,0.017461207,-0.02833868,-0.027479932,-0.023615567,0.037212405,-0.023615567,-0.02404494,0.029626802,0.002951946,0.004043271,-0.001377575,0.007800293,0.024188064,-0.027336806,-0.002361557,-0.00307718,-0.025189938,0.007192013,-0.000207978,0.040933646,0.010877473,-0.000720096,-0.006941545,0.003059289,0.032775544,-0.007657168,0.019321827,-0.012094032,0.042078644,-0.010591224,0.011807784,-0.016173085,-0.015529023,-0.023615567,0.016173085,-0.018606203,0.007192013,-0.008587479,0.000257177,0.002245268,-0.011879345,0.044082388,-0.005939673,-0.003059289,-0.013954652,-0.026621183,0.039502401,-0.006440609,0.014384027,0.012094032,-0.034779288,-0.002379447,0.023329318,0.029483676,-0.002325775,-0.001565426,0.025619311,0.018606203,-0.016101522,-0.0301993,0.002576244,0.035208661,0.002325775,-0.011664659,-0.022470569,-0.047231134,-0.016888708,-0.017747456,0.05152487,0.009374664,-0.010591224,0.009303101,-0.005009362,-0.029197427,0.001726441,-0.023758691,-0.002934055,-0.017461207,0.018606203,-0.002665696,-0.003578116,-0.018606203,-0.004651551,-0.021325571,0.005367174,-0.009124196,0.016888708,-0.01295278,0.002048471,-0.011593096,0.017604331,-0.008515916,0.006082797,-0.036067411,-0.027336806,-0.010018725,-0.001306012,0.026334934,-0.019321827,-0.030914923,-0.026764309,-0.0024689,-0.005581861,-0.002755149,0.019464951,-0.01295278,0.011163722,0.000639588,0.025476186,0.029483676,0.042651143,-0.011306847,0.002737259,0.010090288,-0.015600586,0.038357403,0.029197427,-0.008193886,0.044082388,0.032489292,-0.00123445,-0.008372792,0.009124196,-0.00309507,-0.041792396,0.007764512,-0.009947163,0.044941138,0.030056175,-0.013024342,-0.019321827,0.019321827,0.008551697,-0.053814866,0.038071156,-0.037784904,0.012165595,-0.008444354,-0.029626802,-0.006905764,-0.028195554,-0.01080591,-0.0098756,-0.032203045,0.040361151,-0.033920541,0.004454754,-0.036067411,0.011879345,-0.011235285,0.020609949,-0.004579989,0.0074067,-0.017103394,0.01789058,0.011449971,-0.007836075,0.000427138,-0.007120451,0.008337011,0.00123445,-0.003273976,-0.007263576,-0.011449971,0.022756819,0.002576244,-0.013310592,-0.013382155,-0.011664659,-0.013453716,-0.005152487,-0.050379876,-0.034636162,-0.011306847,0.015028087,0.008480135,-0.047517382,-0.00586811,-0.008301229,-0.01416934,0.000876638,0.000326503,0.01080591,0.004150615,0.005259831,-0.008837947,0.017031832,-0.016316209,-0.036210533,-0.013883091,-0.000295195,0.014240902,0.020753073,-0.022899942,-0.038929902,0.00586811,-0.008050761,0.00016437,-0.001932183,0.001789058,0.017031832,0.045227386,-0.016745584,-0.005689205,0.008372792,0.008301229,-0.016674021,-0.004222177,0.005832329,0.016173085,-0.009374664,-0.006869983,-0.052669868,0.035065539,0.000123557,0.007478263,0.033491168,0.054387365,0.002254213,-0.007836075,-0.020323699,-0.019178702,-0.010376536,-0.039788652,-0.032632418,-0.012380281,-0.002540462,-0.016602458,-0.022756819,0.019608077,0.001887456,0.032918669,0.008050761,-0.013739966,0.006547953,-0.016674021,0.001574371,0.019321827,-0.016960271,-0.031201173,0.027766181,0.006655296,0.020753073,0.009804038,0.024903689,-0.043509893,0.015815273,-0.017962143,-0.043223642,0.033920541,-0.007764512,-0.006762639,0.017819017,-0.026621183,0.046658635,-0.004490536,0.024188064,-0.010304974,0.004651551,0.047231134,-0.038071156,0.009589351,-0.033920541,-0.027050557,0.050093625,0.008515916,-0.025189938,-0.008050761,0.011950907,0.004973582,0.014527151,-0.009374664,-0.003721241,0.019608077,0.049807377,0.016602458,0.02404494];

`mongosh` 内のクラスターに接続します。

ターミナルウィンドウでmongoshを開き、クラスターに接続します。接続の詳細な手順については、「 mongosh 経由での接続」を参照してください。

クエリの埋め込みを`mongosh`にロードします。

埋め込みをクエリで使用するには、ファイルを mongosh にロードしてください。

load('/<path-to-file>/query-embeddings.js');

`sample_mflix` データベースに切り替えます。

use sample_mflix

switched to db sample_mflix

インデックスフィールドに対してセマンティック検索クエリを実行します。

次のクエリは、$vectorSearch パイプラインステージを使用して、指定されたベクター埋め込みに一致する映画を検索します。クエリは、最大 100 件の最近傍を検索し、結果を 10 件のドキュメントのみに制限します。クエリは、次のアクションを実行するための $project ステージも指定します。

_idフィールドを除外し、結果にはtitle 、 genres 、 plot 、およびyearフィールドのみが含まれます。
結果内の各ドキュメントのベクトル検索スコアを表示するscoreという名前のフィールドを追加します。

次のクエリは、文字列 kids adventure のベクトル埋め込みを使用して、plot_embedding_voyage_3_large フィールドを検索します。フィールドごとに複数の比較クエリ演算子を指定して、セマンティック検索を実行するドキュメントを事前にフィルタリングします。

フィルターでは、 $and集計パイプライン演算子を使用して、次の両方の条件に一致するドキュメントを検索します。

genresフィールドでフィルタリングして、 drama 、 western 、またはcrimeジャンルではなく、 action 、 adventure 、またはfamilyジャンルに含まれる映画を検索します。
yearフィールドでフィルタリングして、 1960から2000年（両端を含む）の間にリリースされた映画を検索します。

1 db.embedded_movies.aggregate([
2   {
3     "$vectorSearch": {
4       "index": "vector_index",
5       "path": "plot_embedding_voyage_3_large",
6       "filter": {
7         "$and": [{
8           "genres": { 
9             "$nin": ["Drama", "Western", "Crime"],
10             "$in": ["Action", "Adventure", "Family"]
11           }, 
12         }, {
13           "year": { 
14             "$gte": 1960,
15             "$lte": 2000 
16           }
17         }]
18       },
19       "queryVector": KIDS_ADVENTURE_EMBEDDING,
20       "numCandidates": 200,
21       "limit": 10
22     }
23   },
24   {
25     "$project": {
26       "_id": 0,
27       "title": 1,
28       "genres": 1,
29       "plot": 1,
30       "year": 1,
31       "score": { $meta: "vectorSearchScore" }
32     }
33   }
34 ])

1 [
2   {
3     plot: 'Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ...',
4     genres: [ 'Action', 'Adventure', 'Comedy' ],
5     title: '3 Ninjas: High Noon at Mega Mountain',
6     year: 1998,
7     score: 0.7746343612670898
8   },
9   {
10     plot: "A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new...",
11     genres: [ 'Action', 'Adventure', 'Family' ],
12     title: 'White Wolves: A Cry in the Wild II',
13     year: 1993,
14     score: 0.770106315612793
15   },
16   {
17     plot: 'A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates.',
18     genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
19     title: 'Space Raiders',
20     year: 1983,
21     score: 0.7569591999053955
22   },
23   {
24     plot: 'Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents.',
25     genres: [ 'Adventure', 'Family', 'Fantasy' ],
26     title: 'The Ewok Adventure',
27     year: 1984,
28     score: 0.7515435218811035
29   },
30   {
31     plot: 'A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal.',
32     genres: [ 'Adventure', 'Comedy', 'Fantasy' ],
33     title: 'Time Bandits',
34     year: 1981,
35     score: 0.7513599395751953
36   },
37   {
38     plot: 'A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land.',
39     genres: [ 'Adventure', 'Family', 'Fantasy' ],
40     title: 'Chitty Chitty Bang Bang',
41     year: 1968,
42     score: 0.7492260932922363
43   },
44   {
45     plot: 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.',
46     genres: [ 'Action', 'Adventure', 'Comedy' ],
47     title: 'Forest Warrior',
48     year: 1996,
49     score: 0.7473714351654053
50   },
51   {
52     plot: 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.',
53     genres: [ 'Action', 'Adventure', 'Comedy' ],
54     title: 'Forest Warrior',
55     year: 1996,
56     score: 0.7473714351654053
57   },
58   {
59     plot: 'A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors.',
60     genres: [ 'Action', 'Fantasy', 'Adventure' ],
61     title: 'Warriors of Virtue',
62     year: 1997,
63     score: 0.7464213371276855
64   },
65   {
66     plot: 'A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see...',
67     genres: [ 'Animation', 'Adventure', 'Fantasy' ],
68     title: 'Taxandria',
69     year: 1994,
70     score: 0.7453246116638184
71   }
72 ]

次のクエリは、ベクター埋め込みを使用して plot_embedding_voyage_3_large フィールドで star wars という文字列を検索します。集計パイプラインと比較クエリ演算子を指定し、演算子を組み合わせてデータをフィルタリングする方法を示します。

フィルターでは、 $or集計パイプライン演算子を使用して、次のいずれかの条件に一致する映画のドキュメントを検索します。

genresフィールドでフィルタリングして、 crimeジャンルに該当しない映画を検索します。
yearフィールドでフィルタリングして、 2015年以前にリリースされた映画を検索し、 genresフィールドでフィルタリングしてactionジャンルの映画を検索します。

1 db.embedded_movies.aggregate([
2   {
3     "$vectorSearch": {
4       "index": "vector_index",
5       "path": "plot_embedding_voyage_3_large",
6       "filter": {
7         "$or": [{
8           "genres": { "$ne": "Crime" }
9         }, {
10           "$and": [{
11             "year": { "$lte": 2015 }
12           }, {
13             "genres": { "$eq": "Action" }
14           }]
15         }]
16       },
17       "queryVector": STAR_WARS_EMBEDDING,
18       "numCandidates": 200,
19       "limit": 10
20     }
21   },
22   {
23     "$project": {
24       "_id": 0,
25       "title": 1,
26       "genres": 1,
27       "plot": 1,
28       "released": 1,
29       "score": { $meta: "vectorSearchScore" }
30     }
31   }
32 ])

1 [
2   {
3     plot: "Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.",
4     genres: [ 'Action', 'Adventure', 'Fantasy' ],
5     title: 'Star Wars: Episode IV - A New Hope',
6     released: ISODate('1977-05-25T00:00:00.000Z'),
7     score: 0.79868483543396
8   },
9   {
10     plot: "A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule.",
11     genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
12     title: 'Dune',
13     released: ISODate('1984-12-14T00:00:00.000Z'),
14     score: 0.7949700355529785
15   },
16   {
17     plot: 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...',
18     genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
19     title: 'Message from Space',
20     released: ISODate('1978-10-30T00:00:00.000Z'),
21     score: 0.7913978099822998
22   },
23   {
24     plot: 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...',
25     genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
26     title: 'Message from Space',
27     released: ISODate('1978-10-30T00:00:00.000Z'),
28     score: 0.7913978099822998
29   },
30   {
31     plot: 'After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke.',
32     genres: [ 'Action', 'Adventure', 'Fantasy' ],
33     title: 'Star Wars: Episode V - The Empire Strikes Back',
34     released: ISODate('1980-06-20T00:00:00.000Z'),
35     score: 0.7809884548187256
36   },
37   {
38     plot: 'After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force.',
39     genres: [ 'Action', 'Adventure', 'Fantasy' ],
40     title: 'Star Wars: Episode VI - Return of the Jedi',
41     released: ISODate('1983-05-25T00:00:00.000Z'),
42     score: 0.7784996032714844
43   },
44   {
45     plot: 'Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory.',
46     genres: [ 'Action', 'Adventure', 'Fantasy' ],
47     title: 'Star Wars: Episode I - The Phantom Menace',
48     released: ISODate('1999-05-19T00:00:00.000Z'),
49     score: 0.7766742706298828
50   },
51   {
52     plot: 'The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ...',
53     genres: [ 'Adventure', 'Family', 'Fantasy' ],
54     title: 'Ewoks: The Battle for Endor',
55     released: ISODate('1985-11-24T00:00:00.000Z'),
56     score: 0.7676119804382324
57   },
58   {
59     plot: 'A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet.',
60     genres: [ 'Action', 'Adventure', 'Fantasy' ],
61     title: 'Krull',
62     released: ISODate('1983-07-29T00:00:00.000Z'),
63     score: 0.7624373435974121
64   },
65   {
66     plot: 'An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn.',
67     genres: [ 'Action', 'Adventure', 'Fantasy' ],
68     title: 'Starcrash',
69     released: ISODate('1979-03-09T00:00:00.000Z'),
70     score: 0.7582714557647705
71   }
72 ]

クエリ埋め込みを準備してください。

次の埋め込みを query-embeddings.js という名前のファイルに保存してください。

KIDS_ADVENTURE_EMBEDDING=[-0.021090532,-0.026399033,-0.024103465,-0.025538195,-0.000549233,0.011836523,-0.013199517,-0.003766167,-0.005165028,-0.02238179,0.037876874,0.010617003,0.010903949,-0.001354026,0.006850836,-0.018005863,-0.02195137,0.019512329,-0.041894119,-0.008357302,0.027546817,-0.025251249,0.004340059,-0.02195137,-0.003748232,-0.006205208,0.021377478,0.008931194,-0.00173961,-0.009827901,-0.016642869,-0.033572685,-0.026399033,0.015208139,0.010114847,-0.0233861,-0.011406104,-0.033142265,-0.008895326,-0.014347301,-0.019081909,-0.049067769,0.034433521,-0.023673046,0.004160717,-0.01334299,-0.06714537,0.032568373,-0.022525262,-0.024677357,0.011334368,0.027403345,0.026399033,-0.016786342,-0.015925504,0.013916882,-0.005487842,-0.0233861,0.026542507,-0.052798066,-0.025681669,-0.025394723,0.014203828,0.014921193,-0.031564061,0.010760476,0.010688739,0.013916882,-0.037876874,0.039598551,-0.000816003,0.003766167,-0.001694775,0.026972925,-0.009469219,0.015351612,-0.007245387,0.028981548,-0.035724778,0.010688739,0.001228488,0.004106915,-0.024677357,0.028551128,-0.033716157,-0.013486463,0.018292809,-0.018221073,0.009612692,-0.003622693,-0.001138817,-0.021234006,-0.045624416,0.020803586,0.007675806,-0.009612692,-0.021664424,-0.026685979,-0.025968615,0.001775478,-0.007496465,0.02051664,-0.054519743,0.018221073,0.014132091,-0.009684428,-0.025825141,-0.014921193,-0.057389203,-0.020660114,-0.028264182,-0.008931194,-0.019942747,-0.003228143,-0.014419037,0.021234006,-0.004573202,0.007317123,0.018651491,-0.016571132,-0.036155198,-0.032855317,0.000726332,-0.031851009,0.018938437,0.021234006,-0.048206929,0.017934127,-0.013414727,-0.009469219,0.064849801,0.006348681,-0.039024659,0.021377478,-0.022668736,-0.026829453,-0.019081909,0.027977237,-0.004627005,-0.038450766,0.004465597,-0.041894119,0.008213829,0.03055975,0.052224174,-0.00277979,-0.032137953,-0.013629936,0.022094844,-0.005918262,0.020660114,0.010617003,-0.020373167,-0.001614071,0.021090532,-0.005523711,0.004878082,-0.021090532,0.029698912,0.000726332,0.003371616,-0.022238316,0.008715985,0.038737711,0.013486463,-0.008536644,0.040172443,0.017503707,-0.028838074,0.061693393,-0.003066736,0.008285566,-0.034576993,0.01578203,-0.02238179,0.015925504,0.066571474,-0.038737711,-0.050215553,0.009325746,-0.010903949,-0.041607171,-0.006384549,0.026972925,-0.000119374,-0.003066736,-0.024103465,0.005093292,0.028981548,0.026829453,-0.001703742,0.043041904,0.010186584,0.010688739,0.004357993,-0.016571132,-0.010545266,-0.033142265,-0.005559579,-0.000365408,-0.00717365,0.019655801,0.047633037,0.044476632,0.01456251,-0.002977065,0.025681669,-0.015423348,-0.02051664,-0.019512329,0.014705983,0.002977065,0.03055975,-0.014347301,0.024390411,0.005882393,-0.012195205,0.004071047,-0.028694602,0.031277116,-0.010114847,0.005272633,0.017934127,0.037589926,-0.046198308,-0.02195137,-0.037876874,0.021234006,-0.034720469,-0.018005863,0.03055975,-0.015495085,-0.035150886,0.004178651,0.005882393,0.075753748,0.00595413,-0.083214343,-0.016284186,0.022238316,-0.032998793,-0.00491395,-0.009254009,-0.007819279,0.046198308,-0.008464907,0.014634247,0.031707536,-0.00317434,-0.026255561,-0.010617003,-0.033285737,0.020086221,-0.016858079,-0.012195205,-0.041894119,0.000721849,0.038163818,0.02238179,0.011406104,0.010330057,0.032137953,-0.01047353,0.039311603,-0.01291257,-0.03099017,-0.018938437,-0.013271254,-0.001820314,-0.005380238,0.003299879,-0.024533885,-0.001093982,0.012123469,-0.005236765,0.014132091,-0.018221073,0.013629936,0.022238316,-0.00317434,0.034003101,0.019081909,0.008034488,-0.02912502,0.026542507,-0.011334368,-0.077475421,0.038163818,-0.003568891,0.019081909,0.019512329,0.002385239,-0.032568373,-0.020373167,0.038737711,-0.013773409,0.01621245,-0.028407656,-0.021090532,-0.004411795,-0.013916882,-0.001533368,0.004322124,-0.024820831,0.004627005,-0.004591136,0.014849456,-0.014275564,-0.020229694,0.0233861,0.015566821,0.022525262,-0.024390411,-0.028694602,0.001766511,-0.036011726,0.006456285,-0.011262631,0.005523711,0.012266942,-0.019225383,-0.015423348,0.011836523,-0.011334368,-0.009827901,-0.011119158,0.007030177,0.00277979,0.004537334,-0.016571132,0.013127781,-0.013701673,-0.016571132,0.002941197,0.000959476,-0.004483532,0.010760476,0.043041904,-0.032568373,-0.015423348,0.006169339,-0.02094706,-0.050215553,0.012769097,0.015495085,0.001318158,0.00164994,-0.045337472,0.001533368,0.005595447,0.039311603,-0.030703224,0.023242628,-0.008787721,-0.021234006,-0.021234006,-0.001524401,0.007281255,0.01334299,0.00164994,-0.005451974,-0.011047422,-0.021234006,-0.033572685,-0.015423348,-0.005236765,0.025681669,-0.02051664,-0.024103465,-0.021377478,-0.00738886,-0.031707536,0.017790653,-0.026829453,0.007783411,-0.003335747,0.024677357,0.006384549,0.035724778,-0.004017244,-0.018651491,-0.014060355,-0.029842386,-0.012553888,0.006994309,-0.00317434,0.018292809,0.019942747,-0.01169305,0.002456975,0.010330057,-0.031707536,0.00799862,-0.019655801,-0.006205208,-0.012769097,-0.035294361,0.026112087,-0.004483532,0.02094706,0.019081909,0.001676841,-0.040746335,-0.004035179,-0.014992929,0.004375927,-0.049928606,-0.02051664,0.004268322,0.015351612,-0.037016038,-0.001452664,-0.021234006,-0.005738921,-0.051650282,-0.008285566,0.012840834,-0.015925504,0.018794963,-0.001228488,-0.035868254,-0.00347922,-0.003264011,0.002528712,0.01477772,-0.010545266,0.018221073,0.018149335,-0.028838074,-0.012984307,-0.037302982,-0.041607171,-0.043328848,-0.019799275,-0.019225383,-0.011047422,0.011908259,0.021664424,-0.012553888,0.004662873,0.005451974,-0.024533885,0.0067791,0.022812208,-0.037589926,-0.031564061,0.007101914,-0.00760407,-0.025107777,0.015566821,0.020803586,-0.033572685,0.062841177,0.034146577,-0.007532333,-0.001865149,-0.023673046,0.032424901,0.018508019,-0.005703052,-0.015853768,0.019655801,0.042181063,0.006671495,-0.004573202,0.024390411,0.009756165,-0.00029143,0.000107605,0.032711845,-0.005523711,-0.015566821,0.009110536,0.017216761,0.006241076,-0.003945508,0.007783411,0.024246939,0.048206929,0.00277979,-0.002367305,-0.05107639,-0.016284186,-0.016929815,0.016858079,0.000703914,-0.021234006,0.021234006,-0.014634247,0.001389895,0.008321434,-0.016499396,0.014921193,0.025394723,0.035437834,0.013486463,-0.022668736,-0.012338678,-0.034003101,-0.005559579,-0.008106225,0.023959992,-0.019368855,0.024533885,-0.000600793,0.009756165,-0.001936886,-0.014490774,0.018077599,0.004447663,0.011262631,-0.003658562,0.043328848,-0.018938437,0.00799862,-0.018221073,0.041320227,0.000363166,-0.003730298,0.002851526,-0.024103465,0.003515089,-0.0135582,-0.003497155,-0.006814968,0.014060355,0.027116399,-0.003192274,0.011406104,0.042468011,-0.036442146,-0.007245387,0.032424901,-0.038737711,0.008680117,-0.035581306,0.027546817,0.021664424,-0.000757717,-0.022238316,0.018221073,-0.006205208,0.005093292,0.001264356,-0.002116227,0.001098465,0.017431971,-0.042181063,0.010760476,0.033285737,0.002708053,-0.007352991,-0.009827901,-0.031994481,-0.020803586,0.009971374,-0.014849456,-0.003658562,0.024964303,-0.001793413,0.021090532,0.01578203,0.012984307,0.006922573,-0.032711845,-0.013701673,0.00390964,0.017503707,-0.015351612,0.006922573,0.028694602,0.012266942,-0.027259871,0.007675806,-0.002295568,-0.020086221,0.00595413,-0.027833764,0.001551302,0.008644248,-0.002187963,0.00040576,0.024964303,0.013916882,-0.015925504,0.014347301,-0.011549577,0.018938437,-0.032424901,0.003730298,0.003281945,0.032998793,0.005595447,0.025681669,0.011047422,0.026399033,0.02912502,-0.006241076,0.004627005,0.024390411,0.001542335,-0.034576993,0.011477841,-0.00491395,-0.014347301,0.023529572,-0.004770477,-0.014921193,-0.028264182,0.02812071,0.00164994,0.008680117,-0.005416106,0.035581306,-0.02812071,0.006097603,-0.016355922,-0.010114847,0.033142265,-0.021807898,0.001228488,-0.002170029,-0.032711845,0.018149335,0.014132091,0.03055975,0.031133642,-0.011979996,0.008967063,-0.013486463,-0.02812071,0.052224174,0.004124849,-0.008715985,-0.034863941,0.025251249,0.07977099,-0.000072297,-0.014705983,0.033142265,0.024103465,-0.004232454,-0.007496465,-0.024246939,-0.029698912,-0.009469219,0.010114847,0.001201586,0.00860838,0.012051732,-0.006025866,0.014490774,0.014992929,0.01169305,-0.003192274,0.005308501,0.0045194,0.017575443,0.001022245,-0.018794963,-0.001847215,0.011119158,0.02051664,-0.006886704,0.010330057,-0.003353682,0.018794963,0.013773409,0.026399033,0.007962752,-0.018221073,-0.012553888,-0.003586825,-0.002170029,0.047633037,0.011908259,0.007209518,0.045624416,0.028694602,0.004357993,0.023959992,0.004232454,0.009182272,0.003012933,0.035294361,-0.055954475,0.014849456,0.012553888,0.004340059,-0.000511123,-0.024390411,0.011406104,0.013127781,0.013629936,-0.011406104,0.002582514,-0.004555268,0.005559579,0.000569409,0.017934127,-0.014060355,0.02912502,0.003819969,0.011190895,-0.011262631,0.017001551,0.012553888,-0.02238179,0.024246939,0.032281429,0.032711845,-0.016714605,-0.021520952,0.016355922,-0.011334368,-0.003891705,-0.008572512,-0.016929815,0.0135582,-0.057963096,0.015566821,0.001856182,-0.002456975,-0.000766684,0.005380238,0.000923607,0.035581306,0.005272633,-0.009612692,0.018651491,-0.023959992,-0.001416796,0.033285737,-0.002725987,0.024533885,-0.010186584,0.003802035,-0.029268494,-0.011764786,0.003837903,0.022955682,0.053945851,-0.002232799,0.019512329,0.014419037,0.028407656,0.004985687,0.00210726,0.005774789,0.032568373,-0.024964303,0.019655801,-0.012123469,0.031994481,0.015638558,0.038450766,-0.011979996,0.033716157,0.019368855,0.017431971,0.022668736,0.015423348,-0.001927919,-0.001102949,0.028694602,-0.013701673,-0.036155198,-0.010688739,0.000535782,-0.021807898,-0.005200896,-0.040459387,0.007137782,-0.006492154,-0.00277979,0.020803586,0.027833764,-0.000780134,0.000600793,-0.025538195,-0.011764786,0.021090532,0.028694602,-0.016929815,-0.025251249,0.029268494,-0.013271254,0.014634247,0.000376617,-0.025251249,-0.026255561,-0.037302982,0.003138472,-0.024677357,-0.019799275,0.025825141,-0.040746335,0.002510778,-0.031851009,-0.014347301,-0.00158717,-0.046772201,-0.028838074,0.006635627,-0.001058113,0.014132091,-0.00286946,0.019368855,0.007281255,0.036155198,0.065710634,0.018794963,-0.029268494,0.003461286,0.012984307,0.006133471,0.003497155,0.046198308,-0.014132091,-0.010186584,0.028981548,-0.000286946,-0.003102604,0.011190895,0.014490774,-0.020660114,-0.00347922,-0.004842214,-0.000506639,0.002600448,0.017073289,-0.011836523,-0.026685979,-0.023959992,0.023673046,-0.006958441,0.040172443,-0.031133642,0.009182272,-0.015638558,-0.002421107,0.004555268,0.014705983,-0.028407656,-0.014921193,-0.015710294,-0.008751853,-0.006420417,-0.038450766,-0.011908259,0.006133471,0.002474909,-0.008070357,-0.01025832,-0.011119158,0.004465597,0.010903949,0.009074667,0.030703224,-0.019368855,-0.007891015,0.007675806,-0.005093292,0.023099154,0.022094844,0.00738886,0.007066045,-0.023242628,-0.020660114,0.009397482,-0.006635627,0.009540955,0.006348681,-0.013773409,-0.000186067,-0.021234006,-0.017145025,-0.007030177,0.010114847,0.024390411,-0.024964303,-0.041033279,0.0135582,0.014060355,0.008715985,0.018794963,-0.039598551,-0.015208139,0.027977237,0.020086221,0.012195205,-0.010760476,-0.025538195,0.025394723,0.012697361,-0.053371958,-0.008249698,0.005846525,-0.045624416,-0.027977237,-0.012410415,-0.02195137,-0.022955682,0.011477841,0.026972925,-0.031420588,-0.012051732,-0.015925504,-0.004322124,-0.017145025,0.012840834,0.01578203,-0.010186584,-0.00091464,-0.028264182,0.00369443,-0.029985858,-0.009899638,0.018794963,0.053945851,0.007317123,-0.020086221,0.008967063,-0.001506467,-0.006850836,0.011477841,-0.003120538,-0.005631316,-0.027977237,0.01047353,0.003120538,-0.001354026,-0.004160717,-0.004698741,-0.049067769,0.021807898,-0.037589926,0.03672909,-0.004878082,-0.006241076,0.000049879,0.014203828,-0.027259871,0.004196586,-0.002421107,0.008106225,-0.00760407,-0.003802035,-0.016140714,0.038737711,-0.010043111,-0.037589926,-0.062267285,-0.001506467,-0.006384549,-0.012697361,-0.011190895,-0.01578203,0.014132091,-0.02238179,-0.024677357,0.011621314,-0.028407656,0.010688739,0.039311603,0.009254009,-0.009612692,-0.040459387,0.021234006,0.007926884,-0.057102256,-0.045624416,0.003497155,-0.003120538,-0.015853768,-0.006528022,0.011334368,-0.008177961,-0.033716157,0.010114847,0.035868254,-0.021807898,-0.010975685,-0.039024659,0.021234006,0.001990688,-0.009756165,-0.003819969,-0.033142265,-0.035150886,0.028407656,0.007711674,0.018364545,0.005416106,0.010545266,-0.032281429,0.01291257,0.003102604,-0.009756165,0.05107639,-0.001080531,-0.043615796,0.025968615,0.012697361,0.024820831,0.024246939,-0.020086221,-0.012195205,0.00760407,0.009540955,-0.003802035,0.043328848,-0.010043111,0.003891705,-0.054519743,0.043041904,-0.032711845,0.024820831,0.018651491,-0.008357302,0.009540955,-0.003156406,-0.019081909,-0.025825141,-0.02912502,0.026255561,-0.017216761,0.010401793,-0.028551128,-0.005200896,0.012625624,-0.008142093,0.039311603,-0.00082497,-0.003784101,0.037876874,0.006599758,-0.021520952,0.047633037,0.012410415,-0.01477772,0.023529572,0.004985687,-0.031707536,0.007675806,-0.017934127,-0.034863941,0.018794963,-0.011119158,-0.027546817,0.009612692,0.00760407,0.057102256,0.006241076,0.007281255,-0.007675806,-0.008285566,0.012553888,-0.007245387,0.016284186,-0.024964303,0.007030177,-0.011836523,-0.045050524,0.021090532,-0.021664424,0.00369443,0.037016038,-0.010186584,-0.00656389,0.016355922,0.019225383,0.009002931,-0.008034488,-0.004555268,0.046772201,-0.014347301,0.014347301,-0.023959992,0.017790653,0.031133642,-0.025825141,0.035581306,-0.012769097,0.017360235,0.024677357,0.000046517,0.010903949,0.011262631,-0.000573892,0.026829453,-0.024820831,-0.001309191,0.008177961,-0.002143128,-0.018651491,-0.026685979,-0.040172443,-0.018651491,0.007568201,-0.018794963,0.003281945,-0.014347301,0.005738921,-0.020373167,-0.02051664,-0.028551128,-0.040172443,-0.017718917,0.046198308,0.003802035,-0.005523711,0.07345818,0.000412485,-0.025968615,0.024246939,-0.024964303,0.024820831,0.005882393,0.011190895,0.020086221,-0.029411966,-0.029842386,0.006922573,-0.004286256,0.0233861,-0.0135582,0.000551474,0.026255561,0.019799275,0.003568891,-0.025681669,-0.009469219,-0.002636316,0.013486463,0.050215553,-0.040459387,-0.003622693,0.019225383,-0.015853768,-0.017001551,0.028407656,0.02812071,0.01477772,-0.007209518,0.046198308,0.024246939,0.035868254,-0.019225383,-0.030272804,0.006599758,0.000473013,-0.018364545,0.033429209,-0.0233861,0.021664424,0.028694602,-0.009684428,-0.002815658,0.015136402,0.006994309,0.017360235,-0.027116399,0.042181063,-0.018794963,-0.037589926,-0.018508019,-0.012266942,-0.00277979,-0.01334299,-0.020373167,-0.004949819,-0.018651491,0.026829453,-0.011979996,0.00799862,0.040459387,-0.00738886,0.008249698,0.017718917,-0.042754956,-0.011119158,-0.043615796,-0.009325746,-0.009612692,-0.008285566,-0.008213829,0.012625624,0.000919124,-0.041033279,0.000636661,-0.045911364,-0.001909984,-0.016642869,0.013414727,0.03055975,-0.013414727,0.010186584,0.056241419,-0.008321434,-0.000200638,0.006205208,0.012625624,0.009756165,-0.035294361,0.034003101,-0.023529572,0.031564061,-0.026399033,0.029268494,0.001183652,0.01334299,0.004035179,-0.00491395,-0.002241766,-0.011764786,0.029268494,-0.011621314,0.037302982,-0.020086221,0.018651491,-0.01578203,-0.025825141,0.002528712,0.057102256,0.046198308,-0.006169339,0.008249698,0.009397482,-0.008142093,-0.037876874,-0.041607171,-0.01169305,-0.013773409,-0.020086221,-0.038737711,-0.019799275,-0.035437834,0.019368855,-0.001246422,-0.013845146,-0.037876874,-0.006814968,-0.003066736,0.003730298,0.016499396,0.012840834,0.02051664,-0.006994309,0.009182272,-0.00738886,-0.000193913,-0.037016038,0.007281255,-0.016427658,-0.003568891,0.02912502,0.021807898,0.02912502,0.004124849,-0.012625624,0.02195137,-0.036155198,0.011334368,0.018651491,0.040459387,0.006205208,0.015064666,-0.023959992,0.017360235,-0.000567167,0.032998793,-0.023099154,0.075753748,-0.038737711,-0.005057423,-0.019799275,0.014849456,-0.050215553,-0.001111916,-0.006169339,0.009469219,-0.019081909,-0.013127781,-0.028838074,-0.013414727,-0.008213829,0.006312812,-0.008177961,-0.021664424,-0.010832212,-0.012697361,0.014634247,0.004393861,-0.045337472,-0.010975685,-0.030703224,-0.003228143,-0.014849456,-0.034003101,0.009612692,-0.004806346,-0.006492154,0.018938437,0.00277979,0.023816518,-0.003407484,-0.01169305,0.006276944,-0.024820831,0.00189205,0.006814968,-0.019655801,0.035294361,0.009038799,0.006922573,0.011334368,-0.018651491,-0.009899638,0.029985858,-0.008285566,-0.013845146,0.032424901,-0.024533885,-0.024677357,0.031420588,0.003604759,0.004232454,0.01578203,-0.025107777,0.003784101,0.006276944,-0.010832212,0.009074667,-0.040172443,0.048780821,0.02094706,-0.009110536,0.008680117,-0.014132091,0.023816518,0.012051732,-0.012123469,-0.032998793,-0.032424901,-0.021664424,-0.025538195,-0.01047353,0.009002931,-0.039311603,-0.004806346,0.023673046,-0.012123469,-0.006850836,-0.030272804,0.043615796,0.002456975,0.001273323,-0.007711674,-0.008177961,0.06714537,-0.043615796,0.017216761,0.00882359,-0.005416106,-0.014060355,0.034146577,-0.022812208,-0.009899638,-0.00390964,-0.032137953,0.007245387,0.047633037,-0.007352991,0.006097603,-0.019225383,-0.027833764,-0.010545266,0.002905329,-0.002797724,0.038450766,-0.013629936,-0.008106225,-0.001143301,-0.000014361,-0.043328848,0.029698912,0.027690291,0.002143128,0.012051732,-0.02812071,0.024677357,-0.012984307,0.008715985,-0.005523711,0.039024659,-0.020373167,-0.028838074,0.026972925,0.018364545,-0.010114847,-0.011406104,0.033572685,-0.028838074,0.024677357,-0.011836523,-0.009612692,-0.03672909,0.025107777,-0.025251249,-0.009182272,0.002618382,0.030416278,-0.003210209,0.033859629,-0.015208139,-0.015279875,0.010975685,0.014132091,-0.010545266,-0.002600448,0.003945508,-0.001990688,-0.008859458,0.024533885,0.027116399,-0.005487842,-0.028551128,0.008321434,0.016714605,0.010617003,0.043328848,0.025251249,-0.033429209,0.005667184,-0.012840834,0.037589926,-0.012482151,0.002546646,0.01477772,-0.003120538,0.012984307,-0.054232799,-0.013199517,-0.029985858,-0.023673046,-0.014992929,-0.010760476,0.0233861,-0.02912502,-0.020803586,-0.010545266,0.022238316,0.005021555,0.041033279,0.016140714,-0.006097603,0.015351612,-0.017790653,-0.007675806,-0.032281429,-0.012338678,0.02955544,-0.016427658,0.039885495,0.001192619,-0.006241076,-0.000663563,-0.008070357,-0.001452664,0.025681669,-0.020803586,-0.010401793,0.001443697,0.012410415,0.007926884,-0.034003101,0.017360235,0.000999828,0.019799275,-0.001102949,0.005918262,0.010545266,-0.023529572,0.016714605,0.016571132,0.003604759,0.016140714,-0.020660114,-0.007101914,0.014132091,-0.035437834,-0.018938437,0.019225383,-0.006886704,-0.03629867,0.010545266,-0.017216761,0.005595447,-0.022812208,0.009971374,0.003371616,-0.022955682,-0.013701673,-0.019368855,-0.022238316,0.004627005,0.008213829,0.002600448,0.012769097,-0.027116399,0.015279875,-0.017073289,-0.019512329,-0.010043111,0.003120538,0.0045194,-0.024246939,0.010903949,0.001667874,-0.008895326,0.031277116,-0.016571132,-0.012266942,0.006348681,0.048493877,-0.010186584,0.001506467,0.022955682,-0.012625624,0.018938437,-0.004698741,-0.009002931,0.008249698,0.035724778,0.002887394,-0.00399931,0.007747543,-0.000780134,-0.001389895,-0.003138472,-0.016284186,-0.041033279,-0.018364545,-0.001847215,-0.011190895,0.006061735,-0.044189688,0.033859629,-0.010043111,0.040172443,-0.025251249,-0.006241076,-0.01621245,-0.028694602,-0.001345059,-0.021377478,0.037876874,0.007675806,0.006528022,0.019942747,-0.006133471,0.014275564,-0.005380238,-0.043328848,-0.05825004,0.019512329,-0.00090119,-0.018364545,-0.023099154,-0.003407484,0.026829453,-0.06542369,-0.024677357,0.011262631,-0.002618382,-0.013916882,0.031133642,-0.016427658,-0.017934127,0.020086221,-0.009827901,0.009899638,0.011621314,-0.005308501,0.021377478,-0.011621314,0.009971374,-0.037876874,-0.013916882,0.014419037,-0.001748577,0.014132091,-0.026972925,0.002725987,-0.03672909,-0.004017244,0.005738921,0.001748577,-0.014921193,-0.013127781,0.033572685,-0.022094844,-0.038163818,-0.030129332,0.005057423,0.034576993,0.028264182,0.029698912,-0.003443352,0.022238316,-0.026255561,-0.029842386,0.001883083,-0.006241076,-0.032711845,0.008429039,0.019799275,0.015710294,-0.019368855,-0.00882359,-0.007101914,-0.013414727,-0.004698741,0.01477772,-0.015351612,-0.018508019,0.034290049,-0.012984307,0.008859458,-0.010688739,-0.000573892,0.028694602,0.002313502,0.023959992,-0.013199517,-0.004770477,-0.035294361,0.003228143,0.004949819,-0.041033279,-0.015638558,0.02812071,0.009612692,-0.010760476,-0.005057423,0.010043111,-0.035868254,-0.003192274,0.016427658,-0.007711674,0.012051732,-0.013773409,0.034720469,0.00760407,0.009469219,0.012840834,-0.007962752,-0.024677357,0.006348681,-0.01334299,-0.00308467,0.012984307,0.015208139,0.02955544,0.002116227,0.000403518,-0.02195137,-0.015136402,0.002905329,0.008321434,-0.028981548,-0.035294361,-0.024533885,0.002994999,-0.017073289,-0.021664424,0.013414727,0.006384549,-0.024964303,0.018508019,0.002941197,0.01047353,-0.022668736,0.00421452,-0.034433521,0.005380238,-0.018938437,0.017001551,0.019081909,-0.002636316,-0.006456285,0.008644248,0.008859458,0.011190895,-0.00760407,0.006707363,0.007066045,-0.017718917,0.012195205,-0.037589926,-0.001013278,-0.002456975,-0.003658562,0.016499396,-0.00286946,0.002851526,-0.013414727,0.027977237,-0.040459387,-0.000515606,0.017431971,-0.00882359,0.029985858,-0.007532333,-0.01169305,-0.011836523,0.022525262,0.004627005,0.027403345,-0.010688739,-0.011334368,-0.031564061,-0.018221073,0.023959992,-0.016858079,0.045624416,0.017288497,-0.023529572,-0.016786342,0.042181063,0.003748232,-0.017288497,-0.008142093,-0.004268322,0.040172443,-0.019368855,0.006671495,-0.001488532,0.042754956,-0.020229694,-0.028694602,-0.041033279,0.01047353,0.004286256,0.004411795,-0.019081909,0.020803586,0.03672909,-0.008142093,-0.008751853,0.001640973,-0.014347301,-0.038450766,0.000522331,-0.020229694,-0.018508019,0.035581306,0.050789446,0.055093635,-0.021807898,0.038163818,-0.011262631,0.025251249,-0.034290049,0.045050524,0.0067791,-0.02094706,-0.048206929,0.008859458,0.007137782,-0.024677357,0.012769097,0.006025866,-0.035294361,0.009612692,-0.04476358,0.007675806,0.037876874,0.005236765,0.001156751,0.012625624,0.01025832,0.023529572,0.015423348,0.004160717,-0.021664424,-0.017862389,0.015925504,0.041033279,0.023242628,0.019512329,0.037876874,-0.018005863,-0.006635627,0.001981721,0.016571132,0.009540955,0.010114847,0.008715985,0.006599758,0.012410415,0.005236765,-0.014992929,0.03099017,-0.002797724,-0.039885495,0.05825004,0.000159165,0.016140714,0.043041904,-0.000887739,0.008034488,0.024964303,-0.028838074,-0.015638558,0.009182272,-0.033859629,-0.001963787,-0.008070357,-0.009612692,-0.012410415,0.003676496,-0.047633037,0.005236765,0.032711845,0.002439041,0.017073289,-0.011621314,-0.011764786,-0.018651491,0.003927574,0.002456975,-0.019225383,0.018938437,0.046198308,0.019081909,-0.045624416,-0.015423348,0.009182272,0.020086221,0.008393171,-0.003855837,-0.019942747,-0.02094706,0.000883256,0.015064666,-0.010688739,0.011119158,0.015495085,0.014490774,-0.022238316,0.012051732,0.012769097,-0.019081909,-0.005344369,-0.011621314,0.017145025,-0.008249698,-0.005344369,0.022812208,0.002286601,-0.009002931,0.028407656,-0.001865149,-0.013701673,-0.013845146,-0.006492154,0.022812208,-0.030416278,-0.035294361,-0.042754956,-0.016284186,0.007137782,0.002510778,0.008572512,-0.013701673,0.00656389,-0.006671495,0.012697361,-0.022238316,-0.001856182,0.006276944,0.006599758,0.008680117,-0.006133471,0.006958441,-0.023816518,0.008177961,0.009254009,0.003335747,-0.006635627,-0.015853768,0.007532333,-0.048206929,-0.05825004,-0.025394723,-0.031420588,-0.001049146,0.021377478,-0.023816518,-0.046198308,0.026112087,0.0045194,-0.028694602,-0.007747543,-0.024533885,-0.024677357,-0.032281429,0.018794963,-0.032711845,-0.009684428,0.011190895,-0.001380928,0.015279875,-0.025107777,-0.005738921,-0.004340059,-0.002170029,-0.017718917,-0.020373167,0.010186584,-0.009971374,-0.025394723,0.003622693,-0.048493877,0.015638558,-0.036155198,-0.016427658,-0.000600793,0.003281945,0.022094844,-0.009110536,-0.017145025,-0.023242628,-0.014921193,0.023673046,0.02195137,-0.025394723,0.003371616,-0.032998793,-0.000959476,-0.037589926,-0.013271254,-0.04476358,-0.015423348,-0.018651491,-0.049067769,0.033429209,-0.002089326,-0.033716157,-0.000932575,-0.001080531,0.036155198,-0.004106915,0.005272633,-0.02195137,-0.010043111,-0.027403345,-0.035868254,0.006814968,0.039598551,0.037302982,-0.041320227,-0.025394723,-0.025394723,-0.000699431,0.003604759,0.016355922,-0.00799862,-0.006994309,0.035150886,0.020229694,-0.007747543,0.017647181,0.026399033,-0.030416278,-0.011908259,0.026542507,-0.012195205,0.034146577,-0.006169339,-0.008859458,0.0045194,0.019799275,-0.031277116,-0.022812208,0.007066045,0.039885495,0.001264356,-0.026542507,-0.016355922,0.002214865,-0.018938437,-0.02955544,-0.008070357,-0.006420417,-0.001389895,0.002241766,-0.018292809,0.016355922,-0.002134161,0.037302982,0.00180238,-0.013199517,-0.020086221,-0.011621314,0.021377478,-0.005272633,-0.02195137,-0.017216761,0.037876874,0.033142265,0.041607171,-0.011477841,0.031133642,-0.045050524,-0.003981376,-0.025394723,-0.031707536,0.024533885,0.032568373,0.028694602,-0.021090532,-0.019942747,0.054806691,-0.004483532,-0.020086221,-0.01599724,0.018651491,0.020373167,0.000504397,-0.007424728,-0.063702017,-0.014203828,0.030846696,-0.006599758,-0.027259871,-0.024103465,-0.020660114,-0.004985687,0.005559579,-0.034146577,-0.011549577,-0.00173961,0.008321434,0.007030177,-0.015638558];
STAR_WARS_EMBEDDING=[-0.025189938,0.014741838,-0.013024342,-0.0197512,0.011235285,0.004651551,0.043509893,0.003112961,0.013310592,-0.033348043,0.037212405,-0.021039322,-0.026048684,0.012809656,0.029483676,0.003578116,-0.044654887,0.032632418,0.014312465,-0.058967352,0.025333062,-0.055246111,0.02189807,-0.017604331,-0.002880384,0.045227386,0.004794675,0.017604331,0.023186192,-0.054673612,-0.011306847,-0.012523406,-0.012380281,0.002540462,0.015958399,-0.042364895,-0.001467028,-0.020180576,-0.058108605,-0.035065539,0.010090288,-0.033348043,0.058394853,-0.013883091,0.002048471,-0.020753073,-0.029769925,0.031916797,-0.014741838,-0.040933646,-0.004096943,0.020753073,-0.002540462,0.028052431,-0.02404494,0.006547953,-0.003578116,0.003757022,0.019178702,-0.037784904,-0.02833868,0.01753277,0.029769925,0.017747456,-0.031344298,0.022899942,0.006333265,0.010376536,-0.024474313,-0.012094032,-0.004651551,0.007764512,0.017962143,0.013811528,0.037212405,-0.03148742,0.000666424,0.024474313,-0.021325571,0.041219898,0.011235285,0.046658635,0.019035578,0.020753073,0.010662786,-0.001726441,-0.012738093,-0.027193682,-0.014598713,-0.013167467,0.013596841,0.001932183,-0.010304974,-0.007478263,0.005689205,0.002987727,0.005724986,0.002325775,0.002415228,-0.003828584,-0.029340552,-0.017318081,-0.070417322,0.003810694,-0.013453716,-0.001628043,-0.027909305,0.014026215,0.009589351,0.004902019,0.028768053,-0.005259831,-0.010448099,0.025189938,0.038357403,0.048662379,0.039788652,0.010448099,0.001574371,0.020323699,0.005510299,0.026907433,0.043223642,-0.001153942,-0.010233412,0.048376128,-0.056104861,0.006691077,0.015672149,-0.015028087,0.036210533,-0.009231539,0.010519661,0.022899942,0.025762435,-0.009052633,-0.0301993,0.032203045,-0.00522405,0.029626802,-0.02433119,-0.025619311,0.016674021,0.02404494,-0.009589351,-0.026334934,-0.04436864,-0.014455589,0.02619181,0.017604331,0.02189807,-0.007728731,-0.021611821,-0.03363429,0.008480135,-0.027479932,0.025046812,-0.006047016,0.020753073,0.01016185,-0.034063663,0.029483676,-0.019035578,0.041506145,0.013453716,-0.009159978,0.007549825,0.025189938,0.005152487,-0.009446226,-0.009016853,0.021325571,0.030771798,-0.046944883,0.001314958,0.021182448,0.047231134,-0.007048889,-0.030771798,-0.025905561,-0.000612752,-0.023186192,0.011378409,0.035065539,0.007979199,0.023901815,-0.004973582,0.005188268,-0.046944883,0.009374664,0.047231134,0.058967352,0.043509893,0.011449971,0.017174957,-0.024188064,-0.025476186,-0.02833868,0.033061791,0.015314337,-0.018749328,0.013382155,0.007048889,0.005975454,0.005295612,-0.013310592,-0.022756819,-0.012523406,-0.03363429,-0.014527151,0.011449971,0.01202247,0.044941138,-0.012594969,0.002862493,0.000572499,0.030628674,-0.0098756,0.020466823,0.059539851,-0.00370335,0.007335138,0.023901815,0.023758691,-0.005903892,0.003918037,0.013310592,0.010090288,-0.012809656,-0.010376536,-0.01109216,-0.008086543,0.012809656,-0.019894326,0.012738093,0.056391109,0.029340552,-0.04436864,-0.001619098,0.042364895,-0.027623056,0.011593096,-0.031916797,-0.0301993,0.032203045,-0.003757022,0.017174957,0.033491168,0.003900147,0.002325775,0.006726858,0.020180576,0.017389644,0.009088415,0.018319955,-0.003631788,0.00586811,-0.006691077,-0.014240902,-0.009052633,0.031630546,0.04436864,-0.022899942,-0.003327648,-0.006691077,0.013310592,-0.035924286,-0.008158104,-0.005116706,-0.040647399,0.002397338,0.014455589,-0.030342424,0.028624929,-0.031773672,0.043509893,-0.001833785,-0.025619311,0.032775544,-0.046944883,0.013739966,-0.030485548,0.018319955,0.016745584,-0.020323699,-0.015815273,-0.020896198,-0.015171212,0.026334934,0.035638034,0.008873728,0.003291867,-0.02647806,0.003649678,0.003613897,0.009804038,-0.013525278,0.005367174,0.007657168,-0.017103394,-0.015815273,-0.000398065,0.013310592,0.014240902,0.003935928,0.001735386,-0.018606203,0.008265448,-0.068127327,0.012165595,-0.007836075,0.02189807,-0.000983982,0.019178702,-0.009589351,-0.013739966,-0.007800293,0.040361151,0.027623056,-0.002540462,-0.03663991,0.011163722,-0.016316209,-0.006333265,-0.010877473,-0.023329318,-0.021468697,0.013596841,0.032059919,0.007442481,0.02433119,-0.003613897,-0.013596841,0.010448099,0.010877473,-0.0098756,0.033920541,-0.006691077,-0.039502401,-0.010877473,-0.016960271,0.014097777,-0.008122323,0.007478263,0.010018725,-0.030485548,-0.011020597,0.000317558,0.00461577,0.020466823,0.070703574,-0.024617439,0.002111088,-0.024617439,-0.004204286,-0.048662379,-0.006834202,0.027766181,-0.002504681,0.025189938,0.033920541,-0.02833868,-0.000773768,-0.03578116,0.015958399,0.006369046,0.033204917,-0.006762639,0.02003745,-0.020180576,0.015886836,-0.015385899,-0.029340552,-0.009446226,0.015529023,-0.010376536,-0.012881218,-0.000715623,0.014312465,-0.029197427,-0.000684315,0.000360048,0.015815273,-0.027050557,0.006655296,0.018892452,-0.021182448,0.031201173,0.014240902,-0.022756819,0.004365302,-0.020609949,0.008515916,-0.016244646,0.001162888,0.000084421,0.003273976,-0.017819017,0.000576971,0.020753073,-0.004794675,0.018105267,-0.013095905,-0.028052431,0.004114834,0.02833868,-0.027193682,-0.010877473,-0.002576244,0.011879345,-0.017819017,0.006726858,-0.021754947,-0.031773672,-0.013382155,0.024903689,0.013167467,0.000033964,0.034063663,0.022613693,-0.038357403,-0.010018725,-0.017174957,-0.004418973,0.02189807,-0.003166633,-0.009589351,0.009303101,-0.036496785,-0.005760767,-0.006583733,-0.003596007,0.014026215,-0.003828584,-0.02833868,-0.020896198,0.001449137,0.039502401,0.012881218,0.025476186,0.000961619,-0.025762435,0.002808821,0.034922414,0.004687332,-0.046658635,0.030914923,-0.036067411,0.008659041,-0.004025381,-0.0301993,-0.026048684,0.024760563,0.036496785,-0.029913051,0.015672149,0.007764512,0.01509965,0.010304974,-0.004490536,-0.007585606,-0.019464951,0.016602458,-0.007048889,-0.005510299,0.011163722,0.013739966,-0.034636162,0.020609949,-0.004418973,0.034636162,0.040933646,0.031773672,0.023758691,0.031344298,-0.006798421,0.026048684,-0.011521534,0.020753073,0.014384027,0.026334934,-0.034206789,-0.036067411,0.014598713,0.023758691,-0.039216153,0.003363429,0.002880384,-0.006726858,-0.000916892,-0.001395465,-0.009660914,0.032059919,0.008086543,0.029054303,-0.011593096,0.065551087,0.031058047,-0.041219898,-0.014097777,-0.017103394,0.016244646,-0.028911177,0.044654887,-0.030771798,0.024760563,0.02833868,0.018248392,0.026907433,-0.002227377,0.034063663,0.000167724,0.021039322,-0.018892452,0.012738093,-0.001395465,0.005760767,-0.024760563,-0.002683587,0.000230341,-0.0197512,0.009088415,-0.00400749,-0.026764309,-0.012881218,0.016101522,-0.009303101,0.015529023,-0.016817145,0.014312465,-0.030914923,-0.018463079,0.020323699,-0.023472441,-0.023758691,-0.005009362,0.018176829,0.012738093,0.009374664,-0.031916797,0.016387772,0.027479932,0.015529023,-0.021325571,0.020323699,-0.025476186,0.008515916,-0.039788652,-0.007979199,-0.009947163,-0.006869983,0.004758894,0.022613693,-0.013668403,-0.015171212,0.035351787,-0.022327444,0.019178702,0.000404774,-0.003524444,-0.012094032,0.023901815,-0.0400749,-0.004579989,0.00245101,0.013024342,0.015958399,0.009517789,0.034779288,0.021468697,0.00062617,0.007728731,-0.028195554,0.0301993,-0.002504681,0.008909509,0.004651551,-0.007013108,0.03148742,0.019608077,0.002540462,0.043509893,-0.006190141,0.024903689,0.010519661,0.018319955,0.010519661,0.009660914,0.000966091,-0.004454754,0.000299667,0.007907636,-0.018463079,0.004758894,-0.001851675,-0.002415228,0.010233412,-0.024617439,-0.030771798,0.018749328,0.003023508,0.005474518,-0.011521534,-0.008551697,0.007979199,0.03363429,0.000275068,0.007800293,0.0039896,0.00522405,-0.035924286,-0.01416934,0.02619181,-0.025476186,-0.033777416,0.021325571,-0.02218432,0.001833785,0.027766181,-0.006118578,0.032059919,0.038929902,0.003613897,0.031344298,-0.002737259,0.057536107,0.009732476,0.020753073,0.005402955,-0.047803629,-0.040933646,0.009052633,-0.030485548,0.018319955,0.025046812,-0.002361557,0.045513637,0.008766385,-0.031058047,0.014312465,0.002737259,-0.004186396,0.032059919,0.024617439,-0.012666531,0.006798421,0.02619181,-0.012523406,0.009947163,0.005617642,0.039216153,0.008766385,0.009517789,0.042651143,-0.012881218,0.007263576,-0.000514354,0.016817145,-0.048948627,0.018176829,0.034922414,0.005331393,0.000391356,-0.017604331,0.026048684,-0.011807784,0.017461207,0.012809656,0.029483676,-0.017174957,0.023472441,0.005188268,0.007585606,-0.034922414,0.069558576,0.023472441,-0.010304974,0.020180576,0.025046812,0.016459335,0.000317558,-0.018606203,0.066696085,0.011664659,0.025762435,-0.016888708,0.015314337,-0.009231539,0.016459335,-0.021325571,0.009303101,0.000840857,-0.014455589,0.00170855,0.014741838,-0.004168505,-0.009088415,-0.0074067,-0.004472645,0.002665696,0.023615567,0.038929902,-0.016960271,-0.027193682,0.03663991,-0.016530896,0.003256086,0.015171212,0.036926158,0.02433119,0.047231134,-0.049234878,0.009947163,-0.01109216,-0.014097777,-0.007585606,0.00338132,-0.008086543,0.018176829,-0.014527151,-0.000205742,-0.041219898,0.012666531,0.046086136,0.004025381,-0.0074067,0.033348043,-0.020896198,-0.000514354,0.033491168,0.004257958,0.02404494,-0.008372792,-0.021754947,0.037784904,0.013453716,0.013024342,-0.026334934,0.023758691,0.012094032,0.006297485,0.045227386,0.021039322,-0.020323699,0.005975454,0.008802165,0.00370335,0.006941545,-0.029340552,-0.008551697,-0.004454754,0.003488663,0.010662786,0.00801498,0.010090288,0.015600586,0.018105267,-0.020180576,-0.00307718,0.031630546,0.000644061,0.011950907,-0.023472441,0.01509965,-0.035924286,0.016459335,-0.027766181,-0.014598713,-0.021611821,-0.013310592,-0.021039322,-0.02189807,0.018606203,-0.007979199,0.018176829,0.022041194,-0.002916165,0.009088415,-0.00522405,-0.018176829,-0.031916797,-0.017318081,-0.025476186,-0.014527151,-0.017675893,-0.026621183,0.000362284,0.02619181,0.016101522,-0.013310592,0.021325571,0.027909305,0.016316209,0.006011235,0.008551697,0.030914923,-0.070703574,0.004794675,-0.019321827,-0.011163722,-0.014598713,-0.0197512,-0.005438737,-0.025189938,-0.037212405,0.004168505,-0.021754947,0.018033706,0.035065539,0.022756819,0.005581861,-0.007764512,-0.003005618,-0.003524444,0.006655296,-0.00170855,-0.046086136,-0.009374664,0.001744332,0.030056175,0.016674021,0.014312465,0.029054303,-0.009052633,0.005832329,-0.029197427,-0.004723113,0.032489292,0.022899942,-0.044941138,0.014026215,-0.007227794,-0.035494912,0.001261286,0.079004802,0.008122323,0.022041194,0.016602458,0.046658635,-0.016888708,-0.006547953,-0.016316209,0.002021636,-0.016745584,0.003792803,0.005116706,-0.037784904,-0.028481804,-0.014670276,-0.005259831,0.018892452,0.001252341,-0.068699829,-0.021611821,-0.015242774,-0.027050557,-0.032059919,0.026048684,-0.014240902,-0.007013108,0.014598713,-0.005474518,-0.007192013,-0.016817145,0.00400749,0.010519661,0.007657168,0.005295612,0.009124196,0.024474313,-0.019894326,-0.044941138,-0.022756819,-0.022327444,-0.041792396,0.027479932,-0.013668403,-0.036210533,0.001225505,0.009947163,-0.044654887,-0.02003745,0.031344298,-0.004186396,-0.009517789,0.000720096,-0.023901815,0.000670897,0.022899942,0.006619515,0.006512171,0.022327444,0.021468697,0.021611821,0.039216153,-0.019608077,0.028052431,-0.020466823,-0.0197512,0.004454754,0.026048684,-0.024617439,-0.000333212,0.002200541,-0.002629915,0.021611821,0.009374664,0.00894529,-0.057822354,-0.009660914,-0.002844602,0.020323699,0.000603807,0.018033706,-0.027050557,-0.004186396,-0.019608077,-0.021754947,0.009732476,0.01602996,-0.016960271,-0.001520699,-0.023615567,0.004383192,0.000925838,0.023043068,0.032775544,0.006404828,-0.010304974,0.019321827,0.017604331,-0.01230872,0.007657168,0.005402955,-0.03148742,-0.000550135,-0.002111088,-0.029626802,0.01323903,-0.033777416,0.006655296,0.035065539,-0.003256086,0.000907947,0.004025381,0.011020597,-0.04808988,0.02619181,0.015171212,0.023758691,0.014741838,-0.001359684,-0.041506145,-0.009088415,-0.012738093,0.000176669,0.033777416,0.024188064,-0.002307885,0.023901815,0.00034663,-0.024474313,-0.031773672,-0.023758691,-0.024474313,-0.011163722,0.000447265,0.005080925,-0.00123445,0.006297485,-0.031058047,-0.012738093,-0.003059289,-0.026907433,-0.015672149,-0.005760767,0.023043068,0.023043068,-0.015028087,0.017747456,0.013883091,-0.011807784,0.038357403,-0.016817145,0.014884963,0.017389644,-0.000599334,0.016602458,0.008086543,-0.039502401,0.050379876,-0.024474313,0.035351787,-0.023758691,0.002039526,0.004061162,-0.012165595,-0.020180576,0.001636988,-0.013883091,0.017389644,0.006225922,-0.03578116,-0.016817145,-0.001332848,-0.005617642,-0.008730603,-0.039216153,0.02433119,0.028052431,0.02833868,0.039502401,0.010233412,-0.006869983,0.021468697,0.002039526,-0.0197512,0.020753073,0.027050557,0.009517789,0.011449971,0.038929902,0.008873728,0.009374664,0.007871855,-0.006082797,-0.007156232,-0.014670276,-0.000447265,0.046944883,-0.015242774,-0.019894326,0.008158104,0.016173085,-0.018463079,0.034922414,-0.005009362,-0.000092248,0.005760767,0.006190141,-0.022613693,0.034206789,0.012523406,0.000992927,0.038071156,-0.048376128,-0.017747456,0.014384027,0.000751404,0.015314337,-0.010519661,0.058681104,0.013954652,0.022899942,-0.003757022,0.01416934,-0.000469628,-0.008337011,-0.001153942,0.02189807,-0.024760563,0.01416934,-0.012738093,-0.025046812,0.030771798,-0.046658635,-0.002137924,0.053242367,0.010090288,-0.046086136,0.016316209,-0.005295612,0.023043068,-0.023043068,0.010233412,-0.018319955,-0.017389644,0.030485548,0.009660914,0.017174957,0.050379876,-0.010304974,0.017819017,-0.000364521,0.011163722,0.001753277,0.010448099,0.013095905,0.008372792,-0.01109216,0.036926158,-0.015672149,-0.014598713,0.008981071,-0.011879345,-0.036926158,-0.01789058,-0.008694822,-0.028911177,-0.017103394,-0.028768053,-0.030914923,0.001033181,0.00431163,-0.024474313,-0.031058047,0.010018725,0.00647639,-0.027336806,0.025046812,0.003148742,-0.010018725,0.03663991,0.033348043,-0.001162888,-0.01016185,0.010376536,0.010519661,0.019178702,0.016101522,0.007943418,-0.013739966,-0.013525278,-0.027193682,0.006655296,0.027050557,-0.017389644,-0.027479932,0.041792396,0.045513637,-0.014741838,0.012451844,0.018319955,-0.00153859,0.010519661,0.017962143,-0.012594969,0.018606203,0.023472441,-0.034063663,-0.004061162,0.015600586,0.019178702,0.002361557,-0.025619311,-0.00586811,-0.02003745,0.013739966,0.017675893,-0.025189938,-0.002415228,0.001547535,0.019608077,0.039502401,-0.00184273,0.025189938,0.00277304,0.020323699,0.007227794,0.012165595,-0.00370335,0.02433119,-0.00586811,0.016459335,0.034206789,0.001051072,-0.010519661,-0.004096943,0.00153859,0.01574371,0.01230872,-0.007692949,-0.019464951,0.005116706,0.017389644,0.024903689,0.046658635,-0.010519661,0.020609949,0.060684849,-0.045227386,-0.008551697,-0.004293739,-0.001502809,-0.015815273,-0.005975454,0.000290722,0.027050557,-0.002245268,-0.016888708,-0.027193682,-0.001288122,-0.021182448,-0.041219898,0.031916797,0.030628674,-0.03234617,0.006655296,0.008372792,-0.009016853,-0.033348043,0.010877473,-0.05238362,-0.004490536,-0.028911177,0.006905764,-0.003506554,0.039788652,-0.036496785,-0.015886836,0.015314337,-0.015672149,0.006225922,-0.021182448,-0.034349915,-0.043223642,-0.025476186,0.002558353,0.007048889,-0.037784904,-0.014026215,-0.044654887,-0.036926158,0.008229667,0.007728731,0.039216153,-0.00027954,0.026907433,0.027193682,-0.017174957,-0.011378409,0.017174957,-0.015815273,0.009446226,0.033777416,-0.014384027,0.003721241,-0.024760563,-0.000229223,0.008802165,-0.000377939,-0.007692949,0.016173085,0.018248392,-0.02218432,-0.003202414,-0.033204917,-0.002969836,-0.023186192,0.030056175,-0.015457462,-0.015314337,-0.008981071,0.022613693,-0.014026215,-0.025476186,0.025333062,0.034206789,0.010662786,0.016387772,0.030342424,-0.008086543,0.007120451,0.000221396,0.025619311,0.01789058,-0.008086543,0.011807784,-0.016101522,0.002719368,0.005653423,0.017962143,-0.001941128,0.06297484,0.016244646,0.003524444,0.018749328,-0.001815894,0.006082797,0.069558576,-0.011020597,0.018033706,0.026621183,0.007692949,-0.008694822,0.035924286,-0.001878511,-0.005975454,-0.028911177,-0.007871855,0.014741838,0.008587479,0.026621183,0.005259831,-0.023186192,0.000368993,-0.01323903,0.002683587,-0.011306847,0.007478263,-0.000621698,0.022756819,-0.018892452,-0.013167467,0.007764512,-0.010877473,-0.017461207,-0.013525278,0.014240902,-0.019464951,-0.009016853,0.016173085,-0.027479932,0.002934055,0.042937394,-0.004830457,-0.031201173,-0.024188064,0.00245101,0.017318081,0.001824839,-0.022756819,0.021325571,-0.027479932,-0.008659041,0.008337011,-0.016674021,-0.003452882,0.000711151,-0.045799885,0.013739966,-0.029340552,-0.035208661,0.000554608,-0.007800293,0.018892452,0.028481804,-0.011593096,-0.00894529,0.024474313,-0.008050761,0.025476186,-0.001306012,-0.00214687,-0.008050761,-0.018606203,-0.006047016,-0.028768053,0.029197427,-0.021468697,0.005402955,-0.021039322,-0.014312465,-0.002325775,-0.020896198,0.000706678,0.035638034,-0.008480135,-0.035351787,0.014312465,0.012523406,0.011807784,0.003041399,-0.010018725,-0.022613693,-0.021182448,-0.005474518,-0.007120451,0.025476186,0.036926158,-0.007907636,-0.014097777,0.010519661,0.005617642,0.014670276,-0.011664659,0.011879345,-0.012738093,-0.007871855,-0.012666531,0.032918669,-0.010018725,0.007943418,0.024188064,0.005760767,-0.003918037,0.022613693,0.017318081,0.036496785,0.037784904,0.008694822,0.016674021,0.000106225,0.003685459,-0.031201173,-0.01016185,-0.02404494,-0.019035578,0.031773672,0.000975037,-0.032489292,-0.033920541,0.015385899,-0.023186192,0.012523406,-0.011163722,-0.005116706,0.015314337,-0.006834202,-0.038357403,-0.023472441,0.015529023,0.017747456,0.005653423,-0.002325775,0.009088415,-0.022899942,0.02433119,0.000849803,-0.042078644,-0.004257958,0.018176829,-0.0049378,-0.002415228,-0.016173085,0.012594969,0.013596841,-0.017031832,-0.001806949,-0.003810694,0.003005618,0.046944883,-0.025476186,0.012738093,0.009016853,-0.009660914,0.012666531,0.014026215,-0.010519661,0.022327444,0.00400749,-0.007478263,-0.03578116,0.009804038,-0.028911177,-0.018248392,0.004758894,0.005939673,0.033920541,-0.011378409,-0.005474518,0.012451844,0.018176829,0.033920541,0.025905561,-0.014670276,0.001798003,0.031344298,0.00431163,0.027193682,-0.006798421,0.011449971,0.00894529,0.013883091,0.023758691,-0.007692949,0.031344298,-0.014384027,-0.007514044,-0.026621183,-0.001645933,-0.010090288,-0.009589351,0.008193886,-0.007871855,-0.031773672,0.013525278,0.006583733,0.010949035,-0.004794675,-0.004061162,-0.021468697,0.011020597,-0.020609949,0.010018725,0.010662786,0.008158104,0.00370335,0.007800293,-0.029626802,0.029197427,-0.017174957,-0.00586811,-0.003112961,-0.018749328,-0.042364895,0.027050557,0.028624929,0.008837947,0.026334934,0.018248392,-0.004758894,0.009446226,-0.033061791,-0.022041194,-0.021039322,0.008086543,-0.009088415,-0.031630546,0.020896198,-0.018749328,0.022613693,-0.014097777,0.004347411,0.014813401,-0.013525278,-0.001726441,0.010448099,0.036067411,-0.026048684,-0.020753073,-0.005045144,0.033348043,-0.002576244,0.02404494,0.022041194,0.017031832,-0.000297431,-0.003184523,-0.012738093,0.022756819,-0.016888708,0.021039322,-0.000313085,0.032203045,-0.011235285,0.001583316,-0.00461577,-0.026334934,-0.002934055,-0.005939673,0.001458082,0.007156232,-0.005689205,-0.042937394,0.011378409,0.007156232,0.00554608,0.026621183,-0.014455589,-0.017604331,-0.02647806,-0.03578116,-0.009804038,0.006905764,-0.0197512,-0.035494912,-0.027623056,-0.00461577,0.011521534,0.006905764,0.009517789,0.003112961,0.033920541,-0.004687332,-0.005045144,-0.009231539,0.000126911,0.008694822,-0.029340552,0.011163722,0.047517382,-0.039788652,-0.033348043,-0.003041399,-0.007657168,-0.035065539,-0.012165595,-0.024617439,0.0049378,0.017461207,0.029626802,-0.004723113,-0.000366757,-0.041792396,0.041219898,-0.009446226,0.016960271,-0.017747456,-0.036067411,0.025046812,0.027336806,0.025905561,0.049234878,0.016602458,-0.005796548,0.021325571,-0.003524444,-0.000872166,0.014670276,0.020323699,0.002737259,0.009660914,-0.006440609,-0.062402345,-0.062688597,-0.008158104,-0.018749328,0.005438737,-0.002066362,0.000205742,-0.018749328,0.017103394,-0.03578116,0.000265004,-0.03663991,-0.024760563,0.054101113,-0.00647639,-0.026334934,0.034779288,0.022756819,-0.033348043,-0.02433119,-0.041792396,-0.014455589,-0.023329318,-0.004687332,-0.013453716,-0.018319955,-0.014455589,0.043509893,0.013453716,-0.014813401,0.009052633,-0.034349915,0.052097369,-0.003774913,0.016316209,-0.027050557,0.028195554,-0.007549825,-0.020466823,0.014598713,-0.005939673,0.003273976,-0.052097369,0.002701478,-0.02404494,-0.005903892,0.009947163,-0.00043161,0.02189807,0.042078644,-0.020609949,0.007836075,0.018892452,0.001207614,0.009159978,-0.029197427,-0.023329318,0.004347411,-0.019464951,0.020180576,0.019894326,0.00615436,0.021468697,-0.017461207,-0.011879345,-0.002307885,0.016101522,-0.029626802,-0.014455589,0.020323699,0.020753073,0.018176829,-0.006082797,0.027766181,0.016530896,-0.008444354,0.001806949,0.029626802,-0.012451844,0.023186192,0.006869983,-0.034063663,-0.012094032,-0.021611821,-0.008050761,0.05581861,-0.004257958,-0.025333062,-0.004526317,0.018033706,0.027479932,0.025476186,0.008802165,-0.009589351,0.012809656,0.012523406,0.0400749,0.018033706,0.011020597,0.014956526,0.013883091,-0.006655296,0.019608077,-0.03234617,0.007585606,-0.036067411,-0.024617439,-0.001628043,0.022041194,0.026764309,-0.038643654,-0.009124196,-0.020323699,-0.013883091,0.02404494,0.002361557,-0.03234617,-0.0049378,0.018606203,0.022327444,0.043509893,-0.030485548,-0.003560225,0.007442481,0.00370335,0.011449971,0.023472441,0.000197915,-0.011950907,0.023329318,-0.009804038,-0.025619311,0.0074067,-0.003953818,0.014312465,0.048662379,-0.027193682,0.019894326,-0.042364895,0.003327648,0.042937394,-0.040933646,-0.020466823,0.056104861,0.020896198,-0.014527151,-0.036210533,-0.022470569,0.035924286,-0.013167467,-0.055532362,-0.006190141,-0.027909305,0.012881218,0.003005618,0.005689205,0.01109216,-0.016387772,-0.021468697,0.018176829,-0.021611821,0.032918669,0.002951946,-0.008837947,-0.031773672,-0.029913051,0.017318081,0.017461207,-0.02833868,-0.027479932,-0.023615567,0.037212405,-0.023615567,-0.02404494,0.029626802,0.002951946,0.004043271,-0.001377575,0.007800293,0.024188064,-0.027336806,-0.002361557,-0.00307718,-0.025189938,0.007192013,-0.000207978,0.040933646,0.010877473,-0.000720096,-0.006941545,0.003059289,0.032775544,-0.007657168,0.019321827,-0.012094032,0.042078644,-0.010591224,0.011807784,-0.016173085,-0.015529023,-0.023615567,0.016173085,-0.018606203,0.007192013,-0.008587479,0.000257177,0.002245268,-0.011879345,0.044082388,-0.005939673,-0.003059289,-0.013954652,-0.026621183,0.039502401,-0.006440609,0.014384027,0.012094032,-0.034779288,-0.002379447,0.023329318,0.029483676,-0.002325775,-0.001565426,0.025619311,0.018606203,-0.016101522,-0.0301993,0.002576244,0.035208661,0.002325775,-0.011664659,-0.022470569,-0.047231134,-0.016888708,-0.017747456,0.05152487,0.009374664,-0.010591224,0.009303101,-0.005009362,-0.029197427,0.001726441,-0.023758691,-0.002934055,-0.017461207,0.018606203,-0.002665696,-0.003578116,-0.018606203,-0.004651551,-0.021325571,0.005367174,-0.009124196,0.016888708,-0.01295278,0.002048471,-0.011593096,0.017604331,-0.008515916,0.006082797,-0.036067411,-0.027336806,-0.010018725,-0.001306012,0.026334934,-0.019321827,-0.030914923,-0.026764309,-0.0024689,-0.005581861,-0.002755149,0.019464951,-0.01295278,0.011163722,0.000639588,0.025476186,0.029483676,0.042651143,-0.011306847,0.002737259,0.010090288,-0.015600586,0.038357403,0.029197427,-0.008193886,0.044082388,0.032489292,-0.00123445,-0.008372792,0.009124196,-0.00309507,-0.041792396,0.007764512,-0.009947163,0.044941138,0.030056175,-0.013024342,-0.019321827,0.019321827,0.008551697,-0.053814866,0.038071156,-0.037784904,0.012165595,-0.008444354,-0.029626802,-0.006905764,-0.028195554,-0.01080591,-0.0098756,-0.032203045,0.040361151,-0.033920541,0.004454754,-0.036067411,0.011879345,-0.011235285,0.020609949,-0.004579989,0.0074067,-0.017103394,0.01789058,0.011449971,-0.007836075,0.000427138,-0.007120451,0.008337011,0.00123445,-0.003273976,-0.007263576,-0.011449971,0.022756819,0.002576244,-0.013310592,-0.013382155,-0.011664659,-0.013453716,-0.005152487,-0.050379876,-0.034636162,-0.011306847,0.015028087,0.008480135,-0.047517382,-0.00586811,-0.008301229,-0.01416934,0.000876638,0.000326503,0.01080591,0.004150615,0.005259831,-0.008837947,0.017031832,-0.016316209,-0.036210533,-0.013883091,-0.000295195,0.014240902,0.020753073,-0.022899942,-0.038929902,0.00586811,-0.008050761,0.00016437,-0.001932183,0.001789058,0.017031832,0.045227386,-0.016745584,-0.005689205,0.008372792,0.008301229,-0.016674021,-0.004222177,0.005832329,0.016173085,-0.009374664,-0.006869983,-0.052669868,0.035065539,0.000123557,0.007478263,0.033491168,0.054387365,0.002254213,-0.007836075,-0.020323699,-0.019178702,-0.010376536,-0.039788652,-0.032632418,-0.012380281,-0.002540462,-0.016602458,-0.022756819,0.019608077,0.001887456,0.032918669,0.008050761,-0.013739966,0.006547953,-0.016674021,0.001574371,0.019321827,-0.016960271,-0.031201173,0.027766181,0.006655296,0.020753073,0.009804038,0.024903689,-0.043509893,0.015815273,-0.017962143,-0.043223642,0.033920541,-0.007764512,-0.006762639,0.017819017,-0.026621183,0.046658635,-0.004490536,0.024188064,-0.010304974,0.004651551,0.047231134,-0.038071156,0.009589351,-0.033920541,-0.027050557,0.050093625,0.008515916,-0.025189938,-0.008050761,0.011950907,0.004973582,0.014527151,-0.009374664,-0.003721241,0.019608077,0.049807377,0.016602458,0.02404494];

`mongosh` 内のクラスターに接続します。

ターミナルウィンドウでmongoshを開き、クラスターに接続します。接続の詳細な手順については、「 mongosh 経由での接続」を参照してください。

クエリの埋め込みを`mongosh`にロードします。

埋め込みをクエリで使用するには、ファイルを mongosh にロードしてください。

load('/<path-to-file>/query-embeddings.js');

`sample_mflix` データベースに切り替えます。

use sample_mflix

switched to db sample_mflix

インデックスフィールドに対してセマンティック検索クエリを実行します。

_idフィールドを除外し、結果にはtitle 、 genres 、 plot 、およびyearフィールドのみが含まれます。
結果内の各ドキュメントのベクトル検索スコアを表示するscoreという名前のフィールドを追加します。

フィルターでは、 $and集計パイプライン演算子を使用して、次の両方の条件に一致するドキュメントを検索します。

genresフィールドでフィルタリングして、 drama 、 western 、またはcrimeジャンルではなく、 action 、 adventure 、またはfamilyジャンルに含まれる映画を検索します。
yearフィールドでフィルタリングして、 1960から2000年（両端を含む）の間にリリースされた映画を検索します。

1 db.embedded_movies.aggregate([
2   {
3     "$vectorSearch": {
4       "index": "vector_index",
5       "path": "plot_embedding_voyage_3_large",
6       "filter": {
7         "$and": [{
8           "genres": { 
9             "$nin": ["Drama", "Western", "Crime"],
10             "$in": ["Action", "Adventure", "Family"]
11           }, 
12         }, {
13           "year": { 
14             "$gte": 1960,
15             "$lte": 2000 
16           }
17         }]
18       },
19       "queryVector": KIDS_ADVENTURE_EMBEDDING,
20       "numCandidates": 200,
21       "limit": 10
22     }
23   },
24   {
25     "$project": {
26       "_id": 0,
27       "title": 1,
28       "genres": 1,
29       "plot": 1,
30       "year": 1,
31       "score": { $meta: "vectorSearchScore" }
32     }
33   }
34 ])

1 [
2   {
3     plot: 'Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ...',
4     genres: [ 'Action', 'Adventure', 'Comedy' ],
5     title: '3 Ninjas: High Noon at Mega Mountain',
6     year: 1998,
7     score: 0.7746343612670898
8   },
9   {
10     plot: "A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new...",
11     genres: [ 'Action', 'Adventure', 'Family' ],
12     title: 'White Wolves: A Cry in the Wild II',
13     year: 1993,
14     score: 0.770106315612793
15   },
16   {
17     plot: 'A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates.',
18     genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
19     title: 'Space Raiders',
20     year: 1983,
21     score: 0.7569591999053955
22   },
23   {
24     plot: 'Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents.',
25     genres: [ 'Adventure', 'Family', 'Fantasy' ],
26     title: 'The Ewok Adventure',
27     year: 1984,
28     score: 0.7515435218811035
29   },
30   {
31     plot: 'A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal.',
32     genres: [ 'Adventure', 'Comedy', 'Fantasy' ],
33     title: 'Time Bandits',
34     year: 1981,
35     score: 0.7513599395751953
36   },
37   {
38     plot: 'A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land.',
39     genres: [ 'Adventure', 'Family', 'Fantasy' ],
40     title: 'Chitty Chitty Bang Bang',
41     year: 1968,
42     score: 0.7492260932922363
43   },
44   {
45     plot: 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.',
46     genres: [ 'Action', 'Adventure', 'Comedy' ],
47     title: 'Forest Warrior',
48     year: 1996,
49     score: 0.7473714351654053
50   },
51   {
52     plot: 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.',
53     genres: [ 'Action', 'Adventure', 'Comedy' ],
54     title: 'Forest Warrior',
55     year: 1996,
56     score: 0.7473714351654053
57   },
58   {
59     plot: 'A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors.',
60     genres: [ 'Action', 'Fantasy', 'Adventure' ],
61     title: 'Warriors of Virtue',
62     year: 1997,
63     score: 0.7464213371276855
64   },
65   {
66     plot: 'A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see...',
67     genres: [ 'Animation', 'Adventure', 'Fantasy' ],
68     title: 'Taxandria',
69     year: 1994,
70     score: 0.7453246116638184
71   }
72 ]

フィルターでは、 $or集計パイプライン演算子を使用して、次のいずれかの条件に一致する映画のドキュメントを検索します。

genresフィールドでフィルタリングして、 crimeジャンルに該当しない映画を検索します。
yearフィールドでフィルタリングして、 2015年以前にリリースされた映画を検索し、 genresフィールドでフィルタリングしてactionジャンルの映画を検索します。

1 db.embedded_movies.aggregate([
2   {
3     "$vectorSearch": {
4       "index": "vector_index",
5       "path": "plot_embedding_voyage_3_large",
6       "filter": {
7         "$or": [{
8           "genres": { "$ne": "Crime" }
9         }, {
10           "$and": [{
11             "year": { "$lte": 2015 }
12           }, {
13             "genres": { "$eq": "Action" }
14           }]
15         }]
16       },
17       "queryVector": STAR_WARS_EMBEDDING,
18       "numCandidates": 200,
19       "limit": 10
20     }
21   },
22   {
23     "$project": {
24       "_id": 0,
25       "title": 1,
26       "genres": 1,
27       "plot": 1,
28       "released": 1,
29       "score": { $meta: "vectorSearchScore" }
30     }
31   }
32 ])

1 [
2   {
3     plot: "Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.",
4     genres: [ 'Action', 'Adventure', 'Fantasy' ],
5     title: 'Star Wars: Episode IV - A New Hope',
6     released: ISODate('1977-05-25T00:00:00.000Z'),
7     score: 0.79868483543396
8   },
9   {
10     plot: "A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule.",
11     genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
12     title: 'Dune',
13     released: ISODate('1984-12-14T00:00:00.000Z'),
14     score: 0.7949700355529785
15   },
16   {
17     plot: 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...',
18     genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
19     title: 'Message from Space',
20     released: ISODate('1978-10-30T00:00:00.000Z'),
21     score: 0.7913978099822998
22   },
23   {
24     plot: 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...',
25     genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
26     title: 'Message from Space',
27     released: ISODate('1978-10-30T00:00:00.000Z'),
28     score: 0.7913978099822998
29   },
30   {
31     plot: 'After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke.',
32     genres: [ 'Action', 'Adventure', 'Fantasy' ],
33     title: 'Star Wars: Episode V - The Empire Strikes Back',
34     released: ISODate('1980-06-20T00:00:00.000Z'),
35     score: 0.7809884548187256
36   },
37   {
38     plot: 'After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force.',
39     genres: [ 'Action', 'Adventure', 'Fantasy' ],
40     title: 'Star Wars: Episode VI - Return of the Jedi',
41     released: ISODate('1983-05-25T00:00:00.000Z'),
42     score: 0.7784996032714844
43   },
44   {
45     plot: 'Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory.',
46     genres: [ 'Action', 'Adventure', 'Fantasy' ],
47     title: 'Star Wars: Episode I - The Phantom Menace',
48     released: ISODate('1999-05-19T00:00:00.000Z'),
49     score: 0.7766742706298828
50   },
51   {
52     plot: 'The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ...',
53     genres: [ 'Adventure', 'Family', 'Fantasy' ],
54     title: 'Ewoks: The Battle for Endor',
55     released: ISODate('1985-11-24T00:00:00.000Z'),
56     score: 0.7676119804382324
57   },
58   {
59     plot: 'A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet.',
60     genres: [ 'Action', 'Adventure', 'Fantasy' ],
61     title: 'Krull',
62     released: ISODate('1983-07-29T00:00:00.000Z'),
63     score: 0.7624373435974121
64   },
65   {
66     plot: 'An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn.',
67     genres: [ 'Action', 'Adventure', 'Fantasy' ],
68     title: 'Starcrash',
69     released: ISODate('1979-03-09T00:00:00.000Z'),
70     score: 0.7582714557647705
71   }
72 ]

`DataService.cs` というファイルを作成します。

試したいプレフィルター演算子のコードをコピーして、`DataService.cs` ファイルに貼り付けます。

_idフィールドを除外し、結果にはtitle 、 genres 、 plot 、およびyearフィールドのみが含まれます。
結果内の各ドキュメントのベクトル検索スコアを表示するscoreという名前のフィールドを追加します。

フィルターでは、 $and集計パイプライン演算子を使用して、次の両方の条件に一致するドキュメントを検索します。

genresフィールドでフィルタリングして、 drama 、 western 、またはcrimeジャンルではなく、 action 、 adventure 、またはfamilyジャンルに含まれる映画を検索します。
yearフィールドでフィルタリングして、 1960から2000年（両端を含む）の間にリリースされた映画を検索します。

DataService.cs

1 namespace query_quick_start;
2 
3 using MongoDB.Driver;
4 using MongoDB.Bson;
5 
6 public class DataService
7 {
8     private const string ConnectionString = "<connection-string>";
9     private static readonly MongoClient Client = new MongoClient(ConnectionString);
10     private static readonly IMongoDatabase Database = Client.GetDatabase("sample_mflix");
11     private static readonly IMongoCollection<BsonDocument> Collection = Database.GetCollection<BsonDocument>("embedded_movies");
12     
13     public List<BsonDocument>? PerformVectorQuery()
14     {
15         double[] queryVector = {
16             -0.021090532,-0.026399033,-0.024103465,-0.025538195,-0.000549233,0.011836523,-0.013199517,-0.003766167,-0.005165028,-0.02238179,0.037876874,0.010617003,0.010903949,-0.001354026,0.006850836,-0.018005863,-0.02195137,0.019512329,-0.041894119,-0.008357302,0.027546817,-0.025251249,0.004340059,-0.02195137,-0.003748232,-0.006205208,0.021377478,0.008931194,-0.00173961,-0.009827901,-0.016642869,-0.033572685,-0.026399033,0.015208139,0.010114847,-0.0233861,-0.011406104,-0.033142265,-0.008895326,-0.014347301,-0.019081909,-0.049067769,0.034433521,-0.023673046,0.004160717,-0.01334299,-0.06714537,0.032568373,-0.022525262,-0.024677357,0.011334368,0.027403345,0.026399033,-0.016786342,-0.015925504,0.013916882,-0.005487842,-0.0233861,0.026542507,-0.052798066,-0.025681669,-0.025394723,0.014203828,0.014921193,-0.031564061,0.010760476,0.010688739,0.013916882,-0.037876874,0.039598551,-0.000816003,0.003766167,-0.001694775,0.026972925,-0.009469219,0.015351612,-0.007245387,0.028981548,-0.035724778,0.010688739,0.001228488,0.004106915,-0.024677357,0.028551128,-0.033716157,-0.013486463,0.018292809,-0.018221073,0.009612692,-0.003622693,-0.001138817,-0.021234006,-0.045624416,0.020803586,0.007675806,-0.009612692,-0.021664424,-0.026685979,-0.025968615,0.001775478,-0.007496465,0.02051664,-0.054519743,0.018221073,0.014132091,-0.009684428,-0.025825141,-0.014921193,-0.057389203,-0.020660114,-0.028264182,-0.008931194,-0.019942747,-0.003228143,-0.014419037,0.021234006,-0.004573202,0.007317123,0.018651491,-0.016571132,-0.036155198,-0.032855317,0.000726332,-0.031851009,0.018938437,0.021234006,-0.048206929,0.017934127,-0.013414727,-0.009469219,0.064849801,0.006348681,-0.039024659,0.021377478,-0.022668736,-0.026829453,-0.019081909,0.027977237,-0.004627005,-0.038450766,0.004465597,-0.041894119,0.008213829,0.03055975,0.052224174,-0.00277979,-0.032137953,-0.013629936,0.022094844,-0.005918262,0.020660114,0.010617003,-0.020373167,-0.001614071,0.021090532,-0.005523711,0.004878082,-0.021090532,0.029698912,0.000726332,0.003371616,-0.022238316,0.008715985,0.038737711,0.013486463,-0.008536644,0.040172443,0.017503707,-0.028838074,0.061693393,-0.003066736,0.008285566,-0.034576993,0.01578203,-0.02238179,0.015925504,0.066571474,-0.038737711,-0.050215553,0.009325746,-0.010903949,-0.041607171,-0.006384549,0.026972925,-0.000119374,-0.003066736,-0.024103465,0.005093292,0.028981548,0.026829453,-0.001703742,0.043041904,0.010186584,0.010688739,0.004357993,-0.016571132,-0.010545266,-0.033142265,-0.005559579,-0.000365408,-0.00717365,0.019655801,0.047633037,0.044476632,0.01456251,-0.002977065,0.025681669,-0.015423348,-0.02051664,-0.019512329,0.014705983,0.002977065,0.03055975,-0.014347301,0.024390411,0.005882393,-0.012195205,0.004071047,-0.028694602,0.031277116,-0.010114847,0.005272633,0.017934127,0.037589926,-0.046198308,-0.02195137,-0.037876874,0.021234006,-0.034720469,-0.018005863,0.03055975,-0.015495085,-0.035150886,0.004178651,0.005882393,0.075753748,0.00595413,-0.083214343,-0.016284186,0.022238316,-0.032998793,-0.00491395,-0.009254009,-0.007819279,0.046198308,-0.008464907,0.014634247,0.031707536,-0.00317434,-0.026255561,-0.010617003,-0.033285737,0.020086221,-0.016858079,-0.012195205,-0.041894119,0.000721849,0.038163818,0.02238179,0.011406104,0.010330057,0.032137953,-0.01047353,0.039311603,-0.01291257,-0.03099017,-0.018938437,-0.013271254,-0.001820314,-0.005380238,0.003299879,-0.024533885,-0.001093982,0.012123469,-0.005236765,0.014132091,-0.018221073,0.013629936,0.022238316,-0.00317434,0.034003101,0.019081909,0.008034488,-0.02912502,0.026542507,-0.011334368,-0.077475421,0.038163818,-0.003568891,0.019081909,0.019512329,0.002385239,-0.032568373,-0.020373167,0.038737711,-0.013773409,0.01621245,-0.028407656,-0.021090532,-0.004411795,-0.013916882,-0.001533368,0.004322124,-0.024820831,0.004627005,-0.004591136,0.014849456,-0.014275564,-0.020229694,0.0233861,0.015566821,0.022525262,-0.024390411,-0.028694602,0.001766511,-0.036011726,0.006456285,-0.011262631,0.005523711,0.012266942,-0.019225383,-0.015423348,0.011836523,-0.011334368,-0.009827901,-0.011119158,0.007030177,0.00277979,0.004537334,-0.016571132,0.013127781,-0.013701673,-0.016571132,0.002941197,0.000959476,-0.004483532,0.010760476,0.043041904,-0.032568373,-0.015423348,0.006169339,-0.02094706,-0.050215553,0.012769097,0.015495085,0.001318158,0.00164994,-0.045337472,0.001533368,0.005595447,0.039311603,-0.030703224,0.023242628,-0.008787721,-0.021234006,-0.021234006,-0.001524401,0.007281255,0.01334299,0.00164994,-0.005451974,-0.011047422,-0.021234006,-0.033572685,-0.015423348,-0.005236765,0.025681669,-0.02051664,-0.024103465,-0.021377478,-0.00738886,-0.031707536,0.017790653,-0.026829453,0.007783411,-0.003335747,0.024677357,0.006384549,0.035724778,-0.004017244,-0.018651491,-0.014060355,-0.029842386,-0.012553888,0.006994309,-0.00317434,0.018292809,0.019942747,-0.01169305,0.002456975,0.010330057,-0.031707536,0.00799862,-0.019655801,-0.006205208,-0.012769097,-0.035294361,0.026112087,-0.004483532,0.02094706,0.019081909,0.001676841,-0.040746335,-0.004035179,-0.014992929,0.004375927,-0.049928606,-0.02051664,0.004268322,0.015351612,-0.037016038,-0.001452664,-0.021234006,-0.005738921,-0.051650282,-0.008285566,0.012840834,-0.015925504,0.018794963,-0.001228488,-0.035868254,-0.00347922,-0.003264011,0.002528712,0.01477772,-0.010545266,0.018221073,0.018149335,-0.028838074,-0.012984307,-0.037302982,-0.041607171,-0.043328848,-0.019799275,-0.019225383,-0.011047422,0.011908259,0.021664424,-0.012553888,0.004662873,0.005451974,-0.024533885,0.0067791,0.022812208,-0.037589926,-0.031564061,0.007101914,-0.00760407,-0.025107777,0.015566821,0.020803586,-0.033572685,0.062841177,0.034146577,-0.007532333,-0.001865149,-0.023673046,0.032424901,0.018508019,-0.005703052,-0.015853768,0.019655801,0.042181063,0.006671495,-0.004573202,0.024390411,0.009756165,-0.00029143,0.000107605,0.032711845,-0.005523711,-0.015566821,0.009110536,0.017216761,0.006241076,-0.003945508,0.007783411,0.024246939,0.048206929,0.00277979,-0.002367305,-0.05107639,-0.016284186,-0.016929815,0.016858079,0.000703914,-0.021234006,0.021234006,-0.014634247,0.001389895,0.008321434,-0.016499396,0.014921193,0.025394723,0.035437834,0.013486463,-0.022668736,-0.012338678,-0.034003101,-0.005559579,-0.008106225,0.023959992,-0.019368855,0.024533885,-0.000600793,0.009756165,-0.001936886,-0.014490774,0.018077599,0.004447663,0.011262631,-0.003658562,0.043328848,-0.018938437,0.00799862,-0.018221073,0.041320227,0.000363166,-0.003730298,0.002851526,-0.024103465,0.003515089,-0.0135582,-0.003497155,-0.006814968,0.014060355,0.027116399,-0.003192274,0.011406104,0.042468011,-0.036442146,-0.007245387,0.032424901,-0.038737711,0.008680117,-0.035581306,0.027546817,0.021664424,-0.000757717,-0.022238316,0.018221073,-0.006205208,0.005093292,0.001264356,-0.002116227,0.001098465,0.017431971,-0.042181063,0.010760476,0.033285737,0.002708053,-0.007352991,-0.009827901,-0.031994481,-0.020803586,0.009971374,-0.014849456,-0.003658562,0.024964303,-0.001793413,0.021090532,0.01578203,0.012984307,0.006922573,-0.032711845,-0.013701673,0.00390964,0.017503707,-0.015351612,0.006922573,0.028694602,0.012266942,-0.027259871,0.007675806,-0.002295568,-0.020086221,0.00595413,-0.027833764,0.001551302,0.008644248,-0.002187963,0.00040576,0.024964303,0.013916882,-0.015925504,0.014347301,-0.011549577,0.018938437,-0.032424901,0.003730298,0.003281945,0.032998793,0.005595447,0.025681669,0.011047422,0.026399033,0.02912502,-0.006241076,0.004627005,0.024390411,0.001542335,-0.034576993,0.011477841,-0.00491395,-0.014347301,0.023529572,-0.004770477,-0.014921193,-0.028264182,0.02812071,0.00164994,0.008680117,-0.005416106,0.035581306,-0.02812071,0.006097603,-0.016355922,-0.010114847,0.033142265,-0.021807898,0.001228488,-0.002170029,-0.032711845,0.018149335,0.014132091,0.03055975,0.031133642,-0.011979996,0.008967063,-0.013486463,-0.02812071,0.052224174,0.004124849,-0.008715985,-0.034863941,0.025251249,0.07977099,-0.000072297,-0.014705983,0.033142265,0.024103465,-0.004232454,-0.007496465,-0.024246939,-0.029698912,-0.009469219,0.010114847,0.001201586,0.00860838,0.012051732,-0.006025866,0.014490774,0.014992929,0.01169305,-0.003192274,0.005308501,0.0045194,0.017575443,0.001022245,-0.018794963,-0.001847215,0.011119158,0.02051664,-0.006886704,0.010330057,-0.003353682,0.018794963,0.013773409,0.026399033,0.007962752,-0.018221073,-0.012553888,-0.003586825,-0.002170029,0.047633037,0.011908259,0.007209518,0.045624416,0.028694602,0.004357993,0.023959992,0.004232454,0.009182272,0.003012933,0.035294361,-0.055954475,0.014849456,0.012553888,0.004340059,-0.000511123,-0.024390411,0.011406104,0.013127781,0.013629936,-0.011406104,0.002582514,-0.004555268,0.005559579,0.000569409,0.017934127,-0.014060355,0.02912502,0.003819969,0.011190895,-0.011262631,0.017001551,0.012553888,-0.02238179,0.024246939,0.032281429,0.032711845,-0.016714605,-0.021520952,0.016355922,-0.011334368,-0.003891705,-0.008572512,-0.016929815,0.0135582,-0.057963096,0.015566821,0.001856182,-0.002456975,-0.000766684,0.005380238,0.000923607,0.035581306,0.005272633,-0.009612692,0.018651491,-0.023959992,-0.001416796,0.033285737,-0.002725987,0.024533885,-0.010186584,0.003802035,-0.029268494,-0.011764786,0.003837903,0.022955682,0.053945851,-0.002232799,0.019512329,0.014419037,0.028407656,0.004985687,0.00210726,0.005774789,0.032568373,-0.024964303,0.019655801,-0.012123469,0.031994481,0.015638558,0.038450766,-0.011979996,0.033716157,0.019368855,0.017431971,0.022668736,0.015423348,-0.001927919,-0.001102949,0.028694602,-0.013701673,-0.036155198,-0.010688739,0.000535782,-0.021807898,-0.005200896,-0.040459387,0.007137782,-0.006492154,-0.00277979,0.020803586,0.027833764,-0.000780134,0.000600793,-0.025538195,-0.011764786,0.021090532,0.028694602,-0.016929815,-0.025251249,0.029268494,-0.013271254,0.014634247,0.000376617,-0.025251249,-0.026255561,-0.037302982,0.003138472,-0.024677357,-0.019799275,0.025825141,-0.040746335,0.002510778,-0.031851009,-0.014347301,-0.00158717,-0.046772201,-0.028838074,0.006635627,-0.001058113,0.014132091,-0.00286946,0.019368855,0.007281255,0.036155198,0.065710634,0.018794963,-0.029268494,0.003461286,0.012984307,0.006133471,0.003497155,0.046198308,-0.014132091,-0.010186584,0.028981548,-0.000286946,-0.003102604,0.011190895,0.014490774,-0.020660114,-0.00347922,-0.004842214,-0.000506639,0.002600448,0.017073289,-0.011836523,-0.026685979,-0.023959992,0.023673046,-0.006958441,0.040172443,-0.031133642,0.009182272,-0.015638558,-0.002421107,0.004555268,0.014705983,-0.028407656,-0.014921193,-0.015710294,-0.008751853,-0.006420417,-0.038450766,-0.011908259,0.006133471,0.002474909,-0.008070357,-0.01025832,-0.011119158,0.004465597,0.010903949,0.009074667,0.030703224,-0.019368855,-0.007891015,0.007675806,-0.005093292,0.023099154,0.022094844,0.00738886,0.007066045,-0.023242628,-0.020660114,0.009397482,-0.006635627,0.009540955,0.006348681,-0.013773409,-0.000186067,-0.021234006,-0.017145025,-0.007030177,0.010114847,0.024390411,-0.024964303,-0.041033279,0.0135582,0.014060355,0.008715985,0.018794963,-0.039598551,-0.015208139,0.027977237,0.020086221,0.012195205,-0.010760476,-0.025538195,0.025394723,0.012697361,-0.053371958,-0.008249698,0.005846525,-0.045624416,-0.027977237,-0.012410415,-0.02195137,-0.022955682,0.011477841,0.026972925,-0.031420588,-0.012051732,-0.015925504,-0.004322124,-0.017145025,0.012840834,0.01578203,-0.010186584,-0.00091464,-0.028264182,0.00369443,-0.029985858,-0.009899638,0.018794963,0.053945851,0.007317123,-0.020086221,0.008967063,-0.001506467,-0.006850836,0.011477841,-0.003120538,-0.005631316,-0.027977237,0.01047353,0.003120538,-0.001354026,-0.004160717,-0.004698741,-0.049067769,0.021807898,-0.037589926,0.03672909,-0.004878082,-0.006241076,0.000049879,0.014203828,-0.027259871,0.004196586,-0.002421107,0.008106225,-0.00760407,-0.003802035,-0.016140714,0.038737711,-0.010043111,-0.037589926,-0.062267285,-0.001506467,-0.006384549,-0.012697361,-0.011190895,-0.01578203,0.014132091,-0.02238179,-0.024677357,0.011621314,-0.028407656,0.010688739,0.039311603,0.009254009,-0.009612692,-0.040459387,0.021234006,0.007926884,-0.057102256,-0.045624416,0.003497155,-0.003120538,-0.015853768,-0.006528022,0.011334368,-0.008177961,-0.033716157,0.010114847,0.035868254,-0.021807898,-0.010975685,-0.039024659,0.021234006,0.001990688,-0.009756165,-0.003819969,-0.033142265,-0.035150886,0.028407656,0.007711674,0.018364545,0.005416106,0.010545266,-0.032281429,0.01291257,0.003102604,-0.009756165,0.05107639,-0.001080531,-0.043615796,0.025968615,0.012697361,0.024820831,0.024246939,-0.020086221,-0.012195205,0.00760407,0.009540955,-0.003802035,0.043328848,-0.010043111,0.003891705,-0.054519743,0.043041904,-0.032711845,0.024820831,0.018651491,-0.008357302,0.009540955,-0.003156406,-0.019081909,-0.025825141,-0.02912502,0.026255561,-0.017216761,0.010401793,-0.028551128,-0.005200896,0.012625624,-0.008142093,0.039311603,-0.00082497,-0.003784101,0.037876874,0.006599758,-0.021520952,0.047633037,0.012410415,-0.01477772,0.023529572,0.004985687,-0.031707536,0.007675806,-0.017934127,-0.034863941,0.018794963,-0.011119158,-0.027546817,0.009612692,0.00760407,0.057102256,0.006241076,0.007281255,-0.007675806,-0.008285566,0.012553888,-0.007245387,0.016284186,-0.024964303,0.007030177,-0.011836523,-0.045050524,0.021090532,-0.021664424,0.00369443,0.037016038,-0.010186584,-0.00656389,0.016355922,0.019225383,0.009002931,-0.008034488,-0.004555268,0.046772201,-0.014347301,0.014347301,-0.023959992,0.017790653,0.031133642,-0.025825141,0.035581306,-0.012769097,0.017360235,0.024677357,0.000046517,0.010903949,0.011262631,-0.000573892,0.026829453,-0.024820831,-0.001309191,0.008177961,-0.002143128,-0.018651491,-0.026685979,-0.040172443,-0.018651491,0.007568201,-0.018794963,0.003281945,-0.014347301,0.005738921,-0.020373167,-0.02051664,-0.028551128,-0.040172443,-0.017718917,0.046198308,0.003802035,-0.005523711,0.07345818,0.000412485,-0.025968615,0.024246939,-0.024964303,0.024820831,0.005882393,0.011190895,0.020086221,-0.029411966,-0.029842386,0.006922573,-0.004286256,0.0233861,-0.0135582,0.000551474,0.026255561,0.019799275,0.003568891,-0.025681669,-0.009469219,-0.002636316,0.013486463,0.050215553,-0.040459387,-0.003622693,0.019225383,-0.015853768,-0.017001551,0.028407656,0.02812071,0.01477772,-0.007209518,0.046198308,0.024246939,0.035868254,-0.019225383,-0.030272804,0.006599758,0.000473013,-0.018364545,0.033429209,-0.0233861,0.021664424,0.028694602,-0.009684428,-0.002815658,0.015136402,0.006994309,0.017360235,-0.027116399,0.042181063,-0.018794963,-0.037589926,-0.018508019,-0.012266942,-0.00277979,-0.01334299,-0.020373167,-0.004949819,-0.018651491,0.026829453,-0.011979996,0.00799862,0.040459387,-0.00738886,0.008249698,0.017718917,-0.042754956,-0.011119158,-0.043615796,-0.009325746,-0.009612692,-0.008285566,-0.008213829,0.012625624,0.000919124,-0.041033279,0.000636661,-0.045911364,-0.001909984,-0.016642869,0.013414727,0.03055975,-0.013414727,0.010186584,0.056241419,-0.008321434,-0.000200638,0.006205208,0.012625624,0.009756165,-0.035294361,0.034003101,-0.023529572,0.031564061,-0.026399033,0.029268494,0.001183652,0.01334299,0.004035179,-0.00491395,-0.002241766,-0.011764786,0.029268494,-0.011621314,0.037302982,-0.020086221,0.018651491,-0.01578203,-0.025825141,0.002528712,0.057102256,0.046198308,-0.006169339,0.008249698,0.009397482,-0.008142093,-0.037876874,-0.041607171,-0.01169305,-0.013773409,-0.020086221,-0.038737711,-0.019799275,-0.035437834,0.019368855,-0.001246422,-0.013845146,-0.037876874,-0.006814968,-0.003066736,0.003730298,0.016499396,0.012840834,0.02051664,-0.006994309,0.009182272,-0.00738886,-0.000193913,-0.037016038,0.007281255,-0.016427658,-0.003568891,0.02912502,0.021807898,0.02912502,0.004124849,-0.012625624,0.02195137,-0.036155198,0.011334368,0.018651491,0.040459387,0.006205208,0.015064666,-0.023959992,0.017360235,-0.000567167,0.032998793,-0.023099154,0.075753748,-0.038737711,-0.005057423,-0.019799275,0.014849456,-0.050215553,-0.001111916,-0.006169339,0.009469219,-0.019081909,-0.013127781,-0.028838074,-0.013414727,-0.008213829,0.006312812,-0.008177961,-0.021664424,-0.010832212,-0.012697361,0.014634247,0.004393861,-0.045337472,-0.010975685,-0.030703224,-0.003228143,-0.014849456,-0.034003101,0.009612692,-0.004806346,-0.006492154,0.018938437,0.00277979,0.023816518,-0.003407484,-0.01169305,0.006276944,-0.024820831,0.00189205,0.006814968,-0.019655801,0.035294361,0.009038799,0.006922573,0.011334368,-0.018651491,-0.009899638,0.029985858,-0.008285566,-0.013845146,0.032424901,-0.024533885,-0.024677357,0.031420588,0.003604759,0.004232454,0.01578203,-0.025107777,0.003784101,0.006276944,-0.010832212,0.009074667,-0.040172443,0.048780821,0.02094706,-0.009110536,0.008680117,-0.014132091,0.023816518,0.012051732,-0.012123469,-0.032998793,-0.032424901,-0.021664424,-0.025538195,-0.01047353,0.009002931,-0.039311603,-0.004806346,0.023673046,-0.012123469,-0.006850836,-0.030272804,0.043615796,0.002456975,0.001273323,-0.007711674,-0.008177961,0.06714537,-0.043615796,0.017216761,0.00882359,-0.005416106,-0.014060355,0.034146577,-0.022812208,-0.009899638,-0.00390964,-0.032137953,0.007245387,0.047633037,-0.007352991,0.006097603,-0.019225383,-0.027833764,-0.010545266,0.002905329,-0.002797724,0.038450766,-0.013629936,-0.008106225,-0.001143301,-0.000014361,-0.043328848,0.029698912,0.027690291,0.002143128,0.012051732,-0.02812071,0.024677357,-0.012984307,0.008715985,-0.005523711,0.039024659,-0.020373167,-0.028838074,0.026972925,0.018364545,-0.010114847,-0.011406104,0.033572685,-0.028838074,0.024677357,-0.011836523,-0.009612692,-0.03672909,0.025107777,-0.025251249,-0.009182272,0.002618382,0.030416278,-0.003210209,0.033859629,-0.015208139,-0.015279875,0.010975685,0.014132091,-0.010545266,-0.002600448,0.003945508,-0.001990688,-0.008859458,0.024533885,0.027116399,-0.005487842,-0.028551128,0.008321434,0.016714605,0.010617003,0.043328848,0.025251249,-0.033429209,0.005667184,-0.012840834,0.037589926,-0.012482151,0.002546646,0.01477772,-0.003120538,0.012984307,-0.054232799,-0.013199517,-0.029985858,-0.023673046,-0.014992929,-0.010760476,0.0233861,-0.02912502,-0.020803586,-0.010545266,0.022238316,0.005021555,0.041033279,0.016140714,-0.006097603,0.015351612,-0.017790653,-0.007675806,-0.032281429,-0.012338678,0.02955544,-0.016427658,0.039885495,0.001192619,-0.006241076,-0.000663563,-0.008070357,-0.001452664,0.025681669,-0.020803586,-0.010401793,0.001443697,0.012410415,0.007926884,-0.034003101,0.017360235,0.000999828,0.019799275,-0.001102949,0.005918262,0.010545266,-0.023529572,0.016714605,0.016571132,0.003604759,0.016140714,-0.020660114,-0.007101914,0.014132091,-0.035437834,-0.018938437,0.019225383,-0.006886704,-0.03629867,0.010545266,-0.017216761,0.005595447,-0.022812208,0.009971374,0.003371616,-0.022955682,-0.013701673,-0.019368855,-0.022238316,0.004627005,0.008213829,0.002600448,0.012769097,-0.027116399,0.015279875,-0.017073289,-0.019512329,-0.010043111,0.003120538,0.0045194,-0.024246939,0.010903949,0.001667874,-0.008895326,0.031277116,-0.016571132,-0.012266942,0.006348681,0.048493877,-0.010186584,0.001506467,0.022955682,-0.012625624,0.018938437,-0.004698741,-0.009002931,0.008249698,0.035724778,0.002887394,-0.00399931,0.007747543,-0.000780134,-0.001389895,-0.003138472,-0.016284186,-0.041033279,-0.018364545,-0.001847215,-0.011190895,0.006061735,-0.044189688,0.033859629,-0.010043111,0.040172443,-0.025251249,-0.006241076,-0.01621245,-0.028694602,-0.001345059,-0.021377478,0.037876874,0.007675806,0.006528022,0.019942747,-0.006133471,0.014275564,-0.005380238,-0.043328848,-0.05825004,0.019512329,-0.00090119,-0.018364545,-0.023099154,-0.003407484,0.026829453,-0.06542369,-0.024677357,0.011262631,-0.002618382,-0.013916882,0.031133642,-0.016427658,-0.017934127,0.020086221,-0.009827901,0.009899638,0.011621314,-0.005308501,0.021377478,-0.011621314,0.009971374,-0.037876874,-0.013916882,0.014419037,-0.001748577,0.014132091,-0.026972925,0.002725987,-0.03672909,-0.004017244,0.005738921,0.001748577,-0.014921193,-0.013127781,0.033572685,-0.022094844,-0.038163818,-0.030129332,0.005057423,0.034576993,0.028264182,0.029698912,-0.003443352,0.022238316,-0.026255561,-0.029842386,0.001883083,-0.006241076,-0.032711845,0.008429039,0.019799275,0.015710294,-0.019368855,-0.00882359,-0.007101914,-0.013414727,-0.004698741,0.01477772,-0.015351612,-0.018508019,0.034290049,-0.012984307,0.008859458,-0.010688739,-0.000573892,0.028694602,0.002313502,0.023959992,-0.013199517,-0.004770477,-0.035294361,0.003228143,0.004949819,-0.041033279,-0.015638558,0.02812071,0.009612692,-0.010760476,-0.005057423,0.010043111,-0.035868254,-0.003192274,0.016427658,-0.007711674,0.012051732,-0.013773409,0.034720469,0.00760407,0.009469219,0.012840834,-0.007962752,-0.024677357,0.006348681,-0.01334299,-0.00308467,0.012984307,0.015208139,0.02955544,0.002116227,0.000403518,-0.02195137,-0.015136402,0.002905329,0.008321434,-0.028981548,-0.035294361,-0.024533885,0.002994999,-0.017073289,-0.021664424,0.013414727,0.006384549,-0.024964303,0.018508019,0.002941197,0.01047353,-0.022668736,0.00421452,-0.034433521,0.005380238,-0.018938437,0.017001551,0.019081909,-0.002636316,-0.006456285,0.008644248,0.008859458,0.011190895,-0.00760407,0.006707363,0.007066045,-0.017718917,0.012195205,-0.037589926,-0.001013278,-0.002456975,-0.003658562,0.016499396,-0.00286946,0.002851526,-0.013414727,0.027977237,-0.040459387,-0.000515606,0.017431971,-0.00882359,0.029985858,-0.007532333,-0.01169305,-0.011836523,0.022525262,0.004627005,0.027403345,-0.010688739,-0.011334368,-0.031564061,-0.018221073,0.023959992,-0.016858079,0.045624416,0.017288497,-0.023529572,-0.016786342,0.042181063,0.003748232,-0.017288497,-0.008142093,-0.004268322,0.040172443,-0.019368855,0.006671495,-0.001488532,0.042754956,-0.020229694,-0.028694602,-0.041033279,0.01047353,0.004286256,0.004411795,-0.019081909,0.020803586,0.03672909,-0.008142093,-0.008751853,0.001640973,-0.014347301,-0.038450766,0.000522331,-0.020229694,-0.018508019,0.035581306,0.050789446,0.055093635,-0.021807898,0.038163818,-0.011262631,0.025251249,-0.034290049,0.045050524,0.0067791,-0.02094706,-0.048206929,0.008859458,0.007137782,-0.024677357,0.012769097,0.006025866,-0.035294361,0.009612692,-0.04476358,0.007675806,0.037876874,0.005236765,0.001156751,0.012625624,0.01025832,0.023529572,0.015423348,0.004160717,-0.021664424,-0.017862389,0.015925504,0.041033279,0.023242628,0.019512329,0.037876874,-0.018005863,-0.006635627,0.001981721,0.016571132,0.009540955,0.010114847,0.008715985,0.006599758,0.012410415,0.005236765,-0.014992929,0.03099017,-0.002797724,-0.039885495,0.05825004,0.000159165,0.016140714,0.043041904,-0.000887739,0.008034488,0.024964303,-0.028838074,-0.015638558,0.009182272,-0.033859629,-0.001963787,-0.008070357,-0.009612692,-0.012410415,0.003676496,-0.047633037,0.005236765,0.032711845,0.002439041,0.017073289,-0.011621314,-0.011764786,-0.018651491,0.003927574,0.002456975,-0.019225383,0.018938437,0.046198308,0.019081909,-0.045624416,-0.015423348,0.009182272,0.020086221,0.008393171,-0.003855837,-0.019942747,-0.02094706,0.000883256,0.015064666,-0.010688739,0.011119158,0.015495085,0.014490774,-0.022238316,0.012051732,0.012769097,-0.019081909,-0.005344369,-0.011621314,0.017145025,-0.008249698,-0.005344369,0.022812208,0.002286601,-0.009002931,0.028407656,-0.001865149,-0.013701673,-0.013845146,-0.006492154,0.022812208,-0.030416278,-0.035294361,-0.042754956,-0.016284186,0.007137782,0.002510778,0.008572512,-0.013701673,0.00656389,-0.006671495,0.012697361,-0.022238316,-0.001856182,0.006276944,0.006599758,0.008680117,-0.006133471,0.006958441,-0.023816518,0.008177961,0.009254009,0.003335747,-0.006635627,-0.015853768,0.007532333,-0.048206929,-0.05825004,-0.025394723,-0.031420588,-0.001049146,0.021377478,-0.023816518,-0.046198308,0.026112087,0.0045194,-0.028694602,-0.007747543,-0.024533885,-0.024677357,-0.032281429,0.018794963,-0.032711845,-0.009684428,0.011190895,-0.001380928,0.015279875,-0.025107777,-0.005738921,-0.004340059,-0.002170029,-0.017718917,-0.020373167,0.010186584,-0.009971374,-0.025394723,0.003622693,-0.048493877,0.015638558,-0.036155198,-0.016427658,-0.000600793,0.003281945,0.022094844,-0.009110536,-0.017145025,-0.023242628,-0.014921193,0.023673046,0.02195137,-0.025394723,0.003371616,-0.032998793,-0.000959476,-0.037589926,-0.013271254,-0.04476358,-0.015423348,-0.018651491,-0.049067769,0.033429209,-0.002089326,-0.033716157,-0.000932575,-0.001080531,0.036155198,-0.004106915,0.005272633,-0.02195137,-0.010043111,-0.027403345,-0.035868254,0.006814968,0.039598551,0.037302982,-0.041320227,-0.025394723,-0.025394723,-0.000699431,0.003604759,0.016355922,-0.00799862,-0.006994309,0.035150886,0.020229694,-0.007747543,0.017647181,0.026399033,-0.030416278,-0.011908259,0.026542507,-0.012195205,0.034146577,-0.006169339,-0.008859458,0.0045194,0.019799275,-0.031277116,-0.022812208,0.007066045,0.039885495,0.001264356,-0.026542507,-0.016355922,0.002214865,-0.018938437,-0.02955544,-0.008070357,-0.006420417,-0.001389895,0.002241766,-0.018292809,0.016355922,-0.002134161,0.037302982,0.00180238,-0.013199517,-0.020086221,-0.011621314,0.021377478,-0.005272633,-0.02195137,-0.017216761,0.037876874,0.033142265,0.041607171,-0.011477841,0.031133642,-0.045050524,-0.003981376,-0.025394723,-0.031707536,0.024533885,0.032568373,0.028694602,-0.021090532,-0.019942747,0.054806691,-0.004483532,-0.020086221,-0.01599724,0.018651491,0.020373167,0.000504397,-0.007424728,-0.063702017,-0.014203828,0.030846696,-0.006599758,-0.027259871,-0.024103465,-0.020660114,-0.004985687,0.005559579,-0.034146577,-0.011549577,-0.00173961,0.008321434,0.007030177,-0.015638558,
17         };
18         var filter = Builders<BsonDocument>.Filter.And(
19             Builders<BsonDocument>.Filter.And(
20                 Builders<BsonDocument>.Filter.Nin("genres", ["Drama", "Western", "Crime"]),
21                 Builders<BsonDocument>.Filter.In("genres", ["Action", "Adventure", "Family"])
22             ),
23             Builders<BsonDocument>.Filter.And(
24                 Builders<BsonDocument>.Filter.Gte("year", 1960),
25                 Builders<BsonDocument>.Filter.Lte("year", 2000)
26             )
27         );
28   
29         var options = new VectorSearchOptions<BsonDocument>()
30         {
31             IndexName = "vector_index",
32             Filter = filter,
33             NumberOfCandidates = 200,
34         };
35         
36         var pipeline = new EmptyPipelineDefinition<BsonDocument>()
37             .VectorSearch("plot_embedding_voyage_3_large", queryVector, 10, options)
38             .Project(Builders<BsonDocument>.Projection
39                 .Exclude("_id")
40                 .Include("title")
41                 .Include("genres")
42                 .Include("plot")
43                 .Include("year")
44                 .Meta("score", "vectorSearchScore")
45             );
46         return Collection.Aggregate<BsonDocument>(pipeline).ToList();
47     }
48 }

フィルターでは、 $or集計パイプライン演算子を使用して、次のいずれかの条件に一致する映画のドキュメントを検索します。

genresフィールドでフィルタリングして、 crimeジャンルに該当しない映画を検索します。
yearフィールドでフィルタリングして、 2015年以前にリリースされた映画を検索し、 genresフィールドでフィルタリングしてactionジャンルの映画を検索します。

DataService.cs

1 namespace query_quick_start;
2 
3 using MongoDB.Driver;
4 using MongoDB.Bson;
5 
6 public class DataService
7 {
8     private const string ConnectionString = "<connection-string>";
9     private static readonly MongoClient Client = new MongoClient(ConnectionString);
10     private static readonly IMongoDatabase Database = Client.GetDatabase("sample_mflix");
11     private static readonly IMongoCollection<BsonDocument> Collection = Database.GetCollection<BsonDocument>("embedded_movies");
12     
13     public List<BsonDocument>? PerformVectorQuery()
14     {
15         double[] queryVector = {
16             -0.025189938,0.014741838,-0.013024342,-0.0197512,0.011235285,0.004651551,0.043509893,0.003112961,0.013310592,-0.033348043,0.037212405,-0.021039322,-0.026048684,0.012809656,0.029483676,0.003578116,-0.044654887,0.032632418,0.014312465,-0.058967352,0.025333062,-0.055246111,0.02189807,-0.017604331,-0.002880384,0.045227386,0.004794675,0.017604331,0.023186192,-0.054673612,-0.011306847,-0.012523406,-0.012380281,0.002540462,0.015958399,-0.042364895,-0.001467028,-0.020180576,-0.058108605,-0.035065539,0.010090288,-0.033348043,0.058394853,-0.013883091,0.002048471,-0.020753073,-0.029769925,0.031916797,-0.014741838,-0.040933646,-0.004096943,0.020753073,-0.002540462,0.028052431,-0.02404494,0.006547953,-0.003578116,0.003757022,0.019178702,-0.037784904,-0.02833868,0.01753277,0.029769925,0.017747456,-0.031344298,0.022899942,0.006333265,0.010376536,-0.024474313,-0.012094032,-0.004651551,0.007764512,0.017962143,0.013811528,0.037212405,-0.03148742,0.000666424,0.024474313,-0.021325571,0.041219898,0.011235285,0.046658635,0.019035578,0.020753073,0.010662786,-0.001726441,-0.012738093,-0.027193682,-0.014598713,-0.013167467,0.013596841,0.001932183,-0.010304974,-0.007478263,0.005689205,0.002987727,0.005724986,0.002325775,0.002415228,-0.003828584,-0.029340552,-0.017318081,-0.070417322,0.003810694,-0.013453716,-0.001628043,-0.027909305,0.014026215,0.009589351,0.004902019,0.028768053,-0.005259831,-0.010448099,0.025189938,0.038357403,0.048662379,0.039788652,0.010448099,0.001574371,0.020323699,0.005510299,0.026907433,0.043223642,-0.001153942,-0.010233412,0.048376128,-0.056104861,0.006691077,0.015672149,-0.015028087,0.036210533,-0.009231539,0.010519661,0.022899942,0.025762435,-0.009052633,-0.0301993,0.032203045,-0.00522405,0.029626802,-0.02433119,-0.025619311,0.016674021,0.02404494,-0.009589351,-0.026334934,-0.04436864,-0.014455589,0.02619181,0.017604331,0.02189807,-0.007728731,-0.021611821,-0.03363429,0.008480135,-0.027479932,0.025046812,-0.006047016,0.020753073,0.01016185,-0.034063663,0.029483676,-0.019035578,0.041506145,0.013453716,-0.009159978,0.007549825,0.025189938,0.005152487,-0.009446226,-0.009016853,0.021325571,0.030771798,-0.046944883,0.001314958,0.021182448,0.047231134,-0.007048889,-0.030771798,-0.025905561,-0.000612752,-0.023186192,0.011378409,0.035065539,0.007979199,0.023901815,-0.004973582,0.005188268,-0.046944883,0.009374664,0.047231134,0.058967352,0.043509893,0.011449971,0.017174957,-0.024188064,-0.025476186,-0.02833868,0.033061791,0.015314337,-0.018749328,0.013382155,0.007048889,0.005975454,0.005295612,-0.013310592,-0.022756819,-0.012523406,-0.03363429,-0.014527151,0.011449971,0.01202247,0.044941138,-0.012594969,0.002862493,0.000572499,0.030628674,-0.0098756,0.020466823,0.059539851,-0.00370335,0.007335138,0.023901815,0.023758691,-0.005903892,0.003918037,0.013310592,0.010090288,-0.012809656,-0.010376536,-0.01109216,-0.008086543,0.012809656,-0.019894326,0.012738093,0.056391109,0.029340552,-0.04436864,-0.001619098,0.042364895,-0.027623056,0.011593096,-0.031916797,-0.0301993,0.032203045,-0.003757022,0.017174957,0.033491168,0.003900147,0.002325775,0.006726858,0.020180576,0.017389644,0.009088415,0.018319955,-0.003631788,0.00586811,-0.006691077,-0.014240902,-0.009052633,0.031630546,0.04436864,-0.022899942,-0.003327648,-0.006691077,0.013310592,-0.035924286,-0.008158104,-0.005116706,-0.040647399,0.002397338,0.014455589,-0.030342424,0.028624929,-0.031773672,0.043509893,-0.001833785,-0.025619311,0.032775544,-0.046944883,0.013739966,-0.030485548,0.018319955,0.016745584,-0.020323699,-0.015815273,-0.020896198,-0.015171212,0.026334934,0.035638034,0.008873728,0.003291867,-0.02647806,0.003649678,0.003613897,0.009804038,-0.013525278,0.005367174,0.007657168,-0.017103394,-0.015815273,-0.000398065,0.013310592,0.014240902,0.003935928,0.001735386,-0.018606203,0.008265448,-0.068127327,0.012165595,-0.007836075,0.02189807,-0.000983982,0.019178702,-0.009589351,-0.013739966,-0.007800293,0.040361151,0.027623056,-0.002540462,-0.03663991,0.011163722,-0.016316209,-0.006333265,-0.010877473,-0.023329318,-0.021468697,0.013596841,0.032059919,0.007442481,0.02433119,-0.003613897,-0.013596841,0.010448099,0.010877473,-0.0098756,0.033920541,-0.006691077,-0.039502401,-0.010877473,-0.016960271,0.014097777,-0.008122323,0.007478263,0.010018725,-0.030485548,-0.011020597,0.000317558,0.00461577,0.020466823,0.070703574,-0.024617439,0.002111088,-0.024617439,-0.004204286,-0.048662379,-0.006834202,0.027766181,-0.002504681,0.025189938,0.033920541,-0.02833868,-0.000773768,-0.03578116,0.015958399,0.006369046,0.033204917,-0.006762639,0.02003745,-0.020180576,0.015886836,-0.015385899,-0.029340552,-0.009446226,0.015529023,-0.010376536,-0.012881218,-0.000715623,0.014312465,-0.029197427,-0.000684315,0.000360048,0.015815273,-0.027050557,0.006655296,0.018892452,-0.021182448,0.031201173,0.014240902,-0.022756819,0.004365302,-0.020609949,0.008515916,-0.016244646,0.001162888,0.000084421,0.003273976,-0.017819017,0.000576971,0.020753073,-0.004794675,0.018105267,-0.013095905,-0.028052431,0.004114834,0.02833868,-0.027193682,-0.010877473,-0.002576244,0.011879345,-0.017819017,0.006726858,-0.021754947,-0.031773672,-0.013382155,0.024903689,0.013167467,0.000033964,0.034063663,0.022613693,-0.038357403,-0.010018725,-0.017174957,-0.004418973,0.02189807,-0.003166633,-0.009589351,0.009303101,-0.036496785,-0.005760767,-0.006583733,-0.003596007,0.014026215,-0.003828584,-0.02833868,-0.020896198,0.001449137,0.039502401,0.012881218,0.025476186,0.000961619,-0.025762435,0.002808821,0.034922414,0.004687332,-0.046658635,0.030914923,-0.036067411,0.008659041,-0.004025381,-0.0301993,-0.026048684,0.024760563,0.036496785,-0.029913051,0.015672149,0.007764512,0.01509965,0.010304974,-0.004490536,-0.007585606,-0.019464951,0.016602458,-0.007048889,-0.005510299,0.011163722,0.013739966,-0.034636162,0.020609949,-0.004418973,0.034636162,0.040933646,0.031773672,0.023758691,0.031344298,-0.006798421,0.026048684,-0.011521534,0.020753073,0.014384027,0.026334934,-0.034206789,-0.036067411,0.014598713,0.023758691,-0.039216153,0.003363429,0.002880384,-0.006726858,-0.000916892,-0.001395465,-0.009660914,0.032059919,0.008086543,0.029054303,-0.011593096,0.065551087,0.031058047,-0.041219898,-0.014097777,-0.017103394,0.016244646,-0.028911177,0.044654887,-0.030771798,0.024760563,0.02833868,0.018248392,0.026907433,-0.002227377,0.034063663,0.000167724,0.021039322,-0.018892452,0.012738093,-0.001395465,0.005760767,-0.024760563,-0.002683587,0.000230341,-0.0197512,0.009088415,-0.00400749,-0.026764309,-0.012881218,0.016101522,-0.009303101,0.015529023,-0.016817145,0.014312465,-0.030914923,-0.018463079,0.020323699,-0.023472441,-0.023758691,-0.005009362,0.018176829,0.012738093,0.009374664,-0.031916797,0.016387772,0.027479932,0.015529023,-0.021325571,0.020323699,-0.025476186,0.008515916,-0.039788652,-0.007979199,-0.009947163,-0.006869983,0.004758894,0.022613693,-0.013668403,-0.015171212,0.035351787,-0.022327444,0.019178702,0.000404774,-0.003524444,-0.012094032,0.023901815,-0.0400749,-0.004579989,0.00245101,0.013024342,0.015958399,0.009517789,0.034779288,0.021468697,0.00062617,0.007728731,-0.028195554,0.0301993,-0.002504681,0.008909509,0.004651551,-0.007013108,0.03148742,0.019608077,0.002540462,0.043509893,-0.006190141,0.024903689,0.010519661,0.018319955,0.010519661,0.009660914,0.000966091,-0.004454754,0.000299667,0.007907636,-0.018463079,0.004758894,-0.001851675,-0.002415228,0.010233412,-0.024617439,-0.030771798,0.018749328,0.003023508,0.005474518,-0.011521534,-0.008551697,0.007979199,0.03363429,0.000275068,0.007800293,0.0039896,0.00522405,-0.035924286,-0.01416934,0.02619181,-0.025476186,-0.033777416,0.021325571,-0.02218432,0.001833785,0.027766181,-0.006118578,0.032059919,0.038929902,0.003613897,0.031344298,-0.002737259,0.057536107,0.009732476,0.020753073,0.005402955,-0.047803629,-0.040933646,0.009052633,-0.030485548,0.018319955,0.025046812,-0.002361557,0.045513637,0.008766385,-0.031058047,0.014312465,0.002737259,-0.004186396,0.032059919,0.024617439,-0.012666531,0.006798421,0.02619181,-0.012523406,0.009947163,0.005617642,0.039216153,0.008766385,0.009517789,0.042651143,-0.012881218,0.007263576,-0.000514354,0.016817145,-0.048948627,0.018176829,0.034922414,0.005331393,0.000391356,-0.017604331,0.026048684,-0.011807784,0.017461207,0.012809656,0.029483676,-0.017174957,0.023472441,0.005188268,0.007585606,-0.034922414,0.069558576,0.023472441,-0.010304974,0.020180576,0.025046812,0.016459335,0.000317558,-0.018606203,0.066696085,0.011664659,0.025762435,-0.016888708,0.015314337,-0.009231539,0.016459335,-0.021325571,0.009303101,0.000840857,-0.014455589,0.00170855,0.014741838,-0.004168505,-0.009088415,-0.0074067,-0.004472645,0.002665696,0.023615567,0.038929902,-0.016960271,-0.027193682,0.03663991,-0.016530896,0.003256086,0.015171212,0.036926158,0.02433119,0.047231134,-0.049234878,0.009947163,-0.01109216,-0.014097777,-0.007585606,0.00338132,-0.008086543,0.018176829,-0.014527151,-0.000205742,-0.041219898,0.012666531,0.046086136,0.004025381,-0.0074067,0.033348043,-0.020896198,-0.000514354,0.033491168,0.004257958,0.02404494,-0.008372792,-0.021754947,0.037784904,0.013453716,0.013024342,-0.026334934,0.023758691,0.012094032,0.006297485,0.045227386,0.021039322,-0.020323699,0.005975454,0.008802165,0.00370335,0.006941545,-0.029340552,-0.008551697,-0.004454754,0.003488663,0.010662786,0.00801498,0.010090288,0.015600586,0.018105267,-0.020180576,-0.00307718,0.031630546,0.000644061,0.011950907,-0.023472441,0.01509965,-0.035924286,0.016459335,-0.027766181,-0.014598713,-0.021611821,-0.013310592,-0.021039322,-0.02189807,0.018606203,-0.007979199,0.018176829,0.022041194,-0.002916165,0.009088415,-0.00522405,-0.018176829,-0.031916797,-0.017318081,-0.025476186,-0.014527151,-0.017675893,-0.026621183,0.000362284,0.02619181,0.016101522,-0.013310592,0.021325571,0.027909305,0.016316209,0.006011235,0.008551697,0.030914923,-0.070703574,0.004794675,-0.019321827,-0.011163722,-0.014598713,-0.0197512,-0.005438737,-0.025189938,-0.037212405,0.004168505,-0.021754947,0.018033706,0.035065539,0.022756819,0.005581861,-0.007764512,-0.003005618,-0.003524444,0.006655296,-0.00170855,-0.046086136,-0.009374664,0.001744332,0.030056175,0.016674021,0.014312465,0.029054303,-0.009052633,0.005832329,-0.029197427,-0.004723113,0.032489292,0.022899942,-0.044941138,0.014026215,-0.007227794,-0.035494912,0.001261286,0.079004802,0.008122323,0.022041194,0.016602458,0.046658635,-0.016888708,-0.006547953,-0.016316209,0.002021636,-0.016745584,0.003792803,0.005116706,-0.037784904,-0.028481804,-0.014670276,-0.005259831,0.018892452,0.001252341,-0.068699829,-0.021611821,-0.015242774,-0.027050557,-0.032059919,0.026048684,-0.014240902,-0.007013108,0.014598713,-0.005474518,-0.007192013,-0.016817145,0.00400749,0.010519661,0.007657168,0.005295612,0.009124196,0.024474313,-0.019894326,-0.044941138,-0.022756819,-0.022327444,-0.041792396,0.027479932,-0.013668403,-0.036210533,0.001225505,0.009947163,-0.044654887,-0.02003745,0.031344298,-0.004186396,-0.009517789,0.000720096,-0.023901815,0.000670897,0.022899942,0.006619515,0.006512171,0.022327444,0.021468697,0.021611821,0.039216153,-0.019608077,0.028052431,-0.020466823,-0.0197512,0.004454754,0.026048684,-0.024617439,-0.000333212,0.002200541,-0.002629915,0.021611821,0.009374664,0.00894529,-0.057822354,-0.009660914,-0.002844602,0.020323699,0.000603807,0.018033706,-0.027050557,-0.004186396,-0.019608077,-0.021754947,0.009732476,0.01602996,-0.016960271,-0.001520699,-0.023615567,0.004383192,0.000925838,0.023043068,0.032775544,0.006404828,-0.010304974,0.019321827,0.017604331,-0.01230872,0.007657168,0.005402955,-0.03148742,-0.000550135,-0.002111088,-0.029626802,0.01323903,-0.033777416,0.006655296,0.035065539,-0.003256086,0.000907947,0.004025381,0.011020597,-0.04808988,0.02619181,0.015171212,0.023758691,0.014741838,-0.001359684,-0.041506145,-0.009088415,-0.012738093,0.000176669,0.033777416,0.024188064,-0.002307885,0.023901815,0.00034663,-0.024474313,-0.031773672,-0.023758691,-0.024474313,-0.011163722,0.000447265,0.005080925,-0.00123445,0.006297485,-0.031058047,-0.012738093,-0.003059289,-0.026907433,-0.015672149,-0.005760767,0.023043068,0.023043068,-0.015028087,0.017747456,0.013883091,-0.011807784,0.038357403,-0.016817145,0.014884963,0.017389644,-0.000599334,0.016602458,0.008086543,-0.039502401,0.050379876,-0.024474313,0.035351787,-0.023758691,0.002039526,0.004061162,-0.012165595,-0.020180576,0.001636988,-0.013883091,0.017389644,0.006225922,-0.03578116,-0.016817145,-0.001332848,-0.005617642,-0.008730603,-0.039216153,0.02433119,0.028052431,0.02833868,0.039502401,0.010233412,-0.006869983,0.021468697,0.002039526,-0.0197512,0.020753073,0.027050557,0.009517789,0.011449971,0.038929902,0.008873728,0.009374664,0.007871855,-0.006082797,-0.007156232,-0.014670276,-0.000447265,0.046944883,-0.015242774,-0.019894326,0.008158104,0.016173085,-0.018463079,0.034922414,-0.005009362,-0.000092248,0.005760767,0.006190141,-0.022613693,0.034206789,0.012523406,0.000992927,0.038071156,-0.048376128,-0.017747456,0.014384027,0.000751404,0.015314337,-0.010519661,0.058681104,0.013954652,0.022899942,-0.003757022,0.01416934,-0.000469628,-0.008337011,-0.001153942,0.02189807,-0.024760563,0.01416934,-0.012738093,-0.025046812,0.030771798,-0.046658635,-0.002137924,0.053242367,0.010090288,-0.046086136,0.016316209,-0.005295612,0.023043068,-0.023043068,0.010233412,-0.018319955,-0.017389644,0.030485548,0.009660914,0.017174957,0.050379876,-0.010304974,0.017819017,-0.000364521,0.011163722,0.001753277,0.010448099,0.013095905,0.008372792,-0.01109216,0.036926158,-0.015672149,-0.014598713,0.008981071,-0.011879345,-0.036926158,-0.01789058,-0.008694822,-0.028911177,-0.017103394,-0.028768053,-0.030914923,0.001033181,0.00431163,-0.024474313,-0.031058047,0.010018725,0.00647639,-0.027336806,0.025046812,0.003148742,-0.010018725,0.03663991,0.033348043,-0.001162888,-0.01016185,0.010376536,0.010519661,0.019178702,0.016101522,0.007943418,-0.013739966,-0.013525278,-0.027193682,0.006655296,0.027050557,-0.017389644,-0.027479932,0.041792396,0.045513637,-0.014741838,0.012451844,0.018319955,-0.00153859,0.010519661,0.017962143,-0.012594969,0.018606203,0.023472441,-0.034063663,-0.004061162,0.015600586,0.019178702,0.002361557,-0.025619311,-0.00586811,-0.02003745,0.013739966,0.017675893,-0.025189938,-0.002415228,0.001547535,0.019608077,0.039502401,-0.00184273,0.025189938,0.00277304,0.020323699,0.007227794,0.012165595,-0.00370335,0.02433119,-0.00586811,0.016459335,0.034206789,0.001051072,-0.010519661,-0.004096943,0.00153859,0.01574371,0.01230872,-0.007692949,-0.019464951,0.005116706,0.017389644,0.024903689,0.046658635,-0.010519661,0.020609949,0.060684849,-0.045227386,-0.008551697,-0.004293739,-0.001502809,-0.015815273,-0.005975454,0.000290722,0.027050557,-0.002245268,-0.016888708,-0.027193682,-0.001288122,-0.021182448,-0.041219898,0.031916797,0.030628674,-0.03234617,0.006655296,0.008372792,-0.009016853,-0.033348043,0.010877473,-0.05238362,-0.004490536,-0.028911177,0.006905764,-0.003506554,0.039788652,-0.036496785,-0.015886836,0.015314337,-0.015672149,0.006225922,-0.021182448,-0.034349915,-0.043223642,-0.025476186,0.002558353,0.007048889,-0.037784904,-0.014026215,-0.044654887,-0.036926158,0.008229667,0.007728731,0.039216153,-0.00027954,0.026907433,0.027193682,-0.017174957,-0.011378409,0.017174957,-0.015815273,0.009446226,0.033777416,-0.014384027,0.003721241,-0.024760563,-0.000229223,0.008802165,-0.000377939,-0.007692949,0.016173085,0.018248392,-0.02218432,-0.003202414,-0.033204917,-0.002969836,-0.023186192,0.030056175,-0.015457462,-0.015314337,-0.008981071,0.022613693,-0.014026215,-0.025476186,0.025333062,0.034206789,0.010662786,0.016387772,0.030342424,-0.008086543,0.007120451,0.000221396,0.025619311,0.01789058,-0.008086543,0.011807784,-0.016101522,0.002719368,0.005653423,0.017962143,-0.001941128,0.06297484,0.016244646,0.003524444,0.018749328,-0.001815894,0.006082797,0.069558576,-0.011020597,0.018033706,0.026621183,0.007692949,-0.008694822,0.035924286,-0.001878511,-0.005975454,-0.028911177,-0.007871855,0.014741838,0.008587479,0.026621183,0.005259831,-0.023186192,0.000368993,-0.01323903,0.002683587,-0.011306847,0.007478263,-0.000621698,0.022756819,-0.018892452,-0.013167467,0.007764512,-0.010877473,-0.017461207,-0.013525278,0.014240902,-0.019464951,-0.009016853,0.016173085,-0.027479932,0.002934055,0.042937394,-0.004830457,-0.031201173,-0.024188064,0.00245101,0.017318081,0.001824839,-0.022756819,0.021325571,-0.027479932,-0.008659041,0.008337011,-0.016674021,-0.003452882,0.000711151,-0.045799885,0.013739966,-0.029340552,-0.035208661,0.000554608,-0.007800293,0.018892452,0.028481804,-0.011593096,-0.00894529,0.024474313,-0.008050761,0.025476186,-0.001306012,-0.00214687,-0.008050761,-0.018606203,-0.006047016,-0.028768053,0.029197427,-0.021468697,0.005402955,-0.021039322,-0.014312465,-0.002325775,-0.020896198,0.000706678,0.035638034,-0.008480135,-0.035351787,0.014312465,0.012523406,0.011807784,0.003041399,-0.010018725,-0.022613693,-0.021182448,-0.005474518,-0.007120451,0.025476186,0.036926158,-0.007907636,-0.014097777,0.010519661,0.005617642,0.014670276,-0.011664659,0.011879345,-0.012738093,-0.007871855,-0.012666531,0.032918669,-0.010018725,0.007943418,0.024188064,0.005760767,-0.003918037,0.022613693,0.017318081,0.036496785,0.037784904,0.008694822,0.016674021,0.000106225,0.003685459,-0.031201173,-0.01016185,-0.02404494,-0.019035578,0.031773672,0.000975037,-0.032489292,-0.033920541,0.015385899,-0.023186192,0.012523406,-0.011163722,-0.005116706,0.015314337,-0.006834202,-0.038357403,-0.023472441,0.015529023,0.017747456,0.005653423,-0.002325775,0.009088415,-0.022899942,0.02433119,0.000849803,-0.042078644,-0.004257958,0.018176829,-0.0049378,-0.002415228,-0.016173085,0.012594969,0.013596841,-0.017031832,-0.001806949,-0.003810694,0.003005618,0.046944883,-0.025476186,0.012738093,0.009016853,-0.009660914,0.012666531,0.014026215,-0.010519661,0.022327444,0.00400749,-0.007478263,-0.03578116,0.009804038,-0.028911177,-0.018248392,0.004758894,0.005939673,0.033920541,-0.011378409,-0.005474518,0.012451844,0.018176829,0.033920541,0.025905561,-0.014670276,0.001798003,0.031344298,0.00431163,0.027193682,-0.006798421,0.011449971,0.00894529,0.013883091,0.023758691,-0.007692949,0.031344298,-0.014384027,-0.007514044,-0.026621183,-0.001645933,-0.010090288,-0.009589351,0.008193886,-0.007871855,-0.031773672,0.013525278,0.006583733,0.010949035,-0.004794675,-0.004061162,-0.021468697,0.011020597,-0.020609949,0.010018725,0.010662786,0.008158104,0.00370335,0.007800293,-0.029626802,0.029197427,-0.017174957,-0.00586811,-0.003112961,-0.018749328,-0.042364895,0.027050557,0.028624929,0.008837947,0.026334934,0.018248392,-0.004758894,0.009446226,-0.033061791,-0.022041194,-0.021039322,0.008086543,-0.009088415,-0.031630546,0.020896198,-0.018749328,0.022613693,-0.014097777,0.004347411,0.014813401,-0.013525278,-0.001726441,0.010448099,0.036067411,-0.026048684,-0.020753073,-0.005045144,0.033348043,-0.002576244,0.02404494,0.022041194,0.017031832,-0.000297431,-0.003184523,-0.012738093,0.022756819,-0.016888708,0.021039322,-0.000313085,0.032203045,-0.011235285,0.001583316,-0.00461577,-0.026334934,-0.002934055,-0.005939673,0.001458082,0.007156232,-0.005689205,-0.042937394,0.011378409,0.007156232,0.00554608,0.026621183,-0.014455589,-0.017604331,-0.02647806,-0.03578116,-0.009804038,0.006905764,-0.0197512,-0.035494912,-0.027623056,-0.00461577,0.011521534,0.006905764,0.009517789,0.003112961,0.033920541,-0.004687332,-0.005045144,-0.009231539,0.000126911,0.008694822,-0.029340552,0.011163722,0.047517382,-0.039788652,-0.033348043,-0.003041399,-0.007657168,-0.035065539,-0.012165595,-0.024617439,0.0049378,0.017461207,0.029626802,-0.004723113,-0.000366757,-0.041792396,0.041219898,-0.009446226,0.016960271,-0.017747456,-0.036067411,0.025046812,0.027336806,0.025905561,0.049234878,0.016602458,-0.005796548,0.021325571,-0.003524444,-0.000872166,0.014670276,0.020323699,0.002737259,0.009660914,-0.006440609,-0.062402345,-0.062688597,-0.008158104,-0.018749328,0.005438737,-0.002066362,0.000205742,-0.018749328,0.017103394,-0.03578116,0.000265004,-0.03663991,-0.024760563,0.054101113,-0.00647639,-0.026334934,0.034779288,0.022756819,-0.033348043,-0.02433119,-0.041792396,-0.014455589,-0.023329318,-0.004687332,-0.013453716,-0.018319955,-0.014455589,0.043509893,0.013453716,-0.014813401,0.009052633,-0.034349915,0.052097369,-0.003774913,0.016316209,-0.027050557,0.028195554,-0.007549825,-0.020466823,0.014598713,-0.005939673,0.003273976,-0.052097369,0.002701478,-0.02404494,-0.005903892,0.009947163,-0.00043161,0.02189807,0.042078644,-0.020609949,0.007836075,0.018892452,0.001207614,0.009159978,-0.029197427,-0.023329318,0.004347411,-0.019464951,0.020180576,0.019894326,0.00615436,0.021468697,-0.017461207,-0.011879345,-0.002307885,0.016101522,-0.029626802,-0.014455589,0.020323699,0.020753073,0.018176829,-0.006082797,0.027766181,0.016530896,-0.008444354,0.001806949,0.029626802,-0.012451844,0.023186192,0.006869983,-0.034063663,-0.012094032,-0.021611821,-0.008050761,0.05581861,-0.004257958,-0.025333062,-0.004526317,0.018033706,0.027479932,0.025476186,0.008802165,-0.009589351,0.012809656,0.012523406,0.0400749,0.018033706,0.011020597,0.014956526,0.013883091,-0.006655296,0.019608077,-0.03234617,0.007585606,-0.036067411,-0.024617439,-0.001628043,0.022041194,0.026764309,-0.038643654,-0.009124196,-0.020323699,-0.013883091,0.02404494,0.002361557,-0.03234617,-0.0049378,0.018606203,0.022327444,0.043509893,-0.030485548,-0.003560225,0.007442481,0.00370335,0.011449971,0.023472441,0.000197915,-0.011950907,0.023329318,-0.009804038,-0.025619311,0.0074067,-0.003953818,0.014312465,0.048662379,-0.027193682,0.019894326,-0.042364895,0.003327648,0.042937394,-0.040933646,-0.020466823,0.056104861,0.020896198,-0.014527151,-0.036210533,-0.022470569,0.035924286,-0.013167467,-0.055532362,-0.006190141,-0.027909305,0.012881218,0.003005618,0.005689205,0.01109216,-0.016387772,-0.021468697,0.018176829,-0.021611821,0.032918669,0.002951946,-0.008837947,-0.031773672,-0.029913051,0.017318081,0.017461207,-0.02833868,-0.027479932,-0.023615567,0.037212405,-0.023615567,-0.02404494,0.029626802,0.002951946,0.004043271,-0.001377575,0.007800293,0.024188064,-0.027336806,-0.002361557,-0.00307718,-0.025189938,0.007192013,-0.000207978,0.040933646,0.010877473,-0.000720096,-0.006941545,0.003059289,0.032775544,-0.007657168,0.019321827,-0.012094032,0.042078644,-0.010591224,0.011807784,-0.016173085,-0.015529023,-0.023615567,0.016173085,-0.018606203,0.007192013,-0.008587479,0.000257177,0.002245268,-0.011879345,0.044082388,-0.005939673,-0.003059289,-0.013954652,-0.026621183,0.039502401,-0.006440609,0.014384027,0.012094032,-0.034779288,-0.002379447,0.023329318,0.029483676,-0.002325775,-0.001565426,0.025619311,0.018606203,-0.016101522,-0.0301993,0.002576244,0.035208661,0.002325775,-0.011664659,-0.022470569,-0.047231134,-0.016888708,-0.017747456,0.05152487,0.009374664,-0.010591224,0.009303101,-0.005009362,-0.029197427,0.001726441,-0.023758691,-0.002934055,-0.017461207,0.018606203,-0.002665696,-0.003578116,-0.018606203,-0.004651551,-0.021325571,0.005367174,-0.009124196,0.016888708,-0.01295278,0.002048471,-0.011593096,0.017604331,-0.008515916,0.006082797,-0.036067411,-0.027336806,-0.010018725,-0.001306012,0.026334934,-0.019321827,-0.030914923,-0.026764309,-0.0024689,-0.005581861,-0.002755149,0.019464951,-0.01295278,0.011163722,0.000639588,0.025476186,0.029483676,0.042651143,-0.011306847,0.002737259,0.010090288,-0.015600586,0.038357403,0.029197427,-0.008193886,0.044082388,0.032489292,-0.00123445,-0.008372792,0.009124196,-0.00309507,-0.041792396,0.007764512,-0.009947163,0.044941138,0.030056175,-0.013024342,-0.019321827,0.019321827,0.008551697,-0.053814866,0.038071156,-0.037784904,0.012165595,-0.008444354,-0.029626802,-0.006905764,-0.028195554,-0.01080591,-0.0098756,-0.032203045,0.040361151,-0.033920541,0.004454754,-0.036067411,0.011879345,-0.011235285,0.020609949,-0.004579989,0.0074067,-0.017103394,0.01789058,0.011449971,-0.007836075,0.000427138,-0.007120451,0.008337011,0.00123445,-0.003273976,-0.007263576,-0.011449971,0.022756819,0.002576244,-0.013310592,-0.013382155,-0.011664659,-0.013453716,-0.005152487,-0.050379876,-0.034636162,-0.011306847,0.015028087,0.008480135,-0.047517382,-0.00586811,-0.008301229,-0.01416934,0.000876638,0.000326503,0.01080591,0.004150615,0.005259831,-0.008837947,0.017031832,-0.016316209,-0.036210533,-0.013883091,-0.000295195,0.014240902,0.020753073,-0.022899942,-0.038929902,0.00586811,-0.008050761,0.00016437,-0.001932183,0.001789058,0.017031832,0.045227386,-0.016745584,-0.005689205,0.008372792,0.008301229,-0.016674021,-0.004222177,0.005832329,0.016173085,-0.009374664,-0.006869983,-0.052669868,0.035065539,0.000123557,0.007478263,0.033491168,0.054387365,0.002254213,-0.007836075,-0.020323699,-0.019178702,-0.010376536,-0.039788652,-0.032632418,-0.012380281,-0.002540462,-0.016602458,-0.022756819,0.019608077,0.001887456,0.032918669,0.008050761,-0.013739966,0.006547953,-0.016674021,0.001574371,0.019321827,-0.016960271,-0.031201173,0.027766181,0.006655296,0.020753073,0.009804038,0.024903689,-0.043509893,0.015815273,-0.017962143,-0.043223642,0.033920541,-0.007764512,-0.006762639,0.017819017,-0.026621183,0.046658635,-0.004490536,0.024188064,-0.010304974,0.004651551,0.047231134,-0.038071156,0.009589351,-0.033920541,-0.027050557,0.050093625,0.008515916,-0.025189938,-0.008050761,0.011950907,0.004973582,0.014527151,-0.009374664,-0.003721241,0.019608077,0.049807377,0.016602458,0.02404494,
17         };
18         var filter = Builders<BsonDocument>.Filter.Or(
19             Builders<BsonDocument>.Filter.Ne("genres", "Crime"),
20             Builders<BsonDocument>.Filter.And(
21                 Builders<BsonDocument>.Filter.Lte("year", 2015),
22                 Builders<BsonDocument>.Filter.Eq("genres", "Action")
23             )
24         );
25   
26         var options = new VectorSearchOptions<BsonDocument>()
27         {
28             IndexName = "vector_index",
29             Filter = filter,
30             NumberOfCandidates = 200,
31         };
32         
33         var pipeline = new EmptyPipelineDefinition<BsonDocument>()
34             .VectorSearch("plot_embedding_voyage_3_large", queryVector, 10, options)
35             .Project(Builders<BsonDocument>.Projection
36                 .Exclude("_id")
37                 .Include("title")
38                 .Include("genres")
39                 .Include("plot")
40                 .Include("year")
41                 .Meta("score", "vectorSearchScore")
42             );
43         return Collection.Aggregate<BsonDocument>(pipeline).ToList();
44     }
45 }

`<connection-string>` を Atlas 接続文字列で置き換え、ファイルを保存します。

接続stringにデータベースユーザーの認証情報が含まれていることを確認します。詳しくは、「ドライバーによる接続」を参照してください。

Update `Program.cs`.

Program.cs を更新して DataService を初期化し、メソッドを呼び出してクエリを実行します。

Program.cs

1 using query_quick_start;
2 
3 var dataService = new DataService();
4 var results = dataService.PerformVectorQuery();
5 if (results != null)
6 {
7 	foreach (var document in results)
8 	{
9 		Console.WriteLine(document);
10 	}
11 }
12 else
13 {
14 	Console.WriteLine("The query returned no results.");
15 }

プロジェクトを保存して実行します。

ファイルを保存し、プロジェクトをコンパイルして実行して、クエリを実行します。

dotnet run query_quick_start.csproj

1 { "plot" : "Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ...", "genres" : ["Action", "Adventure", "Comedy"], "title" : "3 Ninjas: High Noon at Mega Mountain", "year" : 1998, "score" : 0.77463436126708984 }
2 { "plot" : "A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new...", "genres" : ["Action", "Adventure", "Family"], "title" : "White Wolves: A Cry in the Wild II", "year" : 1993, "score" : 0.77010631561279297 }
3 { "plot" : "A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates.", "genres" : ["Action", "Adventure", "Sci-Fi"], "title" : "Space Raiders", "year" : 1983, "score" : 0.75695919990539551 }
4 { "plot" : "Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents.", "genres" : ["Adventure", "Family", "Fantasy"], "title" : "The Ewok Adventure", "year" : 1984, "score" : 0.75154352188110352 }
5 { "plot" : "A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal.", "genres" : ["Adventure", "Comedy", "Fantasy"], "title" : "Time Bandits", "year" : 1981, "score" : 0.75135993957519531 }
6 { "plot" : "A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land.", "genres" : ["Adventure", "Family", "Fantasy"], "title" : "Chitty Chitty Bang Bang", "year" : 1968, "score" : 0.74922609329223633 }
7 { "plot" : "A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.", "genres" : ["Action", "Adventure", "Comedy"], "title" : "Forest Warrior", "year" : 1996, "score" : 0.74737143516540527 }
8 { "plot" : "A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.", "genres" : ["Action", "Adventure", "Comedy"], "title" : "Forest Warrior", "year" : 1996, "score" : 0.74737143516540527 }
9 { "plot" : "A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors.", "genres" : ["Action", "Fantasy", "Adventure"], "title" : "Warriors of Virtue", "year" : 1997, "score" : 0.74642133712768555 }
10 { "plot" : "A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see...", "genres" : ["Animation", "Adventure", "Fantasy"], "title" : "Taxandria", "year" : 1994, "score" : 0.74532461166381836 }

dotnet run query_quick_start.csproj

1 { "year" : 1977, "plot" : "Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Star Wars: Episode IV - A New Hope", "score" : 0.79868483543395996 }
2 { "plot" : "A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule.", "genres" : ["Action", "Adventure", "Sci-Fi"], "title" : "Dune", "year" : 1984, "score" : 0.79497003555297852 }
3 { "plot" : "In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...", "genres" : ["Action", "Adventure", "Sci-Fi"], "title" : "Message from Space", "year" : 1978, "score" : 0.7913978099822998 }
4 { "plot" : "In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...", "genres" : ["Action", "Adventure", "Sci-Fi"], "title" : "Message from Space", "year" : 1978, "score" : 0.7913978099822998 }
5 { "year" : 1980, "plot" : "After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Star Wars: Episode V - The Empire Strikes Back", "score" : 0.78098845481872559 }
6 { "plot" : "After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Star Wars: Episode VI - Return of the Jedi", "year" : 1983, "score" : 0.77849960327148438 }
7 { "plot" : "Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Star Wars: Episode I - The Phantom Menace", "year" : 1999, "score" : 0.77667427062988281 }
8 { "plot" : "The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ...", "genres" : ["Adventure", "Family", "Fantasy"], "title" : "Ewoks: The Battle for Endor", "year" : 1985, "score" : 0.76761198043823242 }
9 { "plot" : "A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Krull", "year" : 1983, "score" : 0.76243734359741211 }
10 { "plot" : "An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Starcrash", "year" : 1978, "score" : 0.75827145576477051 }

`AtlasVectorSearchTutorial.go` というファイルを作成します。

試したいプレフィルター演算子のコードをコピーして、`AtlasVectorSearchTutorial.go` ファイルに貼り付けます。

_idフィールドを除外し、結果にはtitle 、 genres 、 plot 、およびyearフィールドのみが含まれます。
結果内の各ドキュメントのベクトル検索スコアを表示するscoreという名前のフィールドを追加します。

フィルターでは、 $and集計パイプライン演算子を使用して、次の両方の条件に一致するドキュメントを検索します。

genresフィールドでフィルタリングして、 drama 、 western 、またはcrimeジャンルではなく、 action 、 adventure 、またはfamilyジャンルに含まれる映画を検索します。
yearフィールドでフィルタリングして、 1960から2000年（両端を含む）の間にリリースされた映画を検索します。

1 package main
2 
3 import (
4 	"context"
5 	"fmt"
6 	"log"
7 
8 	"go.mongodb.org/mongo-driver/bson"
9 	"go.mongodb.org/mongo-driver/mongo"
10 	"go.mongodb.org/mongo-driver/mongo/options"
11 )
12 
13 func main() {
14 	ctx := context.Background()
15 
16 	// Replace the placeholder with your Atlas connection string
17 	const uri = "<connection-string>"
18 
19 	// Connect to your Atlas cluster
20 	clientOptions := options.Client().ApplyURI(uri)
21 	client, err := mongo.Connect(ctx, clientOptions)
22 	if err != nil {
23 		log.Fatalf("failed to connect to the server: %v", err)
24 	}
25 	defer func() { _ = client.Disconnect(ctx) }()
26 
27 	// Set the namespace
28 	coll := client.Database("sample_mflix").Collection("embedded_movies")
29 
30 	queryVector := [2048]float64{
31 		-0.021090532, -0.026399033, -0.024103465, -0.025538195, -0.000549233, 0.011836523, -0.013199517, -0.003766167, -0.005165028, -0.02238179, 0.037876874, 0.010617003, 0.010903949, -0.001354026, 0.006850836, -0.018005863, -0.02195137, 0.019512329, -0.041894119, -0.008357302, 0.027546817, -0.025251249, 0.004340059, -0.02195137, -0.003748232, -0.006205208, 0.021377478, 0.008931194, -0.00173961, -0.009827901, -0.016642869, -0.033572685, -0.026399033, 0.015208139, 0.010114847, -0.0233861, -0.011406104, -0.033142265, -0.008895326, -0.014347301, -0.019081909, -0.049067769, 0.034433521, -0.023673046, 0.004160717, -0.01334299, -0.06714537, 0.032568373, -0.022525262, -0.024677357, 0.011334368, 0.027403345, 0.026399033, -0.016786342, -0.015925504, 0.013916882, -0.005487842, -0.0233861, 0.026542507, -0.052798066, -0.025681669, -0.025394723, 0.014203828, 0.014921193, -0.031564061, 0.010760476, 0.010688739, 0.013916882, -0.037876874, 0.039598551, -0.000816003, 0.003766167, -0.001694775, 0.026972925, -0.009469219, 0.015351612, -0.007245387, 0.028981548, -0.035724778, 0.010688739, 0.001228488, 0.004106915, -0.024677357, 0.028551128, -0.033716157, -0.013486463, 0.018292809, -0.018221073, 0.009612692, -0.003622693, -0.001138817, -0.021234006, -0.045624416, 0.020803586, 0.007675806, -0.009612692, -0.021664424, -0.026685979, -0.025968615, 0.001775478, -0.007496465, 0.02051664, -0.054519743, 0.018221073, 0.014132091, -0.009684428, -0.025825141, -0.014921193, -0.057389203, -0.020660114, -0.028264182, -0.008931194, -0.019942747, -0.003228143, -0.014419037, 0.021234006, -0.004573202, 0.007317123, 0.018651491, -0.016571132, -0.036155198, -0.032855317, 0.000726332, -0.031851009, 0.018938437, 0.021234006, -0.048206929, 0.017934127, -0.013414727, -0.009469219, 0.064849801, 0.006348681, -0.039024659, 0.021377478, -0.022668736, -0.026829453, -0.019081909, 0.027977237, -0.004627005, -0.038450766, 0.004465597, -0.041894119, 0.008213829, 0.03055975, 0.052224174, -0.00277979, -0.032137953, -0.013629936, 0.022094844, -0.005918262, 0.020660114, 0.010617003, -0.020373167, -0.001614071, 0.021090532, -0.005523711, 0.004878082, -0.021090532, 0.029698912, 0.000726332, 0.003371616, -0.022238316, 0.008715985, 0.038737711, 0.013486463, -0.008536644, 0.040172443, 0.017503707, -0.028838074, 0.061693393, -0.003066736, 0.008285566, -0.034576993, 0.01578203, -0.02238179, 0.015925504, 0.066571474, -0.038737711, -0.050215553, 0.009325746, -0.010903949, -0.041607171, -0.006384549, 0.026972925, -0.000119374, -0.003066736, -0.024103465, 0.005093292, 0.028981548, 0.026829453, -0.001703742, 0.043041904, 0.010186584, 0.010688739, 0.004357993, -0.016571132, -0.010545266, -0.033142265, -0.005559579, -0.000365408, -0.00717365, 0.019655801, 0.047633037, 0.044476632, 0.01456251, -0.002977065, 0.025681669, -0.015423348, -0.02051664, -0.019512329, 0.014705983, 0.002977065, 0.03055975, -0.014347301, 0.024390411, 0.005882393, -0.012195205, 0.004071047, -0.028694602, 0.031277116, -0.010114847, 0.005272633, 0.017934127, 0.037589926, -0.046198308, -0.02195137, -0.037876874, 0.021234006, -0.034720469, -0.018005863, 0.03055975, -0.015495085, -0.035150886, 0.004178651, 0.005882393, 0.075753748, 0.00595413, -0.083214343, -0.016284186, 0.022238316, -0.032998793, -0.00491395, -0.009254009, -0.007819279, 0.046198308, -0.008464907, 0.014634247, 0.031707536, -0.00317434, -0.026255561, -0.010617003, -0.033285737, 0.020086221, -0.016858079, -0.012195205, -0.041894119, 0.000721849, 0.038163818, 0.02238179, 0.011406104, 0.010330057, 0.032137953, -0.01047353, 0.039311603, -0.01291257, -0.03099017, -0.018938437, -0.013271254, -0.001820314, -0.005380238, 0.003299879, -0.024533885, -0.001093982, 0.012123469, -0.005236765, 0.014132091, -0.018221073, 0.013629936, 0.022238316, -0.00317434, 0.034003101, 0.019081909, 0.008034488, -0.02912502, 0.026542507, -0.011334368, -0.077475421, 0.038163818, -0.003568891, 0.019081909, 0.019512329, 0.002385239, -0.032568373, -0.020373167, 0.038737711, -0.013773409, 0.01621245, -0.028407656, -0.021090532, -0.004411795, -0.013916882, -0.001533368, 0.004322124, -0.024820831, 0.004627005, -0.004591136, 0.014849456, -0.014275564, -0.020229694, 0.0233861, 0.015566821, 0.022525262, -0.024390411, -0.028694602, 0.001766511, -0.036011726, 0.006456285, -0.011262631, 0.005523711, 0.012266942, -0.019225383, -0.015423348, 0.011836523, -0.011334368, -0.009827901, -0.011119158, 0.007030177, 0.00277979, 0.004537334, -0.016571132, 0.013127781, -0.013701673, -0.016571132, 0.002941197, 0.000959476, -0.004483532, 0.010760476, 0.043041904, -0.032568373, -0.015423348, 0.006169339, -0.02094706, -0.050215553, 0.012769097, 0.015495085, 0.001318158, 0.00164994, -0.045337472, 0.001533368, 0.005595447, 0.039311603, -0.030703224, 0.023242628, -0.008787721, -0.021234006, -0.021234006, -0.001524401, 0.007281255, 0.01334299, 0.00164994, -0.005451974, -0.011047422, -0.021234006, -0.033572685, -0.015423348, -0.005236765, 0.025681669, -0.02051664, -0.024103465, -0.021377478, -0.00738886, -0.031707536, 0.017790653, -0.026829453, 0.007783411, -0.003335747, 0.024677357, 0.006384549, 0.035724778, -0.004017244, -0.018651491, -0.014060355, -0.029842386, -0.012553888, 0.006994309, -0.00317434, 0.018292809, 0.019942747, -0.01169305, 0.002456975, 0.010330057, -0.031707536, 0.00799862, -0.019655801, -0.006205208, -0.012769097, -0.035294361, 0.026112087, -0.004483532, 0.02094706, 0.019081909, 0.001676841, -0.040746335, -0.004035179, -0.014992929, 0.004375927, -0.049928606, -0.02051664, 0.004268322, 0.015351612, -0.037016038, -0.001452664, -0.021234006, -0.005738921, -0.051650282, -0.008285566, 0.012840834, -0.015925504, 0.018794963, -0.001228488, -0.035868254, -0.00347922, -0.003264011, 0.002528712, 0.01477772, -0.010545266, 0.018221073, 0.018149335, -0.028838074, -0.012984307, -0.037302982, -0.041607171, -0.043328848, -0.019799275, -0.019225383, -0.011047422, 0.011908259, 0.021664424, -0.012553888, 0.004662873, 0.005451974, -0.024533885, 0.0067791, 0.022812208, -0.037589926, -0.031564061, 0.007101914, -0.00760407, -0.025107777, 0.015566821, 0.020803586, -0.033572685, 0.062841177, 0.034146577, -0.007532333, -0.001865149, -0.023673046, 0.032424901, 0.018508019, -0.005703052, -0.015853768, 0.019655801, 0.042181063, 0.006671495, -0.004573202, 0.024390411, 0.009756165, -0.00029143, 0.000107605, 0.032711845, -0.005523711, -0.015566821, 0.009110536, 0.017216761, 0.006241076, -0.003945508, 0.007783411, 0.024246939, 0.048206929, 0.00277979, -0.002367305, -0.05107639, -0.016284186, -0.016929815, 0.016858079, 0.000703914, -0.021234006, 0.021234006, -0.014634247, 0.001389895, 0.008321434, -0.016499396, 0.014921193, 0.025394723, 0.035437834, 0.013486463, -0.022668736, -0.012338678, -0.034003101, -0.005559579, -0.008106225, 0.023959992, -0.019368855, 0.024533885, -0.000600793, 0.009756165, -0.001936886, -0.014490774, 0.018077599, 0.004447663, 0.011262631, -0.003658562, 0.043328848, -0.018938437, 0.00799862, -0.018221073, 0.041320227, 0.000363166, -0.003730298, 0.002851526, -0.024103465, 0.003515089, -0.0135582, -0.003497155, -0.006814968, 0.014060355, 0.027116399, -0.003192274, 0.011406104, 0.042468011, -0.036442146, -0.007245387, 0.032424901, -0.038737711, 0.008680117, -0.035581306, 0.027546817, 0.021664424, -0.000757717, -0.022238316, 0.018221073, -0.006205208, 0.005093292, 0.001264356, -0.002116227, 0.001098465, 0.017431971, -0.042181063, 0.010760476, 0.033285737, 0.002708053, -0.007352991, -0.009827901, -0.031994481, -0.020803586, 0.009971374, -0.014849456, -0.003658562, 0.024964303, -0.001793413, 0.021090532, 0.01578203, 0.012984307, 0.006922573, -0.032711845, -0.013701673, 0.00390964, 0.017503707, -0.015351612, 0.006922573, 0.028694602, 0.012266942, -0.027259871, 0.007675806, -0.002295568, -0.020086221, 0.00595413, -0.027833764, 0.001551302, 0.008644248, -0.002187963, 0.00040576, 0.024964303, 0.013916882, -0.015925504, 0.014347301, -0.011549577, 0.018938437, -0.032424901, 0.003730298, 0.003281945, 0.032998793, 0.005595447, 0.025681669, 0.011047422, 0.026399033, 0.02912502, -0.006241076, 0.004627005, 0.024390411, 0.001542335, -0.034576993, 0.011477841, -0.00491395, -0.014347301, 0.023529572, -0.004770477, -0.014921193, -0.028264182, 0.02812071, 0.00164994, 0.008680117, -0.005416106, 0.035581306, -0.02812071, 0.006097603, -0.016355922, -0.010114847, 0.033142265, -0.021807898, 0.001228488, -0.002170029, -0.032711845, 0.018149335, 0.014132091, 0.03055975, 0.031133642, -0.011979996, 0.008967063, -0.013486463, -0.02812071, 0.052224174, 0.004124849, -0.008715985, -0.034863941, 0.025251249, 0.07977099, -0.000072297, -0.014705983, 0.033142265, 0.024103465, -0.004232454, -0.007496465, -0.024246939, -0.029698912, -0.009469219, 0.010114847, 0.001201586, 0.00860838, 0.012051732, -0.006025866, 0.014490774, 0.014992929, 0.01169305, -0.003192274, 0.005308501, 0.0045194, 0.017575443, 0.001022245, -0.018794963, -0.001847215, 0.011119158, 0.02051664, -0.006886704, 0.010330057, -0.003353682, 0.018794963, 0.013773409, 0.026399033, 0.007962752, -0.018221073, -0.012553888, -0.003586825, -0.002170029, 0.047633037, 0.011908259, 0.007209518, 0.045624416, 0.028694602, 0.004357993, 0.023959992, 0.004232454, 0.009182272, 0.003012933, 0.035294361, -0.055954475, 0.014849456, 0.012553888, 0.004340059, -0.000511123, -0.024390411, 0.011406104, 0.013127781, 0.013629936, -0.011406104, 0.002582514, -0.004555268, 0.005559579, 0.000569409, 0.017934127, -0.014060355, 0.02912502, 0.003819969, 0.011190895, -0.011262631, 0.017001551, 0.012553888, -0.02238179, 0.024246939, 0.032281429, 0.032711845, -0.016714605, -0.021520952, 0.016355922, -0.011334368, -0.003891705, -0.008572512, -0.016929815, 0.0135582, -0.057963096, 0.015566821, 0.001856182, -0.002456975, -0.000766684, 0.005380238, 0.000923607, 0.035581306, 0.005272633, -0.009612692, 0.018651491, -0.023959992, -0.001416796, 0.033285737, -0.002725987, 0.024533885, -0.010186584, 0.003802035, -0.029268494, -0.011764786, 0.003837903, 0.022955682, 0.053945851, -0.002232799, 0.019512329, 0.014419037, 0.028407656, 0.004985687, 0.00210726, 0.005774789, 0.032568373, -0.024964303, 0.019655801, -0.012123469, 0.031994481, 0.015638558, 0.038450766, -0.011979996, 0.033716157, 0.019368855, 0.017431971, 0.022668736, 0.015423348, -0.001927919, -0.001102949, 0.028694602, -0.013701673, -0.036155198, -0.010688739, 0.000535782, -0.021807898, -0.005200896, -0.040459387, 0.007137782, -0.006492154, -0.00277979, 0.020803586, 0.027833764, -0.000780134, 0.000600793, -0.025538195, -0.011764786, 0.021090532, 0.028694602, -0.016929815, -0.025251249, 0.029268494, -0.013271254, 0.014634247, 0.000376617, -0.025251249, -0.026255561, -0.037302982, 0.003138472, -0.024677357, -0.019799275, 0.025825141, -0.040746335, 0.002510778, -0.031851009, -0.014347301, -0.00158717, -0.046772201, -0.028838074, 0.006635627, -0.001058113, 0.014132091, -0.00286946, 0.019368855, 0.007281255, 0.036155198, 0.065710634, 0.018794963, -0.029268494, 0.003461286, 0.012984307, 0.006133471, 0.003497155, 0.046198308, -0.014132091, -0.010186584, 0.028981548, -0.000286946, -0.003102604, 0.011190895, 0.014490774, -0.020660114, -0.00347922, -0.004842214, -0.000506639, 0.002600448, 0.017073289, -0.011836523, -0.026685979, -0.023959992, 0.023673046, -0.006958441, 0.040172443, -0.031133642, 0.009182272, -0.015638558, -0.002421107, 0.004555268, 0.014705983, -0.028407656, -0.014921193, -0.015710294, -0.008751853, -0.006420417, -0.038450766, -0.011908259, 0.006133471, 0.002474909, -0.008070357, -0.01025832, -0.011119158, 0.004465597, 0.010903949, 0.009074667, 0.030703224, -0.019368855, -0.007891015, 0.007675806, -0.005093292, 0.023099154, 0.022094844, 0.00738886, 0.007066045, -0.023242628, -0.020660114, 0.009397482, -0.006635627, 0.009540955, 0.006348681, -0.013773409, -0.000186067, -0.021234006, -0.017145025, -0.007030177, 0.010114847, 0.024390411, -0.024964303, -0.041033279, 0.0135582, 0.014060355, 0.008715985, 0.018794963, -0.039598551, -0.015208139, 0.027977237, 0.020086221, 0.012195205, -0.010760476, -0.025538195, 0.025394723, 0.012697361, -0.053371958, -0.008249698, 0.005846525, -0.045624416, -0.027977237, -0.012410415, -0.02195137, -0.022955682, 0.011477841, 0.026972925, -0.031420588, -0.012051732, -0.015925504, -0.004322124, -0.017145025, 0.012840834, 0.01578203, -0.010186584, -0.00091464, -0.028264182, 0.00369443, -0.029985858, -0.009899638, 0.018794963, 0.053945851, 0.007317123, -0.020086221, 0.008967063, -0.001506467, -0.006850836, 0.011477841, -0.003120538, -0.005631316, -0.027977237, 0.01047353, 0.003120538, -0.001354026, -0.004160717, -0.004698741, -0.049067769, 0.021807898, -0.037589926, 0.03672909, -0.004878082, -0.006241076, 0.000049879, 0.014203828, -0.027259871, 0.004196586, -0.002421107, 0.008106225, -0.00760407, -0.003802035, -0.016140714, 0.038737711, -0.010043111, -0.037589926, -0.062267285, -0.001506467, -0.006384549, -0.012697361, -0.011190895, -0.01578203, 0.014132091, -0.02238179, -0.024677357, 0.011621314, -0.028407656, 0.010688739, 0.039311603, 0.009254009, -0.009612692, -0.040459387, 0.021234006, 0.007926884, -0.057102256, -0.045624416, 0.003497155, -0.003120538, -0.015853768, -0.006528022, 0.011334368, -0.008177961, -0.033716157, 0.010114847, 0.035868254, -0.021807898, -0.010975685, -0.039024659, 0.021234006, 0.001990688, -0.009756165, -0.003819969, -0.033142265, -0.035150886, 0.028407656, 0.007711674, 0.018364545, 0.005416106, 0.010545266, -0.032281429, 0.01291257, 0.003102604, -0.009756165, 0.05107639, -0.001080531, -0.043615796, 0.025968615, 0.012697361, 0.024820831, 0.024246939, -0.020086221, -0.012195205, 0.00760407, 0.009540955, -0.003802035, 0.043328848, -0.010043111, 0.003891705, -0.054519743, 0.043041904, -0.032711845, 0.024820831, 0.018651491, -0.008357302, 0.009540955, -0.003156406, -0.019081909, -0.025825141, -0.02912502, 0.026255561, -0.017216761, 0.010401793, -0.028551128, -0.005200896, 0.012625624, -0.008142093, 0.039311603, -0.00082497, -0.003784101, 0.037876874, 0.006599758, -0.021520952, 0.047633037, 0.012410415, -0.01477772, 0.023529572, 0.004985687, -0.031707536, 0.007675806, -0.017934127, -0.034863941, 0.018794963, -0.011119158, -0.027546817, 0.009612692, 0.00760407, 0.057102256, 0.006241076, 0.007281255, -0.007675806, -0.008285566, 0.012553888, -0.007245387, 0.016284186, -0.024964303, 0.007030177, -0.011836523, -0.045050524, 0.021090532, -0.021664424, 0.00369443, 0.037016038, -0.010186584, -0.00656389, 0.016355922, 0.019225383, 0.009002931, -0.008034488, -0.004555268, 0.046772201, -0.014347301, 0.014347301, -0.023959992, 0.017790653, 0.031133642, -0.025825141, 0.035581306, -0.012769097, 0.017360235, 0.024677357, 0.000046517, 0.010903949, 0.011262631, -0.000573892, 0.026829453, -0.024820831, -0.001309191, 0.008177961, -0.002143128, -0.018651491, -0.026685979, -0.040172443, -0.018651491, 0.007568201, -0.018794963, 0.003281945, -0.014347301, 0.005738921, -0.020373167, -0.02051664, -0.028551128, -0.040172443, -0.017718917, 0.046198308, 0.003802035, -0.005523711, 0.07345818, 0.000412485, -0.025968615, 0.024246939, -0.024964303, 0.024820831, 0.005882393, 0.011190895, 0.020086221, -0.029411966, -0.029842386, 0.006922573, -0.004286256, 0.0233861, -0.0135582, 0.000551474, 0.026255561, 0.019799275, 0.003568891, -0.025681669, -0.009469219, -0.002636316, 0.013486463, 0.050215553, -0.040459387, -0.003622693, 0.019225383, -0.015853768, -0.017001551, 0.028407656, 0.02812071, 0.01477772, -0.007209518, 0.046198308, 0.024246939, 0.035868254, -0.019225383, -0.030272804, 0.006599758, 0.000473013, -0.018364545, 0.033429209, -0.0233861, 0.021664424, 0.028694602, -0.009684428, -0.002815658, 0.015136402, 0.006994309, 0.017360235, -0.027116399, 0.042181063, -0.018794963, -0.037589926, -0.018508019, -0.012266942, -0.00277979, -0.01334299, -0.020373167, -0.004949819, -0.018651491, 0.026829453, -0.011979996, 0.00799862, 0.040459387, -0.00738886, 0.008249698, 0.017718917, -0.042754956, -0.011119158, -0.043615796, -0.009325746, -0.009612692, -0.008285566, -0.008213829, 0.012625624, 0.000919124, -0.041033279, 0.000636661, -0.045911364, -0.001909984, -0.016642869, 0.013414727, 0.03055975, -0.013414727, 0.010186584, 0.056241419, -0.008321434, -0.000200638, 0.006205208, 0.012625624, 0.009756165, -0.035294361, 0.034003101, -0.023529572, 0.031564061, -0.026399033, 0.029268494, 0.001183652, 0.01334299, 0.004035179, -0.00491395, -0.002241766, -0.011764786, 0.029268494, -0.011621314, 0.037302982, -0.020086221, 0.018651491, -0.01578203, -0.025825141, 0.002528712, 0.057102256, 0.046198308, -0.006169339, 0.008249698, 0.009397482, -0.008142093, -0.037876874, -0.041607171, -0.01169305, -0.013773409, -0.020086221, -0.038737711, -0.019799275, -0.035437834, 0.019368855, -0.001246422, -0.013845146, -0.037876874, -0.006814968, -0.003066736, 0.003730298, 0.016499396, 0.012840834, 0.02051664, -0.006994309, 0.009182272, -0.00738886, -0.000193913, -0.037016038, 0.007281255, -0.016427658, -0.003568891, 0.02912502, 0.021807898, 0.02912502, 0.004124849, -0.012625624, 0.02195137, -0.036155198, 0.011334368, 0.018651491, 0.040459387, 0.006205208, 0.015064666, -0.023959992, 0.017360235, -0.000567167, 0.032998793, -0.023099154, 0.075753748, -0.038737711, -0.005057423, -0.019799275, 0.014849456, -0.050215553, -0.001111916, -0.006169339, 0.009469219, -0.019081909, -0.013127781, -0.028838074, -0.013414727, -0.008213829, 0.006312812, -0.008177961, -0.021664424, -0.010832212, -0.012697361, 0.014634247, 0.004393861, -0.045337472, -0.010975685, -0.030703224, -0.003228143, -0.014849456, -0.034003101, 0.009612692, -0.004806346, -0.006492154, 0.018938437, 0.00277979, 0.023816518, -0.003407484, -0.01169305, 0.006276944, -0.024820831, 0.00189205, 0.006814968, -0.019655801, 0.035294361, 0.009038799, 0.006922573, 0.011334368, -0.018651491, -0.009899638, 0.029985858, -0.008285566, -0.013845146, 0.032424901, -0.024533885, -0.024677357, 0.031420588, 0.003604759, 0.004232454, 0.01578203, -0.025107777, 0.003784101, 0.006276944, -0.010832212, 0.009074667, -0.040172443, 0.048780821, 0.02094706, -0.009110536, 0.008680117, -0.014132091, 0.023816518, 0.012051732, -0.012123469, -0.032998793, -0.032424901, -0.021664424, -0.025538195, -0.01047353, 0.009002931, -0.039311603, -0.004806346, 0.023673046, -0.012123469, -0.006850836, -0.030272804, 0.043615796, 0.002456975, 0.001273323, -0.007711674, -0.008177961, 0.06714537, -0.043615796, 0.017216761, 0.00882359, -0.005416106, -0.014060355, 0.034146577, -0.022812208, -0.009899638, -0.00390964, -0.032137953, 0.007245387, 0.047633037, -0.007352991, 0.006097603, -0.019225383, -0.027833764, -0.010545266, 0.002905329, -0.002797724, 0.038450766, -0.013629936, -0.008106225, -0.001143301, -0.000014361, -0.043328848, 0.029698912, 0.027690291, 0.002143128, 0.012051732, -0.02812071, 0.024677357, -0.012984307, 0.008715985, -0.005523711, 0.039024659, -0.020373167, -0.028838074, 0.026972925, 0.018364545, -0.010114847, -0.011406104, 0.033572685, -0.028838074, 0.024677357, -0.011836523, -0.009612692, -0.03672909, 0.025107777, -0.025251249, -0.009182272, 0.002618382, 0.030416278, -0.003210209, 0.033859629, -0.015208139, -0.015279875, 0.010975685, 0.014132091, -0.010545266, -0.002600448, 0.003945508, -0.001990688, -0.008859458, 0.024533885, 0.027116399, -0.005487842, -0.028551128, 0.008321434, 0.016714605, 0.010617003, 0.043328848, 0.025251249, -0.033429209, 0.005667184, -0.012840834, 0.037589926, -0.012482151, 0.002546646, 0.01477772, -0.003120538, 0.012984307, -0.054232799, -0.013199517, -0.029985858, -0.023673046, -0.014992929, -0.010760476, 0.0233861, -0.02912502, -0.020803586, -0.010545266, 0.022238316, 0.005021555, 0.041033279, 0.016140714, -0.006097603, 0.015351612, -0.017790653, -0.007675806, -0.032281429, -0.012338678, 0.02955544, -0.016427658, 0.039885495, 0.001192619, -0.006241076, -0.000663563, -0.008070357, -0.001452664, 0.025681669, -0.020803586, -0.010401793, 0.001443697, 0.012410415, 0.007926884, -0.034003101, 0.017360235, 0.000999828, 0.019799275, -0.001102949, 0.005918262, 0.010545266, -0.023529572, 0.016714605, 0.016571132, 0.003604759, 0.016140714, -0.020660114, -0.007101914, 0.014132091, -0.035437834, -0.018938437, 0.019225383, -0.006886704, -0.03629867, 0.010545266, -0.017216761, 0.005595447, -0.022812208, 0.009971374, 0.003371616, -0.022955682, -0.013701673, -0.019368855, -0.022238316, 0.004627005, 0.008213829, 0.002600448, 0.012769097, -0.027116399, 0.015279875, -0.017073289, -0.019512329, -0.010043111, 0.003120538, 0.0045194, -0.024246939, 0.010903949, 0.001667874, -0.008895326, 0.031277116, -0.016571132, -0.012266942, 0.006348681, 0.048493877, -0.010186584, 0.001506467, 0.022955682, -0.012625624, 0.018938437, -0.004698741, -0.009002931, 0.008249698, 0.035724778, 0.002887394, -0.00399931, 0.007747543, -0.000780134, -0.001389895, -0.003138472, -0.016284186, -0.041033279, -0.018364545, -0.001847215, -0.011190895, 0.006061735, -0.044189688, 0.033859629, -0.010043111, 0.040172443, -0.025251249, -0.006241076, -0.01621245, -0.028694602, -0.001345059, -0.021377478, 0.037876874, 0.007675806, 0.006528022, 0.019942747, -0.006133471, 0.014275564, -0.005380238, -0.043328848, -0.05825004, 0.019512329, -0.00090119, -0.018364545, -0.023099154, -0.003407484, 0.026829453, -0.06542369, -0.024677357, 0.011262631, -0.002618382, -0.013916882, 0.031133642, -0.016427658, -0.017934127, 0.020086221, -0.009827901, 0.009899638, 0.011621314, -0.005308501, 0.021377478, -0.011621314, 0.009971374, -0.037876874, -0.013916882, 0.014419037, -0.001748577, 0.014132091, -0.026972925, 0.002725987, -0.03672909, -0.004017244, 0.005738921, 0.001748577, -0.014921193, -0.013127781, 0.033572685, -0.022094844, -0.038163818, -0.030129332, 0.005057423, 0.034576993, 0.028264182, 0.029698912, -0.003443352, 0.022238316, -0.026255561, -0.029842386, 0.001883083, -0.006241076, -0.032711845, 0.008429039, 0.019799275, 0.015710294, -0.019368855, -0.00882359, -0.007101914, -0.013414727, -0.004698741, 0.01477772, -0.015351612, -0.018508019, 0.034290049, -0.012984307, 0.008859458, -0.010688739, -0.000573892, 0.028694602, 0.002313502, 0.023959992, -0.013199517, -0.004770477, -0.035294361, 0.003228143, 0.004949819, -0.041033279, -0.015638558, 0.02812071, 0.009612692, -0.010760476, -0.005057423, 0.010043111, -0.035868254, -0.003192274, 0.016427658, -0.007711674, 0.012051732, -0.013773409, 0.034720469, 0.00760407, 0.009469219, 0.012840834, -0.007962752, -0.024677357, 0.006348681, -0.01334299, -0.00308467, 0.012984307, 0.015208139, 0.02955544, 0.002116227, 0.000403518, -0.02195137, -0.015136402, 0.002905329, 0.008321434, -0.028981548, -0.035294361, -0.024533885, 0.002994999, -0.017073289, -0.021664424, 0.013414727, 0.006384549, -0.024964303, 0.018508019, 0.002941197, 0.01047353, -0.022668736, 0.00421452, -0.034433521, 0.005380238, -0.018938437, 0.017001551, 0.019081909, -0.002636316, -0.006456285, 0.008644248, 0.008859458, 0.011190895, -0.00760407, 0.006707363, 0.007066045, -0.017718917, 0.012195205, -0.037589926, -0.001013278, -0.002456975, -0.003658562, 0.016499396, -0.00286946, 0.002851526, -0.013414727, 0.027977237, -0.040459387, -0.000515606, 0.017431971, -0.00882359, 0.029985858, -0.007532333, -0.01169305, -0.011836523, 0.022525262, 0.004627005, 0.027403345, -0.010688739, -0.011334368, -0.031564061, -0.018221073, 0.023959992, -0.016858079, 0.045624416, 0.017288497, -0.023529572, -0.016786342, 0.042181063, 0.003748232, -0.017288497, -0.008142093, -0.004268322, 0.040172443, -0.019368855, 0.006671495, -0.001488532, 0.042754956, -0.020229694, -0.028694602, -0.041033279, 0.01047353, 0.004286256, 0.004411795, -0.019081909, 0.020803586, 0.03672909, -0.008142093, -0.008751853, 0.001640973, -0.014347301, -0.038450766, 0.000522331, -0.020229694, -0.018508019, 0.035581306, 0.050789446, 0.055093635, -0.021807898, 0.038163818, -0.011262631, 0.025251249, -0.034290049, 0.045050524, 0.0067791, -0.02094706, -0.048206929, 0.008859458, 0.007137782, -0.024677357, 0.012769097, 0.006025866, -0.035294361, 0.009612692, -0.04476358, 0.007675806, 0.037876874, 0.005236765, 0.001156751, 0.012625624, 0.01025832, 0.023529572, 0.015423348, 0.004160717, -0.021664424, -0.017862389, 0.015925504, 0.041033279, 0.023242628, 0.019512329, 0.037876874, -0.018005863, -0.006635627, 0.001981721, 0.016571132, 0.009540955, 0.010114847, 0.008715985, 0.006599758, 0.012410415, 0.005236765, -0.014992929, 0.03099017, -0.002797724, -0.039885495, 0.05825004, 0.000159165, 0.016140714, 0.043041904, -0.000887739, 0.008034488, 0.024964303, -0.028838074, -0.015638558, 0.009182272, -0.033859629, -0.001963787, -0.008070357, -0.009612692, -0.012410415, 0.003676496, -0.047633037, 0.005236765, 0.032711845, 0.002439041, 0.017073289, -0.011621314, -0.011764786, -0.018651491, 0.003927574, 0.002456975, -0.019225383, 0.018938437, 0.046198308, 0.019081909, -0.045624416, -0.015423348, 0.009182272, 0.020086221, 0.008393171, -0.003855837, -0.019942747, -0.02094706, 0.000883256, 0.015064666, -0.010688739, 0.011119158, 0.015495085, 0.014490774, -0.022238316, 0.012051732, 0.012769097, -0.019081909, -0.005344369, -0.011621314, 0.017145025, -0.008249698, -0.005344369, 0.022812208, 0.002286601, -0.009002931, 0.028407656, -0.001865149, -0.013701673, -0.013845146, -0.006492154, 0.022812208, -0.030416278, -0.035294361, -0.042754956, -0.016284186, 0.007137782, 0.002510778, 0.008572512, -0.013701673, 0.00656389, -0.006671495, 0.012697361, -0.022238316, -0.001856182, 0.006276944, 0.006599758, 0.008680117, -0.006133471, 0.006958441, -0.023816518, 0.008177961, 0.009254009, 0.003335747, -0.006635627, -0.015853768, 0.007532333, -0.048206929, -0.05825004, -0.025394723, -0.031420588, -0.001049146, 0.021377478, -0.023816518, -0.046198308, 0.026112087, 0.0045194, -0.028694602, -0.007747543, -0.024533885, -0.024677357, -0.032281429, 0.018794963, -0.032711845, -0.009684428, 0.011190895, -0.001380928, 0.015279875, -0.025107777, -0.005738921, -0.004340059, -0.002170029, -0.017718917, -0.020373167, 0.010186584, -0.009971374, -0.025394723, 0.003622693, -0.048493877, 0.015638558, -0.036155198, -0.016427658, -0.000600793, 0.003281945, 0.022094844, -0.009110536, -0.017145025, -0.023242628, -0.014921193, 0.023673046, 0.02195137, -0.025394723, 0.003371616, -0.032998793, -0.000959476, -0.037589926, -0.013271254, -0.04476358, -0.015423348, -0.018651491, -0.049067769, 0.033429209, -0.002089326, -0.033716157, -0.000932575, -0.001080531, 0.036155198, -0.004106915, 0.005272633, -0.02195137, -0.010043111, -0.027403345, -0.035868254, 0.006814968, 0.039598551, 0.037302982, -0.041320227, -0.025394723, -0.025394723, -0.000699431, 0.003604759, 0.016355922, -0.00799862, -0.006994309, 0.035150886, 0.020229694, -0.007747543, 0.017647181, 0.026399033, -0.030416278, -0.011908259, 0.026542507, -0.012195205, 0.034146577, -0.006169339, -0.008859458, 0.0045194, 0.019799275, -0.031277116, -0.022812208, 0.007066045, 0.039885495, 0.001264356, -0.026542507, -0.016355922, 0.002214865, -0.018938437, -0.02955544, -0.008070357, -0.006420417, -0.001389895, 0.002241766, -0.018292809, 0.016355922, -0.002134161, 0.037302982, 0.00180238, -0.013199517, -0.020086221, -0.011621314, 0.021377478, -0.005272633, -0.02195137, -0.017216761, 0.037876874, 0.033142265, 0.041607171, -0.011477841, 0.031133642, -0.045050524, -0.003981376, -0.025394723, -0.031707536, 0.024533885, 0.032568373, 0.028694602, -0.021090532, -0.019942747, 0.054806691, -0.004483532, -0.020086221, -0.01599724, 0.018651491, 0.020373167, 0.000504397, -0.007424728, -0.063702017, -0.014203828, 0.030846696, -0.006599758, -0.027259871, -0.024103465, -0.020660114, -0.004985687, 0.005559579, -0.034146577, -0.011549577, -0.00173961, 0.008321434, 0.007030177, -0.015638558,
32 	}
33 
34 	genresFilterCondition := bson.D{
35 		{"$and", bson.A{
36 			bson.D{{"genres", bson.D{{"$nin", bson.A{"Drama", "Western", "Crime"}}}}},
37 			bson.D{{"genres", bson.D{{"$in", bson.A{"Action", "Adventure", "Family"}}}}},
38 		}}}
39 
40 	yearFilterCondition := bson.D{
41 		{"$and", bson.A{
42 			bson.D{{"year", bson.D{{"$gte", 1960}}}},
43 			bson.D{{"year", bson.D{{"$lte", 2000}}}},
44 		}},
45 	}
46 
47 	filter := bson.D{{"$and", bson.A{
48 		genresFilterCondition, yearFilterCondition,
49 	}},
50 	}
51 
52 	vectorSearchStage := bson.D{
53 		{"$vectorSearch", bson.D{
54 			{"index", "vector_index"},
55 			{"path", "plot_embedding_voyage_3_large"},
56 			{"filter", filter},
57 			{"queryVector", queryVector},
58 			{"numCandidates", 200},
59 			{"limit", 10},
60 		}},
61 	}
62 
63 	projectStage := bson.D{
64 		{"$project", bson.D{
65 			{"_id", 0},
66 			{"plot", 1},
67 			{"title", 1},
68 			{"genres", 1},
69 			{"year", 1},
70 			{"score", bson.D{{"$meta", "vectorSearchScore"}}},
71 		}}}
72 
73 	cursor, err := coll.Aggregate(ctx, mongo.Pipeline{vectorSearchStage, projectStage})
74 	if err != nil {
75 		log.Fatalf("failed to retrieve data from the server: %v", err)
76 	}
77 	// display the results
78 	type ProjectedMovieResult struct {
79 		Title  string   `bson:"title"`
80 		Plot   string   `bson:"plot"`
81 		Genres []string `bson:"genres"`
82 		Year   int32    `bson:"year"`
83 		Score  float64  `bson:"score"`
84 	}
85 
86 	var results []ProjectedMovieResult
87 	if err = cursor.All(ctx, &results); err != nil {
88 		log.Fatalf("failed to unmarshal results to ProjectedMovieResult objects: %v", err)
89 	}
90 	for _, result := range results {
91 		fmt.Printf("Title: %v \nPlot: %v \nGenres: %v \nYear: %v \nScore: %v \n\n", result.Title, result.Plot, result.Genres, result.Year, result.Score)
92 	}
93 }

フィルターでは、 $or集計パイプライン演算子を使用して、次のいずれかの条件に一致する映画のドキュメントを検索します。

genresフィールドでフィルタリングして、 crimeジャンルに該当しない映画を検索します。
yearフィールドでフィルタリングして、 2015年以前にリリースされた映画を検索し、 genresフィールドでフィルタリングしてactionジャンルの映画を検索します。

1 package main
2 
3 import (
4 	"context"
5 	"fmt"
6 	"log"
7 
8 	"go.mongodb.org/mongo-driver/bson"
9 	"go.mongodb.org/mongo-driver/mongo"
10 	"go.mongodb.org/mongo-driver/mongo/options"
11 )
12 
13 func main() {
14 	ctx := context.Background()
15 
16 	// Replace the placeholder with your Atlas connection string
17 	const uri = "<connection-string>"
18 
19 	// Connect to your Atlas cluster
20 	clientOptions := options.Client().ApplyURI(uri)
21 	client, err := mongo.Connect(ctx, clientOptions)
22 	if err != nil {
23 		log.Fatalf("failed to connect to the server: %v", err)
24 	}
25 	defer func() { _ = client.Disconnect(ctx) }()
26 
27 	// Set the namespace
28 	coll := client.Database("sample_mflix").Collection("embedded_movies")
29 
30 	queryVector := [2048]float64{
31 		-0.025189938, 0.014741838, -0.013024342, -0.0197512, 0.011235285, 0.004651551, 0.043509893, 0.003112961, 0.013310592, -0.033348043, 0.037212405, -0.021039322, -0.026048684, 0.012809656, 0.029483676, 0.003578116, -0.044654887, 0.032632418, 0.014312465, -0.058967352, 0.025333062, -0.055246111, 0.02189807, -0.017604331, -0.002880384, 0.045227386, 0.004794675, 0.017604331, 0.023186192, -0.054673612, -0.011306847, -0.012523406, -0.012380281, 0.002540462, 0.015958399, -0.042364895, -0.001467028, -0.020180576, -0.058108605, -0.035065539, 0.010090288, -0.033348043, 0.058394853, -0.013883091, 0.002048471, -0.020753073, -0.029769925, 0.031916797, -0.014741838, -0.040933646, -0.004096943, 0.020753073, -0.002540462, 0.028052431, -0.02404494, 0.006547953, -0.003578116, 0.003757022, 0.019178702, -0.037784904, -0.02833868, 0.01753277, 0.029769925, 0.017747456, -0.031344298, 0.022899942, 0.006333265, 0.010376536, -0.024474313, -0.012094032, -0.004651551, 0.007764512, 0.017962143, 0.013811528, 0.037212405, -0.03148742, 0.000666424, 0.024474313, -0.021325571, 0.041219898, 0.011235285, 0.046658635, 0.019035578, 0.020753073, 0.010662786, -0.001726441, -0.012738093, -0.027193682, -0.014598713, -0.013167467, 0.013596841, 0.001932183, -0.010304974, -0.007478263, 0.005689205, 0.002987727, 0.005724986, 0.002325775, 0.002415228, -0.003828584, -0.029340552, -0.017318081, -0.070417322, 0.003810694, -0.013453716, -0.001628043, -0.027909305, 0.014026215, 0.009589351, 0.004902019, 0.028768053, -0.005259831, -0.010448099, 0.025189938, 0.038357403, 0.048662379, 0.039788652, 0.010448099, 0.001574371, 0.020323699, 0.005510299, 0.026907433, 0.043223642, -0.001153942, -0.010233412, 0.048376128, -0.056104861, 0.006691077, 0.015672149, -0.015028087, 0.036210533, -0.009231539, 0.010519661, 0.022899942, 0.025762435, -0.009052633, -0.0301993, 0.032203045, -0.00522405, 0.029626802, -0.02433119, -0.025619311, 0.016674021, 0.02404494, -0.009589351, -0.026334934, -0.04436864, -0.014455589, 0.02619181, 0.017604331, 0.02189807, -0.007728731, -0.021611821, -0.03363429, 0.008480135, -0.027479932, 0.025046812, -0.006047016, 0.020753073, 0.01016185, -0.034063663, 0.029483676, -0.019035578, 0.041506145, 0.013453716, -0.009159978, 0.007549825, 0.025189938, 0.005152487, -0.009446226, -0.009016853, 0.021325571, 0.030771798, -0.046944883, 0.001314958, 0.021182448, 0.047231134, -0.007048889, -0.030771798, -0.025905561, -0.000612752, -0.023186192, 0.011378409, 0.035065539, 0.007979199, 0.023901815, -0.004973582, 0.005188268, -0.046944883, 0.009374664, 0.047231134, 0.058967352, 0.043509893, 0.011449971, 0.017174957, -0.024188064, -0.025476186, -0.02833868, 0.033061791, 0.015314337, -0.018749328, 0.013382155, 0.007048889, 0.005975454, 0.005295612, -0.013310592, -0.022756819, -0.012523406, -0.03363429, -0.014527151, 0.011449971, 0.01202247, 0.044941138, -0.012594969, 0.002862493, 0.000572499, 0.030628674, -0.0098756, 0.020466823, 0.059539851, -0.00370335, 0.007335138, 0.023901815, 0.023758691, -0.005903892, 0.003918037, 0.013310592, 0.010090288, -0.012809656, -0.010376536, -0.01109216, -0.008086543, 0.012809656, -0.019894326, 0.012738093, 0.056391109, 0.029340552, -0.04436864, -0.001619098, 0.042364895, -0.027623056, 0.011593096, -0.031916797, -0.0301993, 0.032203045, -0.003757022, 0.017174957, 0.033491168, 0.003900147, 0.002325775, 0.006726858, 0.020180576, 0.017389644, 0.009088415, 0.018319955, -0.003631788, 0.00586811, -0.006691077, -0.014240902, -0.009052633, 0.031630546, 0.04436864, -0.022899942, -0.003327648, -0.006691077, 0.013310592, -0.035924286, -0.008158104, -0.005116706, -0.040647399, 0.002397338, 0.014455589, -0.030342424, 0.028624929, -0.031773672, 0.043509893, -0.001833785, -0.025619311, 0.032775544, -0.046944883, 0.013739966, -0.030485548, 0.018319955, 0.016745584, -0.020323699, -0.015815273, -0.020896198, -0.015171212, 0.026334934, 0.035638034, 0.008873728, 0.003291867, -0.02647806, 0.003649678, 0.003613897, 0.009804038, -0.013525278, 0.005367174, 0.007657168, -0.017103394, -0.015815273, -0.000398065, 0.013310592, 0.014240902, 0.003935928, 0.001735386, -0.018606203, 0.008265448, -0.068127327, 0.012165595, -0.007836075, 0.02189807, -0.000983982, 0.019178702, -0.009589351, -0.013739966, -0.007800293, 0.040361151, 0.027623056, -0.002540462, -0.03663991, 0.011163722, -0.016316209, -0.006333265, -0.010877473, -0.023329318, -0.021468697, 0.013596841, 0.032059919, 0.007442481, 0.02433119, -0.003613897, -0.013596841, 0.010448099, 0.010877473, -0.0098756, 0.033920541, -0.006691077, -0.039502401, -0.010877473, -0.016960271, 0.014097777, -0.008122323, 0.007478263, 0.010018725, -0.030485548, -0.011020597, 0.000317558, 0.00461577, 0.020466823, 0.070703574, -0.024617439, 0.002111088, -0.024617439, -0.004204286, -0.048662379, -0.006834202, 0.027766181, -0.002504681, 0.025189938, 0.033920541, -0.02833868, -0.000773768, -0.03578116, 0.015958399, 0.006369046, 0.033204917, -0.006762639, 0.02003745, -0.020180576, 0.015886836, -0.015385899, -0.029340552, -0.009446226, 0.015529023, -0.010376536, -0.012881218, -0.000715623, 0.014312465, -0.029197427, -0.000684315, 0.000360048, 0.015815273, -0.027050557, 0.006655296, 0.018892452, -0.021182448, 0.031201173, 0.014240902, -0.022756819, 0.004365302, -0.020609949, 0.008515916, -0.016244646, 0.001162888, 0.000084421, 0.003273976, -0.017819017, 0.000576971, 0.020753073, -0.004794675, 0.018105267, -0.013095905, -0.028052431, 0.004114834, 0.02833868, -0.027193682, -0.010877473, -0.002576244, 0.011879345, -0.017819017, 0.006726858, -0.021754947, -0.031773672, -0.013382155, 0.024903689, 0.013167467, 0.000033964, 0.034063663, 0.022613693, -0.038357403, -0.010018725, -0.017174957, -0.004418973, 0.02189807, -0.003166633, -0.009589351, 0.009303101, -0.036496785, -0.005760767, -0.006583733, -0.003596007, 0.014026215, -0.003828584, -0.02833868, -0.020896198, 0.001449137, 0.039502401, 0.012881218, 0.025476186, 0.000961619, -0.025762435, 0.002808821, 0.034922414, 0.004687332, -0.046658635, 0.030914923, -0.036067411, 0.008659041, -0.004025381, -0.0301993, -0.026048684, 0.024760563, 0.036496785, -0.029913051, 0.015672149, 0.007764512, 0.01509965, 0.010304974, -0.004490536, -0.007585606, -0.019464951, 0.016602458, -0.007048889, -0.005510299, 0.011163722, 0.013739966, -0.034636162, 0.020609949, -0.004418973, 0.034636162, 0.040933646, 0.031773672, 0.023758691, 0.031344298, -0.006798421, 0.026048684, -0.011521534, 0.020753073, 0.014384027, 0.026334934, -0.034206789, -0.036067411, 0.014598713, 0.023758691, -0.039216153, 0.003363429, 0.002880384, -0.006726858, -0.000916892, -0.001395465, -0.009660914, 0.032059919, 0.008086543, 0.029054303, -0.011593096, 0.065551087, 0.031058047, -0.041219898, -0.014097777, -0.017103394, 0.016244646, -0.028911177, 0.044654887, -0.030771798, 0.024760563, 0.02833868, 0.018248392, 0.026907433, -0.002227377, 0.034063663, 0.000167724, 0.021039322, -0.018892452, 0.012738093, -0.001395465, 0.005760767, -0.024760563, -0.002683587, 0.000230341, -0.0197512, 0.009088415, -0.00400749, -0.026764309, -0.012881218, 0.016101522, -0.009303101, 0.015529023, -0.016817145, 0.014312465, -0.030914923, -0.018463079, 0.020323699, -0.023472441, -0.023758691, -0.005009362, 0.018176829, 0.012738093, 0.009374664, -0.031916797, 0.016387772, 0.027479932, 0.015529023, -0.021325571, 0.020323699, -0.025476186, 0.008515916, -0.039788652, -0.007979199, -0.009947163, -0.006869983, 0.004758894, 0.022613693, -0.013668403, -0.015171212, 0.035351787, -0.022327444, 0.019178702, 0.000404774, -0.003524444, -0.012094032, 0.023901815, -0.0400749, -0.004579989, 0.00245101, 0.013024342, 0.015958399, 0.009517789, 0.034779288, 0.021468697, 0.00062617, 0.007728731, -0.028195554, 0.0301993, -0.002504681, 0.008909509, 0.004651551, -0.007013108, 0.03148742, 0.019608077, 0.002540462, 0.043509893, -0.006190141, 0.024903689, 0.010519661, 0.018319955, 0.010519661, 0.009660914, 0.000966091, -0.004454754, 0.000299667, 0.007907636, -0.018463079, 0.004758894, -0.001851675, -0.002415228, 0.010233412, -0.024617439, -0.030771798, 0.018749328, 0.003023508, 0.005474518, -0.011521534, -0.008551697, 0.007979199, 0.03363429, 0.000275068, 0.007800293, 0.0039896, 0.00522405, -0.035924286, -0.01416934, 0.02619181, -0.025476186, -0.033777416, 0.021325571, -0.02218432, 0.001833785, 0.027766181, -0.006118578, 0.032059919, 0.038929902, 0.003613897, 0.031344298, -0.002737259, 0.057536107, 0.009732476, 0.020753073, 0.005402955, -0.047803629, -0.040933646, 0.009052633, -0.030485548, 0.018319955, 0.025046812, -0.002361557, 0.045513637, 0.008766385, -0.031058047, 0.014312465, 0.002737259, -0.004186396, 0.032059919, 0.024617439, -0.012666531, 0.006798421, 0.02619181, -0.012523406, 0.009947163, 0.005617642, 0.039216153, 0.008766385, 0.009517789, 0.042651143, -0.012881218, 0.007263576, -0.000514354, 0.016817145, -0.048948627, 0.018176829, 0.034922414, 0.005331393, 0.000391356, -0.017604331, 0.026048684, -0.011807784, 0.017461207, 0.012809656, 0.029483676, -0.017174957, 0.023472441, 0.005188268, 0.007585606, -0.034922414, 0.069558576, 0.023472441, -0.010304974, 0.020180576, 0.025046812, 0.016459335, 0.000317558, -0.018606203, 0.066696085, 0.011664659, 0.025762435, -0.016888708, 0.015314337, -0.009231539, 0.016459335, -0.021325571, 0.009303101, 0.000840857, -0.014455589, 0.00170855, 0.014741838, -0.004168505, -0.009088415, -0.0074067, -0.004472645, 0.002665696, 0.023615567, 0.038929902, -0.016960271, -0.027193682, 0.03663991, -0.016530896, 0.003256086, 0.015171212, 0.036926158, 0.02433119, 0.047231134, -0.049234878, 0.009947163, -0.01109216, -0.014097777, -0.007585606, 0.00338132, -0.008086543, 0.018176829, -0.014527151, -0.000205742, -0.041219898, 0.012666531, 0.046086136, 0.004025381, -0.0074067, 0.033348043, -0.020896198, -0.000514354, 0.033491168, 0.004257958, 0.02404494, -0.008372792, -0.021754947, 0.037784904, 0.013453716, 0.013024342, -0.026334934, 0.023758691, 0.012094032, 0.006297485, 0.045227386, 0.021039322, -0.020323699, 0.005975454, 0.008802165, 0.00370335, 0.006941545, -0.029340552, -0.008551697, -0.004454754, 0.003488663, 0.010662786, 0.00801498, 0.010090288, 0.015600586, 0.018105267, -0.020180576, -0.00307718, 0.031630546, 0.000644061, 0.011950907, -0.023472441, 0.01509965, -0.035924286, 0.016459335, -0.027766181, -0.014598713, -0.021611821, -0.013310592, -0.021039322, -0.02189807, 0.018606203, -0.007979199, 0.018176829, 0.022041194, -0.002916165, 0.009088415, -0.00522405, -0.018176829, -0.031916797, -0.017318081, -0.025476186, -0.014527151, -0.017675893, -0.026621183, 0.000362284, 0.02619181, 0.016101522, -0.013310592, 0.021325571, 0.027909305, 0.016316209, 0.006011235, 0.008551697, 0.030914923, -0.070703574, 0.004794675, -0.019321827, -0.011163722, -0.014598713, -0.0197512, -0.005438737, -0.025189938, -0.037212405, 0.004168505, -0.021754947, 0.018033706, 0.035065539, 0.022756819, 0.005581861, -0.007764512, -0.003005618, -0.003524444, 0.006655296, -0.00170855, -0.046086136, -0.009374664, 0.001744332, 0.030056175, 0.016674021, 0.014312465, 0.029054303, -0.009052633, 0.005832329, -0.029197427, -0.004723113, 0.032489292, 0.022899942, -0.044941138, 0.014026215, -0.007227794, -0.035494912, 0.001261286, 0.079004802, 0.008122323, 0.022041194, 0.016602458, 0.046658635, -0.016888708, -0.006547953, -0.016316209, 0.002021636, -0.016745584, 0.003792803, 0.005116706, -0.037784904, -0.028481804, -0.014670276, -0.005259831, 0.018892452, 0.001252341, -0.068699829, -0.021611821, -0.015242774, -0.027050557, -0.032059919, 0.026048684, -0.014240902, -0.007013108, 0.014598713, -0.005474518, -0.007192013, -0.016817145, 0.00400749, 0.010519661, 0.007657168, 0.005295612, 0.009124196, 0.024474313, -0.019894326, -0.044941138, -0.022756819, -0.022327444, -0.041792396, 0.027479932, -0.013668403, -0.036210533, 0.001225505, 0.009947163, -0.044654887, -0.02003745, 0.031344298, -0.004186396, -0.009517789, 0.000720096, -0.023901815, 0.000670897, 0.022899942, 0.006619515, 0.006512171, 0.022327444, 0.021468697, 0.021611821, 0.039216153, -0.019608077, 0.028052431, -0.020466823, -0.0197512, 0.004454754, 0.026048684, -0.024617439, -0.000333212, 0.002200541, -0.002629915, 0.021611821, 0.009374664, 0.00894529, -0.057822354, -0.009660914, -0.002844602, 0.020323699, 0.000603807, 0.018033706, -0.027050557, -0.004186396, -0.019608077, -0.021754947, 0.009732476, 0.01602996, -0.016960271, -0.001520699, -0.023615567, 0.004383192, 0.000925838, 0.023043068, 0.032775544, 0.006404828, -0.010304974, 0.019321827, 0.017604331, -0.01230872, 0.007657168, 0.005402955, -0.03148742, -0.000550135, -0.002111088, -0.029626802, 0.01323903, -0.033777416, 0.006655296, 0.035065539, -0.003256086, 0.000907947, 0.004025381, 0.011020597, -0.04808988, 0.02619181, 0.015171212, 0.023758691, 0.014741838, -0.001359684, -0.041506145, -0.009088415, -0.012738093, 0.000176669, 0.033777416, 0.024188064, -0.002307885, 0.023901815, 0.00034663, -0.024474313, -0.031773672, -0.023758691, -0.024474313, -0.011163722, 0.000447265, 0.005080925, -0.00123445, 0.006297485, -0.031058047, -0.012738093, -0.003059289, -0.026907433, -0.015672149, -0.005760767, 0.023043068, 0.023043068, -0.015028087, 0.017747456, 0.013883091, -0.011807784, 0.038357403, -0.016817145, 0.014884963, 0.017389644, -0.000599334, 0.016602458, 0.008086543, -0.039502401, 0.050379876, -0.024474313, 0.035351787, -0.023758691, 0.002039526, 0.004061162, -0.012165595, -0.020180576, 0.001636988, -0.013883091, 0.017389644, 0.006225922, -0.03578116, -0.016817145, -0.001332848, -0.005617642, -0.008730603, -0.039216153, 0.02433119, 0.028052431, 0.02833868, 0.039502401, 0.010233412, -0.006869983, 0.021468697, 0.002039526, -0.0197512, 0.020753073, 0.027050557, 0.009517789, 0.011449971, 0.038929902, 0.008873728, 0.009374664, 0.007871855, -0.006082797, -0.007156232, -0.014670276, -0.000447265, 0.046944883, -0.015242774, -0.019894326, 0.008158104, 0.016173085, -0.018463079, 0.034922414, -0.005009362, -0.000092248, 0.005760767, 0.006190141, -0.022613693, 0.034206789, 0.012523406, 0.000992927, 0.038071156, -0.048376128, -0.017747456, 0.014384027, 0.000751404, 0.015314337, -0.010519661, 0.058681104, 0.013954652, 0.022899942, -0.003757022, 0.01416934, -0.000469628, -0.008337011, -0.001153942, 0.02189807, -0.024760563, 0.01416934, -0.012738093, -0.025046812, 0.030771798, -0.046658635, -0.002137924, 0.053242367, 0.010090288, -0.046086136, 0.016316209, -0.005295612, 0.023043068, -0.023043068, 0.010233412, -0.018319955, -0.017389644, 0.030485548, 0.009660914, 0.017174957, 0.050379876, -0.010304974, 0.017819017, -0.000364521, 0.011163722, 0.001753277, 0.010448099, 0.013095905, 0.008372792, -0.01109216, 0.036926158, -0.015672149, -0.014598713, 0.008981071, -0.011879345, -0.036926158, -0.01789058, -0.008694822, -0.028911177, -0.017103394, -0.028768053, -0.030914923, 0.001033181, 0.00431163, -0.024474313, -0.031058047, 0.010018725, 0.00647639, -0.027336806, 0.025046812, 0.003148742, -0.010018725, 0.03663991, 0.033348043, -0.001162888, -0.01016185, 0.010376536, 0.010519661, 0.019178702, 0.016101522, 0.007943418, -0.013739966, -0.013525278, -0.027193682, 0.006655296, 0.027050557, -0.017389644, -0.027479932, 0.041792396, 0.045513637, -0.014741838, 0.012451844, 0.018319955, -0.00153859, 0.010519661, 0.017962143, -0.012594969, 0.018606203, 0.023472441, -0.034063663, -0.004061162, 0.015600586, 0.019178702, 0.002361557, -0.025619311, -0.00586811, -0.02003745, 0.013739966, 0.017675893, -0.025189938, -0.002415228, 0.001547535, 0.019608077, 0.039502401, -0.00184273, 0.025189938, 0.00277304, 0.020323699, 0.007227794, 0.012165595, -0.00370335, 0.02433119, -0.00586811, 0.016459335, 0.034206789, 0.001051072, -0.010519661, -0.004096943, 0.00153859, 0.01574371, 0.01230872, -0.007692949, -0.019464951, 0.005116706, 0.017389644, 0.024903689, 0.046658635, -0.010519661, 0.020609949, 0.060684849, -0.045227386, -0.008551697, -0.004293739, -0.001502809, -0.015815273, -0.005975454, 0.000290722, 0.027050557, -0.002245268, -0.016888708, -0.027193682, -0.001288122, -0.021182448, -0.041219898, 0.031916797, 0.030628674, -0.03234617, 0.006655296, 0.008372792, -0.009016853, -0.033348043, 0.010877473, -0.05238362, -0.004490536, -0.028911177, 0.006905764, -0.003506554, 0.039788652, -0.036496785, -0.015886836, 0.015314337, -0.015672149, 0.006225922, -0.021182448, -0.034349915, -0.043223642, -0.025476186, 0.002558353, 0.007048889, -0.037784904, -0.014026215, -0.044654887, -0.036926158, 0.008229667, 0.007728731, 0.039216153, -0.00027954, 0.026907433, 0.027193682, -0.017174957, -0.011378409, 0.017174957, -0.015815273, 0.009446226, 0.033777416, -0.014384027, 0.003721241, -0.024760563, -0.000229223, 0.008802165, -0.000377939, -0.007692949, 0.016173085, 0.018248392, -0.02218432, -0.003202414, -0.033204917, -0.002969836, -0.023186192, 0.030056175, -0.015457462, -0.015314337, -0.008981071, 0.022613693, -0.014026215, -0.025476186, 0.025333062, 0.034206789, 0.010662786, 0.016387772, 0.030342424, -0.008086543, 0.007120451, 0.000221396, 0.025619311, 0.01789058, -0.008086543, 0.011807784, -0.016101522, 0.002719368, 0.005653423, 0.017962143, -0.001941128, 0.06297484, 0.016244646, 0.003524444, 0.018749328, -0.001815894, 0.006082797, 0.069558576, -0.011020597, 0.018033706, 0.026621183, 0.007692949, -0.008694822, 0.035924286, -0.001878511, -0.005975454, -0.028911177, -0.007871855, 0.014741838, 0.008587479, 0.026621183, 0.005259831, -0.023186192, 0.000368993, -0.01323903, 0.002683587, -0.011306847, 0.007478263, -0.000621698, 0.022756819, -0.018892452, -0.013167467, 0.007764512, -0.010877473, -0.017461207, -0.013525278, 0.014240902, -0.019464951, -0.009016853, 0.016173085, -0.027479932, 0.002934055, 0.042937394, -0.004830457, -0.031201173, -0.024188064, 0.00245101, 0.017318081, 0.001824839, -0.022756819, 0.021325571, -0.027479932, -0.008659041, 0.008337011, -0.016674021, -0.003452882, 0.000711151, -0.045799885, 0.013739966, -0.029340552, -0.035208661, 0.000554608, -0.007800293, 0.018892452, 0.028481804, -0.011593096, -0.00894529, 0.024474313, -0.008050761, 0.025476186, -0.001306012, -0.00214687, -0.008050761, -0.018606203, -0.006047016, -0.028768053, 0.029197427, -0.021468697, 0.005402955, -0.021039322, -0.014312465, -0.002325775, -0.020896198, 0.000706678, 0.035638034, -0.008480135, -0.035351787, 0.014312465, 0.012523406, 0.011807784, 0.003041399, -0.010018725, -0.022613693, -0.021182448, -0.005474518, -0.007120451, 0.025476186, 0.036926158, -0.007907636, -0.014097777, 0.010519661, 0.005617642, 0.014670276, -0.011664659, 0.011879345, -0.012738093, -0.007871855, -0.012666531, 0.032918669, -0.010018725, 0.007943418, 0.024188064, 0.005760767, -0.003918037, 0.022613693, 0.017318081, 0.036496785, 0.037784904, 0.008694822, 0.016674021, 0.000106225, 0.003685459, -0.031201173, -0.01016185, -0.02404494, -0.019035578, 0.031773672, 0.000975037, -0.032489292, -0.033920541, 0.015385899, -0.023186192, 0.012523406, -0.011163722, -0.005116706, 0.015314337, -0.006834202, -0.038357403, -0.023472441, 0.015529023, 0.017747456, 0.005653423, -0.002325775, 0.009088415, -0.022899942, 0.02433119, 0.000849803, -0.042078644, -0.004257958, 0.018176829, -0.0049378, -0.002415228, -0.016173085, 0.012594969, 0.013596841, -0.017031832, -0.001806949, -0.003810694, 0.003005618, 0.046944883, -0.025476186, 0.012738093, 0.009016853, -0.009660914, 0.012666531, 0.014026215, -0.010519661, 0.022327444, 0.00400749, -0.007478263, -0.03578116, 0.009804038, -0.028911177, -0.018248392, 0.004758894, 0.005939673, 0.033920541, -0.011378409, -0.005474518, 0.012451844, 0.018176829, 0.033920541, 0.025905561, -0.014670276, 0.001798003, 0.031344298, 0.00431163, 0.027193682, -0.006798421, 0.011449971, 0.00894529, 0.013883091, 0.023758691, -0.007692949, 0.031344298, -0.014384027, -0.007514044, -0.026621183, -0.001645933, -0.010090288, -0.009589351, 0.008193886, -0.007871855, -0.031773672, 0.013525278, 0.006583733, 0.010949035, -0.004794675, -0.004061162, -0.021468697, 0.011020597, -0.020609949, 0.010018725, 0.010662786, 0.008158104, 0.00370335, 0.007800293, -0.029626802, 0.029197427, -0.017174957, -0.00586811, -0.003112961, -0.018749328, -0.042364895, 0.027050557, 0.028624929, 0.008837947, 0.026334934, 0.018248392, -0.004758894, 0.009446226, -0.033061791, -0.022041194, -0.021039322, 0.008086543, -0.009088415, -0.031630546, 0.020896198, -0.018749328, 0.022613693, -0.014097777, 0.004347411, 0.014813401, -0.013525278, -0.001726441, 0.010448099, 0.036067411, -0.026048684, -0.020753073, -0.005045144, 0.033348043, -0.002576244, 0.02404494, 0.022041194, 0.017031832, -0.000297431, -0.003184523, -0.012738093, 0.022756819, -0.016888708, 0.021039322, -0.000313085, 0.032203045, -0.011235285, 0.001583316, -0.00461577, -0.026334934, -0.002934055, -0.005939673, 0.001458082, 0.007156232, -0.005689205, -0.042937394, 0.011378409, 0.007156232, 0.00554608, 0.026621183, -0.014455589, -0.017604331, -0.02647806, -0.03578116, -0.009804038, 0.006905764, -0.0197512, -0.035494912, -0.027623056, -0.00461577, 0.011521534, 0.006905764, 0.009517789, 0.003112961, 0.033920541, -0.004687332, -0.005045144, -0.009231539, 0.000126911, 0.008694822, -0.029340552, 0.011163722, 0.047517382, -0.039788652, -0.033348043, -0.003041399, -0.007657168, -0.035065539, -0.012165595, -0.024617439, 0.0049378, 0.017461207, 0.029626802, -0.004723113, -0.000366757, -0.041792396, 0.041219898, -0.009446226, 0.016960271, -0.017747456, -0.036067411, 0.025046812, 0.027336806, 0.025905561, 0.049234878, 0.016602458, -0.005796548, 0.021325571, -0.003524444, -0.000872166, 0.014670276, 0.020323699, 0.002737259, 0.009660914, -0.006440609, -0.062402345, -0.062688597, -0.008158104, -0.018749328, 0.005438737, -0.002066362, 0.000205742, -0.018749328, 0.017103394, -0.03578116, 0.000265004, -0.03663991, -0.024760563, 0.054101113, -0.00647639, -0.026334934, 0.034779288, 0.022756819, -0.033348043, -0.02433119, -0.041792396, -0.014455589, -0.023329318, -0.004687332, -0.013453716, -0.018319955, -0.014455589, 0.043509893, 0.013453716, -0.014813401, 0.009052633, -0.034349915, 0.052097369, -0.003774913, 0.016316209, -0.027050557, 0.028195554, -0.007549825, -0.020466823, 0.014598713, -0.005939673, 0.003273976, -0.052097369, 0.002701478, -0.02404494, -0.005903892, 0.009947163, -0.00043161, 0.02189807, 0.042078644, -0.020609949, 0.007836075, 0.018892452, 0.001207614, 0.009159978, -0.029197427, -0.023329318, 0.004347411, -0.019464951, 0.020180576, 0.019894326, 0.00615436, 0.021468697, -0.017461207, -0.011879345, -0.002307885, 0.016101522, -0.029626802, -0.014455589, 0.020323699, 0.020753073, 0.018176829, -0.006082797, 0.027766181, 0.016530896, -0.008444354, 0.001806949, 0.029626802, -0.012451844, 0.023186192, 0.006869983, -0.034063663, -0.012094032, -0.021611821, -0.008050761, 0.05581861, -0.004257958, -0.025333062, -0.004526317, 0.018033706, 0.027479932, 0.025476186, 0.008802165, -0.009589351, 0.012809656, 0.012523406, 0.0400749, 0.018033706, 0.011020597, 0.014956526, 0.013883091, -0.006655296, 0.019608077, -0.03234617, 0.007585606, -0.036067411, -0.024617439, -0.001628043, 0.022041194, 0.026764309, -0.038643654, -0.009124196, -0.020323699, -0.013883091, 0.02404494, 0.002361557, -0.03234617, -0.0049378, 0.018606203, 0.022327444, 0.043509893, -0.030485548, -0.003560225, 0.007442481, 0.00370335, 0.011449971, 0.023472441, 0.000197915, -0.011950907, 0.023329318, -0.009804038, -0.025619311, 0.0074067, -0.003953818, 0.014312465, 0.048662379, -0.027193682, 0.019894326, -0.042364895, 0.003327648, 0.042937394, -0.040933646, -0.020466823, 0.056104861, 0.020896198, -0.014527151, -0.036210533, -0.022470569, 0.035924286, -0.013167467, -0.055532362, -0.006190141, -0.027909305, 0.012881218, 0.003005618, 0.005689205, 0.01109216, -0.016387772, -0.021468697, 0.018176829, -0.021611821, 0.032918669, 0.002951946, -0.008837947, -0.031773672, -0.029913051, 0.017318081, 0.017461207, -0.02833868, -0.027479932, -0.023615567, 0.037212405, -0.023615567, -0.02404494, 0.029626802, 0.002951946, 0.004043271, -0.001377575, 0.007800293, 0.024188064, -0.027336806, -0.002361557, -0.00307718, -0.025189938, 0.007192013, -0.000207978, 0.040933646, 0.010877473, -0.000720096, -0.006941545, 0.003059289, 0.032775544, -0.007657168, 0.019321827, -0.012094032, 0.042078644, -0.010591224, 0.011807784, -0.016173085, -0.015529023, -0.023615567, 0.016173085, -0.018606203, 0.007192013, -0.008587479, 0.000257177, 0.002245268, -0.011879345, 0.044082388, -0.005939673, -0.003059289, -0.013954652, -0.026621183, 0.039502401, -0.006440609, 0.014384027, 0.012094032, -0.034779288, -0.002379447, 0.023329318, 0.029483676, -0.002325775, -0.001565426, 0.025619311, 0.018606203, -0.016101522, -0.0301993, 0.002576244, 0.035208661, 0.002325775, -0.011664659, -0.022470569, -0.047231134, -0.016888708, -0.017747456, 0.05152487, 0.009374664, -0.010591224, 0.009303101, -0.005009362, -0.029197427, 0.001726441, -0.023758691, -0.002934055, -0.017461207, 0.018606203, -0.002665696, -0.003578116, -0.018606203, -0.004651551, -0.021325571, 0.005367174, -0.009124196, 0.016888708, -0.01295278, 0.002048471, -0.011593096, 0.017604331, -0.008515916, 0.006082797, -0.036067411, -0.027336806, -0.010018725, -0.001306012, 0.026334934, -0.019321827, -0.030914923, -0.026764309, -0.0024689, -0.005581861, -0.002755149, 0.019464951, -0.01295278, 0.011163722, 0.000639588, 0.025476186, 0.029483676, 0.042651143, -0.011306847, 0.002737259, 0.010090288, -0.015600586, 0.038357403, 0.029197427, -0.008193886, 0.044082388, 0.032489292, -0.00123445, -0.008372792, 0.009124196, -0.00309507, -0.041792396, 0.007764512, -0.009947163, 0.044941138, 0.030056175, -0.013024342, -0.019321827, 0.019321827, 0.008551697, -0.053814866, 0.038071156, -0.037784904, 0.012165595, -0.008444354, -0.029626802, -0.006905764, -0.028195554, -0.01080591, -0.0098756, -0.032203045, 0.040361151, -0.033920541, 0.004454754, -0.036067411, 0.011879345, -0.011235285, 0.020609949, -0.004579989, 0.0074067, -0.017103394, 0.01789058, 0.011449971, -0.007836075, 0.000427138, -0.007120451, 0.008337011, 0.00123445, -0.003273976, -0.007263576, -0.011449971, 0.022756819, 0.002576244, -0.013310592, -0.013382155, -0.011664659, -0.013453716, -0.005152487, -0.050379876, -0.034636162, -0.011306847, 0.015028087, 0.008480135, -0.047517382, -0.00586811, -0.008301229, -0.01416934, 0.000876638, 0.000326503, 0.01080591, 0.004150615, 0.005259831, -0.008837947, 0.017031832, -0.016316209, -0.036210533, -0.013883091, -0.000295195, 0.014240902, 0.020753073, -0.022899942, -0.038929902, 0.00586811, -0.008050761, 0.00016437, -0.001932183, 0.001789058, 0.017031832, 0.045227386, -0.016745584, -0.005689205, 0.008372792, 0.008301229, -0.016674021, -0.004222177, 0.005832329, 0.016173085, -0.009374664, -0.006869983, -0.052669868, 0.035065539, 0.000123557, 0.007478263, 0.033491168, 0.054387365, 0.002254213, -0.007836075, -0.020323699, -0.019178702, -0.010376536, -0.039788652, -0.032632418, -0.012380281, -0.002540462, -0.016602458, -0.022756819, 0.019608077, 0.001887456, 0.032918669, 0.008050761, -0.013739966, 0.006547953, -0.016674021, 0.001574371, 0.019321827, -0.016960271, -0.031201173, 0.027766181, 0.006655296, 0.020753073, 0.009804038, 0.024903689, -0.043509893, 0.015815273, -0.017962143, -0.043223642, 0.033920541, -0.007764512, -0.006762639, 0.017819017, -0.026621183, 0.046658635, -0.004490536, 0.024188064, -0.010304974, 0.004651551, 0.047231134, -0.038071156, 0.009589351, -0.033920541, -0.027050557, 0.050093625, 0.008515916, -0.025189938, -0.008050761, 0.011950907, 0.004973582, 0.014527151, -0.009374664, -0.003721241, 0.019608077, 0.049807377, 0.016602458, 0.02404494,
32 	}
33 
34 	genresFilterCondition := bson.D{{"genres", bson.D{{"$ne", "Crime"}}}}
35 
36 	yearAndGenresFilterCondition := bson.D{
37 		{"$and", bson.A{
38 			bson.D{{"year", bson.D{{"$lte", 2015}}}},
39 			bson.D{{"genres", bson.D{{"$eq", "Action"}}}},
40 		}},
41 	}
42 
43 	filter := bson.D{{"$or", bson.A{
44 		genresFilterCondition, yearAndGenresFilterCondition,
45 	}},
46 	}
47 
48 	vectorSearchStage := bson.D{
49 		{"$vectorSearch", bson.D{
50 			{"index", "vector_index"},
51 			{"path", "plot_embedding_voyage_3_large"},
52 			{"filter", filter},
53 			{"queryVector", queryVector},
54 			{"numCandidates", 200},
55 			{"limit", 10},
56 		}},
57 	}
58 
59 	projectStage := bson.D{
60 		{"$project", bson.D{
61 			{"_id", 0},
62 			{"plot", 1},
63 			{"title", 1},
64 			{"genres", 1},
65 			{"year", 1},
66 			{"score", bson.D{{"$meta", "vectorSearchScore"}}},
67 		}}}
68 
69 	cursor, err := coll.Aggregate(ctx, mongo.Pipeline{vectorSearchStage, projectStage})
70 	if err != nil {
71 		log.Fatalf("failed to retrieve data from the server: %v", err)
72 	}
73 	// display the results
74 	type ProjectedMovieResult struct {
75 		Title  string   `bson:"title"`
76 		Plot   string   `bson:"plot"`
77 		Genres []string `bson:"genres"`
78 		Year   int32    `bson:"year"`
79 		Score  float64  `bson:"score"`
80 	}
81 
82 	var results []ProjectedMovieResult
83 	if err = cursor.All(ctx, &results); err != nil {
84 		log.Fatalf("failed to unmarshal results to ProjectedMovieResult objects: %v", err)
85 	}
86 	for _, result := range results {
87 		fmt.Printf("Title: %v \nPlot: %v \nGenres: %v \nYear: %v \nScore: %v \n\n", result.Title, result.Plot, result.Genres, result.Year, result.Score)
88 	}
89 }

`<connection-string>` を Atlas 接続文字列で置き換え、ファイルを保存します。

接続stringにデータベースユーザーの認証情報が含まれていることを確認します。詳しくは、「ドライバーによる接続」を参照してください。

`AtlasVectorSearchTutorial.go` ファイルをコンパイルして実行します。

go run AtlasVectorSearchTutorial.go

1 Title: 3 Ninjas: High Noon at Mega Mountain 
2 Plot: Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ... 
3 Genres: [Action Adventure Comedy] 
4 Year: 1998 
5 Score: 0.7746343612670898 
6 
7 Title: White Wolves: A Cry in the Wild II 
8 Plot: A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new... 
9 Genres: [Action Adventure Family] 
10 Year: 1993 
11 Score: 0.770106315612793 
12 
13 Title: Space Raiders 
14 Plot: A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates. 
15 Genres: [Action Adventure Sci-Fi] 
16 Year: 1983 
17 Score: 0.7569591999053955 
18 
19 Title: The Ewok Adventure 
20 Plot: Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents. 
21 Genres: [Adventure Family Fantasy] 
22 Year: 1984 
23 Score: 0.7515435218811035 
24 
25 Title: Time Bandits 
26 Plot: A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal. 
27 Genres: [Adventure Comedy Fantasy] 
28 Year: 1981 
29 Score: 0.7513599395751953 
30 
31 Title: Chitty Chitty Bang Bang 
32 Plot: A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land. 
33 Genres: [Adventure Family Fantasy] 
34 Year: 1968 
35 Score: 0.7492260932922363 
36 
37 Title: Forest Warrior 
38 Plot: A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks. 
39 Genres: [Action Adventure Comedy] 
40 Year: 1996 
41 Score: 0.7473714351654053 
42 
43 Title: Forest Warrior 
44 Plot: A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks. 
45 Genres: [Action Adventure Comedy] 
46 Year: 1996 
47 Score: 0.7473714351654053 
48 
49 Title: Warriors of Virtue 
50 Plot: A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors. 
51 Genres: [Action Fantasy Adventure] 
52 Year: 1997 
53 Score: 0.7464213371276855 
54 
55 Title: Taxandria 
56 Plot: A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see... 
57 Genres: [Animation Adventure Fantasy] 
58 Year: 1994 
59 Score: 0.7453246116638184

go run AtlasVectorSearchTutorial.go

1 Title: Star Wars: Episode IV - A New Hope 
2 Plot: Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader. 
3 Genres: [Action Adventure Fantasy] 
4 Year: 1977 
5 Score: 0.79868483543396 
6 
7 Title: Dune 
8 Plot: A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule. 
9 Genres: [Action Adventure Sci-Fi] 
10 Year: 1984 
11 Score: 0.7949700355529785 
12 
13 Title: Message from Space 
14 Plot: In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ... 
15 Genres: [Action Adventure Sci-Fi] 
16 Year: 1978 
17 Score: 0.7913978099822998 
18 
19 Title: Message from Space 
20 Plot: In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ... 
21 Genres: [Action Adventure Sci-Fi] 
22 Year: 1978 
23 Score: 0.7913978099822998 
24 
25 Title: Star Wars: Episode V - The Empire Strikes Back 
26 Plot: After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke. 
27 Genres: [Action Adventure Fantasy] 
28 Year: 1980 
29 Score: 0.7809884548187256 
30 
31 Title: Star Wars: Episode VI - Return of the Jedi 
32 Plot: After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force. 
33 Genres: [Action Adventure Fantasy] 
34 Year: 1983 
35 Score: 0.7784996032714844 
36 
37 Title: Star Wars: Episode I - The Phantom Menace 
38 Plot: Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory. 
39 Genres: [Action Adventure Fantasy] 
40 Year: 1999 
41 Score: 0.7766742706298828 
42 
43 Title: Ewoks: The Battle for Endor 
44 Plot: The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ... 
45 Genres: [Adventure Family Fantasy] 
46 Year: 1985 
47 Score: 0.7676119804382324 
48 
49 Title: Krull 
50 Plot: A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet. 
51 Genres: [Action Adventure Fantasy] 
52 Year: 1983 
53 Score: 0.7624373435974121 
54 
55 Title: Starcrash 
56 Plot: An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn. 
57 Genres: [Action Adventure Fantasy] 
58 Year: 1978 
59 Score: 0.7582714557647705

`AtlasVectorSearchTutorial.java` というファイルを作成します。

試したいプレフィルター演算子のコードをコピーして、`AtlasVectorSearchTutorial.java` ファイルに貼り付けます。

_idフィールドを除外し、結果にはtitle 、 genres 、 plot 、およびyearフィールドのみが含まれます。
結果内の各ドキュメントのベクトル検索スコアを表示するscoreという名前のフィールドを追加します。

フィルターでは、 $and集計パイプライン演算子を使用して、次の両方の条件に一致するドキュメントを検索します。

genresフィールドでフィルタリングして、 drama 、 western 、またはcrimeジャンルではなく、 action 、 adventure 、またはfamilyジャンルに含まれる映画を検索します。
yearフィールドでフィルタリングして、 1960から2000年（両端を含む）の間にリリースされた映画を検索します。

1 import static com.mongodb.client.model.Aggregates.*;
2 import static com.mongodb.client.model.Projections.*;
3 import static com.mongodb.client.model.search.SearchPath.fieldPath;
4 import static java.util.Arrays.asList;
5 
6 import com.mongodb.client.MongoClient;
7 import com.mongodb.client.MongoClients;
8 import com.mongodb.client.MongoCollection;
9 import com.mongodb.client.MongoDatabase;
10 import com.mongodb.client.model.*;
11 import com.mongodb.client.model.search.VectorSearchOptions;
12 import java.util.Arrays;
13 import java.util.List;
14 import com.mongodb.client.model.search.FieldSearchPath;
15 import org.bson.Document;
16 import org.bson.conversions.Bson;
17 
18 public class AtlasVectorSearchTutorial {
19   public static void main( String[] args ) {
20     // specify connection
21     String uri = "<connection-string>";
22 
23     // establish connection and set namespace
24     try (MongoClient mongoClient = MongoClients.create(uri)) {
25       MongoDatabase database = mongoClient.getDatabase("sample_mflix");
26       MongoCollection<Document> collection = database.getCollection("embedded_movies");
27       
28   	  // define $vectorSearch query options 
29 	    List<Double> queryVector = (asList(-0.021090532,-0.026399033,-0.024103465,-0.025538195,-0.000549233,0.011836523,-0.013199517,-0.003766167,-0.005165028,-0.02238179,0.037876874,0.010617003,0.010903949,-0.001354026,0.006850836,-0.018005863,-0.02195137,0.019512329,-0.041894119,-0.008357302,0.027546817,-0.025251249,0.004340059,-0.02195137,-0.003748232,-0.006205208,0.021377478,0.008931194,-0.00173961,-0.009827901,-0.016642869,-0.033572685,-0.026399033,0.015208139,0.010114847,-0.0233861,-0.011406104,-0.033142265,-0.008895326,-0.014347301,-0.019081909,-0.049067769,0.034433521,-0.023673046,0.004160717,-0.01334299,-0.06714537,0.032568373,-0.022525262,-0.024677357,0.011334368,0.027403345,0.026399033,-0.016786342,-0.015925504,0.013916882,-0.005487842,-0.0233861,0.026542507,-0.052798066,-0.025681669,-0.025394723,0.014203828,0.014921193,-0.031564061,0.010760476,0.010688739,0.013916882,-0.037876874,0.039598551,-0.000816003,0.003766167,-0.001694775,0.026972925,-0.009469219,0.015351612,-0.007245387,0.028981548,-0.035724778,0.010688739,0.001228488,0.004106915,-0.024677357,0.028551128,-0.033716157,-0.013486463,0.018292809,-0.018221073,0.009612692,-0.003622693,-0.001138817,-0.021234006,-0.045624416,0.020803586,0.007675806,-0.009612692,-0.021664424,-0.026685979,-0.025968615,0.001775478,-0.007496465,0.02051664,-0.054519743,0.018221073,0.014132091,-0.009684428,-0.025825141,-0.014921193,-0.057389203,-0.020660114,-0.028264182,-0.008931194,-0.019942747,-0.003228143,-0.014419037,0.021234006,-0.004573202,0.007317123,0.018651491,-0.016571132,-0.036155198,-0.032855317,0.000726332,-0.031851009,0.018938437,0.021234006,-0.048206929,0.017934127,-0.013414727,-0.009469219,0.064849801,0.006348681,-0.039024659,0.021377478,-0.022668736,-0.026829453,-0.019081909,0.027977237,-0.004627005,-0.038450766,0.004465597,-0.041894119,0.008213829,0.03055975,0.052224174,-0.00277979,-0.032137953,-0.013629936,0.022094844,-0.005918262,0.020660114,0.010617003,-0.020373167,-0.001614071,0.021090532,-0.005523711,0.004878082,-0.021090532,0.029698912,0.000726332,0.003371616,-0.022238316,0.008715985,0.038737711,0.013486463,-0.008536644,0.040172443,0.017503707,-0.028838074,0.061693393,-0.003066736,0.008285566,-0.034576993,0.01578203,-0.02238179,0.015925504,0.066571474,-0.038737711,-0.050215553,0.009325746,-0.010903949,-0.041607171,-0.006384549,0.026972925,-0.000119374,-0.003066736,-0.024103465,0.005093292,0.028981548,0.026829453,-0.001703742,0.043041904,0.010186584,0.010688739,0.004357993,-0.016571132,-0.010545266,-0.033142265,-0.005559579,-0.000365408,-0.00717365,0.019655801,0.047633037,0.044476632,0.01456251,-0.002977065,0.025681669,-0.015423348,-0.02051664,-0.019512329,0.014705983,0.002977065,0.03055975,-0.014347301,0.024390411,0.005882393,-0.012195205,0.004071047,-0.028694602,0.031277116,-0.010114847,0.005272633,0.017934127,0.037589926,-0.046198308,-0.02195137,-0.037876874,0.021234006,-0.034720469,-0.018005863,0.03055975,-0.015495085,-0.035150886,0.004178651,0.005882393,0.075753748,0.00595413,-0.083214343,-0.016284186,0.022238316,-0.032998793,-0.00491395,-0.009254009,-0.007819279,0.046198308,-0.008464907,0.014634247,0.031707536,-0.00317434,-0.026255561,-0.010617003,-0.033285737,0.020086221,-0.016858079,-0.012195205,-0.041894119,0.000721849,0.038163818,0.02238179,0.011406104,0.010330057,0.032137953,-0.01047353,0.039311603,-0.01291257,-0.03099017,-0.018938437,-0.013271254,-0.001820314,-0.005380238,0.003299879,-0.024533885,-0.001093982,0.012123469,-0.005236765,0.014132091,-0.018221073,0.013629936,0.022238316,-0.00317434,0.034003101,0.019081909,0.008034488,-0.02912502,0.026542507,-0.011334368,-0.077475421,0.038163818,-0.003568891,0.019081909,0.019512329,0.002385239,-0.032568373,-0.020373167,0.038737711,-0.013773409,0.01621245,-0.028407656,-0.021090532,-0.004411795,-0.013916882,-0.001533368,0.004322124,-0.024820831,0.004627005,-0.004591136,0.014849456,-0.014275564,-0.020229694,0.0233861,0.015566821,0.022525262,-0.024390411,-0.028694602,0.001766511,-0.036011726,0.006456285,-0.011262631,0.005523711,0.012266942,-0.019225383,-0.015423348,0.011836523,-0.011334368,-0.009827901,-0.011119158,0.007030177,0.00277979,0.004537334,-0.016571132,0.013127781,-0.013701673,-0.016571132,0.002941197,0.000959476,-0.004483532,0.010760476,0.043041904,-0.032568373,-0.015423348,0.006169339,-0.02094706,-0.050215553,0.012769097,0.015495085,0.001318158,0.00164994,-0.045337472,0.001533368,0.005595447,0.039311603,-0.030703224,0.023242628,-0.008787721,-0.021234006,-0.021234006,-0.001524401,0.007281255,0.01334299,0.00164994,-0.005451974,-0.011047422,-0.021234006,-0.033572685,-0.015423348,-0.005236765,0.025681669,-0.02051664,-0.024103465,-0.021377478,-0.00738886,-0.031707536,0.017790653,-0.026829453,0.007783411,-0.003335747,0.024677357,0.006384549,0.035724778,-0.004017244,-0.018651491,-0.014060355,-0.029842386,-0.012553888,0.006994309,-0.00317434,0.018292809,0.019942747,-0.01169305,0.002456975,0.010330057,-0.031707536,0.00799862,-0.019655801,-0.006205208,-0.012769097,-0.035294361,0.026112087,-0.004483532,0.02094706,0.019081909,0.001676841,-0.040746335,-0.004035179,-0.014992929,0.004375927,-0.049928606,-0.02051664,0.004268322,0.015351612,-0.037016038,-0.001452664,-0.021234006,-0.005738921,-0.051650282,-0.008285566,0.012840834,-0.015925504,0.018794963,-0.001228488,-0.035868254,-0.00347922,-0.003264011,0.002528712,0.01477772,-0.010545266,0.018221073,0.018149335,-0.028838074,-0.012984307,-0.037302982,-0.041607171,-0.043328848,-0.019799275,-0.019225383,-0.011047422,0.011908259,0.021664424,-0.012553888,0.004662873,0.005451974,-0.024533885,0.0067791,0.022812208,-0.037589926,-0.031564061,0.007101914,-0.00760407,-0.025107777,0.015566821,0.020803586,-0.033572685,0.062841177,0.034146577,-0.007532333,-0.001865149,-0.023673046,0.032424901,0.018508019,-0.005703052,-0.015853768,0.019655801,0.042181063,0.006671495,-0.004573202,0.024390411,0.009756165,-0.00029143,0.000107605,0.032711845,-0.005523711,-0.015566821,0.009110536,0.017216761,0.006241076,-0.003945508,0.007783411,0.024246939,0.048206929,0.00277979,-0.002367305,-0.05107639,-0.016284186,-0.016929815,0.016858079,0.000703914,-0.021234006,0.021234006,-0.014634247,0.001389895,0.008321434,-0.016499396,0.014921193,0.025394723,0.035437834,0.013486463,-0.022668736,-0.012338678,-0.034003101,-0.005559579,-0.008106225,0.023959992,-0.019368855,0.024533885,-0.000600793,0.009756165,-0.001936886,-0.014490774,0.018077599,0.004447663,0.011262631,-0.003658562,0.043328848,-0.018938437,0.00799862,-0.018221073,0.041320227,0.000363166,-0.003730298,0.002851526,-0.024103465,0.003515089,-0.0135582,-0.003497155,-0.006814968,0.014060355,0.027116399,-0.003192274,0.011406104,0.042468011,-0.036442146,-0.007245387,0.032424901,-0.038737711,0.008680117,-0.035581306,0.027546817,0.021664424,-0.000757717,-0.022238316,0.018221073,-0.006205208,0.005093292,0.001264356,-0.002116227,0.001098465,0.017431971,-0.042181063,0.010760476,0.033285737,0.002708053,-0.007352991,-0.009827901,-0.031994481,-0.020803586,0.009971374,-0.014849456,-0.003658562,0.024964303,-0.001793413,0.021090532,0.01578203,0.012984307,0.006922573,-0.032711845,-0.013701673,0.00390964,0.017503707,-0.015351612,0.006922573,0.028694602,0.012266942,-0.027259871,0.007675806,-0.002295568,-0.020086221,0.00595413,-0.027833764,0.001551302,0.008644248,-0.002187963,0.00040576,0.024964303,0.013916882,-0.015925504,0.014347301,-0.011549577,0.018938437,-0.032424901,0.003730298,0.003281945,0.032998793,0.005595447,0.025681669,0.011047422,0.026399033,0.02912502,-0.006241076,0.004627005,0.024390411,0.001542335,-0.034576993,0.011477841,-0.00491395,-0.014347301,0.023529572,-0.004770477,-0.014921193,-0.028264182,0.02812071,0.00164994,0.008680117,-0.005416106,0.035581306,-0.02812071,0.006097603,-0.016355922,-0.010114847,0.033142265,-0.021807898,0.001228488,-0.002170029,-0.032711845,0.018149335,0.014132091,0.03055975,0.031133642,-0.011979996,0.008967063,-0.013486463,-0.02812071,0.052224174,0.004124849,-0.008715985,-0.034863941,0.025251249,0.07977099,-0.000072297,-0.014705983,0.033142265,0.024103465,-0.004232454,-0.007496465,-0.024246939,-0.029698912,-0.009469219,0.010114847,0.001201586,0.00860838,0.012051732,-0.006025866,0.014490774,0.014992929,0.01169305,-0.003192274,0.005308501,0.0045194,0.017575443,0.001022245,-0.018794963,-0.001847215,0.011119158,0.02051664,-0.006886704,0.010330057,-0.003353682,0.018794963,0.013773409,0.026399033,0.007962752,-0.018221073,-0.012553888,-0.003586825,-0.002170029,0.047633037,0.011908259,0.007209518,0.045624416,0.028694602,0.004357993,0.023959992,0.004232454,0.009182272,0.003012933,0.035294361,-0.055954475,0.014849456,0.012553888,0.004340059,-0.000511123,-0.024390411,0.011406104,0.013127781,0.013629936,-0.011406104,0.002582514,-0.004555268,0.005559579,0.000569409,0.017934127,-0.014060355,0.02912502,0.003819969,0.011190895,-0.011262631,0.017001551,0.012553888,-0.02238179,0.024246939,0.032281429,0.032711845,-0.016714605,-0.021520952,0.016355922,-0.011334368,-0.003891705,-0.008572512,-0.016929815,0.0135582,-0.057963096,0.015566821,0.001856182,-0.002456975,-0.000766684,0.005380238,0.000923607,0.035581306,0.005272633,-0.009612692,0.018651491,-0.023959992,-0.001416796,0.033285737,-0.002725987,0.024533885,-0.010186584,0.003802035,-0.029268494,-0.011764786,0.003837903,0.022955682,0.053945851,-0.002232799,0.019512329,0.014419037,0.028407656,0.004985687,0.00210726,0.005774789,0.032568373,-0.024964303,0.019655801,-0.012123469,0.031994481,0.015638558,0.038450766,-0.011979996,0.033716157,0.019368855,0.017431971,0.022668736,0.015423348,-0.001927919,-0.001102949,0.028694602,-0.013701673,-0.036155198,-0.010688739,0.000535782,-0.021807898,-0.005200896,-0.040459387,0.007137782,-0.006492154,-0.00277979,0.020803586,0.027833764,-0.000780134,0.000600793,-0.025538195,-0.011764786,0.021090532,0.028694602,-0.016929815,-0.025251249,0.029268494,-0.013271254,0.014634247,0.000376617,-0.025251249,-0.026255561,-0.037302982,0.003138472,-0.024677357,-0.019799275,0.025825141,-0.040746335,0.002510778,-0.031851009,-0.014347301,-0.00158717,-0.046772201,-0.028838074,0.006635627,-0.001058113,0.014132091,-0.00286946,0.019368855,0.007281255,0.036155198,0.065710634,0.018794963,-0.029268494,0.003461286,0.012984307,0.006133471,0.003497155,0.046198308,-0.014132091,-0.010186584,0.028981548,-0.000286946,-0.003102604,0.011190895,0.014490774,-0.020660114,-0.00347922,-0.004842214,-0.000506639,0.002600448,0.017073289,-0.011836523,-0.026685979,-0.023959992,0.023673046,-0.006958441,0.040172443,-0.031133642,0.009182272,-0.015638558,-0.002421107,0.004555268,0.014705983,-0.028407656,-0.014921193,-0.015710294,-0.008751853,-0.006420417,-0.038450766,-0.011908259,0.006133471,0.002474909,-0.008070357,-0.01025832,-0.011119158,0.004465597,0.010903949,0.009074667,0.030703224,-0.019368855,-0.007891015,0.007675806,-0.005093292,0.023099154,0.022094844,0.00738886,0.007066045,-0.023242628,-0.020660114,0.009397482,-0.006635627,0.009540955,0.006348681,-0.013773409,-0.000186067,-0.021234006,-0.017145025,-0.007030177,0.010114847,0.024390411,-0.024964303,-0.041033279,0.0135582,0.014060355,0.008715985,0.018794963,-0.039598551,-0.015208139,0.027977237,0.020086221,0.012195205,-0.010760476,-0.025538195,0.025394723,0.012697361,-0.053371958,-0.008249698,0.005846525,-0.045624416,-0.027977237,-0.012410415,-0.02195137,-0.022955682,0.011477841,0.026972925,-0.031420588,-0.012051732,-0.015925504,-0.004322124,-0.017145025,0.012840834,0.01578203,-0.010186584,-0.00091464,-0.028264182,0.00369443,-0.029985858,-0.009899638,0.018794963,0.053945851,0.007317123,-0.020086221,0.008967063,-0.001506467,-0.006850836,0.011477841,-0.003120538,-0.005631316,-0.027977237,0.01047353,0.003120538,-0.001354026,-0.004160717,-0.004698741,-0.049067769,0.021807898,-0.037589926,0.03672909,-0.004878082,-0.006241076,0.000049879,0.014203828,-0.027259871,0.004196586,-0.002421107,0.008106225,-0.00760407,-0.003802035,-0.016140714,0.038737711,-0.010043111,-0.037589926,-0.062267285,-0.001506467,-0.006384549,-0.012697361,-0.011190895,-0.01578203,0.014132091,-0.02238179,-0.024677357,0.011621314,-0.028407656,0.010688739,0.039311603,0.009254009,-0.009612692,-0.040459387,0.021234006,0.007926884,-0.057102256,-0.045624416,0.003497155,-0.003120538,-0.015853768,-0.006528022,0.011334368,-0.008177961,-0.033716157,0.010114847,0.035868254,-0.021807898,-0.010975685,-0.039024659,0.021234006,0.001990688,-0.009756165,-0.003819969,-0.033142265,-0.035150886,0.028407656,0.007711674,0.018364545,0.005416106,0.010545266,-0.032281429,0.01291257,0.003102604,-0.009756165,0.05107639,-0.001080531,-0.043615796,0.025968615,0.012697361,0.024820831,0.024246939,-0.020086221,-0.012195205,0.00760407,0.009540955,-0.003802035,0.043328848,-0.010043111,0.003891705,-0.054519743,0.043041904,-0.032711845,0.024820831,0.018651491,-0.008357302,0.009540955,-0.003156406,-0.019081909,-0.025825141,-0.02912502,0.026255561,-0.017216761,0.010401793,-0.028551128,-0.005200896,0.012625624,-0.008142093,0.039311603,-0.00082497,-0.003784101,0.037876874,0.006599758,-0.021520952,0.047633037,0.012410415,-0.01477772,0.023529572,0.004985687,-0.031707536,0.007675806,-0.017934127,-0.034863941,0.018794963,-0.011119158,-0.027546817,0.009612692,0.00760407,0.057102256,0.006241076,0.007281255,-0.007675806,-0.008285566,0.012553888,-0.007245387,0.016284186,-0.024964303,0.007030177,-0.011836523,-0.045050524,0.021090532,-0.021664424,0.00369443,0.037016038,-0.010186584,-0.00656389,0.016355922,0.019225383,0.009002931,-0.008034488,-0.004555268,0.046772201,-0.014347301,0.014347301,-0.023959992,0.017790653,0.031133642,-0.025825141,0.035581306,-0.012769097,0.017360235,0.024677357,0.000046517,0.010903949,0.011262631,-0.000573892,0.026829453,-0.024820831,-0.001309191,0.008177961,-0.002143128,-0.018651491,-0.026685979,-0.040172443,-0.018651491,0.007568201,-0.018794963,0.003281945,-0.014347301,0.005738921,-0.020373167,-0.02051664,-0.028551128,-0.040172443,-0.017718917,0.046198308,0.003802035,-0.005523711,0.07345818,0.000412485,-0.025968615,0.024246939,-0.024964303,0.024820831,0.005882393,0.011190895,0.020086221,-0.029411966,-0.029842386,0.006922573,-0.004286256,0.0233861,-0.0135582,0.000551474,0.026255561,0.019799275,0.003568891,-0.025681669,-0.009469219,-0.002636316,0.013486463,0.050215553,-0.040459387,-0.003622693,0.019225383,-0.015853768,-0.017001551,0.028407656,0.02812071,0.01477772,-0.007209518,0.046198308,0.024246939,0.035868254,-0.019225383,-0.030272804,0.006599758,0.000473013,-0.018364545,0.033429209,-0.0233861,0.021664424,0.028694602,-0.009684428,-0.002815658,0.015136402,0.006994309,0.017360235,-0.027116399,0.042181063,-0.018794963,-0.037589926,-0.018508019,-0.012266942,-0.00277979,-0.01334299,-0.020373167,-0.004949819,-0.018651491,0.026829453,-0.011979996,0.00799862,0.040459387,-0.00738886,0.008249698,0.017718917,-0.042754956,-0.011119158,-0.043615796,-0.009325746,-0.009612692,-0.008285566,-0.008213829,0.012625624,0.000919124,-0.041033279,0.000636661,-0.045911364,-0.001909984,-0.016642869,0.013414727,0.03055975,-0.013414727,0.010186584,0.056241419,-0.008321434,-0.000200638,0.006205208,0.012625624,0.009756165,-0.035294361,0.034003101,-0.023529572,0.031564061,-0.026399033,0.029268494,0.001183652,0.01334299,0.004035179,-0.00491395,-0.002241766,-0.011764786,0.029268494,-0.011621314,0.037302982,-0.020086221,0.018651491,-0.01578203,-0.025825141,0.002528712,0.057102256,0.046198308,-0.006169339,0.008249698,0.009397482,-0.008142093,-0.037876874,-0.041607171,-0.01169305,-0.013773409,-0.020086221,-0.038737711,-0.019799275,-0.035437834,0.019368855,-0.001246422,-0.013845146,-0.037876874,-0.006814968,-0.003066736,0.003730298,0.016499396,0.012840834,0.02051664,-0.006994309,0.009182272,-0.00738886,-0.000193913,-0.037016038,0.007281255,-0.016427658,-0.003568891,0.02912502,0.021807898,0.02912502,0.004124849,-0.012625624,0.02195137,-0.036155198,0.011334368,0.018651491,0.040459387,0.006205208,0.015064666,-0.023959992,0.017360235,-0.000567167,0.032998793,-0.023099154,0.075753748,-0.038737711,-0.005057423,-0.019799275,0.014849456,-0.050215553,-0.001111916,-0.006169339,0.009469219,-0.019081909,-0.013127781,-0.028838074,-0.013414727,-0.008213829,0.006312812,-0.008177961,-0.021664424,-0.010832212,-0.012697361,0.014634247,0.004393861,-0.045337472,-0.010975685,-0.030703224,-0.003228143,-0.014849456,-0.034003101,0.009612692,-0.004806346,-0.006492154,0.018938437,0.00277979,0.023816518,-0.003407484,-0.01169305,0.006276944,-0.024820831,0.00189205,0.006814968,-0.019655801,0.035294361,0.009038799,0.006922573,0.011334368,-0.018651491,-0.009899638,0.029985858,-0.008285566,-0.013845146,0.032424901,-0.024533885,-0.024677357,0.031420588,0.003604759,0.004232454,0.01578203,-0.025107777,0.003784101,0.006276944,-0.010832212,0.009074667,-0.040172443,0.048780821,0.02094706,-0.009110536,0.008680117,-0.014132091,0.023816518,0.012051732,-0.012123469,-0.032998793,-0.032424901,-0.021664424,-0.025538195,-0.01047353,0.009002931,-0.039311603,-0.004806346,0.023673046,-0.012123469,-0.006850836,-0.030272804,0.043615796,0.002456975,0.001273323,-0.007711674,-0.008177961,0.06714537,-0.043615796,0.017216761,0.00882359,-0.005416106,-0.014060355,0.034146577,-0.022812208,-0.009899638,-0.00390964,-0.032137953,0.007245387,0.047633037,-0.007352991,0.006097603,-0.019225383,-0.027833764,-0.010545266,0.002905329,-0.002797724,0.038450766,-0.013629936,-0.008106225,-0.001143301,-0.000014361,-0.043328848,0.029698912,0.027690291,0.002143128,0.012051732,-0.02812071,0.024677357,-0.012984307,0.008715985,-0.005523711,0.039024659,-0.020373167,-0.028838074,0.026972925,0.018364545,-0.010114847,-0.011406104,0.033572685,-0.028838074,0.024677357,-0.011836523,-0.009612692,-0.03672909,0.025107777,-0.025251249,-0.009182272,0.002618382,0.030416278,-0.003210209,0.033859629,-0.015208139,-0.015279875,0.010975685,0.014132091,-0.010545266,-0.002600448,0.003945508,-0.001990688,-0.008859458,0.024533885,0.027116399,-0.005487842,-0.028551128,0.008321434,0.016714605,0.010617003,0.043328848,0.025251249,-0.033429209,0.005667184,-0.012840834,0.037589926,-0.012482151,0.002546646,0.01477772,-0.003120538,0.012984307,-0.054232799,-0.013199517,-0.029985858,-0.023673046,-0.014992929,-0.010760476,0.0233861,-0.02912502,-0.020803586,-0.010545266,0.022238316,0.005021555,0.041033279,0.016140714,-0.006097603,0.015351612,-0.017790653,-0.007675806,-0.032281429,-0.012338678,0.02955544,-0.016427658,0.039885495,0.001192619,-0.006241076,-0.000663563,-0.008070357,-0.001452664,0.025681669,-0.020803586,-0.010401793,0.001443697,0.012410415,0.007926884,-0.034003101,0.017360235,0.000999828,0.019799275,-0.001102949,0.005918262,0.010545266,-0.023529572,0.016714605,0.016571132,0.003604759,0.016140714,-0.020660114,-0.007101914,0.014132091,-0.035437834,-0.018938437,0.019225383,-0.006886704,-0.03629867,0.010545266,-0.017216761,0.005595447,-0.022812208,0.009971374,0.003371616,-0.022955682,-0.013701673,-0.019368855,-0.022238316,0.004627005,0.008213829,0.002600448,0.012769097,-0.027116399,0.015279875,-0.017073289,-0.019512329,-0.010043111,0.003120538,0.0045194,-0.024246939,0.010903949,0.001667874,-0.008895326,0.031277116,-0.016571132,-0.012266942,0.006348681,0.048493877,-0.010186584,0.001506467,0.022955682,-0.012625624,0.018938437,-0.004698741,-0.009002931,0.008249698,0.035724778,0.002887394,-0.00399931,0.007747543,-0.000780134,-0.001389895,-0.003138472,-0.016284186,-0.041033279,-0.018364545,-0.001847215,-0.011190895,0.006061735,-0.044189688,0.033859629,-0.010043111,0.040172443,-0.025251249,-0.006241076,-0.01621245,-0.028694602,-0.001345059,-0.021377478,0.037876874,0.007675806,0.006528022,0.019942747,-0.006133471,0.014275564,-0.005380238,-0.043328848,-0.05825004,0.019512329,-0.00090119,-0.018364545,-0.023099154,-0.003407484,0.026829453,-0.06542369,-0.024677357,0.011262631,-0.002618382,-0.013916882,0.031133642,-0.016427658,-0.017934127,0.020086221,-0.009827901,0.009899638,0.011621314,-0.005308501,0.021377478,-0.011621314,0.009971374,-0.037876874,-0.013916882,0.014419037,-0.001748577,0.014132091,-0.026972925,0.002725987,-0.03672909,-0.004017244,0.005738921,0.001748577,-0.014921193,-0.013127781,0.033572685,-0.022094844,-0.038163818,-0.030129332,0.005057423,0.034576993,0.028264182,0.029698912,-0.003443352,0.022238316,-0.026255561,-0.029842386,0.001883083,-0.006241076,-0.032711845,0.008429039,0.019799275,0.015710294,-0.019368855,-0.00882359,-0.007101914,-0.013414727,-0.004698741,0.01477772,-0.015351612,-0.018508019,0.034290049,-0.012984307,0.008859458,-0.010688739,-0.000573892,0.028694602,0.002313502,0.023959992,-0.013199517,-0.004770477,-0.035294361,0.003228143,0.004949819,-0.041033279,-0.015638558,0.02812071,0.009612692,-0.010760476,-0.005057423,0.010043111,-0.035868254,-0.003192274,0.016427658,-0.007711674,0.012051732,-0.013773409,0.034720469,0.00760407,0.009469219,0.012840834,-0.007962752,-0.024677357,0.006348681,-0.01334299,-0.00308467,0.012984307,0.015208139,0.02955544,0.002116227,0.000403518,-0.02195137,-0.015136402,0.002905329,0.008321434,-0.028981548,-0.035294361,-0.024533885,0.002994999,-0.017073289,-0.021664424,0.013414727,0.006384549,-0.024964303,0.018508019,0.002941197,0.01047353,-0.022668736,0.00421452,-0.034433521,0.005380238,-0.018938437,0.017001551,0.019081909,-0.002636316,-0.006456285,0.008644248,0.008859458,0.011190895,-0.00760407,0.006707363,0.007066045,-0.017718917,0.012195205,-0.037589926,-0.001013278,-0.002456975,-0.003658562,0.016499396,-0.00286946,0.002851526,-0.013414727,0.027977237,-0.040459387,-0.000515606,0.017431971,-0.00882359,0.029985858,-0.007532333,-0.01169305,-0.011836523,0.022525262,0.004627005,0.027403345,-0.010688739,-0.011334368,-0.031564061,-0.018221073,0.023959992,-0.016858079,0.045624416,0.017288497,-0.023529572,-0.016786342,0.042181063,0.003748232,-0.017288497,-0.008142093,-0.004268322,0.040172443,-0.019368855,0.006671495,-0.001488532,0.042754956,-0.020229694,-0.028694602,-0.041033279,0.01047353,0.004286256,0.004411795,-0.019081909,0.020803586,0.03672909,-0.008142093,-0.008751853,0.001640973,-0.014347301,-0.038450766,0.000522331,-0.020229694,-0.018508019,0.035581306,0.050789446,0.055093635,-0.021807898,0.038163818,-0.011262631,0.025251249,-0.034290049,0.045050524,0.0067791,-0.02094706,-0.048206929,0.008859458,0.007137782,-0.024677357,0.012769097,0.006025866,-0.035294361,0.009612692,-0.04476358,0.007675806,0.037876874,0.005236765,0.001156751,0.012625624,0.01025832,0.023529572,0.015423348,0.004160717,-0.021664424,-0.017862389,0.015925504,0.041033279,0.023242628,0.019512329,0.037876874,-0.018005863,-0.006635627,0.001981721,0.016571132,0.009540955,0.010114847,0.008715985,0.006599758,0.012410415,0.005236765,-0.014992929,0.03099017,-0.002797724,-0.039885495,0.05825004,0.000159165,0.016140714,0.043041904,-0.000887739,0.008034488,0.024964303,-0.028838074,-0.015638558,0.009182272,-0.033859629,-0.001963787,-0.008070357,-0.009612692,-0.012410415,0.003676496,-0.047633037,0.005236765,0.032711845,0.002439041,0.017073289,-0.011621314,-0.011764786,-0.018651491,0.003927574,0.002456975,-0.019225383,0.018938437,0.046198308,0.019081909,-0.045624416,-0.015423348,0.009182272,0.020086221,0.008393171,-0.003855837,-0.019942747,-0.02094706,0.000883256,0.015064666,-0.010688739,0.011119158,0.015495085,0.014490774,-0.022238316,0.012051732,0.012769097,-0.019081909,-0.005344369,-0.011621314,0.017145025,-0.008249698,-0.005344369,0.022812208,0.002286601,-0.009002931,0.028407656,-0.001865149,-0.013701673,-0.013845146,-0.006492154,0.022812208,-0.030416278,-0.035294361,-0.042754956,-0.016284186,0.007137782,0.002510778,0.008572512,-0.013701673,0.00656389,-0.006671495,0.012697361,-0.022238316,-0.001856182,0.006276944,0.006599758,0.008680117,-0.006133471,0.006958441,-0.023816518,0.008177961,0.009254009,0.003335747,-0.006635627,-0.015853768,0.007532333,-0.048206929,-0.05825004,-0.025394723,-0.031420588,-0.001049146,0.021377478,-0.023816518,-0.046198308,0.026112087,0.0045194,-0.028694602,-0.007747543,-0.024533885,-0.024677357,-0.032281429,0.018794963,-0.032711845,-0.009684428,0.011190895,-0.001380928,0.015279875,-0.025107777,-0.005738921,-0.004340059,-0.002170029,-0.017718917,-0.020373167,0.010186584,-0.009971374,-0.025394723,0.003622693,-0.048493877,0.015638558,-0.036155198,-0.016427658,-0.000600793,0.003281945,0.022094844,-0.009110536,-0.017145025,-0.023242628,-0.014921193,0.023673046,0.02195137,-0.025394723,0.003371616,-0.032998793,-0.000959476,-0.037589926,-0.013271254,-0.04476358,-0.015423348,-0.018651491,-0.049067769,0.033429209,-0.002089326,-0.033716157,-0.000932575,-0.001080531,0.036155198,-0.004106915,0.005272633,-0.02195137,-0.010043111,-0.027403345,-0.035868254,0.006814968,0.039598551,0.037302982,-0.041320227,-0.025394723,-0.025394723,-0.000699431,0.003604759,0.016355922,-0.00799862,-0.006994309,0.035150886,0.020229694,-0.007747543,0.017647181,0.026399033,-0.030416278,-0.011908259,0.026542507,-0.012195205,0.034146577,-0.006169339,-0.008859458,0.0045194,0.019799275,-0.031277116,-0.022812208,0.007066045,0.039885495,0.001264356,-0.026542507,-0.016355922,0.002214865,-0.018938437,-0.02955544,-0.008070357,-0.006420417,-0.001389895,0.002241766,-0.018292809,0.016355922,-0.002134161,0.037302982,0.00180238,-0.013199517,-0.020086221,-0.011621314,0.021377478,-0.005272633,-0.02195137,-0.017216761,0.037876874,0.033142265,0.041607171,-0.011477841,0.031133642,-0.045050524,-0.003981376,-0.025394723,-0.031707536,0.024533885,0.032568373,0.028694602,-0.021090532,-0.019942747,0.054806691,-0.004483532,-0.020086221,-0.01599724,0.018651491,0.020373167,0.000504397,-0.007424728,-0.063702017,-0.014203828,0.030846696,-0.006599758,-0.027259871,-0.024103465,-0.020660114,-0.004985687,0.005559579,-0.034146577,-0.011549577,-0.00173961,0.008321434,0.007030177,-0.015638558));
30 	    String indexName = "vector_index";
31 	    FieldSearchPath fieldSearchPath = fieldPath("plot_embedding_voyage_3_large");
32 	    int numCandidates = 200;
33       int limit = 10;
34       List<String> genresNotInCriteria = Arrays.asList("Drama", "Western", "Crime");
35       List<String> genresInCriteria = Arrays.asList("Action", "Adventure", "Family");
36       Bson criteria = Filters.and(
37                     Filters.nin("genres", genresNotInCriteria), 
38                     Filters.in("genres", genresInCriteria), 
39                     Filters.gte("year", 1960), 
40                     Filters.lte("year", 2000));
41       VectorSearchOptions options = VectorSearchOptions
42                     .approximateVectorSearchOptions(numCandidates)
43                     .filter(criteria);
44       
45       // define pipeline 
46       List<Bson> pipeline = asList(
47           vectorSearch(
48            fieldSearchPath,
49            queryVector,
50            indexName,
51            limit,
52            options),
53           project(
54            fields(exclude("_id"), include("title"), include("plot"), include("year"),
55         		   include("genres"), metaVectorSearchScore("score"))));
56       
57 	  // run query and print results
58       collection.aggregate(pipeline)
59         .forEach(doc -> System.out.println(doc.toJson()));	
60     }
61   }
62 }

フィルターでは、 $or集計パイプライン演算子を使用して、次のいずれかの条件に一致する映画のドキュメントを検索します。

genresフィールドでフィルタリングして、 crimeジャンルに該当しない映画を検索します。
yearフィールドでフィルタリングして、 2015年以前にリリースされた映画を検索し、 genresフィールドでフィルタリングしてactionジャンルの映画を検索します。

1 import static com.mongodb.client.model.Aggregates.*;
2 import static com.mongodb.client.model.Projections.*;
3 import static com.mongodb.client.model.search.SearchPath.fieldPath;
4 import static java.util.Arrays.asList;
5 
6 import com.mongodb.client.MongoClient;
7 import com.mongodb.client.MongoClients;
8 import com.mongodb.client.MongoCollection;
9 import com.mongodb.client.MongoDatabase;
10 import com.mongodb.client.model.*;
11 import com.mongodb.client.model.search.VectorSearchOptions;
12 import java.util.List;
13 import com.mongodb.client.model.search.FieldSearchPath;
14 import org.bson.Document;
15 import org.bson.conversions.Bson;
16 
17 public class AtlasVectorSearchTutorial {
18   public static void main( String[] args ) {
19     // specify connection
20     String uri = "<connection-string>";
21 
22     // establish connection and set namespace
23     try (MongoClient mongoClient = MongoClients.create(uri)) {
24       MongoDatabase database = mongoClient.getDatabase("sample_mflix");
25       MongoCollection<Document> collection = database.getCollection("embedded_movies");
26       
27   	  // define $vectorSearch query options 
28 	    List<Double> queryVector = (asList(-0.025189938,0.014741838,-0.013024342,-0.0197512,0.011235285,0.004651551,0.043509893,0.003112961,0.013310592,-0.033348043,0.037212405,-0.021039322,-0.026048684,0.012809656,0.029483676,0.003578116,-0.044654887,0.032632418,0.014312465,-0.058967352,0.025333062,-0.055246111,0.02189807,-0.017604331,-0.002880384,0.045227386,0.004794675,0.017604331,0.023186192,-0.054673612,-0.011306847,-0.012523406,-0.012380281,0.002540462,0.015958399,-0.042364895,-0.001467028,-0.020180576,-0.058108605,-0.035065539,0.010090288,-0.033348043,0.058394853,-0.013883091,0.002048471,-0.020753073,-0.029769925,0.031916797,-0.014741838,-0.040933646,-0.004096943,0.020753073,-0.002540462,0.028052431,-0.02404494,0.006547953,-0.003578116,0.003757022,0.019178702,-0.037784904,-0.02833868,0.01753277,0.029769925,0.017747456,-0.031344298,0.022899942,0.006333265,0.010376536,-0.024474313,-0.012094032,-0.004651551,0.007764512,0.017962143,0.013811528,0.037212405,-0.03148742,0.000666424,0.024474313,-0.021325571,0.041219898,0.011235285,0.046658635,0.019035578,0.020753073,0.010662786,-0.001726441,-0.012738093,-0.027193682,-0.014598713,-0.013167467,0.013596841,0.001932183,-0.010304974,-0.007478263,0.005689205,0.002987727,0.005724986,0.002325775,0.002415228,-0.003828584,-0.029340552,-0.017318081,-0.070417322,0.003810694,-0.013453716,-0.001628043,-0.027909305,0.014026215,0.009589351,0.004902019,0.028768053,-0.005259831,-0.010448099,0.025189938,0.038357403,0.048662379,0.039788652,0.010448099,0.001574371,0.020323699,0.005510299,0.026907433,0.043223642,-0.001153942,-0.010233412,0.048376128,-0.056104861,0.006691077,0.015672149,-0.015028087,0.036210533,-0.009231539,0.010519661,0.022899942,0.025762435,-0.009052633,-0.0301993,0.032203045,-0.00522405,0.029626802,-0.02433119,-0.025619311,0.016674021,0.02404494,-0.009589351,-0.026334934,-0.04436864,-0.014455589,0.02619181,0.017604331,0.02189807,-0.007728731,-0.021611821,-0.03363429,0.008480135,-0.027479932,0.025046812,-0.006047016,0.020753073,0.01016185,-0.034063663,0.029483676,-0.019035578,0.041506145,0.013453716,-0.009159978,0.007549825,0.025189938,0.005152487,-0.009446226,-0.009016853,0.021325571,0.030771798,-0.046944883,0.001314958,0.021182448,0.047231134,-0.007048889,-0.030771798,-0.025905561,-0.000612752,-0.023186192,0.011378409,0.035065539,0.007979199,0.023901815,-0.004973582,0.005188268,-0.046944883,0.009374664,0.047231134,0.058967352,0.043509893,0.011449971,0.017174957,-0.024188064,-0.025476186,-0.02833868,0.033061791,0.015314337,-0.018749328,0.013382155,0.007048889,0.005975454,0.005295612,-0.013310592,-0.022756819,-0.012523406,-0.03363429,-0.014527151,0.011449971,0.01202247,0.044941138,-0.012594969,0.002862493,0.000572499,0.030628674,-0.0098756,0.020466823,0.059539851,-0.00370335,0.007335138,0.023901815,0.023758691,-0.005903892,0.003918037,0.013310592,0.010090288,-0.012809656,-0.010376536,-0.01109216,-0.008086543,0.012809656,-0.019894326,0.012738093,0.056391109,0.029340552,-0.04436864,-0.001619098,0.042364895,-0.027623056,0.011593096,-0.031916797,-0.0301993,0.032203045,-0.003757022,0.017174957,0.033491168,0.003900147,0.002325775,0.006726858,0.020180576,0.017389644,0.009088415,0.018319955,-0.003631788,0.00586811,-0.006691077,-0.014240902,-0.009052633,0.031630546,0.04436864,-0.022899942,-0.003327648,-0.006691077,0.013310592,-0.035924286,-0.008158104,-0.005116706,-0.040647399,0.002397338,0.014455589,-0.030342424,0.028624929,-0.031773672,0.043509893,-0.001833785,-0.025619311,0.032775544,-0.046944883,0.013739966,-0.030485548,0.018319955,0.016745584,-0.020323699,-0.015815273,-0.020896198,-0.015171212,0.026334934,0.035638034,0.008873728,0.003291867,-0.02647806,0.003649678,0.003613897,0.009804038,-0.013525278,0.005367174,0.007657168,-0.017103394,-0.015815273,-0.000398065,0.013310592,0.014240902,0.003935928,0.001735386,-0.018606203,0.008265448,-0.068127327,0.012165595,-0.007836075,0.02189807,-0.000983982,0.019178702,-0.009589351,-0.013739966,-0.007800293,0.040361151,0.027623056,-0.002540462,-0.03663991,0.011163722,-0.016316209,-0.006333265,-0.010877473,-0.023329318,-0.021468697,0.013596841,0.032059919,0.007442481,0.02433119,-0.003613897,-0.013596841,0.010448099,0.010877473,-0.0098756,0.033920541,-0.006691077,-0.039502401,-0.010877473,-0.016960271,0.014097777,-0.008122323,0.007478263,0.010018725,-0.030485548,-0.011020597,0.000317558,0.00461577,0.020466823,0.070703574,-0.024617439,0.002111088,-0.024617439,-0.004204286,-0.048662379,-0.006834202,0.027766181,-0.002504681,0.025189938,0.033920541,-0.02833868,-0.000773768,-0.03578116,0.015958399,0.006369046,0.033204917,-0.006762639,0.02003745,-0.020180576,0.015886836,-0.015385899,-0.029340552,-0.009446226,0.015529023,-0.010376536,-0.012881218,-0.000715623,0.014312465,-0.029197427,-0.000684315,0.000360048,0.015815273,-0.027050557,0.006655296,0.018892452,-0.021182448,0.031201173,0.014240902,-0.022756819,0.004365302,-0.020609949,0.008515916,-0.016244646,0.001162888,0.000084421,0.003273976,-0.017819017,0.000576971,0.020753073,-0.004794675,0.018105267,-0.013095905,-0.028052431,0.004114834,0.02833868,-0.027193682,-0.010877473,-0.002576244,0.011879345,-0.017819017,0.006726858,-0.021754947,-0.031773672,-0.013382155,0.024903689,0.013167467,0.000033964,0.034063663,0.022613693,-0.038357403,-0.010018725,-0.017174957,-0.004418973,0.02189807,-0.003166633,-0.009589351,0.009303101,-0.036496785,-0.005760767,-0.006583733,-0.003596007,0.014026215,-0.003828584,-0.02833868,-0.020896198,0.001449137,0.039502401,0.012881218,0.025476186,0.000961619,-0.025762435,0.002808821,0.034922414,0.004687332,-0.046658635,0.030914923,-0.036067411,0.008659041,-0.004025381,-0.0301993,-0.026048684,0.024760563,0.036496785,-0.029913051,0.015672149,0.007764512,0.01509965,0.010304974,-0.004490536,-0.007585606,-0.019464951,0.016602458,-0.007048889,-0.005510299,0.011163722,0.013739966,-0.034636162,0.020609949,-0.004418973,0.034636162,0.040933646,0.031773672,0.023758691,0.031344298,-0.006798421,0.026048684,-0.011521534,0.020753073,0.014384027,0.026334934,-0.034206789,-0.036067411,0.014598713,0.023758691,-0.039216153,0.003363429,0.002880384,-0.006726858,-0.000916892,-0.001395465,-0.009660914,0.032059919,0.008086543,0.029054303,-0.011593096,0.065551087,0.031058047,-0.041219898,-0.014097777,-0.017103394,0.016244646,-0.028911177,0.044654887,-0.030771798,0.024760563,0.02833868,0.018248392,0.026907433,-0.002227377,0.034063663,0.000167724,0.021039322,-0.018892452,0.012738093,-0.001395465,0.005760767,-0.024760563,-0.002683587,0.000230341,-0.0197512,0.009088415,-0.00400749,-0.026764309,-0.012881218,0.016101522,-0.009303101,0.015529023,-0.016817145,0.014312465,-0.030914923,-0.018463079,0.020323699,-0.023472441,-0.023758691,-0.005009362,0.018176829,0.012738093,0.009374664,-0.031916797,0.016387772,0.027479932,0.015529023,-0.021325571,0.020323699,-0.025476186,0.008515916,-0.039788652,-0.007979199,-0.009947163,-0.006869983,0.004758894,0.022613693,-0.013668403,-0.015171212,0.035351787,-0.022327444,0.019178702,0.000404774,-0.003524444,-0.012094032,0.023901815,-0.0400749,-0.004579989,0.00245101,0.013024342,0.015958399,0.009517789,0.034779288,0.021468697,0.00062617,0.007728731,-0.028195554,0.0301993,-0.002504681,0.008909509,0.004651551,-0.007013108,0.03148742,0.019608077,0.002540462,0.043509893,-0.006190141,0.024903689,0.010519661,0.018319955,0.010519661,0.009660914,0.000966091,-0.004454754,0.000299667,0.007907636,-0.018463079,0.004758894,-0.001851675,-0.002415228,0.010233412,-0.024617439,-0.030771798,0.018749328,0.003023508,0.005474518,-0.011521534,-0.008551697,0.007979199,0.03363429,0.000275068,0.007800293,0.0039896,0.00522405,-0.035924286,-0.01416934,0.02619181,-0.025476186,-0.033777416,0.021325571,-0.02218432,0.001833785,0.027766181,-0.006118578,0.032059919,0.038929902,0.003613897,0.031344298,-0.002737259,0.057536107,0.009732476,0.020753073,0.005402955,-0.047803629,-0.040933646,0.009052633,-0.030485548,0.018319955,0.025046812,-0.002361557,0.045513637,0.008766385,-0.031058047,0.014312465,0.002737259,-0.004186396,0.032059919,0.024617439,-0.012666531,0.006798421,0.02619181,-0.012523406,0.009947163,0.005617642,0.039216153,0.008766385,0.009517789,0.042651143,-0.012881218,0.007263576,-0.000514354,0.016817145,-0.048948627,0.018176829,0.034922414,0.005331393,0.000391356,-0.017604331,0.026048684,-0.011807784,0.017461207,0.012809656,0.029483676,-0.017174957,0.023472441,0.005188268,0.007585606,-0.034922414,0.069558576,0.023472441,-0.010304974,0.020180576,0.025046812,0.016459335,0.000317558,-0.018606203,0.066696085,0.011664659,0.025762435,-0.016888708,0.015314337,-0.009231539,0.016459335,-0.021325571,0.009303101,0.000840857,-0.014455589,0.00170855,0.014741838,-0.004168505,-0.009088415,-0.0074067,-0.004472645,0.002665696,0.023615567,0.038929902,-0.016960271,-0.027193682,0.03663991,-0.016530896,0.003256086,0.015171212,0.036926158,0.02433119,0.047231134,-0.049234878,0.009947163,-0.01109216,-0.014097777,-0.007585606,0.00338132,-0.008086543,0.018176829,-0.014527151,-0.000205742,-0.041219898,0.012666531,0.046086136,0.004025381,-0.0074067,0.033348043,-0.020896198,-0.000514354,0.033491168,0.004257958,0.02404494,-0.008372792,-0.021754947,0.037784904,0.013453716,0.013024342,-0.026334934,0.023758691,0.012094032,0.006297485,0.045227386,0.021039322,-0.020323699,0.005975454,0.008802165,0.00370335,0.006941545,-0.029340552,-0.008551697,-0.004454754,0.003488663,0.010662786,0.00801498,0.010090288,0.015600586,0.018105267,-0.020180576,-0.00307718,0.031630546,0.000644061,0.011950907,-0.023472441,0.01509965,-0.035924286,0.016459335,-0.027766181,-0.014598713,-0.021611821,-0.013310592,-0.021039322,-0.02189807,0.018606203,-0.007979199,0.018176829,0.022041194,-0.002916165,0.009088415,-0.00522405,-0.018176829,-0.031916797,-0.017318081,-0.025476186,-0.014527151,-0.017675893,-0.026621183,0.000362284,0.02619181,0.016101522,-0.013310592,0.021325571,0.027909305,0.016316209,0.006011235,0.008551697,0.030914923,-0.070703574,0.004794675,-0.019321827,-0.011163722,-0.014598713,-0.0197512,-0.005438737,-0.025189938,-0.037212405,0.004168505,-0.021754947,0.018033706,0.035065539,0.022756819,0.005581861,-0.007764512,-0.003005618,-0.003524444,0.006655296,-0.00170855,-0.046086136,-0.009374664,0.001744332,0.030056175,0.016674021,0.014312465,0.029054303,-0.009052633,0.005832329,-0.029197427,-0.004723113,0.032489292,0.022899942,-0.044941138,0.014026215,-0.007227794,-0.035494912,0.001261286,0.079004802,0.008122323,0.022041194,0.016602458,0.046658635,-0.016888708,-0.006547953,-0.016316209,0.002021636,-0.016745584,0.003792803,0.005116706,-0.037784904,-0.028481804,-0.014670276,-0.005259831,0.018892452,0.001252341,-0.068699829,-0.021611821,-0.015242774,-0.027050557,-0.032059919,0.026048684,-0.014240902,-0.007013108,0.014598713,-0.005474518,-0.007192013,-0.016817145,0.00400749,0.010519661,0.007657168,0.005295612,0.009124196,0.024474313,-0.019894326,-0.044941138,-0.022756819,-0.022327444,-0.041792396,0.027479932,-0.013668403,-0.036210533,0.001225505,0.009947163,-0.044654887,-0.02003745,0.031344298,-0.004186396,-0.009517789,0.000720096,-0.023901815,0.000670897,0.022899942,0.006619515,0.006512171,0.022327444,0.021468697,0.021611821,0.039216153,-0.019608077,0.028052431,-0.020466823,-0.0197512,0.004454754,0.026048684,-0.024617439,-0.000333212,0.002200541,-0.002629915,0.021611821,0.009374664,0.00894529,-0.057822354,-0.009660914,-0.002844602,0.020323699,0.000603807,0.018033706,-0.027050557,-0.004186396,-0.019608077,-0.021754947,0.009732476,0.01602996,-0.016960271,-0.001520699,-0.023615567,0.004383192,0.000925838,0.023043068,0.032775544,0.006404828,-0.010304974,0.019321827,0.017604331,-0.01230872,0.007657168,0.005402955,-0.03148742,-0.000550135,-0.002111088,-0.029626802,0.01323903,-0.033777416,0.006655296,0.035065539,-0.003256086,0.000907947,0.004025381,0.011020597,-0.04808988,0.02619181,0.015171212,0.023758691,0.014741838,-0.001359684,-0.041506145,-0.009088415,-0.012738093,0.000176669,0.033777416,0.024188064,-0.002307885,0.023901815,0.00034663,-0.024474313,-0.031773672,-0.023758691,-0.024474313,-0.011163722,0.000447265,0.005080925,-0.00123445,0.006297485,-0.031058047,-0.012738093,-0.003059289,-0.026907433,-0.015672149,-0.005760767,0.023043068,0.023043068,-0.015028087,0.017747456,0.013883091,-0.011807784,0.038357403,-0.016817145,0.014884963,0.017389644,-0.000599334,0.016602458,0.008086543,-0.039502401,0.050379876,-0.024474313,0.035351787,-0.023758691,0.002039526,0.004061162,-0.012165595,-0.020180576,0.001636988,-0.013883091,0.017389644,0.006225922,-0.03578116,-0.016817145,-0.001332848,-0.005617642,-0.008730603,-0.039216153,0.02433119,0.028052431,0.02833868,0.039502401,0.010233412,-0.006869983,0.021468697,0.002039526,-0.0197512,0.020753073,0.027050557,0.009517789,0.011449971,0.038929902,0.008873728,0.009374664,0.007871855,-0.006082797,-0.007156232,-0.014670276,-0.000447265,0.046944883,-0.015242774,-0.019894326,0.008158104,0.016173085,-0.018463079,0.034922414,-0.005009362,-0.000092248,0.005760767,0.006190141,-0.022613693,0.034206789,0.012523406,0.000992927,0.038071156,-0.048376128,-0.017747456,0.014384027,0.000751404,0.015314337,-0.010519661,0.058681104,0.013954652,0.022899942,-0.003757022,0.01416934,-0.000469628,-0.008337011,-0.001153942,0.02189807,-0.024760563,0.01416934,-0.012738093,-0.025046812,0.030771798,-0.046658635,-0.002137924,0.053242367,0.010090288,-0.046086136,0.016316209,-0.005295612,0.023043068,-0.023043068,0.010233412,-0.018319955,-0.017389644,0.030485548,0.009660914,0.017174957,0.050379876,-0.010304974,0.017819017,-0.000364521,0.011163722,0.001753277,0.010448099,0.013095905,0.008372792,-0.01109216,0.036926158,-0.015672149,-0.014598713,0.008981071,-0.011879345,-0.036926158,-0.01789058,-0.008694822,-0.028911177,-0.017103394,-0.028768053,-0.030914923,0.001033181,0.00431163,-0.024474313,-0.031058047,0.010018725,0.00647639,-0.027336806,0.025046812,0.003148742,-0.010018725,0.03663991,0.033348043,-0.001162888,-0.01016185,0.010376536,0.010519661,0.019178702,0.016101522,0.007943418,-0.013739966,-0.013525278,-0.027193682,0.006655296,0.027050557,-0.017389644,-0.027479932,0.041792396,0.045513637,-0.014741838,0.012451844,0.018319955,-0.00153859,0.010519661,0.017962143,-0.012594969,0.018606203,0.023472441,-0.034063663,-0.004061162,0.015600586,0.019178702,0.002361557,-0.025619311,-0.00586811,-0.02003745,0.013739966,0.017675893,-0.025189938,-0.002415228,0.001547535,0.019608077,0.039502401,-0.00184273,0.025189938,0.00277304,0.020323699,0.007227794,0.012165595,-0.00370335,0.02433119,-0.00586811,0.016459335,0.034206789,0.001051072,-0.010519661,-0.004096943,0.00153859,0.01574371,0.01230872,-0.007692949,-0.019464951,0.005116706,0.017389644,0.024903689,0.046658635,-0.010519661,0.020609949,0.060684849,-0.045227386,-0.008551697,-0.004293739,-0.001502809,-0.015815273,-0.005975454,0.000290722,0.027050557,-0.002245268,-0.016888708,-0.027193682,-0.001288122,-0.021182448,-0.041219898,0.031916797,0.030628674,-0.03234617,0.006655296,0.008372792,-0.009016853,-0.033348043,0.010877473,-0.05238362,-0.004490536,-0.028911177,0.006905764,-0.003506554,0.039788652,-0.036496785,-0.015886836,0.015314337,-0.015672149,0.006225922,-0.021182448,-0.034349915,-0.043223642,-0.025476186,0.002558353,0.007048889,-0.037784904,-0.014026215,-0.044654887,-0.036926158,0.008229667,0.007728731,0.039216153,-0.00027954,0.026907433,0.027193682,-0.017174957,-0.011378409,0.017174957,-0.015815273,0.009446226,0.033777416,-0.014384027,0.003721241,-0.024760563,-0.000229223,0.008802165,-0.000377939,-0.007692949,0.016173085,0.018248392,-0.02218432,-0.003202414,-0.033204917,-0.002969836,-0.023186192,0.030056175,-0.015457462,-0.015314337,-0.008981071,0.022613693,-0.014026215,-0.025476186,0.025333062,0.034206789,0.010662786,0.016387772,0.030342424,-0.008086543,0.007120451,0.000221396,0.025619311,0.01789058,-0.008086543,0.011807784,-0.016101522,0.002719368,0.005653423,0.017962143,-0.001941128,0.06297484,0.016244646,0.003524444,0.018749328,-0.001815894,0.006082797,0.069558576,-0.011020597,0.018033706,0.026621183,0.007692949,-0.008694822,0.035924286,-0.001878511,-0.005975454,-0.028911177,-0.007871855,0.014741838,0.008587479,0.026621183,0.005259831,-0.023186192,0.000368993,-0.01323903,0.002683587,-0.011306847,0.007478263,-0.000621698,0.022756819,-0.018892452,-0.013167467,0.007764512,-0.010877473,-0.017461207,-0.013525278,0.014240902,-0.019464951,-0.009016853,0.016173085,-0.027479932,0.002934055,0.042937394,-0.004830457,-0.031201173,-0.024188064,0.00245101,0.017318081,0.001824839,-0.022756819,0.021325571,-0.027479932,-0.008659041,0.008337011,-0.016674021,-0.003452882,0.000711151,-0.045799885,0.013739966,-0.029340552,-0.035208661,0.000554608,-0.007800293,0.018892452,0.028481804,-0.011593096,-0.00894529,0.024474313,-0.008050761,0.025476186,-0.001306012,-0.00214687,-0.008050761,-0.018606203,-0.006047016,-0.028768053,0.029197427,-0.021468697,0.005402955,-0.021039322,-0.014312465,-0.002325775,-0.020896198,0.000706678,0.035638034,-0.008480135,-0.035351787,0.014312465,0.012523406,0.011807784,0.003041399,-0.010018725,-0.022613693,-0.021182448,-0.005474518,-0.007120451,0.025476186,0.036926158,-0.007907636,-0.014097777,0.010519661,0.005617642,0.014670276,-0.011664659,0.011879345,-0.012738093,-0.007871855,-0.012666531,0.032918669,-0.010018725,0.007943418,0.024188064,0.005760767,-0.003918037,0.022613693,0.017318081,0.036496785,0.037784904,0.008694822,0.016674021,0.000106225,0.003685459,-0.031201173,-0.01016185,-0.02404494,-0.019035578,0.031773672,0.000975037,-0.032489292,-0.033920541,0.015385899,-0.023186192,0.012523406,-0.011163722,-0.005116706,0.015314337,-0.006834202,-0.038357403,-0.023472441,0.015529023,0.017747456,0.005653423,-0.002325775,0.009088415,-0.022899942,0.02433119,0.000849803,-0.042078644,-0.004257958,0.018176829,-0.0049378,-0.002415228,-0.016173085,0.012594969,0.013596841,-0.017031832,-0.001806949,-0.003810694,0.003005618,0.046944883,-0.025476186,0.012738093,0.009016853,-0.009660914,0.012666531,0.014026215,-0.010519661,0.022327444,0.00400749,-0.007478263,-0.03578116,0.009804038,-0.028911177,-0.018248392,0.004758894,0.005939673,0.033920541,-0.011378409,-0.005474518,0.012451844,0.018176829,0.033920541,0.025905561,-0.014670276,0.001798003,0.031344298,0.00431163,0.027193682,-0.006798421,0.011449971,0.00894529,0.013883091,0.023758691,-0.007692949,0.031344298,-0.014384027,-0.007514044,-0.026621183,-0.001645933,-0.010090288,-0.009589351,0.008193886,-0.007871855,-0.031773672,0.013525278,0.006583733,0.010949035,-0.004794675,-0.004061162,-0.021468697,0.011020597,-0.020609949,0.010018725,0.010662786,0.008158104,0.00370335,0.007800293,-0.029626802,0.029197427,-0.017174957,-0.00586811,-0.003112961,-0.018749328,-0.042364895,0.027050557,0.028624929,0.008837947,0.026334934,0.018248392,-0.004758894,0.009446226,-0.033061791,-0.022041194,-0.021039322,0.008086543,-0.009088415,-0.031630546,0.020896198,-0.018749328,0.022613693,-0.014097777,0.004347411,0.014813401,-0.013525278,-0.001726441,0.010448099,0.036067411,-0.026048684,-0.020753073,-0.005045144,0.033348043,-0.002576244,0.02404494,0.022041194,0.017031832,-0.000297431,-0.003184523,-0.012738093,0.022756819,-0.016888708,0.021039322,-0.000313085,0.032203045,-0.011235285,0.001583316,-0.00461577,-0.026334934,-0.002934055,-0.005939673,0.001458082,0.007156232,-0.005689205,-0.042937394,0.011378409,0.007156232,0.00554608,0.026621183,-0.014455589,-0.017604331,-0.02647806,-0.03578116,-0.009804038,0.006905764,-0.0197512,-0.035494912,-0.027623056,-0.00461577,0.011521534,0.006905764,0.009517789,0.003112961,0.033920541,-0.004687332,-0.005045144,-0.009231539,0.000126911,0.008694822,-0.029340552,0.011163722,0.047517382,-0.039788652,-0.033348043,-0.003041399,-0.007657168,-0.035065539,-0.012165595,-0.024617439,0.0049378,0.017461207,0.029626802,-0.004723113,-0.000366757,-0.041792396,0.041219898,-0.009446226,0.016960271,-0.017747456,-0.036067411,0.025046812,0.027336806,0.025905561,0.049234878,0.016602458,-0.005796548,0.021325571,-0.003524444,-0.000872166,0.014670276,0.020323699,0.002737259,0.009660914,-0.006440609,-0.062402345,-0.062688597,-0.008158104,-0.018749328,0.005438737,-0.002066362,0.000205742,-0.018749328,0.017103394,-0.03578116,0.000265004,-0.03663991,-0.024760563,0.054101113,-0.00647639,-0.026334934,0.034779288,0.022756819,-0.033348043,-0.02433119,-0.041792396,-0.014455589,-0.023329318,-0.004687332,-0.013453716,-0.018319955,-0.014455589,0.043509893,0.013453716,-0.014813401,0.009052633,-0.034349915,0.052097369,-0.003774913,0.016316209,-0.027050557,0.028195554,-0.007549825,-0.020466823,0.014598713,-0.005939673,0.003273976,-0.052097369,0.002701478,-0.02404494,-0.005903892,0.009947163,-0.00043161,0.02189807,0.042078644,-0.020609949,0.007836075,0.018892452,0.001207614,0.009159978,-0.029197427,-0.023329318,0.004347411,-0.019464951,0.020180576,0.019894326,0.00615436,0.021468697,-0.017461207,-0.011879345,-0.002307885,0.016101522,-0.029626802,-0.014455589,0.020323699,0.020753073,0.018176829,-0.006082797,0.027766181,0.016530896,-0.008444354,0.001806949,0.029626802,-0.012451844,0.023186192,0.006869983,-0.034063663,-0.012094032,-0.021611821,-0.008050761,0.05581861,-0.004257958,-0.025333062,-0.004526317,0.018033706,0.027479932,0.025476186,0.008802165,-0.009589351,0.012809656,0.012523406,0.0400749,0.018033706,0.011020597,0.014956526,0.013883091,-0.006655296,0.019608077,-0.03234617,0.007585606,-0.036067411,-0.024617439,-0.001628043,0.022041194,0.026764309,-0.038643654,-0.009124196,-0.020323699,-0.013883091,0.02404494,0.002361557,-0.03234617,-0.0049378,0.018606203,0.022327444,0.043509893,-0.030485548,-0.003560225,0.007442481,0.00370335,0.011449971,0.023472441,0.000197915,-0.011950907,0.023329318,-0.009804038,-0.025619311,0.0074067,-0.003953818,0.014312465,0.048662379,-0.027193682,0.019894326,-0.042364895,0.003327648,0.042937394,-0.040933646,-0.020466823,0.056104861,0.020896198,-0.014527151,-0.036210533,-0.022470569,0.035924286,-0.013167467,-0.055532362,-0.006190141,-0.027909305,0.012881218,0.003005618,0.005689205,0.01109216,-0.016387772,-0.021468697,0.018176829,-0.021611821,0.032918669,0.002951946,-0.008837947,-0.031773672,-0.029913051,0.017318081,0.017461207,-0.02833868,-0.027479932,-0.023615567,0.037212405,-0.023615567,-0.02404494,0.029626802,0.002951946,0.004043271,-0.001377575,0.007800293,0.024188064,-0.027336806,-0.002361557,-0.00307718,-0.025189938,0.007192013,-0.000207978,0.040933646,0.010877473,-0.000720096,-0.006941545,0.003059289,0.032775544,-0.007657168,0.019321827,-0.012094032,0.042078644,-0.010591224,0.011807784,-0.016173085,-0.015529023,-0.023615567,0.016173085,-0.018606203,0.007192013,-0.008587479,0.000257177,0.002245268,-0.011879345,0.044082388,-0.005939673,-0.003059289,-0.013954652,-0.026621183,0.039502401,-0.006440609,0.014384027,0.012094032,-0.034779288,-0.002379447,0.023329318,0.029483676,-0.002325775,-0.001565426,0.025619311,0.018606203,-0.016101522,-0.0301993,0.002576244,0.035208661,0.002325775,-0.011664659,-0.022470569,-0.047231134,-0.016888708,-0.017747456,0.05152487,0.009374664,-0.010591224,0.009303101,-0.005009362,-0.029197427,0.001726441,-0.023758691,-0.002934055,-0.017461207,0.018606203,-0.002665696,-0.003578116,-0.018606203,-0.004651551,-0.021325571,0.005367174,-0.009124196,0.016888708,-0.01295278,0.002048471,-0.011593096,0.017604331,-0.008515916,0.006082797,-0.036067411,-0.027336806,-0.010018725,-0.001306012,0.026334934,-0.019321827,-0.030914923,-0.026764309,-0.0024689,-0.005581861,-0.002755149,0.019464951,-0.01295278,0.011163722,0.000639588,0.025476186,0.029483676,0.042651143,-0.011306847,0.002737259,0.010090288,-0.015600586,0.038357403,0.029197427,-0.008193886,0.044082388,0.032489292,-0.00123445,-0.008372792,0.009124196,-0.00309507,-0.041792396,0.007764512,-0.009947163,0.044941138,0.030056175,-0.013024342,-0.019321827,0.019321827,0.008551697,-0.053814866,0.038071156,-0.037784904,0.012165595,-0.008444354,-0.029626802,-0.006905764,-0.028195554,-0.01080591,-0.0098756,-0.032203045,0.040361151,-0.033920541,0.004454754,-0.036067411,0.011879345,-0.011235285,0.020609949,-0.004579989,0.0074067,-0.017103394,0.01789058,0.011449971,-0.007836075,0.000427138,-0.007120451,0.008337011,0.00123445,-0.003273976,-0.007263576,-0.011449971,0.022756819,0.002576244,-0.013310592,-0.013382155,-0.011664659,-0.013453716,-0.005152487,-0.050379876,-0.034636162,-0.011306847,0.015028087,0.008480135,-0.047517382,-0.00586811,-0.008301229,-0.01416934,0.000876638,0.000326503,0.01080591,0.004150615,0.005259831,-0.008837947,0.017031832,-0.016316209,-0.036210533,-0.013883091,-0.000295195,0.014240902,0.020753073,-0.022899942,-0.038929902,0.00586811,-0.008050761,0.00016437,-0.001932183,0.001789058,0.017031832,0.045227386,-0.016745584,-0.005689205,0.008372792,0.008301229,-0.016674021,-0.004222177,0.005832329,0.016173085,-0.009374664,-0.006869983,-0.052669868,0.035065539,0.000123557,0.007478263,0.033491168,0.054387365,0.002254213,-0.007836075,-0.020323699,-0.019178702,-0.010376536,-0.039788652,-0.032632418,-0.012380281,-0.002540462,-0.016602458,-0.022756819,0.019608077,0.001887456,0.032918669,0.008050761,-0.013739966,0.006547953,-0.016674021,0.001574371,0.019321827,-0.016960271,-0.031201173,0.027766181,0.006655296,0.020753073,0.009804038,0.024903689,-0.043509893,0.015815273,-0.017962143,-0.043223642,0.033920541,-0.007764512,-0.006762639,0.017819017,-0.026621183,0.046658635,-0.004490536,0.024188064,-0.010304974,0.004651551,0.047231134,-0.038071156,0.009589351,-0.033920541,-0.027050557,0.050093625,0.008515916,-0.025189938,-0.008050761,0.011950907,0.004973582,0.014527151,-0.009374664,-0.003721241,0.019608077,0.049807377,0.016602458,0.02404494));
29 	    String indexName = "vector_index";
30 	    FieldSearchPath fieldSearchPath = fieldPath("plot_embedding_voyage_3_large");
31 	    int numCandidates = 200;
32       int limit = 10;
33       Bson criteria = Filters.or(
34                     Filters.lte("year", 2015),
35                     Filters.and(
36                             Filters.lte("year", 2015),
37                             Filters.eq("genres", "Action")));
38       VectorSearchOptions options = VectorSearchOptions
39                     .approximateVectorSearchOptions(numCandidates)
40                     .filter(criteria);
41       
42       // define pipeline 
43       List<Bson> pipeline = asList(
44           vectorSearch(
45            fieldSearchPath,
46            queryVector,
47            indexName,
48            limit,
49            options),
50           project(
51            fields(exclude("_id"), include("title"), include("plot"), include("year"),
52         		   include("genres"), metaVectorSearchScore("score"))));
53       
54 	    // run query and print results
55       collection.aggregate(pipeline)
56         .forEach(doc -> System.out.println(doc.toJson()));	
57     }
58   }
59 }

`<connection-string>` を Atlas 接続文字列で置き換え、ファイルを保存します。

接続stringにデータベースユーザーの認証情報が含まれていることを確認します。詳しくは、「ドライバーによる接続」を参照してください。

`AtlasVectorSearchTutorial.java` ファイルをコンパイルして実行します。

javac AtlasVectorSearchTutorial.java
java AtlasVectorSearchTutorial

1 {
2   "plot": 'Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ...',
3   "genres": [ 'Action', 'Adventure', 'Comedy' ],
4   "title": '3 Ninjas: High Noon at Mega Mountain',
5   "year": 1998,
6   "score": 0.7746343612670898
7 },
8 {
9   "plot": "A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new...",
10   "genres": [ 'Action', 'Adventure', 'Family' ],
11   "title": 'White Wolves: A Cry in the Wild II',
12   "year": 1993,
13   "score": 0.770106315612793
14 },
15 {
16   "plot": 'A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates.',
17   "genres": [ 'Action', 'Adventure', 'Sci-Fi' ],
18   "title": 'Space Raiders',
19   "year": 1983,
20   "score": 0.7569591999053955
21 },
22 {
23   "plot": 'Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents.',
24   "genres": [ 'Adventure', 'Family', 'Fantasy' ],
25   "title": 'The Ewok Adventure',
26   "year": 1984,
27   "score": 0.7515435218811035
28 },
29 {
30   "plot": 'A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal.',
31   "genres": [ 'Adventure', 'Comedy', 'Fantasy' ],
32   "title": 'Time Bandits',
33   "year": 1981,
34   "score": 0.7513599395751953
35 },
36 {
37   "plot": 'A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land.',
38   "genres": [ 'Adventure', 'Family', 'Fantasy' ],
39   "title": 'Chitty Chitty Bang Bang',
40   "year": 1968,
41   "score": 0.7492260932922363
42 },
43 {
44   "plot": 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.',
45   "genres": [ 'Action', 'Adventure', 'Comedy' ],
46   "title": 'Forest Warrior',
47   "year": 1996,
48   "score": 0.7473714351654053
49 },
50 {
51   "plot": 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.',
52   "genres": [ 'Action', 'Adventure', 'Comedy' ],
53   "title": 'Forest Warrior',
54   "year": 1996,
55   "score": 0.7473714351654053
56 },
57 {
58   "plot": 'A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors.',
59   "genres": [ 'Action', 'Fantasy', 'Adventure' ],
60   "title": 'Warriors of Virtue',
61   "year": 1997,
62   "score": 0.7464213371276855
63 },
64 {
65   "plot": 'A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see...',
66   "genres": [ 'Animation', 'Adventure', 'Fantasy' ],
67   "title": 'Taxandria',
68   "year": 1994,
69   "score": 0.7453246116638184
70 }

javac AtlasVectorSearchTutorial.java
java AtlasVectorSearchTutorial

1 {
2   "plot": "Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.",
3   "genres": [ 'Action', 'Adventure', 'Fantasy' ],
4   "title": 'Star Wars: Episode IV - A New Hope',
5   "released": ISODate('1977-05-25T00:00:00.000Z'),
6   "score": 0.79868483543396
7 },
8 {
9   "plot": "A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule.",
10   "genres": [ 'Action', 'Adventure', 'Sci-Fi' ],
11   "title": 'Dune',
12   "released": ISODate('1984-12-14T00:00:00.000Z'),
13   "score": 0.7949700355529785
14 },
15 {
16   "plot": 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...',
17   "genres": [ 'Action', 'Adventure', 'Sci-Fi' ],
18   "title": 'Message from Space',
19   "released": ISODate('1978-10-30T00:00:00.000Z'),
20   "score": 0.7913978099822998
21 },
22 {
23   "plot": 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...',
24   "genres": [ 'Action', 'Adventure', 'Sci-Fi' ],
25   "title": 'Message from Space',
26   "released": ISODate('1978-10-30T00:00:00.000Z'),
27   "score": 0.7913978099822998
28 },
29 {
30   "plot": 'After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke.',
31   "genres": [ 'Action', 'Adventure', 'Fantasy' ],
32   "title": 'Star Wars: Episode V - The Empire Strikes Back',
33   "released": ISODate('1980-06-20T00:00:00.000Z'),
34   "score": 0.7809884548187256
35 },
36 {
37   "plot": 'After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force.',
38   "genres": [ 'Action', 'Adventure', 'Fantasy' ],
39   "title": 'Star Wars: Episode VI - Return of the Jedi',
40   "released": ISODate('1983-05-25T00:00:00.000Z'),
41   "score": 0.7784996032714844
42 },
43 {
44   "plot": 'Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory.',
45   "genres": [ 'Action', 'Adventure', 'Fantasy' ],
46   "title": 'Star Wars: Episode I - The Phantom Menace',
47   "released": ISODate('1999-05-19T00:00:00.000Z'),
48   "score": 0.7766742706298828
49 },
50 {
51   "plot": 'The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ...',
52   "genres": [ 'Adventure', 'Family', 'Fantasy' ],
53   "title": 'Ewoks: The Battle for Endor',
54   "released": ISODate('1985-11-24T00:00:00.000Z'),
55   "score": 0.7676119804382324
56 },
57 {
58   "plot": 'A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet.',
59   "genres": [ 'Action', 'Adventure', 'Fantasy' ],
60   "title": 'Krull',
61   "released": ISODate('1983-07-29T00:00:00.000Z'),
62   "score": 0.7624373435974121
63 },
64 {
65   "plot": 'An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn.',
66   "genres": [ 'Action', 'Adventure', 'Fantasy' ],
67   "title": 'Starcrash',
68   "released": ISODate('1979-03-09T00:00:00.000Z'),
69   "score": 0.7582714557647705
70 }

`atlas-vector-search-tutorial.js` というファイルを作成します。

試したいプレフィルター演算子のサンプルクエリをコピーして、`atlas-vector-search-tutorial.js` ファイルに貼り付けます。

_idフィールドを除外し、結果にはtitle 、 genres 、 plot 、およびyearフィールドのみが含まれます。
結果内の各ドキュメントのベクトル検索スコアを表示するscoreという名前のフィールドを追加します。

フィルターでは、 $and集計パイプライン演算子を使用して、次の両方の条件に一致するドキュメントを検索します。

genresフィールドでフィルタリングして、 drama 、 western 、またはcrimeジャンルではなく、 action 、 adventure 、またはfamilyジャンルに含まれる映画を検索します。
yearフィールドでフィルタリングして、 1960から2000年（両端を含む）の間にリリースされた映画を検索します。

1 const { MongoClient } = require("mongodb");
2 
3 // connect to your Atlas cluster
4 const uri = "<connection-string>";
5     
6 const client = new MongoClient(uri);
7 
8 async function run() {
9   try {
10     await client.connect();
11 
12     // set namespace
13     const database = client.db("sample_mflix");
14     const coll = database.collection("embedded_movies");
15 
16     // define pipeline
17     const agg = [
18       {
19         '$vectorSearch': {
20           'index': 'vector_index', 
21           'path': 'plot_embedding_voyage_3_large', 
22           'filter': {
23             '$and': [
24               {
25                 'genres': {
26                   '$nin': [
27                     'Drama', 'Western', 'Crime'
28                   ], 
29                   '$in': [
30                     'Action', 'Adventure', 'Family'
31                   ]
32                 }
33               }, {
34                 'year': {
35                   '$gte': 1960, 
36                   '$lte': 2000
37                 }
38               }
39             ]
40           }, 
41           'queryVector': [-0.021090532,-0.026399033,-0.024103465,-0.025538195,-0.000549233,0.011836523,-0.013199517,-0.003766167,-0.005165028,-0.02238179,0.037876874,0.010617003,0.010903949,-0.001354026,0.006850836,-0.018005863,-0.02195137,0.019512329,-0.041894119,-0.008357302,0.027546817,-0.025251249,0.004340059,-0.02195137,-0.003748232,-0.006205208,0.021377478,0.008931194,-0.00173961,-0.009827901,-0.016642869,-0.033572685,-0.026399033,0.015208139,0.010114847,-0.0233861,-0.011406104,-0.033142265,-0.008895326,-0.014347301,-0.019081909,-0.049067769,0.034433521,-0.023673046,0.004160717,-0.01334299,-0.06714537,0.032568373,-0.022525262,-0.024677357,0.011334368,0.027403345,0.026399033,-0.016786342,-0.015925504,0.013916882,-0.005487842,-0.0233861,0.026542507,-0.052798066,-0.025681669,-0.025394723,0.014203828,0.014921193,-0.031564061,0.010760476,0.010688739,0.013916882,-0.037876874,0.039598551,-0.000816003,0.003766167,-0.001694775,0.026972925,-0.009469219,0.015351612,-0.007245387,0.028981548,-0.035724778,0.010688739,0.001228488,0.004106915,-0.024677357,0.028551128,-0.033716157,-0.013486463,0.018292809,-0.018221073,0.009612692,-0.003622693,-0.001138817,-0.021234006,-0.045624416,0.020803586,0.007675806,-0.009612692,-0.021664424,-0.026685979,-0.025968615,0.001775478,-0.007496465,0.02051664,-0.054519743,0.018221073,0.014132091,-0.009684428,-0.025825141,-0.014921193,-0.057389203,-0.020660114,-0.028264182,-0.008931194,-0.019942747,-0.003228143,-0.014419037,0.021234006,-0.004573202,0.007317123,0.018651491,-0.016571132,-0.036155198,-0.032855317,0.000726332,-0.031851009,0.018938437,0.021234006,-0.048206929,0.017934127,-0.013414727,-0.009469219,0.064849801,0.006348681,-0.039024659,0.021377478,-0.022668736,-0.026829453,-0.019081909,0.027977237,-0.004627005,-0.038450766,0.004465597,-0.041894119,0.008213829,0.03055975,0.052224174,-0.00277979,-0.032137953,-0.013629936,0.022094844,-0.005918262,0.020660114,0.010617003,-0.020373167,-0.001614071,0.021090532,-0.005523711,0.004878082,-0.021090532,0.029698912,0.000726332,0.003371616,-0.022238316,0.008715985,0.038737711,0.013486463,-0.008536644,0.040172443,0.017503707,-0.028838074,0.061693393,-0.003066736,0.008285566,-0.034576993,0.01578203,-0.02238179,0.015925504,0.066571474,-0.038737711,-0.050215553,0.009325746,-0.010903949,-0.041607171,-0.006384549,0.026972925,-0.000119374,-0.003066736,-0.024103465,0.005093292,0.028981548,0.026829453,-0.001703742,0.043041904,0.010186584,0.010688739,0.004357993,-0.016571132,-0.010545266,-0.033142265,-0.005559579,-0.000365408,-0.00717365,0.019655801,0.047633037,0.044476632,0.01456251,-0.002977065,0.025681669,-0.015423348,-0.02051664,-0.019512329,0.014705983,0.002977065,0.03055975,-0.014347301,0.024390411,0.005882393,-0.012195205,0.004071047,-0.028694602,0.031277116,-0.010114847,0.005272633,0.017934127,0.037589926,-0.046198308,-0.02195137,-0.037876874,0.021234006,-0.034720469,-0.018005863,0.03055975,-0.015495085,-0.035150886,0.004178651,0.005882393,0.075753748,0.00595413,-0.083214343,-0.016284186,0.022238316,-0.032998793,-0.00491395,-0.009254009,-0.007819279,0.046198308,-0.008464907,0.014634247,0.031707536,-0.00317434,-0.026255561,-0.010617003,-0.033285737,0.020086221,-0.016858079,-0.012195205,-0.041894119,0.000721849,0.038163818,0.02238179,0.011406104,0.010330057,0.032137953,-0.01047353,0.039311603,-0.01291257,-0.03099017,-0.018938437,-0.013271254,-0.001820314,-0.005380238,0.003299879,-0.024533885,-0.001093982,0.012123469,-0.005236765,0.014132091,-0.018221073,0.013629936,0.022238316,-0.00317434,0.034003101,0.019081909,0.008034488,-0.02912502,0.026542507,-0.011334368,-0.077475421,0.038163818,-0.003568891,0.019081909,0.019512329,0.002385239,-0.032568373,-0.020373167,0.038737711,-0.013773409,0.01621245,-0.028407656,-0.021090532,-0.004411795,-0.013916882,-0.001533368,0.004322124,-0.024820831,0.004627005,-0.004591136,0.014849456,-0.014275564,-0.020229694,0.0233861,0.015566821,0.022525262,-0.024390411,-0.028694602,0.001766511,-0.036011726,0.006456285,-0.011262631,0.005523711,0.012266942,-0.019225383,-0.015423348,0.011836523,-0.011334368,-0.009827901,-0.011119158,0.007030177,0.00277979,0.004537334,-0.016571132,0.013127781,-0.013701673,-0.016571132,0.002941197,0.000959476,-0.004483532,0.010760476,0.043041904,-0.032568373,-0.015423348,0.006169339,-0.02094706,-0.050215553,0.012769097,0.015495085,0.001318158,0.00164994,-0.045337472,0.001533368,0.005595447,0.039311603,-0.030703224,0.023242628,-0.008787721,-0.021234006,-0.021234006,-0.001524401,0.007281255,0.01334299,0.00164994,-0.005451974,-0.011047422,-0.021234006,-0.033572685,-0.015423348,-0.005236765,0.025681669,-0.02051664,-0.024103465,-0.021377478,-0.00738886,-0.031707536,0.017790653,-0.026829453,0.007783411,-0.003335747,0.024677357,0.006384549,0.035724778,-0.004017244,-0.018651491,-0.014060355,-0.029842386,-0.012553888,0.006994309,-0.00317434,0.018292809,0.019942747,-0.01169305,0.002456975,0.010330057,-0.031707536,0.00799862,-0.019655801,-0.006205208,-0.012769097,-0.035294361,0.026112087,-0.004483532,0.02094706,0.019081909,0.001676841,-0.040746335,-0.004035179,-0.014992929,0.004375927,-0.049928606,-0.02051664,0.004268322,0.015351612,-0.037016038,-0.001452664,-0.021234006,-0.005738921,-0.051650282,-0.008285566,0.012840834,-0.015925504,0.018794963,-0.001228488,-0.035868254,-0.00347922,-0.003264011,0.002528712,0.01477772,-0.010545266,0.018221073,0.018149335,-0.028838074,-0.012984307,-0.037302982,-0.041607171,-0.043328848,-0.019799275,-0.019225383,-0.011047422,0.011908259,0.021664424,-0.012553888,0.004662873,0.005451974,-0.024533885,0.0067791,0.022812208,-0.037589926,-0.031564061,0.007101914,-0.00760407,-0.025107777,0.015566821,0.020803586,-0.033572685,0.062841177,0.034146577,-0.007532333,-0.001865149,-0.023673046,0.032424901,0.018508019,-0.005703052,-0.015853768,0.019655801,0.042181063,0.006671495,-0.004573202,0.024390411,0.009756165,-0.00029143,0.000107605,0.032711845,-0.005523711,-0.015566821,0.009110536,0.017216761,0.006241076,-0.003945508,0.007783411,0.024246939,0.048206929,0.00277979,-0.002367305,-0.05107639,-0.016284186,-0.016929815,0.016858079,0.000703914,-0.021234006,0.021234006,-0.014634247,0.001389895,0.008321434,-0.016499396,0.014921193,0.025394723,0.035437834,0.013486463,-0.022668736,-0.012338678,-0.034003101,-0.005559579,-0.008106225,0.023959992,-0.019368855,0.024533885,-0.000600793,0.009756165,-0.001936886,-0.014490774,0.018077599,0.004447663,0.011262631,-0.003658562,0.043328848,-0.018938437,0.00799862,-0.018221073,0.041320227,0.000363166,-0.003730298,0.002851526,-0.024103465,0.003515089,-0.0135582,-0.003497155,-0.006814968,0.014060355,0.027116399,-0.003192274,0.011406104,0.042468011,-0.036442146,-0.007245387,0.032424901,-0.038737711,0.008680117,-0.035581306,0.027546817,0.021664424,-0.000757717,-0.022238316,0.018221073,-0.006205208,0.005093292,0.001264356,-0.002116227,0.001098465,0.017431971,-0.042181063,0.010760476,0.033285737,0.002708053,-0.007352991,-0.009827901,-0.031994481,-0.020803586,0.009971374,-0.014849456,-0.003658562,0.024964303,-0.001793413,0.021090532,0.01578203,0.012984307,0.006922573,-0.032711845,-0.013701673,0.00390964,0.017503707,-0.015351612,0.006922573,0.028694602,0.012266942,-0.027259871,0.007675806,-0.002295568,-0.020086221,0.00595413,-0.027833764,0.001551302,0.008644248,-0.002187963,0.00040576,0.024964303,0.013916882,-0.015925504,0.014347301,-0.011549577,0.018938437,-0.032424901,0.003730298,0.003281945,0.032998793,0.005595447,0.025681669,0.011047422,0.026399033,0.02912502,-0.006241076,0.004627005,0.024390411,0.001542335,-0.034576993,0.011477841,-0.00491395,-0.014347301,0.023529572,-0.004770477,-0.014921193,-0.028264182,0.02812071,0.00164994,0.008680117,-0.005416106,0.035581306,-0.02812071,0.006097603,-0.016355922,-0.010114847,0.033142265,-0.021807898,0.001228488,-0.002170029,-0.032711845,0.018149335,0.014132091,0.03055975,0.031133642,-0.011979996,0.008967063,-0.013486463,-0.02812071,0.052224174,0.004124849,-0.008715985,-0.034863941,0.025251249,0.07977099,-0.000072297,-0.014705983,0.033142265,0.024103465,-0.004232454,-0.007496465,-0.024246939,-0.029698912,-0.009469219,0.010114847,0.001201586,0.00860838,0.012051732,-0.006025866,0.014490774,0.014992929,0.01169305,-0.003192274,0.005308501,0.0045194,0.017575443,0.001022245,-0.018794963,-0.001847215,0.011119158,0.02051664,-0.006886704,0.010330057,-0.003353682,0.018794963,0.013773409,0.026399033,0.007962752,-0.018221073,-0.012553888,-0.003586825,-0.002170029,0.047633037,0.011908259,0.007209518,0.045624416,0.028694602,0.004357993,0.023959992,0.004232454,0.009182272,0.003012933,0.035294361,-0.055954475,0.014849456,0.012553888,0.004340059,-0.000511123,-0.024390411,0.011406104,0.013127781,0.013629936,-0.011406104,0.002582514,-0.004555268,0.005559579,0.000569409,0.017934127,-0.014060355,0.02912502,0.003819969,0.011190895,-0.011262631,0.017001551,0.012553888,-0.02238179,0.024246939,0.032281429,0.032711845,-0.016714605,-0.021520952,0.016355922,-0.011334368,-0.003891705,-0.008572512,-0.016929815,0.0135582,-0.057963096,0.015566821,0.001856182,-0.002456975,-0.000766684,0.005380238,0.000923607,0.035581306,0.005272633,-0.009612692,0.018651491,-0.023959992,-0.001416796,0.033285737,-0.002725987,0.024533885,-0.010186584,0.003802035,-0.029268494,-0.011764786,0.003837903,0.022955682,0.053945851,-0.002232799,0.019512329,0.014419037,0.028407656,0.004985687,0.00210726,0.005774789,0.032568373,-0.024964303,0.019655801,-0.012123469,0.031994481,0.015638558,0.038450766,-0.011979996,0.033716157,0.019368855,0.017431971,0.022668736,0.015423348,-0.001927919,-0.001102949,0.028694602,-0.013701673,-0.036155198,-0.010688739,0.000535782,-0.021807898,-0.005200896,-0.040459387,0.007137782,-0.006492154,-0.00277979,0.020803586,0.027833764,-0.000780134,0.000600793,-0.025538195,-0.011764786,0.021090532,0.028694602,-0.016929815,-0.025251249,0.029268494,-0.013271254,0.014634247,0.000376617,-0.025251249,-0.026255561,-0.037302982,0.003138472,-0.024677357,-0.019799275,0.025825141,-0.040746335,0.002510778,-0.031851009,-0.014347301,-0.00158717,-0.046772201,-0.028838074,0.006635627,-0.001058113,0.014132091,-0.00286946,0.019368855,0.007281255,0.036155198,0.065710634,0.018794963,-0.029268494,0.003461286,0.012984307,0.006133471,0.003497155,0.046198308,-0.014132091,-0.010186584,0.028981548,-0.000286946,-0.003102604,0.011190895,0.014490774,-0.020660114,-0.00347922,-0.004842214,-0.000506639,0.002600448,0.017073289,-0.011836523,-0.026685979,-0.023959992,0.023673046,-0.006958441,0.040172443,-0.031133642,0.009182272,-0.015638558,-0.002421107,0.004555268,0.014705983,-0.028407656,-0.014921193,-0.015710294,-0.008751853,-0.006420417,-0.038450766,-0.011908259,0.006133471,0.002474909,-0.008070357,-0.01025832,-0.011119158,0.004465597,0.010903949,0.009074667,0.030703224,-0.019368855,-0.007891015,0.007675806,-0.005093292,0.023099154,0.022094844,0.00738886,0.007066045,-0.023242628,-0.020660114,0.009397482,-0.006635627,0.009540955,0.006348681,-0.013773409,-0.000186067,-0.021234006,-0.017145025,-0.007030177,0.010114847,0.024390411,-0.024964303,-0.041033279,0.0135582,0.014060355,0.008715985,0.018794963,-0.039598551,-0.015208139,0.027977237,0.020086221,0.012195205,-0.010760476,-0.025538195,0.025394723,0.012697361,-0.053371958,-0.008249698,0.005846525,-0.045624416,-0.027977237,-0.012410415,-0.02195137,-0.022955682,0.011477841,0.026972925,-0.031420588,-0.012051732,-0.015925504,-0.004322124,-0.017145025,0.012840834,0.01578203,-0.010186584,-0.00091464,-0.028264182,0.00369443,-0.029985858,-0.009899638,0.018794963,0.053945851,0.007317123,-0.020086221,0.008967063,-0.001506467,-0.006850836,0.011477841,-0.003120538,-0.005631316,-0.027977237,0.01047353,0.003120538,-0.001354026,-0.004160717,-0.004698741,-0.049067769,0.021807898,-0.037589926,0.03672909,-0.004878082,-0.006241076,0.000049879,0.014203828,-0.027259871,0.004196586,-0.002421107,0.008106225,-0.00760407,-0.003802035,-0.016140714,0.038737711,-0.010043111,-0.037589926,-0.062267285,-0.001506467,-0.006384549,-0.012697361,-0.011190895,-0.01578203,0.014132091,-0.02238179,-0.024677357,0.011621314,-0.028407656,0.010688739,0.039311603,0.009254009,-0.009612692,-0.040459387,0.021234006,0.007926884,-0.057102256,-0.045624416,0.003497155,-0.003120538,-0.015853768,-0.006528022,0.011334368,-0.008177961,-0.033716157,0.010114847,0.035868254,-0.021807898,-0.010975685,-0.039024659,0.021234006,0.001990688,-0.009756165,-0.003819969,-0.033142265,-0.035150886,0.028407656,0.007711674,0.018364545,0.005416106,0.010545266,-0.032281429,0.01291257,0.003102604,-0.009756165,0.05107639,-0.001080531,-0.043615796,0.025968615,0.012697361,0.024820831,0.024246939,-0.020086221,-0.012195205,0.00760407,0.009540955,-0.003802035,0.043328848,-0.010043111,0.003891705,-0.054519743,0.043041904,-0.032711845,0.024820831,0.018651491,-0.008357302,0.009540955,-0.003156406,-0.019081909,-0.025825141,-0.02912502,0.026255561,-0.017216761,0.010401793,-0.028551128,-0.005200896,0.012625624,-0.008142093,0.039311603,-0.00082497,-0.003784101,0.037876874,0.006599758,-0.021520952,0.047633037,0.012410415,-0.01477772,0.023529572,0.004985687,-0.031707536,0.007675806,-0.017934127,-0.034863941,0.018794963,-0.011119158,-0.027546817,0.009612692,0.00760407,0.057102256,0.006241076,0.007281255,-0.007675806,-0.008285566,0.012553888,-0.007245387,0.016284186,-0.024964303,0.007030177,-0.011836523,-0.045050524,0.021090532,-0.021664424,0.00369443,0.037016038,-0.010186584,-0.00656389,0.016355922,0.019225383,0.009002931,-0.008034488,-0.004555268,0.046772201,-0.014347301,0.014347301,-0.023959992,0.017790653,0.031133642,-0.025825141,0.035581306,-0.012769097,0.017360235,0.024677357,0.000046517,0.010903949,0.011262631,-0.000573892,0.026829453,-0.024820831,-0.001309191,0.008177961,-0.002143128,-0.018651491,-0.026685979,-0.040172443,-0.018651491,0.007568201,-0.018794963,0.003281945,-0.014347301,0.005738921,-0.020373167,-0.02051664,-0.028551128,-0.040172443,-0.017718917,0.046198308,0.003802035,-0.005523711,0.07345818,0.000412485,-0.025968615,0.024246939,-0.024964303,0.024820831,0.005882393,0.011190895,0.020086221,-0.029411966,-0.029842386,0.006922573,-0.004286256,0.0233861,-0.0135582,0.000551474,0.026255561,0.019799275,0.003568891,-0.025681669,-0.009469219,-0.002636316,0.013486463,0.050215553,-0.040459387,-0.003622693,0.019225383,-0.015853768,-0.017001551,0.028407656,0.02812071,0.01477772,-0.007209518,0.046198308,0.024246939,0.035868254,-0.019225383,-0.030272804,0.006599758,0.000473013,-0.018364545,0.033429209,-0.0233861,0.021664424,0.028694602,-0.009684428,-0.002815658,0.015136402,0.006994309,0.017360235,-0.027116399,0.042181063,-0.018794963,-0.037589926,-0.018508019,-0.012266942,-0.00277979,-0.01334299,-0.020373167,-0.004949819,-0.018651491,0.026829453,-0.011979996,0.00799862,0.040459387,-0.00738886,0.008249698,0.017718917,-0.042754956,-0.011119158,-0.043615796,-0.009325746,-0.009612692,-0.008285566,-0.008213829,0.012625624,0.000919124,-0.041033279,0.000636661,-0.045911364,-0.001909984,-0.016642869,0.013414727,0.03055975,-0.013414727,0.010186584,0.056241419,-0.008321434,-0.000200638,0.006205208,0.012625624,0.009756165,-0.035294361,0.034003101,-0.023529572,0.031564061,-0.026399033,0.029268494,0.001183652,0.01334299,0.004035179,-0.00491395,-0.002241766,-0.011764786,0.029268494,-0.011621314,0.037302982,-0.020086221,0.018651491,-0.01578203,-0.025825141,0.002528712,0.057102256,0.046198308,-0.006169339,0.008249698,0.009397482,-0.008142093,-0.037876874,-0.041607171,-0.01169305,-0.013773409,-0.020086221,-0.038737711,-0.019799275,-0.035437834,0.019368855,-0.001246422,-0.013845146,-0.037876874,-0.006814968,-0.003066736,0.003730298,0.016499396,0.012840834,0.02051664,-0.006994309,0.009182272,-0.00738886,-0.000193913,-0.037016038,0.007281255,-0.016427658,-0.003568891,0.02912502,0.021807898,0.02912502,0.004124849,-0.012625624,0.02195137,-0.036155198,0.011334368,0.018651491,0.040459387,0.006205208,0.015064666,-0.023959992,0.017360235,-0.000567167,0.032998793,-0.023099154,0.075753748,-0.038737711,-0.005057423,-0.019799275,0.014849456,-0.050215553,-0.001111916,-0.006169339,0.009469219,-0.019081909,-0.013127781,-0.028838074,-0.013414727,-0.008213829,0.006312812,-0.008177961,-0.021664424,-0.010832212,-0.012697361,0.014634247,0.004393861,-0.045337472,-0.010975685,-0.030703224,-0.003228143,-0.014849456,-0.034003101,0.009612692,-0.004806346,-0.006492154,0.018938437,0.00277979,0.023816518,-0.003407484,-0.01169305,0.006276944,-0.024820831,0.00189205,0.006814968,-0.019655801,0.035294361,0.009038799,0.006922573,0.011334368,-0.018651491,-0.009899638,0.029985858,-0.008285566,-0.013845146,0.032424901,-0.024533885,-0.024677357,0.031420588,0.003604759,0.004232454,0.01578203,-0.025107777,0.003784101,0.006276944,-0.010832212,0.009074667,-0.040172443,0.048780821,0.02094706,-0.009110536,0.008680117,-0.014132091,0.023816518,0.012051732,-0.012123469,-0.032998793,-0.032424901,-0.021664424,-0.025538195,-0.01047353,0.009002931,-0.039311603,-0.004806346,0.023673046,-0.012123469,-0.006850836,-0.030272804,0.043615796,0.002456975,0.001273323,-0.007711674,-0.008177961,0.06714537,-0.043615796,0.017216761,0.00882359,-0.005416106,-0.014060355,0.034146577,-0.022812208,-0.009899638,-0.00390964,-0.032137953,0.007245387,0.047633037,-0.007352991,0.006097603,-0.019225383,-0.027833764,-0.010545266,0.002905329,-0.002797724,0.038450766,-0.013629936,-0.008106225,-0.001143301,-0.000014361,-0.043328848,0.029698912,0.027690291,0.002143128,0.012051732,-0.02812071,0.024677357,-0.012984307,0.008715985,-0.005523711,0.039024659,-0.020373167,-0.028838074,0.026972925,0.018364545,-0.010114847,-0.011406104,0.033572685,-0.028838074,0.024677357,-0.011836523,-0.009612692,-0.03672909,0.025107777,-0.025251249,-0.009182272,0.002618382,0.030416278,-0.003210209,0.033859629,-0.015208139,-0.015279875,0.010975685,0.014132091,-0.010545266,-0.002600448,0.003945508,-0.001990688,-0.008859458,0.024533885,0.027116399,-0.005487842,-0.028551128,0.008321434,0.016714605,0.010617003,0.043328848,0.025251249,-0.033429209,0.005667184,-0.012840834,0.037589926,-0.012482151,0.002546646,0.01477772,-0.003120538,0.012984307,-0.054232799,-0.013199517,-0.029985858,-0.023673046,-0.014992929,-0.010760476,0.0233861,-0.02912502,-0.020803586,-0.010545266,0.022238316,0.005021555,0.041033279,0.016140714,-0.006097603,0.015351612,-0.017790653,-0.007675806,-0.032281429,-0.012338678,0.02955544,-0.016427658,0.039885495,0.001192619,-0.006241076,-0.000663563,-0.008070357,-0.001452664,0.025681669,-0.020803586,-0.010401793,0.001443697,0.012410415,0.007926884,-0.034003101,0.017360235,0.000999828,0.019799275,-0.001102949,0.005918262,0.010545266,-0.023529572,0.016714605,0.016571132,0.003604759,0.016140714,-0.020660114,-0.007101914,0.014132091,-0.035437834,-0.018938437,0.019225383,-0.006886704,-0.03629867,0.010545266,-0.017216761,0.005595447,-0.022812208,0.009971374,0.003371616,-0.022955682,-0.013701673,-0.019368855,-0.022238316,0.004627005,0.008213829,0.002600448,0.012769097,-0.027116399,0.015279875,-0.017073289,-0.019512329,-0.010043111,0.003120538,0.0045194,-0.024246939,0.010903949,0.001667874,-0.008895326,0.031277116,-0.016571132,-0.012266942,0.006348681,0.048493877,-0.010186584,0.001506467,0.022955682,-0.012625624,0.018938437,-0.004698741,-0.009002931,0.008249698,0.035724778,0.002887394,-0.00399931,0.007747543,-0.000780134,-0.001389895,-0.003138472,-0.016284186,-0.041033279,-0.018364545,-0.001847215,-0.011190895,0.006061735,-0.044189688,0.033859629,-0.010043111,0.040172443,-0.025251249,-0.006241076,-0.01621245,-0.028694602,-0.001345059,-0.021377478,0.037876874,0.007675806,0.006528022,0.019942747,-0.006133471,0.014275564,-0.005380238,-0.043328848,-0.05825004,0.019512329,-0.00090119,-0.018364545,-0.023099154,-0.003407484,0.026829453,-0.06542369,-0.024677357,0.011262631,-0.002618382,-0.013916882,0.031133642,-0.016427658,-0.017934127,0.020086221,-0.009827901,0.009899638,0.011621314,-0.005308501,0.021377478,-0.011621314,0.009971374,-0.037876874,-0.013916882,0.014419037,-0.001748577,0.014132091,-0.026972925,0.002725987,-0.03672909,-0.004017244,0.005738921,0.001748577,-0.014921193,-0.013127781,0.033572685,-0.022094844,-0.038163818,-0.030129332,0.005057423,0.034576993,0.028264182,0.029698912,-0.003443352,0.022238316,-0.026255561,-0.029842386,0.001883083,-0.006241076,-0.032711845,0.008429039,0.019799275,0.015710294,-0.019368855,-0.00882359,-0.007101914,-0.013414727,-0.004698741,0.01477772,-0.015351612,-0.018508019,0.034290049,-0.012984307,0.008859458,-0.010688739,-0.000573892,0.028694602,0.002313502,0.023959992,-0.013199517,-0.004770477,-0.035294361,0.003228143,0.004949819,-0.041033279,-0.015638558,0.02812071,0.009612692,-0.010760476,-0.005057423,0.010043111,-0.035868254,-0.003192274,0.016427658,-0.007711674,0.012051732,-0.013773409,0.034720469,0.00760407,0.009469219,0.012840834,-0.007962752,-0.024677357,0.006348681,-0.01334299,-0.00308467,0.012984307,0.015208139,0.02955544,0.002116227,0.000403518,-0.02195137,-0.015136402,0.002905329,0.008321434,-0.028981548,-0.035294361,-0.024533885,0.002994999,-0.017073289,-0.021664424,0.013414727,0.006384549,-0.024964303,0.018508019,0.002941197,0.01047353,-0.022668736,0.00421452,-0.034433521,0.005380238,-0.018938437,0.017001551,0.019081909,-0.002636316,-0.006456285,0.008644248,0.008859458,0.011190895,-0.00760407,0.006707363,0.007066045,-0.017718917,0.012195205,-0.037589926,-0.001013278,-0.002456975,-0.003658562,0.016499396,-0.00286946,0.002851526,-0.013414727,0.027977237,-0.040459387,-0.000515606,0.017431971,-0.00882359,0.029985858,-0.007532333,-0.01169305,-0.011836523,0.022525262,0.004627005,0.027403345,-0.010688739,-0.011334368,-0.031564061,-0.018221073,0.023959992,-0.016858079,0.045624416,0.017288497,-0.023529572,-0.016786342,0.042181063,0.003748232,-0.017288497,-0.008142093,-0.004268322,0.040172443,-0.019368855,0.006671495,-0.001488532,0.042754956,-0.020229694,-0.028694602,-0.041033279,0.01047353,0.004286256,0.004411795,-0.019081909,0.020803586,0.03672909,-0.008142093,-0.008751853,0.001640973,-0.014347301,-0.038450766,0.000522331,-0.020229694,-0.018508019,0.035581306,0.050789446,0.055093635,-0.021807898,0.038163818,-0.011262631,0.025251249,-0.034290049,0.045050524,0.0067791,-0.02094706,-0.048206929,0.008859458,0.007137782,-0.024677357,0.012769097,0.006025866,-0.035294361,0.009612692,-0.04476358,0.007675806,0.037876874,0.005236765,0.001156751,0.012625624,0.01025832,0.023529572,0.015423348,0.004160717,-0.021664424,-0.017862389,0.015925504,0.041033279,0.023242628,0.019512329,0.037876874,-0.018005863,-0.006635627,0.001981721,0.016571132,0.009540955,0.010114847,0.008715985,0.006599758,0.012410415,0.005236765,-0.014992929,0.03099017,-0.002797724,-0.039885495,0.05825004,0.000159165,0.016140714,0.043041904,-0.000887739,0.008034488,0.024964303,-0.028838074,-0.015638558,0.009182272,-0.033859629,-0.001963787,-0.008070357,-0.009612692,-0.012410415,0.003676496,-0.047633037,0.005236765,0.032711845,0.002439041,0.017073289,-0.011621314,-0.011764786,-0.018651491,0.003927574,0.002456975,-0.019225383,0.018938437,0.046198308,0.019081909,-0.045624416,-0.015423348,0.009182272,0.020086221,0.008393171,-0.003855837,-0.019942747,-0.02094706,0.000883256,0.015064666,-0.010688739,0.011119158,0.015495085,0.014490774,-0.022238316,0.012051732,0.012769097,-0.019081909,-0.005344369,-0.011621314,0.017145025,-0.008249698,-0.005344369,0.022812208,0.002286601,-0.009002931,0.028407656,-0.001865149,-0.013701673,-0.013845146,-0.006492154,0.022812208,-0.030416278,-0.035294361,-0.042754956,-0.016284186,0.007137782,0.002510778,0.008572512,-0.013701673,0.00656389,-0.006671495,0.012697361,-0.022238316,-0.001856182,0.006276944,0.006599758,0.008680117,-0.006133471,0.006958441,-0.023816518,0.008177961,0.009254009,0.003335747,-0.006635627,-0.015853768,0.007532333,-0.048206929,-0.05825004,-0.025394723,-0.031420588,-0.001049146,0.021377478,-0.023816518,-0.046198308,0.026112087,0.0045194,-0.028694602,-0.007747543,-0.024533885,-0.024677357,-0.032281429,0.018794963,-0.032711845,-0.009684428,0.011190895,-0.001380928,0.015279875,-0.025107777,-0.005738921,-0.004340059,-0.002170029,-0.017718917,-0.020373167,0.010186584,-0.009971374,-0.025394723,0.003622693,-0.048493877,0.015638558,-0.036155198,-0.016427658,-0.000600793,0.003281945,0.022094844,-0.009110536,-0.017145025,-0.023242628,-0.014921193,0.023673046,0.02195137,-0.025394723,0.003371616,-0.032998793,-0.000959476,-0.037589926,-0.013271254,-0.04476358,-0.015423348,-0.018651491,-0.049067769,0.033429209,-0.002089326,-0.033716157,-0.000932575,-0.001080531,0.036155198,-0.004106915,0.005272633,-0.02195137,-0.010043111,-0.027403345,-0.035868254,0.006814968,0.039598551,0.037302982,-0.041320227,-0.025394723,-0.025394723,-0.000699431,0.003604759,0.016355922,-0.00799862,-0.006994309,0.035150886,0.020229694,-0.007747543,0.017647181,0.026399033,-0.030416278,-0.011908259,0.026542507,-0.012195205,0.034146577,-0.006169339,-0.008859458,0.0045194,0.019799275,-0.031277116,-0.022812208,0.007066045,0.039885495,0.001264356,-0.026542507,-0.016355922,0.002214865,-0.018938437,-0.02955544,-0.008070357,-0.006420417,-0.001389895,0.002241766,-0.018292809,0.016355922,-0.002134161,0.037302982,0.00180238,-0.013199517,-0.020086221,-0.011621314,0.021377478,-0.005272633,-0.02195137,-0.017216761,0.037876874,0.033142265,0.041607171,-0.011477841,0.031133642,-0.045050524,-0.003981376,-0.025394723,-0.031707536,0.024533885,0.032568373,0.028694602,-0.021090532,-0.019942747,0.054806691,-0.004483532,-0.020086221,-0.01599724,0.018651491,0.020373167,0.000504397,-0.007424728,-0.063702017,-0.014203828,0.030846696,-0.006599758,-0.027259871,-0.024103465,-0.020660114,-0.004985687,0.005559579,-0.034146577,-0.011549577,-0.00173961,0.008321434,0.007030177,-0.015638558], 
42           'numCandidates': 200, 
43           'limit': 10
44         }
45       }, {
46         '$project': {
47           '_id': 0, 
48           'title': 1, 
49           'genres': 1, 
50           'plot': 1, 
51           'year': 1, 
52           'score': {
53             '$meta': 'vectorSearchScore'
54           }
55         }
56       }
57     ];
58 
59     // run pipeline
60     const result = coll.aggregate(agg);
61 
62     // print results
63     await result.forEach((doc) => console.dir(JSON.stringify(doc)));
64   } finally {
65     await client.close();
66   }
67 }
68 run().catch(console.dir);

フィルターでは、 $or集計パイプライン演算子を使用して、次のいずれかの条件に一致する映画のドキュメントを検索します。

genresフィールドでフィルタリングして、 crimeジャンルに該当しない映画を検索します。
yearフィールドでフィルタリングして、 2015年以前にリリースされた映画を検索し、 genresフィールドでフィルタリングしてactionジャンルの映画を検索します。

1 const { MongoClient } = require("mongodb");
2 
3 // connect to your Atlas cluster
4 const uri = "<connection-string>";
5     
6 const client = new MongoClient(uri);
7 
8 async function run() {
9   try {
10     await client.connect();
11 
12     // set namespace
13     const database = client.db("sample_mflix");
14     const coll = database.collection("embedded_movies");
15 
16     // define pipeline
17     const agg = [
18       {
19         '$vectorSearch': {
20           'index': 'vector_index', 
21           'path': 'plot_embedding_voyage_3_large', 
22           'filter': {
23             '$or': [
24               {
25                 'genres': {
26                   '$ne': 'Crime'
27                 }
28               }, {
29                 '$and': [
30                   {
31                     'year': {
32                       '$lte': 2015
33                     }
34                   }, {
35                     'genres': {
36                       '$eq': 'Action'
37                     }
38                   }
39                 ]
40               }
41             ]
42           }, 
43           'queryVector': [-0.025189938,0.014741838,-0.013024342,-0.0197512,0.011235285,0.004651551,0.043509893,0.003112961,0.013310592,-0.033348043,0.037212405,-0.021039322,-0.026048684,0.012809656,0.029483676,0.003578116,-0.044654887,0.032632418,0.014312465,-0.058967352,0.025333062,-0.055246111,0.02189807,-0.017604331,-0.002880384,0.045227386,0.004794675,0.017604331,0.023186192,-0.054673612,-0.011306847,-0.012523406,-0.012380281,0.002540462,0.015958399,-0.042364895,-0.001467028,-0.020180576,-0.058108605,-0.035065539,0.010090288,-0.033348043,0.058394853,-0.013883091,0.002048471,-0.020753073,-0.029769925,0.031916797,-0.014741838,-0.040933646,-0.004096943,0.020753073,-0.002540462,0.028052431,-0.02404494,0.006547953,-0.003578116,0.003757022,0.019178702,-0.037784904,-0.02833868,0.01753277,0.029769925,0.017747456,-0.031344298,0.022899942,0.006333265,0.010376536,-0.024474313,-0.012094032,-0.004651551,0.007764512,0.017962143,0.013811528,0.037212405,-0.03148742,0.000666424,0.024474313,-0.021325571,0.041219898,0.011235285,0.046658635,0.019035578,0.020753073,0.010662786,-0.001726441,-0.012738093,-0.027193682,-0.014598713,-0.013167467,0.013596841,0.001932183,-0.010304974,-0.007478263,0.005689205,0.002987727,0.005724986,0.002325775,0.002415228,-0.003828584,-0.029340552,-0.017318081,-0.070417322,0.003810694,-0.013453716,-0.001628043,-0.027909305,0.014026215,0.009589351,0.004902019,0.028768053,-0.005259831,-0.010448099,0.025189938,0.038357403,0.048662379,0.039788652,0.010448099,0.001574371,0.020323699,0.005510299,0.026907433,0.043223642,-0.001153942,-0.010233412,0.048376128,-0.056104861,0.006691077,0.015672149,-0.015028087,0.036210533,-0.009231539,0.010519661,0.022899942,0.025762435,-0.009052633,-0.0301993,0.032203045,-0.00522405,0.029626802,-0.02433119,-0.025619311,0.016674021,0.02404494,-0.009589351,-0.026334934,-0.04436864,-0.014455589,0.02619181,0.017604331,0.02189807,-0.007728731,-0.021611821,-0.03363429,0.008480135,-0.027479932,0.025046812,-0.006047016,0.020753073,0.01016185,-0.034063663,0.029483676,-0.019035578,0.041506145,0.013453716,-0.009159978,0.007549825,0.025189938,0.005152487,-0.009446226,-0.009016853,0.021325571,0.030771798,-0.046944883,0.001314958,0.021182448,0.047231134,-0.007048889,-0.030771798,-0.025905561,-0.000612752,-0.023186192,0.011378409,0.035065539,0.007979199,0.023901815,-0.004973582,0.005188268,-0.046944883,0.009374664,0.047231134,0.058967352,0.043509893,0.011449971,0.017174957,-0.024188064,-0.025476186,-0.02833868,0.033061791,0.015314337,-0.018749328,0.013382155,0.007048889,0.005975454,0.005295612,-0.013310592,-0.022756819,-0.012523406,-0.03363429,-0.014527151,0.011449971,0.01202247,0.044941138,-0.012594969,0.002862493,0.000572499,0.030628674,-0.0098756,0.020466823,0.059539851,-0.00370335,0.007335138,0.023901815,0.023758691,-0.005903892,0.003918037,0.013310592,0.010090288,-0.012809656,-0.010376536,-0.01109216,-0.008086543,0.012809656,-0.019894326,0.012738093,0.056391109,0.029340552,-0.04436864,-0.001619098,0.042364895,-0.027623056,0.011593096,-0.031916797,-0.0301993,0.032203045,-0.003757022,0.017174957,0.033491168,0.003900147,0.002325775,0.006726858,0.020180576,0.017389644,0.009088415,0.018319955,-0.003631788,0.00586811,-0.006691077,-0.014240902,-0.009052633,0.031630546,0.04436864,-0.022899942,-0.003327648,-0.006691077,0.013310592,-0.035924286,-0.008158104,-0.005116706,-0.040647399,0.002397338,0.014455589,-0.030342424,0.028624929,-0.031773672,0.043509893,-0.001833785,-0.025619311,0.032775544,-0.046944883,0.013739966,-0.030485548,0.018319955,0.016745584,-0.020323699,-0.015815273,-0.020896198,-0.015171212,0.026334934,0.035638034,0.008873728,0.003291867,-0.02647806,0.003649678,0.003613897,0.009804038,-0.013525278,0.005367174,0.007657168,-0.017103394,-0.015815273,-0.000398065,0.013310592,0.014240902,0.003935928,0.001735386,-0.018606203,0.008265448,-0.068127327,0.012165595,-0.007836075,0.02189807,-0.000983982,0.019178702,-0.009589351,-0.013739966,-0.007800293,0.040361151,0.027623056,-0.002540462,-0.03663991,0.011163722,-0.016316209,-0.006333265,-0.010877473,-0.023329318,-0.021468697,0.013596841,0.032059919,0.007442481,0.02433119,-0.003613897,-0.013596841,0.010448099,0.010877473,-0.0098756,0.033920541,-0.006691077,-0.039502401,-0.010877473,-0.016960271,0.014097777,-0.008122323,0.007478263,0.010018725,-0.030485548,-0.011020597,0.000317558,0.00461577,0.020466823,0.070703574,-0.024617439,0.002111088,-0.024617439,-0.004204286,-0.048662379,-0.006834202,0.027766181,-0.002504681,0.025189938,0.033920541,-0.02833868,-0.000773768,-0.03578116,0.015958399,0.006369046,0.033204917,-0.006762639,0.02003745,-0.020180576,0.015886836,-0.015385899,-0.029340552,-0.009446226,0.015529023,-0.010376536,-0.012881218,-0.000715623,0.014312465,-0.029197427,-0.000684315,0.000360048,0.015815273,-0.027050557,0.006655296,0.018892452,-0.021182448,0.031201173,0.014240902,-0.022756819,0.004365302,-0.020609949,0.008515916,-0.016244646,0.001162888,0.000084421,0.003273976,-0.017819017,0.000576971,0.020753073,-0.004794675,0.018105267,-0.013095905,-0.028052431,0.004114834,0.02833868,-0.027193682,-0.010877473,-0.002576244,0.011879345,-0.017819017,0.006726858,-0.021754947,-0.031773672,-0.013382155,0.024903689,0.013167467,0.000033964,0.034063663,0.022613693,-0.038357403,-0.010018725,-0.017174957,-0.004418973,0.02189807,-0.003166633,-0.009589351,0.009303101,-0.036496785,-0.005760767,-0.006583733,-0.003596007,0.014026215,-0.003828584,-0.02833868,-0.020896198,0.001449137,0.039502401,0.012881218,0.025476186,0.000961619,-0.025762435,0.002808821,0.034922414,0.004687332,-0.046658635,0.030914923,-0.036067411,0.008659041,-0.004025381,-0.0301993,-0.026048684,0.024760563,0.036496785,-0.029913051,0.015672149,0.007764512,0.01509965,0.010304974,-0.004490536,-0.007585606,-0.019464951,0.016602458,-0.007048889,-0.005510299,0.011163722,0.013739966,-0.034636162,0.020609949,-0.004418973,0.034636162,0.040933646,0.031773672,0.023758691,0.031344298,-0.006798421,0.026048684,-0.011521534,0.020753073,0.014384027,0.026334934,-0.034206789,-0.036067411,0.014598713,0.023758691,-0.039216153,0.003363429,0.002880384,-0.006726858,-0.000916892,-0.001395465,-0.009660914,0.032059919,0.008086543,0.029054303,-0.011593096,0.065551087,0.031058047,-0.041219898,-0.014097777,-0.017103394,0.016244646,-0.028911177,0.044654887,-0.030771798,0.024760563,0.02833868,0.018248392,0.026907433,-0.002227377,0.034063663,0.000167724,0.021039322,-0.018892452,0.012738093,-0.001395465,0.005760767,-0.024760563,-0.002683587,0.000230341,-0.0197512,0.009088415,-0.00400749,-0.026764309,-0.012881218,0.016101522,-0.009303101,0.015529023,-0.016817145,0.014312465,-0.030914923,-0.018463079,0.020323699,-0.023472441,-0.023758691,-0.005009362,0.018176829,0.012738093,0.009374664,-0.031916797,0.016387772,0.027479932,0.015529023,-0.021325571,0.020323699,-0.025476186,0.008515916,-0.039788652,-0.007979199,-0.009947163,-0.006869983,0.004758894,0.022613693,-0.013668403,-0.015171212,0.035351787,-0.022327444,0.019178702,0.000404774,-0.003524444,-0.012094032,0.023901815,-0.0400749,-0.004579989,0.00245101,0.013024342,0.015958399,0.009517789,0.034779288,0.021468697,0.00062617,0.007728731,-0.028195554,0.0301993,-0.002504681,0.008909509,0.004651551,-0.007013108,0.03148742,0.019608077,0.002540462,0.043509893,-0.006190141,0.024903689,0.010519661,0.018319955,0.010519661,0.009660914,0.000966091,-0.004454754,0.000299667,0.007907636,-0.018463079,0.004758894,-0.001851675,-0.002415228,0.010233412,-0.024617439,-0.030771798,0.018749328,0.003023508,0.005474518,-0.011521534,-0.008551697,0.007979199,0.03363429,0.000275068,0.007800293,0.0039896,0.00522405,-0.035924286,-0.01416934,0.02619181,-0.025476186,-0.033777416,0.021325571,-0.02218432,0.001833785,0.027766181,-0.006118578,0.032059919,0.038929902,0.003613897,0.031344298,-0.002737259,0.057536107,0.009732476,0.020753073,0.005402955,-0.047803629,-0.040933646,0.009052633,-0.030485548,0.018319955,0.025046812,-0.002361557,0.045513637,0.008766385,-0.031058047,0.014312465,0.002737259,-0.004186396,0.032059919,0.024617439,-0.012666531,0.006798421,0.02619181,-0.012523406,0.009947163,0.005617642,0.039216153,0.008766385,0.009517789,0.042651143,-0.012881218,0.007263576,-0.000514354,0.016817145,-0.048948627,0.018176829,0.034922414,0.005331393,0.000391356,-0.017604331,0.026048684,-0.011807784,0.017461207,0.012809656,0.029483676,-0.017174957,0.023472441,0.005188268,0.007585606,-0.034922414,0.069558576,0.023472441,-0.010304974,0.020180576,0.025046812,0.016459335,0.000317558,-0.018606203,0.066696085,0.011664659,0.025762435,-0.016888708,0.015314337,-0.009231539,0.016459335,-0.021325571,0.009303101,0.000840857,-0.014455589,0.00170855,0.014741838,-0.004168505,-0.009088415,-0.0074067,-0.004472645,0.002665696,0.023615567,0.038929902,-0.016960271,-0.027193682,0.03663991,-0.016530896,0.003256086,0.015171212,0.036926158,0.02433119,0.047231134,-0.049234878,0.009947163,-0.01109216,-0.014097777,-0.007585606,0.00338132,-0.008086543,0.018176829,-0.014527151,-0.000205742,-0.041219898,0.012666531,0.046086136,0.004025381,-0.0074067,0.033348043,-0.020896198,-0.000514354,0.033491168,0.004257958,0.02404494,-0.008372792,-0.021754947,0.037784904,0.013453716,0.013024342,-0.026334934,0.023758691,0.012094032,0.006297485,0.045227386,0.021039322,-0.020323699,0.005975454,0.008802165,0.00370335,0.006941545,-0.029340552,-0.008551697,-0.004454754,0.003488663,0.010662786,0.00801498,0.010090288,0.015600586,0.018105267,-0.020180576,-0.00307718,0.031630546,0.000644061,0.011950907,-0.023472441,0.01509965,-0.035924286,0.016459335,-0.027766181,-0.014598713,-0.021611821,-0.013310592,-0.021039322,-0.02189807,0.018606203,-0.007979199,0.018176829,0.022041194,-0.002916165,0.009088415,-0.00522405,-0.018176829,-0.031916797,-0.017318081,-0.025476186,-0.014527151,-0.017675893,-0.026621183,0.000362284,0.02619181,0.016101522,-0.013310592,0.021325571,0.027909305,0.016316209,0.006011235,0.008551697,0.030914923,-0.070703574,0.004794675,-0.019321827,-0.011163722,-0.014598713,-0.0197512,-0.005438737,-0.025189938,-0.037212405,0.004168505,-0.021754947,0.018033706,0.035065539,0.022756819,0.005581861,-0.007764512,-0.003005618,-0.003524444,0.006655296,-0.00170855,-0.046086136,-0.009374664,0.001744332,0.030056175,0.016674021,0.014312465,0.029054303,-0.009052633,0.005832329,-0.029197427,-0.004723113,0.032489292,0.022899942,-0.044941138,0.014026215,-0.007227794,-0.035494912,0.001261286,0.079004802,0.008122323,0.022041194,0.016602458,0.046658635,-0.016888708,-0.006547953,-0.016316209,0.002021636,-0.016745584,0.003792803,0.005116706,-0.037784904,-0.028481804,-0.014670276,-0.005259831,0.018892452,0.001252341,-0.068699829,-0.021611821,-0.015242774,-0.027050557,-0.032059919,0.026048684,-0.014240902,-0.007013108,0.014598713,-0.005474518,-0.007192013,-0.016817145,0.00400749,0.010519661,0.007657168,0.005295612,0.009124196,0.024474313,-0.019894326,-0.044941138,-0.022756819,-0.022327444,-0.041792396,0.027479932,-0.013668403,-0.036210533,0.001225505,0.009947163,-0.044654887,-0.02003745,0.031344298,-0.004186396,-0.009517789,0.000720096,-0.023901815,0.000670897,0.022899942,0.006619515,0.006512171,0.022327444,0.021468697,0.021611821,0.039216153,-0.019608077,0.028052431,-0.020466823,-0.0197512,0.004454754,0.026048684,-0.024617439,-0.000333212,0.002200541,-0.002629915,0.021611821,0.009374664,0.00894529,-0.057822354,-0.009660914,-0.002844602,0.020323699,0.000603807,0.018033706,-0.027050557,-0.004186396,-0.019608077,-0.021754947,0.009732476,0.01602996,-0.016960271,-0.001520699,-0.023615567,0.004383192,0.000925838,0.023043068,0.032775544,0.006404828,-0.010304974,0.019321827,0.017604331,-0.01230872,0.007657168,0.005402955,-0.03148742,-0.000550135,-0.002111088,-0.029626802,0.01323903,-0.033777416,0.006655296,0.035065539,-0.003256086,0.000907947,0.004025381,0.011020597,-0.04808988,0.02619181,0.015171212,0.023758691,0.014741838,-0.001359684,-0.041506145,-0.009088415,-0.012738093,0.000176669,0.033777416,0.024188064,-0.002307885,0.023901815,0.00034663,-0.024474313,-0.031773672,-0.023758691,-0.024474313,-0.011163722,0.000447265,0.005080925,-0.00123445,0.006297485,-0.031058047,-0.012738093,-0.003059289,-0.026907433,-0.015672149,-0.005760767,0.023043068,0.023043068,-0.015028087,0.017747456,0.013883091,-0.011807784,0.038357403,-0.016817145,0.014884963,0.017389644,-0.000599334,0.016602458,0.008086543,-0.039502401,0.050379876,-0.024474313,0.035351787,-0.023758691,0.002039526,0.004061162,-0.012165595,-0.020180576,0.001636988,-0.013883091,0.017389644,0.006225922,-0.03578116,-0.016817145,-0.001332848,-0.005617642,-0.008730603,-0.039216153,0.02433119,0.028052431,0.02833868,0.039502401,0.010233412,-0.006869983,0.021468697,0.002039526,-0.0197512,0.020753073,0.027050557,0.009517789,0.011449971,0.038929902,0.008873728,0.009374664,0.007871855,-0.006082797,-0.007156232,-0.014670276,-0.000447265,0.046944883,-0.015242774,-0.019894326,0.008158104,0.016173085,-0.018463079,0.034922414,-0.005009362,-0.000092248,0.005760767,0.006190141,-0.022613693,0.034206789,0.012523406,0.000992927,0.038071156,-0.048376128,-0.017747456,0.014384027,0.000751404,0.015314337,-0.010519661,0.058681104,0.013954652,0.022899942,-0.003757022,0.01416934,-0.000469628,-0.008337011,-0.001153942,0.02189807,-0.024760563,0.01416934,-0.012738093,-0.025046812,0.030771798,-0.046658635,-0.002137924,0.053242367,0.010090288,-0.046086136,0.016316209,-0.005295612,0.023043068,-0.023043068,0.010233412,-0.018319955,-0.017389644,0.030485548,0.009660914,0.017174957,0.050379876,-0.010304974,0.017819017,-0.000364521,0.011163722,0.001753277,0.010448099,0.013095905,0.008372792,-0.01109216,0.036926158,-0.015672149,-0.014598713,0.008981071,-0.011879345,-0.036926158,-0.01789058,-0.008694822,-0.028911177,-0.017103394,-0.028768053,-0.030914923,0.001033181,0.00431163,-0.024474313,-0.031058047,0.010018725,0.00647639,-0.027336806,0.025046812,0.003148742,-0.010018725,0.03663991,0.033348043,-0.001162888,-0.01016185,0.010376536,0.010519661,0.019178702,0.016101522,0.007943418,-0.013739966,-0.013525278,-0.027193682,0.006655296,0.027050557,-0.017389644,-0.027479932,0.041792396,0.045513637,-0.014741838,0.012451844,0.018319955,-0.00153859,0.010519661,0.017962143,-0.012594969,0.018606203,0.023472441,-0.034063663,-0.004061162,0.015600586,0.019178702,0.002361557,-0.025619311,-0.00586811,-0.02003745,0.013739966,0.017675893,-0.025189938,-0.002415228,0.001547535,0.019608077,0.039502401,-0.00184273,0.025189938,0.00277304,0.020323699,0.007227794,0.012165595,-0.00370335,0.02433119,-0.00586811,0.016459335,0.034206789,0.001051072,-0.010519661,-0.004096943,0.00153859,0.01574371,0.01230872,-0.007692949,-0.019464951,0.005116706,0.017389644,0.024903689,0.046658635,-0.010519661,0.020609949,0.060684849,-0.045227386,-0.008551697,-0.004293739,-0.001502809,-0.015815273,-0.005975454,0.000290722,0.027050557,-0.002245268,-0.016888708,-0.027193682,-0.001288122,-0.021182448,-0.041219898,0.031916797,0.030628674,-0.03234617,0.006655296,0.008372792,-0.009016853,-0.033348043,0.010877473,-0.05238362,-0.004490536,-0.028911177,0.006905764,-0.003506554,0.039788652,-0.036496785,-0.015886836,0.015314337,-0.015672149,0.006225922,-0.021182448,-0.034349915,-0.043223642,-0.025476186,0.002558353,0.007048889,-0.037784904,-0.014026215,-0.044654887,-0.036926158,0.008229667,0.007728731,0.039216153,-0.00027954,0.026907433,0.027193682,-0.017174957,-0.011378409,0.017174957,-0.015815273,0.009446226,0.033777416,-0.014384027,0.003721241,-0.024760563,-0.000229223,0.008802165,-0.000377939,-0.007692949,0.016173085,0.018248392,-0.02218432,-0.003202414,-0.033204917,-0.002969836,-0.023186192,0.030056175,-0.015457462,-0.015314337,-0.008981071,0.022613693,-0.014026215,-0.025476186,0.025333062,0.034206789,0.010662786,0.016387772,0.030342424,-0.008086543,0.007120451,0.000221396,0.025619311,0.01789058,-0.008086543,0.011807784,-0.016101522,0.002719368,0.005653423,0.017962143,-0.001941128,0.06297484,0.016244646,0.003524444,0.018749328,-0.001815894,0.006082797,0.069558576,-0.011020597,0.018033706,0.026621183,0.007692949,-0.008694822,0.035924286,-0.001878511,-0.005975454,-0.028911177,-0.007871855,0.014741838,0.008587479,0.026621183,0.005259831,-0.023186192,0.000368993,-0.01323903,0.002683587,-0.011306847,0.007478263,-0.000621698,0.022756819,-0.018892452,-0.013167467,0.007764512,-0.010877473,-0.017461207,-0.013525278,0.014240902,-0.019464951,-0.009016853,0.016173085,-0.027479932,0.002934055,0.042937394,-0.004830457,-0.031201173,-0.024188064,0.00245101,0.017318081,0.001824839,-0.022756819,0.021325571,-0.027479932,-0.008659041,0.008337011,-0.016674021,-0.003452882,0.000711151,-0.045799885,0.013739966,-0.029340552,-0.035208661,0.000554608,-0.007800293,0.018892452,0.028481804,-0.011593096,-0.00894529,0.024474313,-0.008050761,0.025476186,-0.001306012,-0.00214687,-0.008050761,-0.018606203,-0.006047016,-0.028768053,0.029197427,-0.021468697,0.005402955,-0.021039322,-0.014312465,-0.002325775,-0.020896198,0.000706678,0.035638034,-0.008480135,-0.035351787,0.014312465,0.012523406,0.011807784,0.003041399,-0.010018725,-0.022613693,-0.021182448,-0.005474518,-0.007120451,0.025476186,0.036926158,-0.007907636,-0.014097777,0.010519661,0.005617642,0.014670276,-0.011664659,0.011879345,-0.012738093,-0.007871855,-0.012666531,0.032918669,-0.010018725,0.007943418,0.024188064,0.005760767,-0.003918037,0.022613693,0.017318081,0.036496785,0.037784904,0.008694822,0.016674021,0.000106225,0.003685459,-0.031201173,-0.01016185,-0.02404494,-0.019035578,0.031773672,0.000975037,-0.032489292,-0.033920541,0.015385899,-0.023186192,0.012523406,-0.011163722,-0.005116706,0.015314337,-0.006834202,-0.038357403,-0.023472441,0.015529023,0.017747456,0.005653423,-0.002325775,0.009088415,-0.022899942,0.02433119,0.000849803,-0.042078644,-0.004257958,0.018176829,-0.0049378,-0.002415228,-0.016173085,0.012594969,0.013596841,-0.017031832,-0.001806949,-0.003810694,0.003005618,0.046944883,-0.025476186,0.012738093,0.009016853,-0.009660914,0.012666531,0.014026215,-0.010519661,0.022327444,0.00400749,-0.007478263,-0.03578116,0.009804038,-0.028911177,-0.018248392,0.004758894,0.005939673,0.033920541,-0.011378409,-0.005474518,0.012451844,0.018176829,0.033920541,0.025905561,-0.014670276,0.001798003,0.031344298,0.00431163,0.027193682,-0.006798421,0.011449971,0.00894529,0.013883091,0.023758691,-0.007692949,0.031344298,-0.014384027,-0.007514044,-0.026621183,-0.001645933,-0.010090288,-0.009589351,0.008193886,-0.007871855,-0.031773672,0.013525278,0.006583733,0.010949035,-0.004794675,-0.004061162,-0.021468697,0.011020597,-0.020609949,0.010018725,0.010662786,0.008158104,0.00370335,0.007800293,-0.029626802,0.029197427,-0.017174957,-0.00586811,-0.003112961,-0.018749328,-0.042364895,0.027050557,0.028624929,0.008837947,0.026334934,0.018248392,-0.004758894,0.009446226,-0.033061791,-0.022041194,-0.021039322,0.008086543,-0.009088415,-0.031630546,0.020896198,-0.018749328,0.022613693,-0.014097777,0.004347411,0.014813401,-0.013525278,-0.001726441,0.010448099,0.036067411,-0.026048684,-0.020753073,-0.005045144,0.033348043,-0.002576244,0.02404494,0.022041194,0.017031832,-0.000297431,-0.003184523,-0.012738093,0.022756819,-0.016888708,0.021039322,-0.000313085,0.032203045,-0.011235285,0.001583316,-0.00461577,-0.026334934,-0.002934055,-0.005939673,0.001458082,0.007156232,-0.005689205,-0.042937394,0.011378409,0.007156232,0.00554608,0.026621183,-0.014455589,-0.017604331,-0.02647806,-0.03578116,-0.009804038,0.006905764,-0.0197512,-0.035494912,-0.027623056,-0.00461577,0.011521534,0.006905764,0.009517789,0.003112961,0.033920541,-0.004687332,-0.005045144,-0.009231539,0.000126911,0.008694822,-0.029340552,0.011163722,0.047517382,-0.039788652,-0.033348043,-0.003041399,-0.007657168,-0.035065539,-0.012165595,-0.024617439,0.0049378,0.017461207,0.029626802,-0.004723113,-0.000366757,-0.041792396,0.041219898,-0.009446226,0.016960271,-0.017747456,-0.036067411,0.025046812,0.027336806,0.025905561,0.049234878,0.016602458,-0.005796548,0.021325571,-0.003524444,-0.000872166,0.014670276,0.020323699,0.002737259,0.009660914,-0.006440609,-0.062402345,-0.062688597,-0.008158104,-0.018749328,0.005438737,-0.002066362,0.000205742,-0.018749328,0.017103394,-0.03578116,0.000265004,-0.03663991,-0.024760563,0.054101113,-0.00647639,-0.026334934,0.034779288,0.022756819,-0.033348043,-0.02433119,-0.041792396,-0.014455589,-0.023329318,-0.004687332,-0.013453716,-0.018319955,-0.014455589,0.043509893,0.013453716,-0.014813401,0.009052633,-0.034349915,0.052097369,-0.003774913,0.016316209,-0.027050557,0.028195554,-0.007549825,-0.020466823,0.014598713,-0.005939673,0.003273976,-0.052097369,0.002701478,-0.02404494,-0.005903892,0.009947163,-0.00043161,0.02189807,0.042078644,-0.020609949,0.007836075,0.018892452,0.001207614,0.009159978,-0.029197427,-0.023329318,0.004347411,-0.019464951,0.020180576,0.019894326,0.00615436,0.021468697,-0.017461207,-0.011879345,-0.002307885,0.016101522,-0.029626802,-0.014455589,0.020323699,0.020753073,0.018176829,-0.006082797,0.027766181,0.016530896,-0.008444354,0.001806949,0.029626802,-0.012451844,0.023186192,0.006869983,-0.034063663,-0.012094032,-0.021611821,-0.008050761,0.05581861,-0.004257958,-0.025333062,-0.004526317,0.018033706,0.027479932,0.025476186,0.008802165,-0.009589351,0.012809656,0.012523406,0.0400749,0.018033706,0.011020597,0.014956526,0.013883091,-0.006655296,0.019608077,-0.03234617,0.007585606,-0.036067411,-0.024617439,-0.001628043,0.022041194,0.026764309,-0.038643654,-0.009124196,-0.020323699,-0.013883091,0.02404494,0.002361557,-0.03234617,-0.0049378,0.018606203,0.022327444,0.043509893,-0.030485548,-0.003560225,0.007442481,0.00370335,0.011449971,0.023472441,0.000197915,-0.011950907,0.023329318,-0.009804038,-0.025619311,0.0074067,-0.003953818,0.014312465,0.048662379,-0.027193682,0.019894326,-0.042364895,0.003327648,0.042937394,-0.040933646,-0.020466823,0.056104861,0.020896198,-0.014527151,-0.036210533,-0.022470569,0.035924286,-0.013167467,-0.055532362,-0.006190141,-0.027909305,0.012881218,0.003005618,0.005689205,0.01109216,-0.016387772,-0.021468697,0.018176829,-0.021611821,0.032918669,0.002951946,-0.008837947,-0.031773672,-0.029913051,0.017318081,0.017461207,-0.02833868,-0.027479932,-0.023615567,0.037212405,-0.023615567,-0.02404494,0.029626802,0.002951946,0.004043271,-0.001377575,0.007800293,0.024188064,-0.027336806,-0.002361557,-0.00307718,-0.025189938,0.007192013,-0.000207978,0.040933646,0.010877473,-0.000720096,-0.006941545,0.003059289,0.032775544,-0.007657168,0.019321827,-0.012094032,0.042078644,-0.010591224,0.011807784,-0.016173085,-0.015529023,-0.023615567,0.016173085,-0.018606203,0.007192013,-0.008587479,0.000257177,0.002245268,-0.011879345,0.044082388,-0.005939673,-0.003059289,-0.013954652,-0.026621183,0.039502401,-0.006440609,0.014384027,0.012094032,-0.034779288,-0.002379447,0.023329318,0.029483676,-0.002325775,-0.001565426,0.025619311,0.018606203,-0.016101522,-0.0301993,0.002576244,0.035208661,0.002325775,-0.011664659,-0.022470569,-0.047231134,-0.016888708,-0.017747456,0.05152487,0.009374664,-0.010591224,0.009303101,-0.005009362,-0.029197427,0.001726441,-0.023758691,-0.002934055,-0.017461207,0.018606203,-0.002665696,-0.003578116,-0.018606203,-0.004651551,-0.021325571,0.005367174,-0.009124196,0.016888708,-0.01295278,0.002048471,-0.011593096,0.017604331,-0.008515916,0.006082797,-0.036067411,-0.027336806,-0.010018725,-0.001306012,0.026334934,-0.019321827,-0.030914923,-0.026764309,-0.0024689,-0.005581861,-0.002755149,0.019464951,-0.01295278,0.011163722,0.000639588,0.025476186,0.029483676,0.042651143,-0.011306847,0.002737259,0.010090288,-0.015600586,0.038357403,0.029197427,-0.008193886,0.044082388,0.032489292,-0.00123445,-0.008372792,0.009124196,-0.00309507,-0.041792396,0.007764512,-0.009947163,0.044941138,0.030056175,-0.013024342,-0.019321827,0.019321827,0.008551697,-0.053814866,0.038071156,-0.037784904,0.012165595,-0.008444354,-0.029626802,-0.006905764,-0.028195554,-0.01080591,-0.0098756,-0.032203045,0.040361151,-0.033920541,0.004454754,-0.036067411,0.011879345,-0.011235285,0.020609949,-0.004579989,0.0074067,-0.017103394,0.01789058,0.011449971,-0.007836075,0.000427138,-0.007120451,0.008337011,0.00123445,-0.003273976,-0.007263576,-0.011449971,0.022756819,0.002576244,-0.013310592,-0.013382155,-0.011664659,-0.013453716,-0.005152487,-0.050379876,-0.034636162,-0.011306847,0.015028087,0.008480135,-0.047517382,-0.00586811,-0.008301229,-0.01416934,0.000876638,0.000326503,0.01080591,0.004150615,0.005259831,-0.008837947,0.017031832,-0.016316209,-0.036210533,-0.013883091,-0.000295195,0.014240902,0.020753073,-0.022899942,-0.038929902,0.00586811,-0.008050761,0.00016437,-0.001932183,0.001789058,0.017031832,0.045227386,-0.016745584,-0.005689205,0.008372792,0.008301229,-0.016674021,-0.004222177,0.005832329,0.016173085,-0.009374664,-0.006869983,-0.052669868,0.035065539,0.000123557,0.007478263,0.033491168,0.054387365,0.002254213,-0.007836075,-0.020323699,-0.019178702,-0.010376536,-0.039788652,-0.032632418,-0.012380281,-0.002540462,-0.016602458,-0.022756819,0.019608077,0.001887456,0.032918669,0.008050761,-0.013739966,0.006547953,-0.016674021,0.001574371,0.019321827,-0.016960271,-0.031201173,0.027766181,0.006655296,0.020753073,0.009804038,0.024903689,-0.043509893,0.015815273,-0.017962143,-0.043223642,0.033920541,-0.007764512,-0.006762639,0.017819017,-0.026621183,0.046658635,-0.004490536,0.024188064,-0.010304974,0.004651551,0.047231134,-0.038071156,0.009589351,-0.033920541,-0.027050557,0.050093625,0.008515916,-0.025189938,-0.008050761,0.011950907,0.004973582,0.014527151,-0.009374664,-0.003721241,0.019608077,0.049807377,0.016602458,0.02404494], 
44           'numCandidates': 200, 
45           'limit': 10
46         }
47       }, {
48         '$project': {
49           '_id': 0, 
50           'title': 1, 
51           'genres': 1, 
52           'plot': 1, 
53           'released': 1, 
54           'score': {
55             '$meta': 'vectorSearchScore'
56           }
57         }
58       }
59     ];
60 
61     // run pipeline
62     const result = coll.aggregate(agg);
63 
64     // print results
65     await result.forEach((doc) => console.dir(JSON.stringify(doc)));
66   } finally {
67     await client.close();
68   }
69 }
70 run().catch(console.dir);

クエリ内の `<connection-string>` を置き換え、ファイルを保存します。

接続stringにデータベースユーザーの認証情報が含まれていることを確認します。詳しくは、「ドライバーによる接続」を参照してください。

コレクションをクエリします。

次のコマンドを実行して、コレクションをクエリします。

node atlas-vector-search-tutorial.js

'{"plot":"Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ...","genres":["Action","Adventure","Comedy"],"title":"3 Ninjas: High Noon at Mega Mountain","year":1998,"score":0.7746343612670898}'
`{"plot":"A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new...","genres":["Action","Adventure","Family"],"title":"White Wolves: A Cry in the Wild II","year":1993,"score":0.770106315612793}`
'{"plot":"A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates.","genres":["Action","Adventure","Sci-Fi"],"title":"Space Raiders","year":1983,"score":0.7569591999053955}'
'{"plot":"Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents.","genres":["Adventure","Family","Fantasy"],"title":"The Ewok Adventure","year":1984,"score":0.7515435218811035}'
'{"plot":"A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal.","genres":["Adventure","Comedy","Fantasy"],"title":"Time Bandits","year":1981,"score":0.7513599395751953}'
'{"plot":"A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land.","genres":["Adventure","Family","Fantasy"],"title":"Chitty Chitty Bang Bang","year":1968,"score":0.7492260932922363}'
'{"plot":"A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.","genres":["Action","Adventure","Comedy"],"title":"Forest Warrior","year":1996,"score":0.7473714351654053}'
'{"plot":"A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.","genres":["Action","Adventure","Comedy"],"title":"Forest Warrior","year":1996,"score":0.7473714351654053}'
'{"plot":"A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors.","genres":["Action","Fantasy","Adventure"],"title":"Warriors of Virtue","year":1997,"score":0.7464213371276855}'
'{"plot":"A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see...","genres":["Animation","Adventure","Fantasy"],"title":"Taxandria","year":1994,"score":0.7453246116638184}'

node atlas-search-tutorial.js

`{"plot":"Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.","genres":["Action","Adventure","Fantasy"],"title":"Star Wars: Episode IV - A New Hope","released":"1977-05-25T00:00:00.000Z","score":0.79868483543396}`
`{"plot":"A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule.","genres":["Action","Adventure","Sci-Fi"],"title":"Dune","released":"1984-12-14T00:00:00.000Z","score":0.7949700355529785}`
'{"plot":"In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...","genres":["Action","Adventure","Sci-Fi"],"title":"Message from Space","released":"1978-10-30T00:00:00.000Z","score":0.7913978099822998}'
'{"plot":"In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...","genres":["Action","Adventure","Sci-Fi"],"title":"Message from Space","released":"1978-10-30T00:00:00.000Z","score":0.7913978099822998}'
'{"plot":"After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke.","genres":["Action","Adventure","Fantasy"],"title":"Star Wars: Episode V - The Empire Strikes Back","released":"1980-06-20T00:00:00.000Z","score":0.7809884548187256}'
'{"plot":"After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force.","genres":["Action","Adventure","Fantasy"],"title":"Star Wars: Episode VI - Return of the Jedi","released":"1983-05-25T00:00:00.000Z","score":0.7784996032714844}'
'{"plot":"Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory.","genres":["Action","Adventure","Fantasy"],"title":"Star Wars: Episode I - The Phantom Menace","released":"1999-05-19T00:00:00.000Z","score":0.7766742706298828}'
'{"plot":"The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ...","genres":["Adventure","Family","Fantasy"],"title":"Ewoks: The Battle for Endor","released":"1985-11-24T00:00:00.000Z","score":0.7676119804382324}'
'{"plot":"A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet.","genres":["Action","Adventure","Fantasy"],"title":"Krull","released":"1983-07-29T00:00:00.000Z","score":0.7624373435974121}'
'{"plot":"An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn.","genres":["Action","Adventure","Fantasy"],"title":"Starcrash","released":"1979-03-09T00:00:00.000Z","score":0.7582714557647705}'

`atlas-vector-search-tutorial.py` というファイルを作成します。

試したいプレフィルター演算子のクエリをコピーして、`atlas-vector-search-tutorial.py` ファイルに貼り付けます。

_idフィールドを除外し、結果にはtitle 、 genres 、 plot 、およびyearフィールドのみが含まれます。
結果内の各ドキュメントのベクトル検索スコアを表示するscoreという名前のフィールドを追加します。

フィルターでは、 $and集計パイプライン演算子を使用して、次の両方の条件に一致するドキュメントを検索します。

genresフィールドでフィルタリングして、 drama 、 western 、またはcrimeジャンルではなく、 action 、 adventure 、またはfamilyジャンルに含まれる映画を検索します。
yearフィールドでフィルタリングして、 1960から2000年（両端を含む）の間にリリースされた映画を検索します。

1 import pymongo
2 
3 # connect to your Atlas cluster
4 client = pymongo.MongoClient("<connection-string>")
5 
6 # define pipeline
7 pipeline = [
8   {
9     '$vectorSearch': {
10       'index': 'vector_index', 
11         'path': 'plot_embedding_voyage_3_large', 
12         'filter': {
13           '$and': [
14             {
15               'genres': {
16                 '$nin': [
17                   'Drama', 'Western', 'Crime'
18                 ], 
19                 '$in': [
20                   'Action', 'Adventure', 'Family'
21                 ]
22               }
23             }, {
24               'year': {
25                 '$gte': 1960, 
26                 '$lte': 2000
27               }
28             }
29           ]
30         }, 
31         'queryVector': [-0.021090532,-0.026399033,-0.024103465,-0.025538195,-0.000549233,0.011836523,-0.013199517,-0.003766167,-0.005165028,-0.02238179,0.037876874,0.010617003,0.010903949,-0.001354026,0.006850836,-0.018005863,-0.02195137,0.019512329,-0.041894119,-0.008357302,0.027546817,-0.025251249,0.004340059,-0.02195137,-0.003748232,-0.006205208,0.021377478,0.008931194,-0.00173961,-0.009827901,-0.016642869,-0.033572685,-0.026399033,0.015208139,0.010114847,-0.0233861,-0.011406104,-0.033142265,-0.008895326,-0.014347301,-0.019081909,-0.049067769,0.034433521,-0.023673046,0.004160717,-0.01334299,-0.06714537,0.032568373,-0.022525262,-0.024677357,0.011334368,0.027403345,0.026399033,-0.016786342,-0.015925504,0.013916882,-0.005487842,-0.0233861,0.026542507,-0.052798066,-0.025681669,-0.025394723,0.014203828,0.014921193,-0.031564061,0.010760476,0.010688739,0.013916882,-0.037876874,0.039598551,-0.000816003,0.003766167,-0.001694775,0.026972925,-0.009469219,0.015351612,-0.007245387,0.028981548,-0.035724778,0.010688739,0.001228488,0.004106915,-0.024677357,0.028551128,-0.033716157,-0.013486463,0.018292809,-0.018221073,0.009612692,-0.003622693,-0.001138817,-0.021234006,-0.045624416,0.020803586,0.007675806,-0.009612692,-0.021664424,-0.026685979,-0.025968615,0.001775478,-0.007496465,0.02051664,-0.054519743,0.018221073,0.014132091,-0.009684428,-0.025825141,-0.014921193,-0.057389203,-0.020660114,-0.028264182,-0.008931194,-0.019942747,-0.003228143,-0.014419037,0.021234006,-0.004573202,0.007317123,0.018651491,-0.016571132,-0.036155198,-0.032855317,0.000726332,-0.031851009,0.018938437,0.021234006,-0.048206929,0.017934127,-0.013414727,-0.009469219,0.064849801,0.006348681,-0.039024659,0.021377478,-0.022668736,-0.026829453,-0.019081909,0.027977237,-0.004627005,-0.038450766,0.004465597,-0.041894119,0.008213829,0.03055975,0.052224174,-0.00277979,-0.032137953,-0.013629936,0.022094844,-0.005918262,0.020660114,0.010617003,-0.020373167,-0.001614071,0.021090532,-0.005523711,0.004878082,-0.021090532,0.029698912,0.000726332,0.003371616,-0.022238316,0.008715985,0.038737711,0.013486463,-0.008536644,0.040172443,0.017503707,-0.028838074,0.061693393,-0.003066736,0.008285566,-0.034576993,0.01578203,-0.02238179,0.015925504,0.066571474,-0.038737711,-0.050215553,0.009325746,-0.010903949,-0.041607171,-0.006384549,0.026972925,-0.000119374,-0.003066736,-0.024103465,0.005093292,0.028981548,0.026829453,-0.001703742,0.043041904,0.010186584,0.010688739,0.004357993,-0.016571132,-0.010545266,-0.033142265,-0.005559579,-0.000365408,-0.00717365,0.019655801,0.047633037,0.044476632,0.01456251,-0.002977065,0.025681669,-0.015423348,-0.02051664,-0.019512329,0.014705983,0.002977065,0.03055975,-0.014347301,0.024390411,0.005882393,-0.012195205,0.004071047,-0.028694602,0.031277116,-0.010114847,0.005272633,0.017934127,0.037589926,-0.046198308,-0.02195137,-0.037876874,0.021234006,-0.034720469,-0.018005863,0.03055975,-0.015495085,-0.035150886,0.004178651,0.005882393,0.075753748,0.00595413,-0.083214343,-0.016284186,0.022238316,-0.032998793,-0.00491395,-0.009254009,-0.007819279,0.046198308,-0.008464907,0.014634247,0.031707536,-0.00317434,-0.026255561,-0.010617003,-0.033285737,0.020086221,-0.016858079,-0.012195205,-0.041894119,0.000721849,0.038163818,0.02238179,0.011406104,0.010330057,0.032137953,-0.01047353,0.039311603,-0.01291257,-0.03099017,-0.018938437,-0.013271254,-0.001820314,-0.005380238,0.003299879,-0.024533885,-0.001093982,0.012123469,-0.005236765,0.014132091,-0.018221073,0.013629936,0.022238316,-0.00317434,0.034003101,0.019081909,0.008034488,-0.02912502,0.026542507,-0.011334368,-0.077475421,0.038163818,-0.003568891,0.019081909,0.019512329,0.002385239,-0.032568373,-0.020373167,0.038737711,-0.013773409,0.01621245,-0.028407656,-0.021090532,-0.004411795,-0.013916882,-0.001533368,0.004322124,-0.024820831,0.004627005,-0.004591136,0.014849456,-0.014275564,-0.020229694,0.0233861,0.015566821,0.022525262,-0.024390411,-0.028694602,0.001766511,-0.036011726,0.006456285,-0.011262631,0.005523711,0.012266942,-0.019225383,-0.015423348,0.011836523,-0.011334368,-0.009827901,-0.011119158,0.007030177,0.00277979,0.004537334,-0.016571132,0.013127781,-0.013701673,-0.016571132,0.002941197,0.000959476,-0.004483532,0.010760476,0.043041904,-0.032568373,-0.015423348,0.006169339,-0.02094706,-0.050215553,0.012769097,0.015495085,0.001318158,0.00164994,-0.045337472,0.001533368,0.005595447,0.039311603,-0.030703224,0.023242628,-0.008787721,-0.021234006,-0.021234006,-0.001524401,0.007281255,0.01334299,0.00164994,-0.005451974,-0.011047422,-0.021234006,-0.033572685,-0.015423348,-0.005236765,0.025681669,-0.02051664,-0.024103465,-0.021377478,-0.00738886,-0.031707536,0.017790653,-0.026829453,0.007783411,-0.003335747,0.024677357,0.006384549,0.035724778,-0.004017244,-0.018651491,-0.014060355,-0.029842386,-0.012553888,0.006994309,-0.00317434,0.018292809,0.019942747,-0.01169305,0.002456975,0.010330057,-0.031707536,0.00799862,-0.019655801,-0.006205208,-0.012769097,-0.035294361,0.026112087,-0.004483532,0.02094706,0.019081909,0.001676841,-0.040746335,-0.004035179,-0.014992929,0.004375927,-0.049928606,-0.02051664,0.004268322,0.015351612,-0.037016038,-0.001452664,-0.021234006,-0.005738921,-0.051650282,-0.008285566,0.012840834,-0.015925504,0.018794963,-0.001228488,-0.035868254,-0.00347922,-0.003264011,0.002528712,0.01477772,-0.010545266,0.018221073,0.018149335,-0.028838074,-0.012984307,-0.037302982,-0.041607171,-0.043328848,-0.019799275,-0.019225383,-0.011047422,0.011908259,0.021664424,-0.012553888,0.004662873,0.005451974,-0.024533885,0.0067791,0.022812208,-0.037589926,-0.031564061,0.007101914,-0.00760407,-0.025107777,0.015566821,0.020803586,-0.033572685,0.062841177,0.034146577,-0.007532333,-0.001865149,-0.023673046,0.032424901,0.018508019,-0.005703052,-0.015853768,0.019655801,0.042181063,0.006671495,-0.004573202,0.024390411,0.009756165,-0.00029143,0.000107605,0.032711845,-0.005523711,-0.015566821,0.009110536,0.017216761,0.006241076,-0.003945508,0.007783411,0.024246939,0.048206929,0.00277979,-0.002367305,-0.05107639,-0.016284186,-0.016929815,0.016858079,0.000703914,-0.021234006,0.021234006,-0.014634247,0.001389895,0.008321434,-0.016499396,0.014921193,0.025394723,0.035437834,0.013486463,-0.022668736,-0.012338678,-0.034003101,-0.005559579,-0.008106225,0.023959992,-0.019368855,0.024533885,-0.000600793,0.009756165,-0.001936886,-0.014490774,0.018077599,0.004447663,0.011262631,-0.003658562,0.043328848,-0.018938437,0.00799862,-0.018221073,0.041320227,0.000363166,-0.003730298,0.002851526,-0.024103465,0.003515089,-0.0135582,-0.003497155,-0.006814968,0.014060355,0.027116399,-0.003192274,0.011406104,0.042468011,-0.036442146,-0.007245387,0.032424901,-0.038737711,0.008680117,-0.035581306,0.027546817,0.021664424,-0.000757717,-0.022238316,0.018221073,-0.006205208,0.005093292,0.001264356,-0.002116227,0.001098465,0.017431971,-0.042181063,0.010760476,0.033285737,0.002708053,-0.007352991,-0.009827901,-0.031994481,-0.020803586,0.009971374,-0.014849456,-0.003658562,0.024964303,-0.001793413,0.021090532,0.01578203,0.012984307,0.006922573,-0.032711845,-0.013701673,0.00390964,0.017503707,-0.015351612,0.006922573,0.028694602,0.012266942,-0.027259871,0.007675806,-0.002295568,-0.020086221,0.00595413,-0.027833764,0.001551302,0.008644248,-0.002187963,0.00040576,0.024964303,0.013916882,-0.015925504,0.014347301,-0.011549577,0.018938437,-0.032424901,0.003730298,0.003281945,0.032998793,0.005595447,0.025681669,0.011047422,0.026399033,0.02912502,-0.006241076,0.004627005,0.024390411,0.001542335,-0.034576993,0.011477841,-0.00491395,-0.014347301,0.023529572,-0.004770477,-0.014921193,-0.028264182,0.02812071,0.00164994,0.008680117,-0.005416106,0.035581306,-0.02812071,0.006097603,-0.016355922,-0.010114847,0.033142265,-0.021807898,0.001228488,-0.002170029,-0.032711845,0.018149335,0.014132091,0.03055975,0.031133642,-0.011979996,0.008967063,-0.013486463,-0.02812071,0.052224174,0.004124849,-0.008715985,-0.034863941,0.025251249,0.07977099,-0.000072297,-0.014705983,0.033142265,0.024103465,-0.004232454,-0.007496465,-0.024246939,-0.029698912,-0.009469219,0.010114847,0.001201586,0.00860838,0.012051732,-0.006025866,0.014490774,0.014992929,0.01169305,-0.003192274,0.005308501,0.0045194,0.017575443,0.001022245,-0.018794963,-0.001847215,0.011119158,0.02051664,-0.006886704,0.010330057,-0.003353682,0.018794963,0.013773409,0.026399033,0.007962752,-0.018221073,-0.012553888,-0.003586825,-0.002170029,0.047633037,0.011908259,0.007209518,0.045624416,0.028694602,0.004357993,0.023959992,0.004232454,0.009182272,0.003012933,0.035294361,-0.055954475,0.014849456,0.012553888,0.004340059,-0.000511123,-0.024390411,0.011406104,0.013127781,0.013629936,-0.011406104,0.002582514,-0.004555268,0.005559579,0.000569409,0.017934127,-0.014060355,0.02912502,0.003819969,0.011190895,-0.011262631,0.017001551,0.012553888,-0.02238179,0.024246939,0.032281429,0.032711845,-0.016714605,-0.021520952,0.016355922,-0.011334368,-0.003891705,-0.008572512,-0.016929815,0.0135582,-0.057963096,0.015566821,0.001856182,-0.002456975,-0.000766684,0.005380238,0.000923607,0.035581306,0.005272633,-0.009612692,0.018651491,-0.023959992,-0.001416796,0.033285737,-0.002725987,0.024533885,-0.010186584,0.003802035,-0.029268494,-0.011764786,0.003837903,0.022955682,0.053945851,-0.002232799,0.019512329,0.014419037,0.028407656,0.004985687,0.00210726,0.005774789,0.032568373,-0.024964303,0.019655801,-0.012123469,0.031994481,0.015638558,0.038450766,-0.011979996,0.033716157,0.019368855,0.017431971,0.022668736,0.015423348,-0.001927919,-0.001102949,0.028694602,-0.013701673,-0.036155198,-0.010688739,0.000535782,-0.021807898,-0.005200896,-0.040459387,0.007137782,-0.006492154,-0.00277979,0.020803586,0.027833764,-0.000780134,0.000600793,-0.025538195,-0.011764786,0.021090532,0.028694602,-0.016929815,-0.025251249,0.029268494,-0.013271254,0.014634247,0.000376617,-0.025251249,-0.026255561,-0.037302982,0.003138472,-0.024677357,-0.019799275,0.025825141,-0.040746335,0.002510778,-0.031851009,-0.014347301,-0.00158717,-0.046772201,-0.028838074,0.006635627,-0.001058113,0.014132091,-0.00286946,0.019368855,0.007281255,0.036155198,0.065710634,0.018794963,-0.029268494,0.003461286,0.012984307,0.006133471,0.003497155,0.046198308,-0.014132091,-0.010186584,0.028981548,-0.000286946,-0.003102604,0.011190895,0.014490774,-0.020660114,-0.00347922,-0.004842214,-0.000506639,0.002600448,0.017073289,-0.011836523,-0.026685979,-0.023959992,0.023673046,-0.006958441,0.040172443,-0.031133642,0.009182272,-0.015638558,-0.002421107,0.004555268,0.014705983,-0.028407656,-0.014921193,-0.015710294,-0.008751853,-0.006420417,-0.038450766,-0.011908259,0.006133471,0.002474909,-0.008070357,-0.01025832,-0.011119158,0.004465597,0.010903949,0.009074667,0.030703224,-0.019368855,-0.007891015,0.007675806,-0.005093292,0.023099154,0.022094844,0.00738886,0.007066045,-0.023242628,-0.020660114,0.009397482,-0.006635627,0.009540955,0.006348681,-0.013773409,-0.000186067,-0.021234006,-0.017145025,-0.007030177,0.010114847,0.024390411,-0.024964303,-0.041033279,0.0135582,0.014060355,0.008715985,0.018794963,-0.039598551,-0.015208139,0.027977237,0.020086221,0.012195205,-0.010760476,-0.025538195,0.025394723,0.012697361,-0.053371958,-0.008249698,0.005846525,-0.045624416,-0.027977237,-0.012410415,-0.02195137,-0.022955682,0.011477841,0.026972925,-0.031420588,-0.012051732,-0.015925504,-0.004322124,-0.017145025,0.012840834,0.01578203,-0.010186584,-0.00091464,-0.028264182,0.00369443,-0.029985858,-0.009899638,0.018794963,0.053945851,0.007317123,-0.020086221,0.008967063,-0.001506467,-0.006850836,0.011477841,-0.003120538,-0.005631316,-0.027977237,0.01047353,0.003120538,-0.001354026,-0.004160717,-0.004698741,-0.049067769,0.021807898,-0.037589926,0.03672909,-0.004878082,-0.006241076,0.000049879,0.014203828,-0.027259871,0.004196586,-0.002421107,0.008106225,-0.00760407,-0.003802035,-0.016140714,0.038737711,-0.010043111,-0.037589926,-0.062267285,-0.001506467,-0.006384549,-0.012697361,-0.011190895,-0.01578203,0.014132091,-0.02238179,-0.024677357,0.011621314,-0.028407656,0.010688739,0.039311603,0.009254009,-0.009612692,-0.040459387,0.021234006,0.007926884,-0.057102256,-0.045624416,0.003497155,-0.003120538,-0.015853768,-0.006528022,0.011334368,-0.008177961,-0.033716157,0.010114847,0.035868254,-0.021807898,-0.010975685,-0.039024659,0.021234006,0.001990688,-0.009756165,-0.003819969,-0.033142265,-0.035150886,0.028407656,0.007711674,0.018364545,0.005416106,0.010545266,-0.032281429,0.01291257,0.003102604,-0.009756165,0.05107639,-0.001080531,-0.043615796,0.025968615,0.012697361,0.024820831,0.024246939,-0.020086221,-0.012195205,0.00760407,0.009540955,-0.003802035,0.043328848,-0.010043111,0.003891705,-0.054519743,0.043041904,-0.032711845,0.024820831,0.018651491,-0.008357302,0.009540955,-0.003156406,-0.019081909,-0.025825141,-0.02912502,0.026255561,-0.017216761,0.010401793,-0.028551128,-0.005200896,0.012625624,-0.008142093,0.039311603,-0.00082497,-0.003784101,0.037876874,0.006599758,-0.021520952,0.047633037,0.012410415,-0.01477772,0.023529572,0.004985687,-0.031707536,0.007675806,-0.017934127,-0.034863941,0.018794963,-0.011119158,-0.027546817,0.009612692,0.00760407,0.057102256,0.006241076,0.007281255,-0.007675806,-0.008285566,0.012553888,-0.007245387,0.016284186,-0.024964303,0.007030177,-0.011836523,-0.045050524,0.021090532,-0.021664424,0.00369443,0.037016038,-0.010186584,-0.00656389,0.016355922,0.019225383,0.009002931,-0.008034488,-0.004555268,0.046772201,-0.014347301,0.014347301,-0.023959992,0.017790653,0.031133642,-0.025825141,0.035581306,-0.012769097,0.017360235,0.024677357,0.000046517,0.010903949,0.011262631,-0.000573892,0.026829453,-0.024820831,-0.001309191,0.008177961,-0.002143128,-0.018651491,-0.026685979,-0.040172443,-0.018651491,0.007568201,-0.018794963,0.003281945,-0.014347301,0.005738921,-0.020373167,-0.02051664,-0.028551128,-0.040172443,-0.017718917,0.046198308,0.003802035,-0.005523711,0.07345818,0.000412485,-0.025968615,0.024246939,-0.024964303,0.024820831,0.005882393,0.011190895,0.020086221,-0.029411966,-0.029842386,0.006922573,-0.004286256,0.0233861,-0.0135582,0.000551474,0.026255561,0.019799275,0.003568891,-0.025681669,-0.009469219,-0.002636316,0.013486463,0.050215553,-0.040459387,-0.003622693,0.019225383,-0.015853768,-0.017001551,0.028407656,0.02812071,0.01477772,-0.007209518,0.046198308,0.024246939,0.035868254,-0.019225383,-0.030272804,0.006599758,0.000473013,-0.018364545,0.033429209,-0.0233861,0.021664424,0.028694602,-0.009684428,-0.002815658,0.015136402,0.006994309,0.017360235,-0.027116399,0.042181063,-0.018794963,-0.037589926,-0.018508019,-0.012266942,-0.00277979,-0.01334299,-0.020373167,-0.004949819,-0.018651491,0.026829453,-0.011979996,0.00799862,0.040459387,-0.00738886,0.008249698,0.017718917,-0.042754956,-0.011119158,-0.043615796,-0.009325746,-0.009612692,-0.008285566,-0.008213829,0.012625624,0.000919124,-0.041033279,0.000636661,-0.045911364,-0.001909984,-0.016642869,0.013414727,0.03055975,-0.013414727,0.010186584,0.056241419,-0.008321434,-0.000200638,0.006205208,0.012625624,0.009756165,-0.035294361,0.034003101,-0.023529572,0.031564061,-0.026399033,0.029268494,0.001183652,0.01334299,0.004035179,-0.00491395,-0.002241766,-0.011764786,0.029268494,-0.011621314,0.037302982,-0.020086221,0.018651491,-0.01578203,-0.025825141,0.002528712,0.057102256,0.046198308,-0.006169339,0.008249698,0.009397482,-0.008142093,-0.037876874,-0.041607171,-0.01169305,-0.013773409,-0.020086221,-0.038737711,-0.019799275,-0.035437834,0.019368855,-0.001246422,-0.013845146,-0.037876874,-0.006814968,-0.003066736,0.003730298,0.016499396,0.012840834,0.02051664,-0.006994309,0.009182272,-0.00738886,-0.000193913,-0.037016038,0.007281255,-0.016427658,-0.003568891,0.02912502,0.021807898,0.02912502,0.004124849,-0.012625624,0.02195137,-0.036155198,0.011334368,0.018651491,0.040459387,0.006205208,0.015064666,-0.023959992,0.017360235,-0.000567167,0.032998793,-0.023099154,0.075753748,-0.038737711,-0.005057423,-0.019799275,0.014849456,-0.050215553,-0.001111916,-0.006169339,0.009469219,-0.019081909,-0.013127781,-0.028838074,-0.013414727,-0.008213829,0.006312812,-0.008177961,-0.021664424,-0.010832212,-0.012697361,0.014634247,0.004393861,-0.045337472,-0.010975685,-0.030703224,-0.003228143,-0.014849456,-0.034003101,0.009612692,-0.004806346,-0.006492154,0.018938437,0.00277979,0.023816518,-0.003407484,-0.01169305,0.006276944,-0.024820831,0.00189205,0.006814968,-0.019655801,0.035294361,0.009038799,0.006922573,0.011334368,-0.018651491,-0.009899638,0.029985858,-0.008285566,-0.013845146,0.032424901,-0.024533885,-0.024677357,0.031420588,0.003604759,0.004232454,0.01578203,-0.025107777,0.003784101,0.006276944,-0.010832212,0.009074667,-0.040172443,0.048780821,0.02094706,-0.009110536,0.008680117,-0.014132091,0.023816518,0.012051732,-0.012123469,-0.032998793,-0.032424901,-0.021664424,-0.025538195,-0.01047353,0.009002931,-0.039311603,-0.004806346,0.023673046,-0.012123469,-0.006850836,-0.030272804,0.043615796,0.002456975,0.001273323,-0.007711674,-0.008177961,0.06714537,-0.043615796,0.017216761,0.00882359,-0.005416106,-0.014060355,0.034146577,-0.022812208,-0.009899638,-0.00390964,-0.032137953,0.007245387,0.047633037,-0.007352991,0.006097603,-0.019225383,-0.027833764,-0.010545266,0.002905329,-0.002797724,0.038450766,-0.013629936,-0.008106225,-0.001143301,-0.000014361,-0.043328848,0.029698912,0.027690291,0.002143128,0.012051732,-0.02812071,0.024677357,-0.012984307,0.008715985,-0.005523711,0.039024659,-0.020373167,-0.028838074,0.026972925,0.018364545,-0.010114847,-0.011406104,0.033572685,-0.028838074,0.024677357,-0.011836523,-0.009612692,-0.03672909,0.025107777,-0.025251249,-0.009182272,0.002618382,0.030416278,-0.003210209,0.033859629,-0.015208139,-0.015279875,0.010975685,0.014132091,-0.010545266,-0.002600448,0.003945508,-0.001990688,-0.008859458,0.024533885,0.027116399,-0.005487842,-0.028551128,0.008321434,0.016714605,0.010617003,0.043328848,0.025251249,-0.033429209,0.005667184,-0.012840834,0.037589926,-0.012482151,0.002546646,0.01477772,-0.003120538,0.012984307,-0.054232799,-0.013199517,-0.029985858,-0.023673046,-0.014992929,-0.010760476,0.0233861,-0.02912502,-0.020803586,-0.010545266,0.022238316,0.005021555,0.041033279,0.016140714,-0.006097603,0.015351612,-0.017790653,-0.007675806,-0.032281429,-0.012338678,0.02955544,-0.016427658,0.039885495,0.001192619,-0.006241076,-0.000663563,-0.008070357,-0.001452664,0.025681669,-0.020803586,-0.010401793,0.001443697,0.012410415,0.007926884,-0.034003101,0.017360235,0.000999828,0.019799275,-0.001102949,0.005918262,0.010545266,-0.023529572,0.016714605,0.016571132,0.003604759,0.016140714,-0.020660114,-0.007101914,0.014132091,-0.035437834,-0.018938437,0.019225383,-0.006886704,-0.03629867,0.010545266,-0.017216761,0.005595447,-0.022812208,0.009971374,0.003371616,-0.022955682,-0.013701673,-0.019368855,-0.022238316,0.004627005,0.008213829,0.002600448,0.012769097,-0.027116399,0.015279875,-0.017073289,-0.019512329,-0.010043111,0.003120538,0.0045194,-0.024246939,0.010903949,0.001667874,-0.008895326,0.031277116,-0.016571132,-0.012266942,0.006348681,0.048493877,-0.010186584,0.001506467,0.022955682,-0.012625624,0.018938437,-0.004698741,-0.009002931,0.008249698,0.035724778,0.002887394,-0.00399931,0.007747543,-0.000780134,-0.001389895,-0.003138472,-0.016284186,-0.041033279,-0.018364545,-0.001847215,-0.011190895,0.006061735,-0.044189688,0.033859629,-0.010043111,0.040172443,-0.025251249,-0.006241076,-0.01621245,-0.028694602,-0.001345059,-0.021377478,0.037876874,0.007675806,0.006528022,0.019942747,-0.006133471,0.014275564,-0.005380238,-0.043328848,-0.05825004,0.019512329,-0.00090119,-0.018364545,-0.023099154,-0.003407484,0.026829453,-0.06542369,-0.024677357,0.011262631,-0.002618382,-0.013916882,0.031133642,-0.016427658,-0.017934127,0.020086221,-0.009827901,0.009899638,0.011621314,-0.005308501,0.021377478,-0.011621314,0.009971374,-0.037876874,-0.013916882,0.014419037,-0.001748577,0.014132091,-0.026972925,0.002725987,-0.03672909,-0.004017244,0.005738921,0.001748577,-0.014921193,-0.013127781,0.033572685,-0.022094844,-0.038163818,-0.030129332,0.005057423,0.034576993,0.028264182,0.029698912,-0.003443352,0.022238316,-0.026255561,-0.029842386,0.001883083,-0.006241076,-0.032711845,0.008429039,0.019799275,0.015710294,-0.019368855,-0.00882359,-0.007101914,-0.013414727,-0.004698741,0.01477772,-0.015351612,-0.018508019,0.034290049,-0.012984307,0.008859458,-0.010688739,-0.000573892,0.028694602,0.002313502,0.023959992,-0.013199517,-0.004770477,-0.035294361,0.003228143,0.004949819,-0.041033279,-0.015638558,0.02812071,0.009612692,-0.010760476,-0.005057423,0.010043111,-0.035868254,-0.003192274,0.016427658,-0.007711674,0.012051732,-0.013773409,0.034720469,0.00760407,0.009469219,0.012840834,-0.007962752,-0.024677357,0.006348681,-0.01334299,-0.00308467,0.012984307,0.015208139,0.02955544,0.002116227,0.000403518,-0.02195137,-0.015136402,0.002905329,0.008321434,-0.028981548,-0.035294361,-0.024533885,0.002994999,-0.017073289,-0.021664424,0.013414727,0.006384549,-0.024964303,0.018508019,0.002941197,0.01047353,-0.022668736,0.00421452,-0.034433521,0.005380238,-0.018938437,0.017001551,0.019081909,-0.002636316,-0.006456285,0.008644248,0.008859458,0.011190895,-0.00760407,0.006707363,0.007066045,-0.017718917,0.012195205,-0.037589926,-0.001013278,-0.002456975,-0.003658562,0.016499396,-0.00286946,0.002851526,-0.013414727,0.027977237,-0.040459387,-0.000515606,0.017431971,-0.00882359,0.029985858,-0.007532333,-0.01169305,-0.011836523,0.022525262,0.004627005,0.027403345,-0.010688739,-0.011334368,-0.031564061,-0.018221073,0.023959992,-0.016858079,0.045624416,0.017288497,-0.023529572,-0.016786342,0.042181063,0.003748232,-0.017288497,-0.008142093,-0.004268322,0.040172443,-0.019368855,0.006671495,-0.001488532,0.042754956,-0.020229694,-0.028694602,-0.041033279,0.01047353,0.004286256,0.004411795,-0.019081909,0.020803586,0.03672909,-0.008142093,-0.008751853,0.001640973,-0.014347301,-0.038450766,0.000522331,-0.020229694,-0.018508019,0.035581306,0.050789446,0.055093635,-0.021807898,0.038163818,-0.011262631,0.025251249,-0.034290049,0.045050524,0.0067791,-0.02094706,-0.048206929,0.008859458,0.007137782,-0.024677357,0.012769097,0.006025866,-0.035294361,0.009612692,-0.04476358,0.007675806,0.037876874,0.005236765,0.001156751,0.012625624,0.01025832,0.023529572,0.015423348,0.004160717,-0.021664424,-0.017862389,0.015925504,0.041033279,0.023242628,0.019512329,0.037876874,-0.018005863,-0.006635627,0.001981721,0.016571132,0.009540955,0.010114847,0.008715985,0.006599758,0.012410415,0.005236765,-0.014992929,0.03099017,-0.002797724,-0.039885495,0.05825004,0.000159165,0.016140714,0.043041904,-0.000887739,0.008034488,0.024964303,-0.028838074,-0.015638558,0.009182272,-0.033859629,-0.001963787,-0.008070357,-0.009612692,-0.012410415,0.003676496,-0.047633037,0.005236765,0.032711845,0.002439041,0.017073289,-0.011621314,-0.011764786,-0.018651491,0.003927574,0.002456975,-0.019225383,0.018938437,0.046198308,0.019081909,-0.045624416,-0.015423348,0.009182272,0.020086221,0.008393171,-0.003855837,-0.019942747,-0.02094706,0.000883256,0.015064666,-0.010688739,0.011119158,0.015495085,0.014490774,-0.022238316,0.012051732,0.012769097,-0.019081909,-0.005344369,-0.011621314,0.017145025,-0.008249698,-0.005344369,0.022812208,0.002286601,-0.009002931,0.028407656,-0.001865149,-0.013701673,-0.013845146,-0.006492154,0.022812208,-0.030416278,-0.035294361,-0.042754956,-0.016284186,0.007137782,0.002510778,0.008572512,-0.013701673,0.00656389,-0.006671495,0.012697361,-0.022238316,-0.001856182,0.006276944,0.006599758,0.008680117,-0.006133471,0.006958441,-0.023816518,0.008177961,0.009254009,0.003335747,-0.006635627,-0.015853768,0.007532333,-0.048206929,-0.05825004,-0.025394723,-0.031420588,-0.001049146,0.021377478,-0.023816518,-0.046198308,0.026112087,0.0045194,-0.028694602,-0.007747543,-0.024533885,-0.024677357,-0.032281429,0.018794963,-0.032711845,-0.009684428,0.011190895,-0.001380928,0.015279875,-0.025107777,-0.005738921,-0.004340059,-0.002170029,-0.017718917,-0.020373167,0.010186584,-0.009971374,-0.025394723,0.003622693,-0.048493877,0.015638558,-0.036155198,-0.016427658,-0.000600793,0.003281945,0.022094844,-0.009110536,-0.017145025,-0.023242628,-0.014921193,0.023673046,0.02195137,-0.025394723,0.003371616,-0.032998793,-0.000959476,-0.037589926,-0.013271254,-0.04476358,-0.015423348,-0.018651491,-0.049067769,0.033429209,-0.002089326,-0.033716157,-0.000932575,-0.001080531,0.036155198,-0.004106915,0.005272633,-0.02195137,-0.010043111,-0.027403345,-0.035868254,0.006814968,0.039598551,0.037302982,-0.041320227,-0.025394723,-0.025394723,-0.000699431,0.003604759,0.016355922,-0.00799862,-0.006994309,0.035150886,0.020229694,-0.007747543,0.017647181,0.026399033,-0.030416278,-0.011908259,0.026542507,-0.012195205,0.034146577,-0.006169339,-0.008859458,0.0045194,0.019799275,-0.031277116,-0.022812208,0.007066045,0.039885495,0.001264356,-0.026542507,-0.016355922,0.002214865,-0.018938437,-0.02955544,-0.008070357,-0.006420417,-0.001389895,0.002241766,-0.018292809,0.016355922,-0.002134161,0.037302982,0.00180238,-0.013199517,-0.020086221,-0.011621314,0.021377478,-0.005272633,-0.02195137,-0.017216761,0.037876874,0.033142265,0.041607171,-0.011477841,0.031133642,-0.045050524,-0.003981376,-0.025394723,-0.031707536,0.024533885,0.032568373,0.028694602,-0.021090532,-0.019942747,0.054806691,-0.004483532,-0.020086221,-0.01599724,0.018651491,0.020373167,0.000504397,-0.007424728,-0.063702017,-0.014203828,0.030846696,-0.006599758,-0.027259871,-0.024103465,-0.020660114,-0.004985687,0.005559579,-0.034146577,-0.011549577,-0.00173961,0.008321434,0.007030177,-0.015638558], 
32        'numCandidates': 200, 
33        'limit': 10
34     }
35   }, {
36     '$project': {
37       '_id': 0, 
38       'title': 1, 
39       'genres': 1, 
40       'plot': 1, 
41       'year': 1, 
42       'score': {
43         '$meta': 'vectorSearchScore'
44       }
45     }
46   }
47 ]
48 
49 # run pipeline
50 result = client["sample_mflix"]["embedded_movies"].aggregate(pipeline)
51 
52 # print results
53 for i in result:
54     print(i)

フィルターでは、 $or集計パイプライン演算子を使用して、次のいずれかの条件に一致する映画のドキュメントを検索します。

genresフィールドでフィルタリングして、 crimeジャンルに該当しない映画を検索します。
yearフィールドでフィルタリングして、 2015年以前にリリースされた映画を検索し、 genresフィールドでフィルタリングしてactionジャンルの映画を検索します。

1 import pymongo
2 
3 # connect to your Atlas cluster
4 client = pymongo.MongoClient("<connection-string>")
5 
6 # define pipeline
7 pipeline = [
8   {
9     '$vectorSearch': {
10       'index': 'vector_index', 
11       'path': 'plot_embedding_voyage_3_large', 
12       'filter': {
13         '$or': [
14           {
15             'genres': {
16               '$ne': 'Crime'
17             }
18           }, {
19             '$and': [
20               {
21                 'year': {
22                   '$lte': 2015
23                 }
24               }, {
25                 'genres': {
26                   '$eq': 'Action'
27                 }
28               }
29             ]
30           }
31         ]
32       }, 
33       'queryVector': [-0.025189938,0.014741838,-0.013024342,-0.0197512,0.011235285,0.004651551,0.043509893,0.003112961,0.013310592,-0.033348043,0.037212405,-0.021039322,-0.026048684,0.012809656,0.029483676,0.003578116,-0.044654887,0.032632418,0.014312465,-0.058967352,0.025333062,-0.055246111,0.02189807,-0.017604331,-0.002880384,0.045227386,0.004794675,0.017604331,0.023186192,-0.054673612,-0.011306847,-0.012523406,-0.012380281,0.002540462,0.015958399,-0.042364895,-0.001467028,-0.020180576,-0.058108605,-0.035065539,0.010090288,-0.033348043,0.058394853,-0.013883091,0.002048471,-0.020753073,-0.029769925,0.031916797,-0.014741838,-0.040933646,-0.004096943,0.020753073,-0.002540462,0.028052431,-0.02404494,0.006547953,-0.003578116,0.003757022,0.019178702,-0.037784904,-0.02833868,0.01753277,0.029769925,0.017747456,-0.031344298,0.022899942,0.006333265,0.010376536,-0.024474313,-0.012094032,-0.004651551,0.007764512,0.017962143,0.013811528,0.037212405,-0.03148742,0.000666424,0.024474313,-0.021325571,0.041219898,0.011235285,0.046658635,0.019035578,0.020753073,0.010662786,-0.001726441,-0.012738093,-0.027193682,-0.014598713,-0.013167467,0.013596841,0.001932183,-0.010304974,-0.007478263,0.005689205,0.002987727,0.005724986,0.002325775,0.002415228,-0.003828584,-0.029340552,-0.017318081,-0.070417322,0.003810694,-0.013453716,-0.001628043,-0.027909305,0.014026215,0.009589351,0.004902019,0.028768053,-0.005259831,-0.010448099,0.025189938,0.038357403,0.048662379,0.039788652,0.010448099,0.001574371,0.020323699,0.005510299,0.026907433,0.043223642,-0.001153942,-0.010233412,0.048376128,-0.056104861,0.006691077,0.015672149,-0.015028087,0.036210533,-0.009231539,0.010519661,0.022899942,0.025762435,-0.009052633,-0.0301993,0.032203045,-0.00522405,0.029626802,-0.02433119,-0.025619311,0.016674021,0.02404494,-0.009589351,-0.026334934,-0.04436864,-0.014455589,0.02619181,0.017604331,0.02189807,-0.007728731,-0.021611821,-0.03363429,0.008480135,-0.027479932,0.025046812,-0.006047016,0.020753073,0.01016185,-0.034063663,0.029483676,-0.019035578,0.041506145,0.013453716,-0.009159978,0.007549825,0.025189938,0.005152487,-0.009446226,-0.009016853,0.021325571,0.030771798,-0.046944883,0.001314958,0.021182448,0.047231134,-0.007048889,-0.030771798,-0.025905561,-0.000612752,-0.023186192,0.011378409,0.035065539,0.007979199,0.023901815,-0.004973582,0.005188268,-0.046944883,0.009374664,0.047231134,0.058967352,0.043509893,0.011449971,0.017174957,-0.024188064,-0.025476186,-0.02833868,0.033061791,0.015314337,-0.018749328,0.013382155,0.007048889,0.005975454,0.005295612,-0.013310592,-0.022756819,-0.012523406,-0.03363429,-0.014527151,0.011449971,0.01202247,0.044941138,-0.012594969,0.002862493,0.000572499,0.030628674,-0.0098756,0.020466823,0.059539851,-0.00370335,0.007335138,0.023901815,0.023758691,-0.005903892,0.003918037,0.013310592,0.010090288,-0.012809656,-0.010376536,-0.01109216,-0.008086543,0.012809656,-0.019894326,0.012738093,0.056391109,0.029340552,-0.04436864,-0.001619098,0.042364895,-0.027623056,0.011593096,-0.031916797,-0.0301993,0.032203045,-0.003757022,0.017174957,0.033491168,0.003900147,0.002325775,0.006726858,0.020180576,0.017389644,0.009088415,0.018319955,-0.003631788,0.00586811,-0.006691077,-0.014240902,-0.009052633,0.031630546,0.04436864,-0.022899942,-0.003327648,-0.006691077,0.013310592,-0.035924286,-0.008158104,-0.005116706,-0.040647399,0.002397338,0.014455589,-0.030342424,0.028624929,-0.031773672,0.043509893,-0.001833785,-0.025619311,0.032775544,-0.046944883,0.013739966,-0.030485548,0.018319955,0.016745584,-0.020323699,-0.015815273,-0.020896198,-0.015171212,0.026334934,0.035638034,0.008873728,0.003291867,-0.02647806,0.003649678,0.003613897,0.009804038,-0.013525278,0.005367174,0.007657168,-0.017103394,-0.015815273,-0.000398065,0.013310592,0.014240902,0.003935928,0.001735386,-0.018606203,0.008265448,-0.068127327,0.012165595,-0.007836075,0.02189807,-0.000983982,0.019178702,-0.009589351,-0.013739966,-0.007800293,0.040361151,0.027623056,-0.002540462,-0.03663991,0.011163722,-0.016316209,-0.006333265,-0.010877473,-0.023329318,-0.021468697,0.013596841,0.032059919,0.007442481,0.02433119,-0.003613897,-0.013596841,0.010448099,0.010877473,-0.0098756,0.033920541,-0.006691077,-0.039502401,-0.010877473,-0.016960271,0.014097777,-0.008122323,0.007478263,0.010018725,-0.030485548,-0.011020597,0.000317558,0.00461577,0.020466823,0.070703574,-0.024617439,0.002111088,-0.024617439,-0.004204286,-0.048662379,-0.006834202,0.027766181,-0.002504681,0.025189938,0.033920541,-0.02833868,-0.000773768,-0.03578116,0.015958399,0.006369046,0.033204917,-0.006762639,0.02003745,-0.020180576,0.015886836,-0.015385899,-0.029340552,-0.009446226,0.015529023,-0.010376536,-0.012881218,-0.000715623,0.014312465,-0.029197427,-0.000684315,0.000360048,0.015815273,-0.027050557,0.006655296,0.018892452,-0.021182448,0.031201173,0.014240902,-0.022756819,0.004365302,-0.020609949,0.008515916,-0.016244646,0.001162888,0.000084421,0.003273976,-0.017819017,0.000576971,0.020753073,-0.004794675,0.018105267,-0.013095905,-0.028052431,0.004114834,0.02833868,-0.027193682,-0.010877473,-0.002576244,0.011879345,-0.017819017,0.006726858,-0.021754947,-0.031773672,-0.013382155,0.024903689,0.013167467,0.000033964,0.034063663,0.022613693,-0.038357403,-0.010018725,-0.017174957,-0.004418973,0.02189807,-0.003166633,-0.009589351,0.009303101,-0.036496785,-0.005760767,-0.006583733,-0.003596007,0.014026215,-0.003828584,-0.02833868,-0.020896198,0.001449137,0.039502401,0.012881218,0.025476186,0.000961619,-0.025762435,0.002808821,0.034922414,0.004687332,-0.046658635,0.030914923,-0.036067411,0.008659041,-0.004025381,-0.0301993,-0.026048684,0.024760563,0.036496785,-0.029913051,0.015672149,0.007764512,0.01509965,0.010304974,-0.004490536,-0.007585606,-0.019464951,0.016602458,-0.007048889,-0.005510299,0.011163722,0.013739966,-0.034636162,0.020609949,-0.004418973,0.034636162,0.040933646,0.031773672,0.023758691,0.031344298,-0.006798421,0.026048684,-0.011521534,0.020753073,0.014384027,0.026334934,-0.034206789,-0.036067411,0.014598713,0.023758691,-0.039216153,0.003363429,0.002880384,-0.006726858,-0.000916892,-0.001395465,-0.009660914,0.032059919,0.008086543,0.029054303,-0.011593096,0.065551087,0.031058047,-0.041219898,-0.014097777,-0.017103394,0.016244646,-0.028911177,0.044654887,-0.030771798,0.024760563,0.02833868,0.018248392,0.026907433,-0.002227377,0.034063663,0.000167724,0.021039322,-0.018892452,0.012738093,-0.001395465,0.005760767,-0.024760563,-0.002683587,0.000230341,-0.0197512,0.009088415,-0.00400749,-0.026764309,-0.012881218,0.016101522,-0.009303101,0.015529023,-0.016817145,0.014312465,-0.030914923,-0.018463079,0.020323699,-0.023472441,-0.023758691,-0.005009362,0.018176829,0.012738093,0.009374664,-0.031916797,0.016387772,0.027479932,0.015529023,-0.021325571,0.020323699,-0.025476186,0.008515916,-0.039788652,-0.007979199,-0.009947163,-0.006869983,0.004758894,0.022613693,-0.013668403,-0.015171212,0.035351787,-0.022327444,0.019178702,0.000404774,-0.003524444,-0.012094032,0.023901815,-0.0400749,-0.004579989,0.00245101,0.013024342,0.015958399,0.009517789,0.034779288,0.021468697,0.00062617,0.007728731,-0.028195554,0.0301993,-0.002504681,0.008909509,0.004651551,-0.007013108,0.03148742,0.019608077,0.002540462,0.043509893,-0.006190141,0.024903689,0.010519661,0.018319955,0.010519661,0.009660914,0.000966091,-0.004454754,0.000299667,0.007907636,-0.018463079,0.004758894,-0.001851675,-0.002415228,0.010233412,-0.024617439,-0.030771798,0.018749328,0.003023508,0.005474518,-0.011521534,-0.008551697,0.007979199,0.03363429,0.000275068,0.007800293,0.0039896,0.00522405,-0.035924286,-0.01416934,0.02619181,-0.025476186,-0.033777416,0.021325571,-0.02218432,0.001833785,0.027766181,-0.006118578,0.032059919,0.038929902,0.003613897,0.031344298,-0.002737259,0.057536107,0.009732476,0.020753073,0.005402955,-0.047803629,-0.040933646,0.009052633,-0.030485548,0.018319955,0.025046812,-0.002361557,0.045513637,0.008766385,-0.031058047,0.014312465,0.002737259,-0.004186396,0.032059919,0.024617439,-0.012666531,0.006798421,0.02619181,-0.012523406,0.009947163,0.005617642,0.039216153,0.008766385,0.009517789,0.042651143,-0.012881218,0.007263576,-0.000514354,0.016817145,-0.048948627,0.018176829,0.034922414,0.005331393,0.000391356,-0.017604331,0.026048684,-0.011807784,0.017461207,0.012809656,0.029483676,-0.017174957,0.023472441,0.005188268,0.007585606,-0.034922414,0.069558576,0.023472441,-0.010304974,0.020180576,0.025046812,0.016459335,0.000317558,-0.018606203,0.066696085,0.011664659,0.025762435,-0.016888708,0.015314337,-0.009231539,0.016459335,-0.021325571,0.009303101,0.000840857,-0.014455589,0.00170855,0.014741838,-0.004168505,-0.009088415,-0.0074067,-0.004472645,0.002665696,0.023615567,0.038929902,-0.016960271,-0.027193682,0.03663991,-0.016530896,0.003256086,0.015171212,0.036926158,0.02433119,0.047231134,-0.049234878,0.009947163,-0.01109216,-0.014097777,-0.007585606,0.00338132,-0.008086543,0.018176829,-0.014527151,-0.000205742,-0.041219898,0.012666531,0.046086136,0.004025381,-0.0074067,0.033348043,-0.020896198,-0.000514354,0.033491168,0.004257958,0.02404494,-0.008372792,-0.021754947,0.037784904,0.013453716,0.013024342,-0.026334934,0.023758691,0.012094032,0.006297485,0.045227386,0.021039322,-0.020323699,0.005975454,0.008802165,0.00370335,0.006941545,-0.029340552,-0.008551697,-0.004454754,0.003488663,0.010662786,0.00801498,0.010090288,0.015600586,0.018105267,-0.020180576,-0.00307718,0.031630546,0.000644061,0.011950907,-0.023472441,0.01509965,-0.035924286,0.016459335,-0.027766181,-0.014598713,-0.021611821,-0.013310592,-0.021039322,-0.02189807,0.018606203,-0.007979199,0.018176829,0.022041194,-0.002916165,0.009088415,-0.00522405,-0.018176829,-0.031916797,-0.017318081,-0.025476186,-0.014527151,-0.017675893,-0.026621183,0.000362284,0.02619181,0.016101522,-0.013310592,0.021325571,0.027909305,0.016316209,0.006011235,0.008551697,0.030914923,-0.070703574,0.004794675,-0.019321827,-0.011163722,-0.014598713,-0.0197512,-0.005438737,-0.025189938,-0.037212405,0.004168505,-0.021754947,0.018033706,0.035065539,0.022756819,0.005581861,-0.007764512,-0.003005618,-0.003524444,0.006655296,-0.00170855,-0.046086136,-0.009374664,0.001744332,0.030056175,0.016674021,0.014312465,0.029054303,-0.009052633,0.005832329,-0.029197427,-0.004723113,0.032489292,0.022899942,-0.044941138,0.014026215,-0.007227794,-0.035494912,0.001261286,0.079004802,0.008122323,0.022041194,0.016602458,0.046658635,-0.016888708,-0.006547953,-0.016316209,0.002021636,-0.016745584,0.003792803,0.005116706,-0.037784904,-0.028481804,-0.014670276,-0.005259831,0.018892452,0.001252341,-0.068699829,-0.021611821,-0.015242774,-0.027050557,-0.032059919,0.026048684,-0.014240902,-0.007013108,0.014598713,-0.005474518,-0.007192013,-0.016817145,0.00400749,0.010519661,0.007657168,0.005295612,0.009124196,0.024474313,-0.019894326,-0.044941138,-0.022756819,-0.022327444,-0.041792396,0.027479932,-0.013668403,-0.036210533,0.001225505,0.009947163,-0.044654887,-0.02003745,0.031344298,-0.004186396,-0.009517789,0.000720096,-0.023901815,0.000670897,0.022899942,0.006619515,0.006512171,0.022327444,0.021468697,0.021611821,0.039216153,-0.019608077,0.028052431,-0.020466823,-0.0197512,0.004454754,0.026048684,-0.024617439,-0.000333212,0.002200541,-0.002629915,0.021611821,0.009374664,0.00894529,-0.057822354,-0.009660914,-0.002844602,0.020323699,0.000603807,0.018033706,-0.027050557,-0.004186396,-0.019608077,-0.021754947,0.009732476,0.01602996,-0.016960271,-0.001520699,-0.023615567,0.004383192,0.000925838,0.023043068,0.032775544,0.006404828,-0.010304974,0.019321827,0.017604331,-0.01230872,0.007657168,0.005402955,-0.03148742,-0.000550135,-0.002111088,-0.029626802,0.01323903,-0.033777416,0.006655296,0.035065539,-0.003256086,0.000907947,0.004025381,0.011020597,-0.04808988,0.02619181,0.015171212,0.023758691,0.014741838,-0.001359684,-0.041506145,-0.009088415,-0.012738093,0.000176669,0.033777416,0.024188064,-0.002307885,0.023901815,0.00034663,-0.024474313,-0.031773672,-0.023758691,-0.024474313,-0.011163722,0.000447265,0.005080925,-0.00123445,0.006297485,-0.031058047,-0.012738093,-0.003059289,-0.026907433,-0.015672149,-0.005760767,0.023043068,0.023043068,-0.015028087,0.017747456,0.013883091,-0.011807784,0.038357403,-0.016817145,0.014884963,0.017389644,-0.000599334,0.016602458,0.008086543,-0.039502401,0.050379876,-0.024474313,0.035351787,-0.023758691,0.002039526,0.004061162,-0.012165595,-0.020180576,0.001636988,-0.013883091,0.017389644,0.006225922,-0.03578116,-0.016817145,-0.001332848,-0.005617642,-0.008730603,-0.039216153,0.02433119,0.028052431,0.02833868,0.039502401,0.010233412,-0.006869983,0.021468697,0.002039526,-0.0197512,0.020753073,0.027050557,0.009517789,0.011449971,0.038929902,0.008873728,0.009374664,0.007871855,-0.006082797,-0.007156232,-0.014670276,-0.000447265,0.046944883,-0.015242774,-0.019894326,0.008158104,0.016173085,-0.018463079,0.034922414,-0.005009362,-0.000092248,0.005760767,0.006190141,-0.022613693,0.034206789,0.012523406,0.000992927,0.038071156,-0.048376128,-0.017747456,0.014384027,0.000751404,0.015314337,-0.010519661,0.058681104,0.013954652,0.022899942,-0.003757022,0.01416934,-0.000469628,-0.008337011,-0.001153942,0.02189807,-0.024760563,0.01416934,-0.012738093,-0.025046812,0.030771798,-0.046658635,-0.002137924,0.053242367,0.010090288,-0.046086136,0.016316209,-0.005295612,0.023043068,-0.023043068,0.010233412,-0.018319955,-0.017389644,0.030485548,0.009660914,0.017174957,0.050379876,-0.010304974,0.017819017,-0.000364521,0.011163722,0.001753277,0.010448099,0.013095905,0.008372792,-0.01109216,0.036926158,-0.015672149,-0.014598713,0.008981071,-0.011879345,-0.036926158,-0.01789058,-0.008694822,-0.028911177,-0.017103394,-0.028768053,-0.030914923,0.001033181,0.00431163,-0.024474313,-0.031058047,0.010018725,0.00647639,-0.027336806,0.025046812,0.003148742,-0.010018725,0.03663991,0.033348043,-0.001162888,-0.01016185,0.010376536,0.010519661,0.019178702,0.016101522,0.007943418,-0.013739966,-0.013525278,-0.027193682,0.006655296,0.027050557,-0.017389644,-0.027479932,0.041792396,0.045513637,-0.014741838,0.012451844,0.018319955,-0.00153859,0.010519661,0.017962143,-0.012594969,0.018606203,0.023472441,-0.034063663,-0.004061162,0.015600586,0.019178702,0.002361557,-0.025619311,-0.00586811,-0.02003745,0.013739966,0.017675893,-0.025189938,-0.002415228,0.001547535,0.019608077,0.039502401,-0.00184273,0.025189938,0.00277304,0.020323699,0.007227794,0.012165595,-0.00370335,0.02433119,-0.00586811,0.016459335,0.034206789,0.001051072,-0.010519661,-0.004096943,0.00153859,0.01574371,0.01230872,-0.007692949,-0.019464951,0.005116706,0.017389644,0.024903689,0.046658635,-0.010519661,0.020609949,0.060684849,-0.045227386,-0.008551697,-0.004293739,-0.001502809,-0.015815273,-0.005975454,0.000290722,0.027050557,-0.002245268,-0.016888708,-0.027193682,-0.001288122,-0.021182448,-0.041219898,0.031916797,0.030628674,-0.03234617,0.006655296,0.008372792,-0.009016853,-0.033348043,0.010877473,-0.05238362,-0.004490536,-0.028911177,0.006905764,-0.003506554,0.039788652,-0.036496785,-0.015886836,0.015314337,-0.015672149,0.006225922,-0.021182448,-0.034349915,-0.043223642,-0.025476186,0.002558353,0.007048889,-0.037784904,-0.014026215,-0.044654887,-0.036926158,0.008229667,0.007728731,0.039216153,-0.00027954,0.026907433,0.027193682,-0.017174957,-0.011378409,0.017174957,-0.015815273,0.009446226,0.033777416,-0.014384027,0.003721241,-0.024760563,-0.000229223,0.008802165,-0.000377939,-0.007692949,0.016173085,0.018248392,-0.02218432,-0.003202414,-0.033204917,-0.002969836,-0.023186192,0.030056175,-0.015457462,-0.015314337,-0.008981071,0.022613693,-0.014026215,-0.025476186,0.025333062,0.034206789,0.010662786,0.016387772,0.030342424,-0.008086543,0.007120451,0.000221396,0.025619311,0.01789058,-0.008086543,0.011807784,-0.016101522,0.002719368,0.005653423,0.017962143,-0.001941128,0.06297484,0.016244646,0.003524444,0.018749328,-0.001815894,0.006082797,0.069558576,-0.011020597,0.018033706,0.026621183,0.007692949,-0.008694822,0.035924286,-0.001878511,-0.005975454,-0.028911177,-0.007871855,0.014741838,0.008587479,0.026621183,0.005259831,-0.023186192,0.000368993,-0.01323903,0.002683587,-0.011306847,0.007478263,-0.000621698,0.022756819,-0.018892452,-0.013167467,0.007764512,-0.010877473,-0.017461207,-0.013525278,0.014240902,-0.019464951,-0.009016853,0.016173085,-0.027479932,0.002934055,0.042937394,-0.004830457,-0.031201173,-0.024188064,0.00245101,0.017318081,0.001824839,-0.022756819,0.021325571,-0.027479932,-0.008659041,0.008337011,-0.016674021,-0.003452882,0.000711151,-0.045799885,0.013739966,-0.029340552,-0.035208661,0.000554608,-0.007800293,0.018892452,0.028481804,-0.011593096,-0.00894529,0.024474313,-0.008050761,0.025476186,-0.001306012,-0.00214687,-0.008050761,-0.018606203,-0.006047016,-0.028768053,0.029197427,-0.021468697,0.005402955,-0.021039322,-0.014312465,-0.002325775,-0.020896198,0.000706678,0.035638034,-0.008480135,-0.035351787,0.014312465,0.012523406,0.011807784,0.003041399,-0.010018725,-0.022613693,-0.021182448,-0.005474518,-0.007120451,0.025476186,0.036926158,-0.007907636,-0.014097777,0.010519661,0.005617642,0.014670276,-0.011664659,0.011879345,-0.012738093,-0.007871855,-0.012666531,0.032918669,-0.010018725,0.007943418,0.024188064,0.005760767,-0.003918037,0.022613693,0.017318081,0.036496785,0.037784904,0.008694822,0.016674021,0.000106225,0.003685459,-0.031201173,-0.01016185,-0.02404494,-0.019035578,0.031773672,0.000975037,-0.032489292,-0.033920541,0.015385899,-0.023186192,0.012523406,-0.011163722,-0.005116706,0.015314337,-0.006834202,-0.038357403,-0.023472441,0.015529023,0.017747456,0.005653423,-0.002325775,0.009088415,-0.022899942,0.02433119,0.000849803,-0.042078644,-0.004257958,0.018176829,-0.0049378,-0.002415228,-0.016173085,0.012594969,0.013596841,-0.017031832,-0.001806949,-0.003810694,0.003005618,0.046944883,-0.025476186,0.012738093,0.009016853,-0.009660914,0.012666531,0.014026215,-0.010519661,0.022327444,0.00400749,-0.007478263,-0.03578116,0.009804038,-0.028911177,-0.018248392,0.004758894,0.005939673,0.033920541,-0.011378409,-0.005474518,0.012451844,0.018176829,0.033920541,0.025905561,-0.014670276,0.001798003,0.031344298,0.00431163,0.027193682,-0.006798421,0.011449971,0.00894529,0.013883091,0.023758691,-0.007692949,0.031344298,-0.014384027,-0.007514044,-0.026621183,-0.001645933,-0.010090288,-0.009589351,0.008193886,-0.007871855,-0.031773672,0.013525278,0.006583733,0.010949035,-0.004794675,-0.004061162,-0.021468697,0.011020597,-0.020609949,0.010018725,0.010662786,0.008158104,0.00370335,0.007800293,-0.029626802,0.029197427,-0.017174957,-0.00586811,-0.003112961,-0.018749328,-0.042364895,0.027050557,0.028624929,0.008837947,0.026334934,0.018248392,-0.004758894,0.009446226,-0.033061791,-0.022041194,-0.021039322,0.008086543,-0.009088415,-0.031630546,0.020896198,-0.018749328,0.022613693,-0.014097777,0.004347411,0.014813401,-0.013525278,-0.001726441,0.010448099,0.036067411,-0.026048684,-0.020753073,-0.005045144,0.033348043,-0.002576244,0.02404494,0.022041194,0.017031832,-0.000297431,-0.003184523,-0.012738093,0.022756819,-0.016888708,0.021039322,-0.000313085,0.032203045,-0.011235285,0.001583316,-0.00461577,-0.026334934,-0.002934055,-0.005939673,0.001458082,0.007156232,-0.005689205,-0.042937394,0.011378409,0.007156232,0.00554608,0.026621183,-0.014455589,-0.017604331,-0.02647806,-0.03578116,-0.009804038,0.006905764,-0.0197512,-0.035494912,-0.027623056,-0.00461577,0.011521534,0.006905764,0.009517789,0.003112961,0.033920541,-0.004687332,-0.005045144,-0.009231539,0.000126911,0.008694822,-0.029340552,0.011163722,0.047517382,-0.039788652,-0.033348043,-0.003041399,-0.007657168,-0.035065539,-0.012165595,-0.024617439,0.0049378,0.017461207,0.029626802,-0.004723113,-0.000366757,-0.041792396,0.041219898,-0.009446226,0.016960271,-0.017747456,-0.036067411,0.025046812,0.027336806,0.025905561,0.049234878,0.016602458,-0.005796548,0.021325571,-0.003524444,-0.000872166,0.014670276,0.020323699,0.002737259,0.009660914,-0.006440609,-0.062402345,-0.062688597,-0.008158104,-0.018749328,0.005438737,-0.002066362,0.000205742,-0.018749328,0.017103394,-0.03578116,0.000265004,-0.03663991,-0.024760563,0.054101113,-0.00647639,-0.026334934,0.034779288,0.022756819,-0.033348043,-0.02433119,-0.041792396,-0.014455589,-0.023329318,-0.004687332,-0.013453716,-0.018319955,-0.014455589,0.043509893,0.013453716,-0.014813401,0.009052633,-0.034349915,0.052097369,-0.003774913,0.016316209,-0.027050557,0.028195554,-0.007549825,-0.020466823,0.014598713,-0.005939673,0.003273976,-0.052097369,0.002701478,-0.02404494,-0.005903892,0.009947163,-0.00043161,0.02189807,0.042078644,-0.020609949,0.007836075,0.018892452,0.001207614,0.009159978,-0.029197427,-0.023329318,0.004347411,-0.019464951,0.020180576,0.019894326,0.00615436,0.021468697,-0.017461207,-0.011879345,-0.002307885,0.016101522,-0.029626802,-0.014455589,0.020323699,0.020753073,0.018176829,-0.006082797,0.027766181,0.016530896,-0.008444354,0.001806949,0.029626802,-0.012451844,0.023186192,0.006869983,-0.034063663,-0.012094032,-0.021611821,-0.008050761,0.05581861,-0.004257958,-0.025333062,-0.004526317,0.018033706,0.027479932,0.025476186,0.008802165,-0.009589351,0.012809656,0.012523406,0.0400749,0.018033706,0.011020597,0.014956526,0.013883091,-0.006655296,0.019608077,-0.03234617,0.007585606,-0.036067411,-0.024617439,-0.001628043,0.022041194,0.026764309,-0.038643654,-0.009124196,-0.020323699,-0.013883091,0.02404494,0.002361557,-0.03234617,-0.0049378,0.018606203,0.022327444,0.043509893,-0.030485548,-0.003560225,0.007442481,0.00370335,0.011449971,0.023472441,0.000197915,-0.011950907,0.023329318,-0.009804038,-0.025619311,0.0074067,-0.003953818,0.014312465,0.048662379,-0.027193682,0.019894326,-0.042364895,0.003327648,0.042937394,-0.040933646,-0.020466823,0.056104861,0.020896198,-0.014527151,-0.036210533,-0.022470569,0.035924286,-0.013167467,-0.055532362,-0.006190141,-0.027909305,0.012881218,0.003005618,0.005689205,0.01109216,-0.016387772,-0.021468697,0.018176829,-0.021611821,0.032918669,0.002951946,-0.008837947,-0.031773672,-0.029913051,0.017318081,0.017461207,-0.02833868,-0.027479932,-0.023615567,0.037212405,-0.023615567,-0.02404494,0.029626802,0.002951946,0.004043271,-0.001377575,0.007800293,0.024188064,-0.027336806,-0.002361557,-0.00307718,-0.025189938,0.007192013,-0.000207978,0.040933646,0.010877473,-0.000720096,-0.006941545,0.003059289,0.032775544,-0.007657168,0.019321827,-0.012094032,0.042078644,-0.010591224,0.011807784,-0.016173085,-0.015529023,-0.023615567,0.016173085,-0.018606203,0.007192013,-0.008587479,0.000257177,0.002245268,-0.011879345,0.044082388,-0.005939673,-0.003059289,-0.013954652,-0.026621183,0.039502401,-0.006440609,0.014384027,0.012094032,-0.034779288,-0.002379447,0.023329318,0.029483676,-0.002325775,-0.001565426,0.025619311,0.018606203,-0.016101522,-0.0301993,0.002576244,0.035208661,0.002325775,-0.011664659,-0.022470569,-0.047231134,-0.016888708,-0.017747456,0.05152487,0.009374664,-0.010591224,0.009303101,-0.005009362,-0.029197427,0.001726441,-0.023758691,-0.002934055,-0.017461207,0.018606203,-0.002665696,-0.003578116,-0.018606203,-0.004651551,-0.021325571,0.005367174,-0.009124196,0.016888708,-0.01295278,0.002048471,-0.011593096,0.017604331,-0.008515916,0.006082797,-0.036067411,-0.027336806,-0.010018725,-0.001306012,0.026334934,-0.019321827,-0.030914923,-0.026764309,-0.0024689,-0.005581861,-0.002755149,0.019464951,-0.01295278,0.011163722,0.000639588,0.025476186,0.029483676,0.042651143,-0.011306847,0.002737259,0.010090288,-0.015600586,0.038357403,0.029197427,-0.008193886,0.044082388,0.032489292,-0.00123445,-0.008372792,0.009124196,-0.00309507,-0.041792396,0.007764512,-0.009947163,0.044941138,0.030056175,-0.013024342,-0.019321827,0.019321827,0.008551697,-0.053814866,0.038071156,-0.037784904,0.012165595,-0.008444354,-0.029626802,-0.006905764,-0.028195554,-0.01080591,-0.0098756,-0.032203045,0.040361151,-0.033920541,0.004454754,-0.036067411,0.011879345,-0.011235285,0.020609949,-0.004579989,0.0074067,-0.017103394,0.01789058,0.011449971,-0.007836075,0.000427138,-0.007120451,0.008337011,0.00123445,-0.003273976,-0.007263576,-0.011449971,0.022756819,0.002576244,-0.013310592,-0.013382155,-0.011664659,-0.013453716,-0.005152487,-0.050379876,-0.034636162,-0.011306847,0.015028087,0.008480135,-0.047517382,-0.00586811,-0.008301229,-0.01416934,0.000876638,0.000326503,0.01080591,0.004150615,0.005259831,-0.008837947,0.017031832,-0.016316209,-0.036210533,-0.013883091,-0.000295195,0.014240902,0.020753073,-0.022899942,-0.038929902,0.00586811,-0.008050761,0.00016437,-0.001932183,0.001789058,0.017031832,0.045227386,-0.016745584,-0.005689205,0.008372792,0.008301229,-0.016674021,-0.004222177,0.005832329,0.016173085,-0.009374664,-0.006869983,-0.052669868,0.035065539,0.000123557,0.007478263,0.033491168,0.054387365,0.002254213,-0.007836075,-0.020323699,-0.019178702,-0.010376536,-0.039788652,-0.032632418,-0.012380281,-0.002540462,-0.016602458,-0.022756819,0.019608077,0.001887456,0.032918669,0.008050761,-0.013739966,0.006547953,-0.016674021,0.001574371,0.019321827,-0.016960271,-0.031201173,0.027766181,0.006655296,0.020753073,0.009804038,0.024903689,-0.043509893,0.015815273,-0.017962143,-0.043223642,0.033920541,-0.007764512,-0.006762639,0.017819017,-0.026621183,0.046658635,-0.004490536,0.024188064,-0.010304974,0.004651551,0.047231134,-0.038071156,0.009589351,-0.033920541,-0.027050557,0.050093625,0.008515916,-0.025189938,-0.008050761,0.011950907,0.004973582,0.014527151,-0.009374664,-0.003721241,0.019608077,0.049807377,0.016602458,0.02404494], 
34       'numCandidates': 200, 
35       'limit': 10
36     }
37   }, {
38     '$project': {
39       '_id': 0, 
40       'title': 1, 
41       'genres': 1, 
42       'plot': 1, 
43       'year': 1, 
44       'score': {
45         '$meta': 'vectorSearchScore'
46       }
47     }
48   }
49 ]
50 
51 # run pipeline
52 result = client["sample_mflix"]["embedded_movies"].aggregate(pipeline)
53 
54 # print results
55 for i in result:
56     print(i)

クエリ内の `<connection-string>` を置き換え、ファイルを保存します。

接続stringにデータベースユーザーの認証情報が含まれていることを確認します。詳しくは、「ドライバーによる接続」を参照してください。

コマンドを実行して、コレクションをクエリします。

python atlas-vector-search-tutorial.py

{'plot': 'Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ...', 'genres': ['Action', 'Adventure', 'Comedy'], 'title': '3 Ninjas: High Noon at Mega Mountain', 'year': 1998, 'score': 0.7746343612670898}
{'plot': "A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new...", 'genres': ['Action', 'Adventure', 'Family'], 'title': 'White Wolves: A Cry in the Wild II', 'year': 1993, 'score': 0.770106315612793}
{'plot': 'A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates.', 'genres': ['Action', 'Adventure', 'Sci-Fi'], 'title': 'Space Raiders', 'year': 1983, 'score': 0.7569591999053955}
{'plot': 'Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents.', 'genres': ['Adventure', 'Family', 'Fantasy'], 'title': 'The Ewok Adventure', 'year': 1984, 'score': 0.7515435218811035}
{'plot': 'A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal.', 'genres': ['Adventure', 'Comedy', 'Fantasy'], 'title': 'Time Bandits', 'year': 1981, 'score': 0.7513599395751953}
{'plot': 'A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land.', 'genres': ['Adventure', 'Family', 'Fantasy'], 'title': 'Chitty Chitty Bang Bang', 'year': 1968, 'score': 0.7492260932922363}
{'plot': 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.', 'genres': ['Action', 'Adventure', 'Comedy'], 'title': 'Forest Warrior', 'year': 1996, 'score': 0.7473714351654053}
{'plot': 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.', 'genres': ['Action', 'Adventure', 'Comedy'], 'title': 'Forest Warrior', 'year': 1996, 'score': 0.7473714351654053}
{'plot': 'A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors.', 'genres': ['Action', 'Fantasy', 'Adventure'], 'title': 'Warriors of Virtue', 'year': 1997, 'score': 0.7464213371276855}
{'plot': 'A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see...', 'genres': ['Animation', 'Adventure', 'Fantasy'], 'title': 'Taxandria', 'year': 1994, 'score': 0.7453246116638184}

python atlas-vector-search-tutorial.py

{'year': 1977, 'plot': "Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.", 'genres': ['Action', 'Adventure', 'Fantasy'], 'title': 'Star Wars: Episode IV - A New Hope', 'score': 0.79868483543396}
{'plot': "A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule.", 'genres': ['Action', 'Adventure', 'Sci-Fi'], 'title': 'Dune', 'year': 1984, 'score': 0.7949700355529785}
{'plot': 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...', 'genres': ['Action', 'Adventure', 'Sci-Fi'], 'title': 'Message from Space', 'year': 1978, 'score': 0.7913978099822998}
{'plot': 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...', 'genres': ['Action', 'Adventure', 'Sci-Fi'], 'title': 'Message from Space', 'year': 1978, 'score': 0.7913978099822998}
{'year': 1980, 'plot': 'After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke.', 'genres': ['Action', 'Adventure', 'Fantasy'], 'title': 'Star Wars: Episode V - The Empire Strikes Back', 'score': 0.7809884548187256}
{'plot': 'After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force.', 'genres': ['Action', 'Adventure', 'Fantasy'], 'title': 'Star Wars: Episode VI - Return of the Jedi', 'year': 1983, 'score': 0.7784996032714844}
{'plot': 'Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory.', 'genres': ['Action', 'Adventure', 'Fantasy'], 'title': 'Star Wars: Episode I - The Phantom Menace', 'year': 1999, 'score': 0.7766742706298828}
{'plot': 'The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ...', 'genres': ['Adventure', 'Family', 'Fantasy'], 'title': 'Ewoks: The Battle for Endor', 'year': 1985, 'score': 0.7676119804382324}
{'plot': 'A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet.', 'genres': ['Action', 'Adventure', 'Fantasy'], 'title': 'Krull', 'year': 1983, 'score': 0.7624373435974121}
{'plot': 'An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn.', 'genres': ['Action', 'Adventure', 'Fantasy'], 'title': 'Starcrash', 'year': 1978, 'score': 0.7582714557647705}

戻る

Tutorials

ローカル RAG

1	{
2	"fields": [
3	{
4	"type": "vector",
5	"path": "plot_embedding_voyage_3_large",
6	"numDimensions": 2048,
7	"similarity": "dotProduct",
8	"quantization": "scalar"
9	},
10	{
11	"type": "filter",
12	"path": "genres"
13	},
14	{
15	"type": "filter",
16	"path": "year"
17	}
18	]
19	}

1	db.embedded_movies.createSearchIndex(
2	"vector_index",
3	"vectorSearch",
4	{
5	"fields": [
6	{
7	"type": "vector",
8	"path": "plot_embedding_voyage_3_large",
9	"numDimensions": 2048,
10	"similarity": "dotProduct"
11	},
12	{
13	"type": "filter",
14	"path": "genres"
15	},
16	{
17	"type": "filter",
18	"path": "year"
19	}
20	]
21	}
22	);

1	namespace query_quick_start;
2
3	using MongoDB.Bson;
4	using MongoDB.Driver;
5	using System;
6	using System.Threading;
7
8	public class IndexService
9	{
10	// Replace the placeholder with your Atlas connection string
11	private const string MongoConnectionString = "<connection-string>";
12	public void CreateVectorIndex()
13	{
14	try
15	{
16	// Connect to your Atlas cluster
17	var client = new MongoClient(MongoConnectionString);
18	var database = client.GetDatabase("sample_mflix");
19	var collection = database.GetCollection<BsonDocument>("embedded_movies");
20
21	var searchIndexView = collection.SearchIndexes;
22	var name = "vector_index";
23	var type = SearchIndexType.VectorSearch;
24
25	var definition = new BsonDocument
26	{
27	{ "fields", new BsonArray
28	{
29	new BsonDocument
30	{
31	{ "type", "vector" },
32	{ "path", "plot_embedding_voyage_3_large" },
33	{ "numDimensions", 2048 },
34	{ "similarity", "dotProduct" },
35	{ "quantization", "scalar"}
36	},
37	new BsonDocument
38	{
39	{"type", "filter"},
40	{"path", "genres"}
41	},
42	new BsonDocument
43	{
44	{"type", "filter"},
45	{"path", "year"}
46	}
47	}
48	}
49	};
50
51	var model = new CreateSearchIndexModel(name, type, definition);
52
53	searchIndexView.CreateOne(model);
54	Console.WriteLine($"New search index named {name} is building.");
55
56	// Polling for index status
57	Console.WriteLine("Polling to check if the index is ready. This may take up to a minute.");
58	bool queryable = false;
59	while (!queryable)
60	{
61	var indexes = searchIndexView.List();
62	foreach (var index in indexes.ToEnumerable())
63	{
64	if (index["name"] == name)
65	{
66	queryable = index["queryable"].AsBoolean;
67	}
68	}
69	if (!queryable)
70	{
71	Thread.Sleep(5000);
72	}
73	}
74	Console.WriteLine($"{name} is ready for querying.");
75	}
76	catch (Exception e)
77	{
78	Console.WriteLine($"Exception: {e.Message}");
79	}
80	}
81	}

1	package main
2
3	import (
4	"context"
5	"fmt"
6	"log"
7	"time"
8
9	"go.mongodb.org/mongo-driver/v2/bson"
10	"go.mongodb.org/mongo-driver/v2/mongo"
11	"go.mongodb.org/mongo-driver/v2/mongo/options"
12	)
13
14	func main() {
15	ctx := context.Background()
16
17	// Replace the placeholder with your Atlas connection string
18	const uri = "<connectionString>"
19
20	// Connect to your Atlas cluster
21	clientOptions := options.Client().ApplyURI(uri)
22	client, err := mongo.Connect(clientOptions)
23	if err != nil {
24	log.Fatalf("failed to connect to the server: %v", err)
25	}
26	defer func() { _ = client.Disconnect(ctx) }()
27
28	// Set the namespace
29	coll := client.Database("sample_mflix").Collection("embedded_movies")
30	indexName := "vector_index"
31	opts := options.SearchIndexes().SetName(indexName).SetType("vectorSearch")
32
33	type vectorDefinitionField struct {
34	Type string `bson:"type"`
35	Path string `bson:"path"`
36	NumDimensions int `bson:"numDimensions"`
37	Similarity string `bson:"similarity"`
38	Quantization string `bson:"quantization"`
39	}
40
41	type filterField struct {
42	Type string `bson:"type"`
43	Path string `bson:"path"`
44	}
45
46	type indexDefinition struct {
47	Fields []vectorDefinitionField `bson:"fields"`
48	}
49
50	vectorDefinition := vectorDefinitionField{
51	Type: "vector",
52	Path: "plot_embedding_voyage_3_large",
53	NumDimensions: 2048,
54	Similarity: "dotProduct",
55	Quantization: "scalar"}
56	genreFilterDefinition := filterField{"filter", "genres"}
57	yearFilterDefinition := filterField{"filter", "year"}
58
59	indexModel := mongo.SearchIndexModel{
60	Definition: bson.D{{Key: "fields", Value: [3]interface{}{
61	vectorDefinition,
62	genreFilterDefinition,
63	yearFilterDefinition}}},
64	Options: opts,
65	}
66
67	// Create the index
68	searchIndexName, err := coll.SearchIndexes().CreateOne(ctx, indexModel)
69	if err != nil {
70	log.Fatalf("failed to create the search index: %v", err)
71	}
72	log.Println("New search index named " + searchIndexName + " is building.")
73
74	// Await the creation of the index.
75	log.Println("Polling to check if the index is ready. This may take up to a minute.")
76	searchIndexes := coll.SearchIndexes()
77	var doc bson.Raw
78	for doc == nil {
79	cursor, err := searchIndexes.List(ctx, options.SearchIndexes().SetName(searchIndexName))
80	if err != nil {
81	fmt.Errorf("failed to list search indexes: %w", err)
82	}
83
84	if !cursor.Next(ctx) {
85	break
86	}
87
88	name := cursor.Current.Lookup("name").StringValue()
89	queryable := cursor.Current.Lookup("queryable").Boolean()
90	if name == searchIndexName && queryable {
91	doc = cursor.Current
92	} else {
93	time.Sleep(5 * time.Second)
94	}
95	}
96
97	log.Println(searchIndexName + " is ready for querying.")
98	}

1	import com.mongodb.client.MongoClient;
2	import com.mongodb.client.MongoClients;
3	import com.mongodb.client.MongoCollection;
4	import com.mongodb.client.MongoDatabase;
5	import com.mongodb.client.model.SearchIndexModel;
6	import com.mongodb.client.model.SearchIndexType;
7	import org.bson.Document;
8	import org.bson.conversions.Bson;
9
10	import java.util.Arrays;
11	import java.util.Collections;
12	import java.util.List;
13
14	public class VectorIndex {
15
16	public static void main(String[] args) {
17
18	// Replace the placeholder with your Atlas connection string
19	String uri = "<connectionString>";
20
21	// Connect to your Atlas cluster
22	try (MongoClient mongoClient = MongoClients.create(uri)) {
23
24	// Set the namespace
25	MongoDatabase database = mongoClient.getDatabase("sample_mflix");
26	MongoCollection<Document> collection = database.getCollection("embedded_movies");
27
28	// Define the index details with the filter fields
29	String indexName = "vector_index";
30	Bson definition = new Document(
31	"fields",
32	Arrays.asList(
33	new Document("type", "vector")
34	.append("path", "plot_embedding_voyage_3_large")
35	.append("numDimensions", 2048)
36	.append("similarity", "dotProduct")
37	.append("quantization", "scalar"),
38	new Document("type", "filter")
39	.append("path", "genres"),
40	new Document("type", "filter")
41	.append("path", "year")));
42
43	// Define the index model
44	SearchIndexModel indexModel = new SearchIndexModel(
45	indexName,
46	definition,
47	SearchIndexType.vectorSearch());
48
49	// Create the index using the defined model
50	List<String> result = collection.createSearchIndexes(Collections.singletonList(indexModel));
51	System.out.println("Successfully created vector index named: " + result.get(0));
52	System.out.println("It may take up to a minute for the index to leave the BUILDING status and become queryable.");
53
54	// Wait for Atlas to build the index
55	System.out.println("Polling to confirm the index has left the BUILDING status.");
56	// No special handling in case of a timeout. Custom handling can be implemented.
57	waitForIndex(collection, indexName);
58	}
59	}
60
61	/**
62	* Polls the collection to check whether the specified index is ready to query.
63	*/
64	public static <T> boolean waitForIndex(final MongoCollection<T> collection, final String indexName) {
65	long startTime = System.nanoTime();
66	long timeoutNanos = TimeUnit.SECONDS.toNanos(60);
67	while (System.nanoTime() - startTime < timeoutNanos) {
68	Document indexRecord = StreamSupport.stream(collection.listSearchIndexes().spliterator(), false)
69	.filter(index -> indexName.equals(index.getString("name")))
70	.findAny().orElse(null);
71	if (indexRecord != null) {
72	if ("FAILED".equals(indexRecord.getString("status"))) {
73	throw new RuntimeException("Search index has FAILED status.");
74	}
75	if (indexRecord.getBoolean("queryable")) {
76	System.out.println(indexName + " index is ready to query");
77	return true;
78	}
79	}
80	try {
81	Thread.sleep(100); // busy-wait, avoid in production
82	} catch (InterruptedException e) {
83	Thread.currentThread().interrupt();
84	throw new RuntimeException(e);
85	}
86	}
87	return false;
88	}
89	}

1	const { MongoClient } = require("mongodb");
2
3	// connect to your Atlas deployment
4	const uri = "<connectionString>";
5
6	const client = new MongoClient(uri);
7
8	async function run() {
9	try {
10	const database = client.db("sample_mflix");
11	const collection = database.collection("embedded_movies");
12
13	// define your Atlas Vector Search index
14	const index = {
15	name: "vector_index",
16	type: "vectorSearch",
17	definition: {
18	"fields": [
19	{
20	"type": "vector",
21	"numDimensions": 2048,
22	"path": "plot_embedding_voyage_3_large",
23	"similarity": "dotProduct",
24	"quantization": "scalar"
25	},
26	{
27	"type": "filter",
28	"path": "genres"
29	},
30	{
31	"type": "filter",
32	"path": "year"
33	}
34	]
35	}
36	}
37
38	// run the helper method
39	const result = await collection.createSearchIndex(index);
40	console.log(`New search index named ${result} is building.`);
41
42	// wait for the index to be ready to query
43	console.log("Polling to check if the index is ready. This may take up to a minute.")
44	let isQueryable = false;
45	while (!isQueryable) {
46	const cursor = collection.listSearchIndexes();
47	for await (const index of cursor) {
48	if (index.name === result) {
49	if (index.queryable) {
50	console.log(`${result} is ready for querying.`);
51	isQueryable = true;
52	} else {
53	await new Promise(resolve => setTimeout(resolve, 5000));
54	}
55	}
56	}
57	}
58	} finally {
59	await client.close();
60	}
61	}
62	run().catch(console.dir);

1	from pymongo.mongo_client import MongoClient
2	from pymongo.operations import SearchIndexModel
3	import time
4
5	# Connect to your Atlas deployment
6	uri = "<connectionString>"
7	client = MongoClient(uri)
8
9	# Access your database and collection
10	database = client["sample_mflix"]
11	collection = database["embedded_movies"]
12
13	# Create your index model, then create the search index
14	search_index_model = SearchIndexModel(
15	definition={
16	"fields": [
17	{
18	"type": "vector",
19	"path": "plot_embedding_voyage_3_large",
20	"numDimensions": 2048,
21	"similarity": "dotProduct",
22	"quantization": "scalar"
23	},
24	{
25	"type": "filter",
26	"path": "genres"
27	},
28	{
29	"type": "filter",
30	"path": "year"
31	}
32	]
33	},
34	name="vector_index",
35	type="vectorSearch"
36	)
37
38	result = collection.create_search_index(model=search_index_model)
39	print("New search index named " + result + " is building.")
40
41	# Wait for initial sync to complete
42	print("Polling to check if the index is ready. This may take up to a minute.")
43	predicate=None
44	if predicate is None:
45	predicate = lambda index: index.get("queryable") is True
46
47	while True:
48	indices = list(collection.list_search_indexes(result))
49	if len(indices) and predicate(indices[0]):
50	break
51	time.sleep(5)
52	print(result + " is ready for querying.")
53
54	client.close()

1	db.embedded_movies.aggregate([
2	{
3	"$vectorSearch": {
4	"index": "vector_index",
5	"path": "plot_embedding_voyage_3_large",
6	"filter": {
7	"$and": [{
8	"genres": {
9	"$nin": ["Drama", "Western", "Crime"],
10	"$in": ["Action", "Adventure", "Family"]
11	},
12	}, {
13	"year": {
14	"$gte": 1960,
15	"$lte": 2000
16	}
17	}]
18	},
19	"queryVector": KIDS_ADVENTURE_EMBEDDING,
20	"numCandidates": 200,
21	"limit": 10
22	}
23	},
24	{
25	"$project": {
26	"_id": 0,
27	"title": 1,
28	"genres": 1,
29	"plot": 1,
30	"year": 1,
31	"score": { $meta: "vectorSearchScore" }
32	}
33	}
34	])

1	[
2	{
3	plot: 'Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ...',
4	genres: [ 'Action', 'Adventure', 'Comedy' ],
5	title: '3 Ninjas: High Noon at Mega Mountain',
6	year: 1998,
7	score: 0.7746343612670898
8	},
9	{
10	plot: "A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new...",
11	genres: [ 'Action', 'Adventure', 'Family' ],
12	title: 'White Wolves: A Cry in the Wild II',
13	year: 1993,
14	score: 0.770106315612793
15	},
16	{
17	plot: 'A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates.',
18	genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
19	title: 'Space Raiders',
20	year: 1983,
21	score: 0.7569591999053955
22	},
23	{
24	plot: 'Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents.',
25	genres: [ 'Adventure', 'Family', 'Fantasy' ],
26	title: 'The Ewok Adventure',
27	year: 1984,
28	score: 0.7515435218811035
29	},
30	{
31	plot: 'A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal.',
32	genres: [ 'Adventure', 'Comedy', 'Fantasy' ],
33	title: 'Time Bandits',
34	year: 1981,
35	score: 0.7513599395751953
36	},
37	{
38	plot: 'A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land.',
39	genres: [ 'Adventure', 'Family', 'Fantasy' ],
40	title: 'Chitty Chitty Bang Bang',
41	year: 1968,
42	score: 0.7492260932922363
43	},
44	{
45	plot: 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.',
46	genres: [ 'Action', 'Adventure', 'Comedy' ],
47	title: 'Forest Warrior',
48	year: 1996,
49	score: 0.7473714351654053
50	},
51	{
52	plot: 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.',
53	genres: [ 'Action', 'Adventure', 'Comedy' ],
54	title: 'Forest Warrior',
55	year: 1996,
56	score: 0.7473714351654053
57	},
58	{
59	plot: 'A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors.',
60	genres: [ 'Action', 'Fantasy', 'Adventure' ],
61	title: 'Warriors of Virtue',
62	year: 1997,
63	score: 0.7464213371276855
64	},
65	{
66	plot: 'A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see...',
67	genres: [ 'Animation', 'Adventure', 'Fantasy' ],
68	title: 'Taxandria',
69	year: 1994,
70	score: 0.7453246116638184
71	}
72	]

1	[
2	{
3	plot: "Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.",
4	genres: [ 'Action', 'Adventure', 'Fantasy' ],
5	title: 'Star Wars: Episode IV - A New Hope',
6	released: ISODate('1977-05-25T00:00:00.000Z'),
7	score: 0.79868483543396
8	},
9	{
10	plot: "A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule.",
11	genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
12	title: 'Dune',
13	released: ISODate('1984-12-14T00:00:00.000Z'),
14	score: 0.7949700355529785
15	},
16	{
17	plot: 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...',
18	genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
19	title: 'Message from Space',
20	released: ISODate('1978-10-30T00:00:00.000Z'),
21	score: 0.7913978099822998
22	},
23	{
24	plot: 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...',
25	genres: [ 'Action', 'Adventure', 'Sci-Fi' ],
26	title: 'Message from Space',
27	released: ISODate('1978-10-30T00:00:00.000Z'),
28	score: 0.7913978099822998
29	},
30	{
31	plot: 'After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke.',
32	genres: [ 'Action', 'Adventure', 'Fantasy' ],
33	title: 'Star Wars: Episode V - The Empire Strikes Back',
34	released: ISODate('1980-06-20T00:00:00.000Z'),
35	score: 0.7809884548187256
36	},
37	{
38	plot: 'After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force.',
39	genres: [ 'Action', 'Adventure', 'Fantasy' ],
40	title: 'Star Wars: Episode VI - Return of the Jedi',
41	released: ISODate('1983-05-25T00:00:00.000Z'),
42	score: 0.7784996032714844
43	},
44	{
45	plot: 'Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory.',
46	genres: [ 'Action', 'Adventure', 'Fantasy' ],
47	title: 'Star Wars: Episode I - The Phantom Menace',
48	released: ISODate('1999-05-19T00:00:00.000Z'),
49	score: 0.7766742706298828
50	},
51	{
52	plot: 'The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ...',
53	genres: [ 'Adventure', 'Family', 'Fantasy' ],
54	title: 'Ewoks: The Battle for Endor',
55	released: ISODate('1985-11-24T00:00:00.000Z'),
56	score: 0.7676119804382324
57	},
58	{
59	plot: 'A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet.',
60	genres: [ 'Action', 'Adventure', 'Fantasy' ],
61	title: 'Krull',
62	released: ISODate('1983-07-29T00:00:00.000Z'),
63	score: 0.7624373435974121
64	},
65	{
66	plot: 'An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn.',
67	genres: [ 'Action', 'Adventure', 'Fantasy' ],
68	title: 'Starcrash',
69	released: ISODate('1979-03-09T00:00:00.000Z'),
70	score: 0.7582714557647705
71	}
72	]

1	using query_quick_start;
2
3	var dataService = new DataService();
4	var results = dataService.PerformVectorQuery();
5	if (results != null)
6	{
7	foreach (var document in results)
8	{
9	Console.WriteLine(document);
10	}
11	}
12	else
13	{
14	Console.WriteLine("The query returned no results.");
15	}

1	{ "plot" : "Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ...", "genres" : ["Action", "Adventure", "Comedy"], "title" : "3 Ninjas: High Noon at Mega Mountain", "year" : 1998, "score" : 0.77463436126708984 }
2	{ "plot" : "A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new...", "genres" : ["Action", "Adventure", "Family"], "title" : "White Wolves: A Cry in the Wild II", "year" : 1993, "score" : 0.77010631561279297 }
3	{ "plot" : "A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates.", "genres" : ["Action", "Adventure", "Sci-Fi"], "title" : "Space Raiders", "year" : 1983, "score" : 0.75695919990539551 }
4	{ "plot" : "Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents.", "genres" : ["Adventure", "Family", "Fantasy"], "title" : "The Ewok Adventure", "year" : 1984, "score" : 0.75154352188110352 }
5	{ "plot" : "A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal.", "genres" : ["Adventure", "Comedy", "Fantasy"], "title" : "Time Bandits", "year" : 1981, "score" : 0.75135993957519531 }
6	{ "plot" : "A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land.", "genres" : ["Adventure", "Family", "Fantasy"], "title" : "Chitty Chitty Bang Bang", "year" : 1968, "score" : 0.74922609329223633 }
7	{ "plot" : "A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.", "genres" : ["Action", "Adventure", "Comedy"], "title" : "Forest Warrior", "year" : 1996, "score" : 0.74737143516540527 }
8	{ "plot" : "A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.", "genres" : ["Action", "Adventure", "Comedy"], "title" : "Forest Warrior", "year" : 1996, "score" : 0.74737143516540527 }
9	{ "plot" : "A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors.", "genres" : ["Action", "Fantasy", "Adventure"], "title" : "Warriors of Virtue", "year" : 1997, "score" : 0.74642133712768555 }
10	{ "plot" : "A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see...", "genres" : ["Animation", "Adventure", "Fantasy"], "title" : "Taxandria", "year" : 1994, "score" : 0.74532461166381836 }

1	{ "year" : 1977, "plot" : "Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Star Wars: Episode IV - A New Hope", "score" : 0.79868483543395996 }
2	{ "plot" : "A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule.", "genres" : ["Action", "Adventure", "Sci-Fi"], "title" : "Dune", "year" : 1984, "score" : 0.79497003555297852 }
3	{ "plot" : "In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...", "genres" : ["Action", "Adventure", "Sci-Fi"], "title" : "Message from Space", "year" : 1978, "score" : 0.7913978099822998 }
4	{ "plot" : "In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...", "genres" : ["Action", "Adventure", "Sci-Fi"], "title" : "Message from Space", "year" : 1978, "score" : 0.7913978099822998 }
5	{ "year" : 1980, "plot" : "After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Star Wars: Episode V - The Empire Strikes Back", "score" : 0.78098845481872559 }
6	{ "plot" : "After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Star Wars: Episode VI - Return of the Jedi", "year" : 1983, "score" : 0.77849960327148438 }
7	{ "plot" : "Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Star Wars: Episode I - The Phantom Menace", "year" : 1999, "score" : 0.77667427062988281 }
8	{ "plot" : "The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ...", "genres" : ["Adventure", "Family", "Fantasy"], "title" : "Ewoks: The Battle for Endor", "year" : 1985, "score" : 0.76761198043823242 }
9	{ "plot" : "A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Krull", "year" : 1983, "score" : 0.76243734359741211 }
10	{ "plot" : "An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn.", "genres" : ["Action", "Adventure", "Fantasy"], "title" : "Starcrash", "year" : 1978, "score" : 0.75827145576477051 }

1	Title: 3 Ninjas: High Noon at Mega Mountain
2	Plot: Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ...
3	Genres: [Action Adventure Comedy]
4	Year: 1998
5	Score: 0.7746343612670898
6
7	Title: White Wolves: A Cry in the Wild II
8	Plot: A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new...
9	Genres: [Action Adventure Family]
10	Year: 1993
11	Score: 0.770106315612793
12
13	Title: Space Raiders
14	Plot: A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates.
15	Genres: [Action Adventure Sci-Fi]
16	Year: 1983
17	Score: 0.7569591999053955
18
19	Title: The Ewok Adventure
20	Plot: Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents.
21	Genres: [Adventure Family Fantasy]
22	Year: 1984
23	Score: 0.7515435218811035
24
25	Title: Time Bandits
26	Plot: A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal.
27	Genres: [Adventure Comedy Fantasy]
28	Year: 1981
29	Score: 0.7513599395751953
30
31	Title: Chitty Chitty Bang Bang
32	Plot: A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land.
33	Genres: [Adventure Family Fantasy]
34	Year: 1968
35	Score: 0.7492260932922363
36
37	Title: Forest Warrior
38	Plot: A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.
39	Genres: [Action Adventure Comedy]
40	Year: 1996
41	Score: 0.7473714351654053
42
43	Title: Forest Warrior
44	Plot: A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.
45	Genres: [Action Adventure Comedy]
46	Year: 1996
47	Score: 0.7473714351654053
48
49	Title: Warriors of Virtue
50	Plot: A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors.
51	Genres: [Action Fantasy Adventure]
52	Year: 1997
53	Score: 0.7464213371276855
54
55	Title: Taxandria
56	Plot: A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see...
57	Genres: [Animation Adventure Fantasy]
58	Year: 1994
59	Score: 0.7453246116638184

1	Title: Star Wars: Episode IV - A New Hope
2	Plot: Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.
3	Genres: [Action Adventure Fantasy]
4	Year: 1977
5	Score: 0.79868483543396
6
7	Title: Dune
8	Plot: A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule.
9	Genres: [Action Adventure Sci-Fi]
10	Year: 1984
11	Score: 0.7949700355529785
12
13	Title: Message from Space
14	Plot: In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...
15	Genres: [Action Adventure Sci-Fi]
16	Year: 1978
17	Score: 0.7913978099822998
18
19	Title: Message from Space
20	Plot: In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...
21	Genres: [Action Adventure Sci-Fi]
22	Year: 1978
23	Score: 0.7913978099822998
24
25	Title: Star Wars: Episode V - The Empire Strikes Back
26	Plot: After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke.
27	Genres: [Action Adventure Fantasy]
28	Year: 1980
29	Score: 0.7809884548187256
30
31	Title: Star Wars: Episode VI - Return of the Jedi
32	Plot: After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force.
33	Genres: [Action Adventure Fantasy]
34	Year: 1983
35	Score: 0.7784996032714844
36
37	Title: Star Wars: Episode I - The Phantom Menace
38	Plot: Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory.
39	Genres: [Action Adventure Fantasy]
40	Year: 1999
41	Score: 0.7766742706298828
42
43	Title: Ewoks: The Battle for Endor
44	Plot: The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ...
45	Genres: [Adventure Family Fantasy]
46	Year: 1985
47	Score: 0.7676119804382324
48
49	Title: Krull
50	Plot: A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet.
51	Genres: [Action Adventure Fantasy]
52	Year: 1983
53	Score: 0.7624373435974121
54
55	Title: Starcrash
56	Plot: An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn.
57	Genres: [Action Adventure Fantasy]
58	Year: 1978
59	Score: 0.7582714557647705

1	{
2	"plot": 'Three young boys, Rocky, Colt and Tum Tum together with their neighbor girl, computer whiz Amanda are visiting Mega Mountain amusement park when it is invaded by an army of ninjas led by ...',
3	"genres": [ 'Action', 'Adventure', 'Comedy' ],
4	"title": '3 Ninjas: High Noon at Mega Mountain',
5	"year": 1998,
6	"score": 0.7746343612670898
7	},
8	{
9	"plot": "A two-week trek through the Cascade Mountains tries the survival instincts of five adventurous teenagers. At first, it's all a good time. Shooting the rapids, exploring caves and making new...",
10	"genres": [ 'Action', 'Adventure', 'Family' ],
11	"title": 'White Wolves: A Cry in the Wild II',
12	"year": 1993,
13	"score": 0.770106315612793
14	},
15	{
16	"plot": 'A futuristic, sensitive tale of adventure and confrontation when a 10 year old boy is accidentally kidnapped by a spaceship filled with a motley crew of space pirates.',
17	"genres": [ 'Action', 'Adventure', 'Sci-Fi' ],
18	"title": 'Space Raiders',
19	"year": 1983,
20	"score": 0.7569591999053955
21	},
22	{
23	"plot": 'Wicket the Ewok and his friends agree to help two shipwrecked human children on a quest to find their parents.',
24	"genres": [ 'Adventure', 'Family', 'Fantasy' ],
25	"title": 'The Ewok Adventure',
26	"year": 1984,
27	"score": 0.7515435218811035
28	},
29	{
30	"plot": 'A young boy accidentally joins a band of dwarves as they jump from era to era looking for treasure to steal.',
31	"genres": [ 'Adventure', 'Comedy', 'Fantasy' ],
32	"title": 'Time Bandits',
33	"year": 1981,
34	"score": 0.7513599395751953
35	},
36	{
37	"plot": 'A down-on-his-luck inventor turns a broken-down Grand Prix car into a fancy vehicle for his children, and then they go off on a magical fantasy adventure to save their grandfather in a far-off land.',
38	"genres": [ 'Adventure', 'Family', 'Fantasy' ],
39	"title": 'Chitty Chitty Bang Bang',
40	"year": 1968,
41	"score": 0.7492260932922363
42	},
43	{
44	"plot": 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.',
45	"genres": [ 'Action', 'Adventure', 'Comedy' ],
46	"title": 'Forest Warrior',
47	"year": 1996,
48	"score": 0.7473714351654053
49	},
50	{
51	"plot": 'A shape-shifting mountain man and a group of children team up to protect an enchanted forest from evil lumberjacks.',
52	"genres": [ 'Action', 'Adventure', 'Comedy' ],
53	"title": 'Forest Warrior',
54	"year": 1996,
55	"score": 0.7473714351654053
56	},
57	{
58	"plot": 'A young boy is whisked away to the mythical land of Tao where he becomes the center of a conflict between an evil lord and a group of animal warriors.',
59	"genres": [ 'Action', 'Fantasy', 'Adventure' ],
60	"title": 'Warriors of Virtue',
61	"year": 1997,
62	"score": 0.7464213371276855
63	},
64	{
65	"plot": 'A young prince is taken for tuition at a seaside hotel but there quickly bores and wanders off to visit a nearby lighthouse. Befriended by the keeper, he learns of a secret world he can see...',
66	"genres": [ 'Animation', 'Adventure', 'Fantasy' ],
67	"title": 'Taxandria',
68	"year": 1994,
69	"score": 0.7453246116638184
70	}

1	{
2	"plot": "Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.",
3	"genres": [ 'Action', 'Adventure', 'Fantasy' ],
4	"title": 'Star Wars: Episode IV - A New Hope',
5	"released": ISODate('1977-05-25T00:00:00.000Z'),
6	"score": 0.79868483543396
7	},
8	{
9	"plot": "A Duke's son leads desert warriors against the galactic emperor and his father's evil nemesis when they assassinate his father and free their desert world from the emperor's rule.",
10	"genres": [ 'Action', 'Adventure', 'Sci-Fi' ],
11	"title": 'Dune',
12	"released": ISODate('1984-12-14T00:00:00.000Z'),
13	"score": 0.7949700355529785
14	},
15	{
16	"plot": 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...',
17	"genres": [ 'Action', 'Adventure', 'Sci-Fi' ],
18	"title": 'Message from Space',
19	"released": ISODate('1978-10-30T00:00:00.000Z'),
20	"score": 0.7913978099822998
21	},
22	{
23	"plot": 'In this Star Wars take-off, the peaceful planet of Jillucia has been nearly wiped out by the Gavanas, whose leader takes orders from his mother (played a comic actor in drag) rather than ...',
24	"genres": [ 'Action', 'Adventure', 'Sci-Fi' ],
25	"title": 'Message from Space',
26	"released": ISODate('1978-10-30T00:00:00.000Z'),
27	"score": 0.7913978099822998
28	},
29	{
30	"plot": 'After the rebels have been brutally overpowered by the Empire on their newly established base, Luke Skywalker takes advanced Jedi training with Master Yoda, while his friends are pursued by Darth Vader as part of his plan to capture Luke.',
31	"genres": [ 'Action', 'Adventure', 'Fantasy' ],
32	"title": 'Star Wars: Episode V - The Empire Strikes Back',
33	"released": ISODate('1980-06-20T00:00:00.000Z'),
34	"score": 0.7809884548187256
35	},
36	{
37	"plot": 'After rescuing Han Solo from the palace of Jabba the Hutt, the rebels attempt to destroy the second Death Star, while Luke struggles to make Vader return from the dark side of the Force.',
38	"genres": [ 'Action', 'Adventure', 'Fantasy' ],
39	"title": 'Star Wars: Episode VI - Return of the Jedi',
40	"released": ISODate('1983-05-25T00:00:00.000Z'),
41	"score": 0.7784996032714844
42	},
43	{
44	"plot": 'Two Jedi Knights escape a hostile blockade to find allies and come across a young boy who may bring balance to the Force, but the long dormant Sith resurface to reclaim their old glory.',
45	"genres": [ 'Action', 'Adventure', 'Fantasy' ],
46	"title": 'Star Wars: Episode I - The Phantom Menace',
47	"released": ISODate('1999-05-19T00:00:00.000Z'),
48	"score": 0.7766742706298828
49	},
50	{
51	"plot": 'The army of the Marauders, led by by King Terak and the witch Charal attack the Ewoks village. The parents and the brother of Cindel all die in this attack. Cindel and the Ewok Wicket ...',
52	"genres": [ 'Adventure', 'Family', 'Fantasy' ],
53	"title": 'Ewoks: The Battle for Endor',
54	"released": ISODate('1985-11-24T00:00:00.000Z'),
55	"score": 0.7676119804382324
56	},
57	{
58	"plot": 'A prince and a fellowship of companions set out to rescue his bride from a fortress of alien invaders who have arrived on their home planet.',
59	"genres": [ 'Action', 'Adventure', 'Fantasy' ],
60	"title": 'Krull',
61	"released": ISODate('1983-07-29T00:00:00.000Z'),
62	"score": 0.7624373435974121
63	},
64	{
65	"plot": 'An outlaw smuggler and her alien companion are recruited by the Emperor of the Galaxy to rescue his son and destroy a secret weapon by the evil Count Zarth Arn.',
66	"genres": [ 'Action', 'Adventure', 'Fantasy' ],
67	"title": 'Starcrash',
68	"released": ISODate('1979-03-09T00:00:00.000Z'),
69	"score": 0.7582714557647705
70	}

前提条件

Atlas Vector Search インデックスの作成

必要なアクセス権

手順

Atlas Atlasで、プロジェクトの {0 ページにGoします。Go.leafygreen-ui-8n27nz{font-style:normal;font-weight:700;}Clusters

GoAtlas Searchクラスターの ページに します。

[Create Search Index] をクリックします。

インデックスの設定を開始します。

注意

Atlas Vector Search インデックスを定義します。

インデックスを確認するには、[Next] をクリックします。

[Create Vector Search Index] をクリックします。

[You're All Set!] ボタンをクリックして [Close] モーダルウィンドウを閉じます。

ステータスを確認します。

注意

mongosh 内のクラスターに接続します。

インデックスを作成するデータベースに切り替えます。

例

db.collection.createSearchIndex() メソッドを実行します。

MongoDB C# ドライバーを .NET プロジェクトに追加します。

インデックスを定義します。

Update Program.cs.

プロジェクトを保存して実行します。

Go ドライバーをプロジェクトに追加します。

インデックスを定義します。

以下のコマンドを実行してインデックスを作成します。

MongoDB Java Sync Driver をプロジェクトに追加します。

インデックスを定義します。

ファイルを実行してインデックスを作成します。

MongoDB Node.js ドライバーをプロジェクトに追加します。

Tip

インデックスを定義します。

以下のコマンドを実行してインデックスを作成します。

PyMongo ドライバーをプロジェクトに追加します。

インデックスを定義します。

以下のコマンドを実行してインデックスを作成します。

$vectorSearch 集計パイプライン ステージを使用してクエリを実行します。

Overview

手順

クエリ埋め込みを準備してください。

mongosh 内のクラスターに接続します。

クエリの埋め込みをmongoshにロードします。

sample_mflix データベースに切り替えます。

インデックス フィールドに対してセマンティック検索クエリを実行します。

クエリ埋め込みを準備してください。

mongosh 内のクラスターに接続します。

クエリの埋め込みをmongoshにロードします。

sample_mflix データベースに切り替えます。

インデックス フィールドに対してセマンティック検索クエリを実行します。

DataService.cs というファイルを作成します。

試したいプレフィルター演算子のコードをコピーして、DataService.cs ファイルに貼り付けます。

<connection-string> を Atlas 接続文字列で置き換え、ファイルを保存します。

Update Program.cs.

プロジェクトを保存して実行します。

AtlasVectorSearchTutorial.go というファイルを作成します。

試したいプレフィルター演算子のコードをコピーして、AtlasVectorSearchTutorial.go ファイルに貼り付けます。

<connection-string> を Atlas 接続文字列で置き換え、ファイルを保存します。

AtlasVectorSearchTutorial.go ファイルをコンパイルして実行します。

AtlasVectorSearchTutorial.java というファイルを作成します。

試したいプレフィルター演算子のコードをコピーして、AtlasVectorSearchTutorial.java ファイルに貼り付けます。

<connection-string> を Atlas 接続文字列で置き換え、ファイルを保存します。

AtlasVectorSearchTutorial.java ファイルをコンパイルして実行します。

atlas-vector-search-tutorial.js というファイルを作成します。

試したいプレフィルター演算子のサンプルクエリをコピーして、atlas-vector-search-tutorial.js ファイルに貼り付けます。

クエリ内の <connection-string> を置き換え、ファイルを保存します。

コレクションをクエリします。

atlas-vector-search-tutorial.py というファイルを作成します。

試したいプレフィルター演算子のクエリをコピーして、atlas-vector-search-tutorial.py ファイルに貼り付けます。

クエリ内の <connection-string> を置き換え、ファイルを保存します。

コマンドを実行して、コレクションをクエリします。

ルール バッジを取得する

Atlas Atlasで、プロジェクトの {0 ページにGoします。GoClusters

GoAtlas Searchクラスターのページにします。

`mongosh` 内のクラスターに接続します。

`db.collection.createSearchIndex()` メソッドを実行します。

Update `Program.cs`.

`$vectorSearch` 集計パイプラインステージを使用してクエリを実行します。

`mongosh` 内のクラスターに接続します。

クエリの埋め込みを`mongosh`にロードします。

`sample_mflix` データベースに切り替えます。

インデックスフィールドに対してセマンティック検索クエリを実行します。

`mongosh` 内のクラスターに接続します。

クエリの埋め込みを`mongosh`にロードします。

`sample_mflix` データベースに切り替えます。

インデックスフィールドに対してセマンティック検索クエリを実行します。

`DataService.cs` というファイルを作成します。

試したいプレフィルター演算子のコードをコピーして、`DataService.cs` ファイルに貼り付けます。

`<connection-string>` を Atlas 接続文字列で置き換え、ファイルを保存します。

Update `Program.cs`.

`AtlasVectorSearchTutorial.go` というファイルを作成します。

試したいプレフィルター演算子のコードをコピーして、`AtlasVectorSearchTutorial.go` ファイルに貼り付けます。

`<connection-string>` を Atlas 接続文字列で置き換え、ファイルを保存します。

`AtlasVectorSearchTutorial.go` ファイルをコンパイルして実行します。

`AtlasVectorSearchTutorial.java` というファイルを作成します。

試したいプレフィルター演算子のコードをコピーして、`AtlasVectorSearchTutorial.java` ファイルに貼り付けます。

`<connection-string>` を Atlas 接続文字列で置き換え、ファイルを保存します。

`AtlasVectorSearchTutorial.java` ファイルをコンパイルして実行します。

`atlas-vector-search-tutorial.js` というファイルを作成します。

試したいプレフィルター演算子のサンプルクエリをコピーして、`atlas-vector-search-tutorial.js` ファイルに貼り付けます。

クエリ内の `<connection-string>` を置き換え、ファイルを保存します。

`atlas-vector-search-tutorial.py` というファイルを作成します。

試したいプレフィルター演算子のクエリをコピーして、`atlas-vector-search-tutorial.py` ファイルに貼り付けます。

クエリ内の `<connection-string>` を置き換え、ファイルを保存します。

ルールバッジを取得する