Fixes

Author: mcmorisi

source/includes/fundamentals/code-examples/MemorySerialization.cs

@@ -0,0 +1,37 @@
+using MongoDB.Bson;Add commentMore actions
+using MongoDB.Bson.Serialization.Conventions;
+using MongoDB.Driver;
+
+public class Program
+{
+  public static void Main(string[] args)
+  {
+    // Replace with your connection string
+    const string uri = "<connection string>";
+
+    var mongoClient = new MongoClient(uri);
+    var database = mongoClient.GetDatabase("db");
+    var _collection = database.GetCollection<Line>("lines");
+
+    var line = new Line
+    {
+      X = new Memory<int>(new[] { 1, 2, 3, 4, 5 }),
+      Y = new ReadOnlyMemory<float>(new[] { 1f, 1.41f, 1.73f, 2f, 2.24f })
+    };
+
+    var filter = Builders<Line>.Filter.Empty;
+
+    var result = _collection.Find(filter).FirstOrDefault().ToJson();
+    Console.WriteLine(result);
+  }
+
+}
+
+// start-line-class
+public class Line
+{
+  public ObjectId Id { get; set; }
+  public Memory<int> X { get; set; }
+  public ReadOnlyMemory<float> Y { get; set; }
+}
+// end-line-class

source/serialization.txt

@@ -244,10 +244,10 @@ represented in MongoDB:
 
    :ref:`csharp-atlas-vector-search` involves creating and querying
    large numerical arrays. If your application uses
-   {+vector-search+}, you might benefit from the performance
+   {+avs+}, you might benefit from the performance
    improvements from using ``Memory`` and ``ReadOnlyMemory`` to store
    array representations of embeddings and query vectors. To learn more,
-   see :ref:`csharp-supported-vector-types` in the {+vector-search+} guide.
+   see :ref:`csharp-supported-vector-types` in the {+avs+} guide.
 
 Additional Information
 ----------------------