Merge pull request #2298 from qdrant/version-1.18

Publish docs for version 1.18

qdrant-landing/content/documentation/headless/snippets/audit-logging/query-with-filters/_description.md

@@ -0,0 +1 @@
+Query the audit log with time range and exact-match filters.

qdrant-landing/content/documentation/headless/snippets/audit-logging/query-with-filters/bash.sh

@@ -0,0 +1,12 @@
+curl -X POST 'https://YOUR-CLUSTER-URL:6333/audit/logs' \
+  -H 'api-key: QDRANT_API_KEY' \
+  -H 'Content-Type: application/json' \
+  -d '{
+    "limit": 50,
+    "time_from": "2026-03-26T00:00:00Z",
+    "time_to": "2026-03-27T00:00:00Z",
+    "filters": {
+      "result": "denied",
+      "collection": "my_collection"
+    }
+  }'

qdrant-landing/content/documentation/headless/snippets/audit-logging/query-with-filters/generated/bash.md

@@ -0,0 +1,14 @@
+```bash
+curl -X POST 'https://YOUR-CLUSTER-URL:6333/audit/logs' \
+  -H 'api-key: QDRANT_API_KEY' \
+  -H 'Content-Type: application/json' \
+  -d '{
+    "limit": 50,
+    "time_from": "2026-03-26T00:00:00Z",
+    "time_to": "2026-03-27T00:00:00Z",
+    "filters": {
+      "result": "denied",
+      "collection": "my_collection"
+    }
+  }'
+```

qdrant-landing/content/documentation/headless/snippets/audit-logging/query/_description.md

@@ -0,0 +1 @@
+Query the audit log via the REST API.

qdrant-landing/content/documentation/headless/snippets/audit-logging/query/bash.sh

@@ -0,0 +1,4 @@
+curl -X POST 'https://YOUR-CLUSTER-URL:6333/audit/logs' \
+  -H 'api-key: QDRANT_API_KEY' \
+  -H 'Content-Type: application/json' \
+  -d '{}'

qdrant-landing/content/documentation/headless/snippets/audit-logging/query/generated/bash.md

@@ -0,0 +1,6 @@
+```bash
+curl -X POST 'https://YOUR-CLUSTER-URL:6333/audit/logs' \
+  -H 'api-key: QDRANT_API_KEY' \
+  -H 'Content-Type: application/json' \
+  -d '{}'
+```

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/_description.md

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+Attach a tracing ID to a request so it appears in the audit log entry for that request.

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/bash.sh

@@ -0,0 +1,3 @@
+curl -X GET http://localhost:6333/collections \
+    --header 'api-key: your_api_key_here' \
+    --header 'x-request-id: my-trace-id'

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/csharp.cs

@@ -0,0 +1,14 @@
+using Qdrant.Client;
+
+public class Snippet
+{
+    public static async Task Run()
+    {
+        // @hide-start
+        var client = new QdrantClient("localhost", 6334);
+        // @hide-end
+
+        using (RequestHeaders.Use("x-request-id", "my-trace-id"))
+            await client.ListCollectionsAsync();
+    }
+}

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/generated/bash.md

@@ -0,0 +1,5 @@
+```bash
+curl -X GET http://localhost:6333/collections \
+    --header 'api-key: your_api_key_here' \
+    --header 'x-request-id: my-trace-id'
+```

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/generated/csharp.md

@@ -0,0 +1,6 @@
+```csharp
+using Qdrant.Client;
+
+using (RequestHeaders.Use("x-request-id", "my-trace-id"))
+    await client.ListCollectionsAsync();
+```

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/generated/go.md

@@ -0,0 +1,10 @@
+```go
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+ctx := qdrant.WithHeader(context.Background(), "x-request-id", "my-trace-id")
+client.ListCollections(ctx)
+```

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/generated/java.md

@@ -0,0 +1,9 @@
+```java
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.RequestHeaders;
+import io.grpc.Context;
+
+Context ctx = RequestHeaders.withHeader(Context.current(), "x-request-id", "my-trace-id");
+ctx.run(() -> client.listCollectionsAsync());
+```

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/generated/python.md

@@ -0,0 +1,7 @@
+```python
+from qdrant_client import QdrantClient
+from qdrant_client.context_headers import headers
+
+with headers({"x-request-id": "my-trace-id"}):
+    client.get_collections()
+```

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/generated/rust.md

@@ -0,0 +1,8 @@
+```rust
+use qdrant_client::Qdrant;
+
+client
+    .with_header("x-request-id", "my-trace-id")
+    .list_collections()
+    .await?;
+```

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/generated/typescript.md

@@ -0,0 +1,7 @@
+```typescript
+import { QdrantClient, withHeaders } from "@qdrant/js-client-rest";
+
+const result = await withHeaders({ "x-request-id": "my-trace-id" }, () =>
+    client.getCollections()
+);
+```

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/go.go

@@ -0,0 +1,17 @@
+package snippet
+
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+func Main() {
+	// @hide-start
+	client, err := qdrant.NewClient(&qdrant.Config{Host: "localhost", Port: 6334})
+	if err != nil { panic(err) }
+	// @hide-end
+
+	ctx := qdrant.WithHeader(context.Background(), "x-request-id", "my-trace-id")
+	client.ListCollections(ctx)
+}

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/java.java

@@ -0,0 +1,18 @@
+package com.example.snippets_amalgamation;
+
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.RequestHeaders;
+import io.grpc.Context;
+
+public class Snippet {
+    public static void run() throws Exception {
+        // @hide-start
+        QdrantClient client = new QdrantClient(
+            QdrantGrpcClient.newBuilder("localhost", 6334, false).build());
+        // @hide-end
+
+        Context ctx = RequestHeaders.withHeader(Context.current(), "x-request-id", "my-trace-id");
+        ctx.run(() -> client.listCollectionsAsync());
+    }
+}

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/python.py

@@ -0,0 +1,7 @@
+from qdrant_client import QdrantClient
+from qdrant_client.context_headers import headers
+
+client = QdrantClient(url="http://localhost:6333")  # @hide
+
+with headers({"x-request-id": "my-trace-id"}):
+    client.get_collections()

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/rust.rs

@@ -0,0 +1,12 @@
+use qdrant_client::Qdrant;
+
+pub async fn main() -> anyhow::Result<()> {
+    let client = Qdrant::from_url("http://localhost:6334").build()?; // @hide
+
+    client
+        .with_header("x-request-id", "my-trace-id")
+        .list_collections()
+        .await?;
+
+    Ok(())
+}

qdrant-landing/content/documentation/headless/snippets/audit-tracing-id/simple/typescript.ts

@@ -0,0 +1,7 @@
+import { QdrantClient, withHeaders } from "@qdrant/js-client-rest";
+
+const client = new QdrantClient({ host: "localhost", port: 6333 }); // @hide
+
+const result = await withHeaders({ "x-request-id": "my-trace-id" }, () =>
+    client.getCollections()
+);

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/_description.md

@@ -0,0 +1 @@
+This code creates a collection with TurboQuant using 2-bit encoding. Specify `bits` to select the compression level. Available values are `bits4` (default, 8× compression), `bits2` (16× compression), `bits1_5` (24× compression), and `bits1` (32× compression).

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/csharp.cs

@@ -0,0 +1,21 @@
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+public class Snippet
+{
+	public static async Task Run()
+	{
+		// @hide-start
+		var client = new QdrantClient("localhost", 6334);
+		// @hide-end
+
+		await client.CreateCollectionAsync(
+			collectionName: "{collection_name}",
+			vectorsConfig: new VectorParams { Size = 1536, Distance = Distance.Cosine },
+			quantizationConfig: new QuantizationConfig
+			{
+				Turboquant = new TurboQuantization { AlwaysRam = true, Bits = TurboQuantBitSize.Bits2 }
+			}
+		);
+	}
+}

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/generated/csharp.md

@@ -0,0 +1,13 @@
+```csharp
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+await client.CreateCollectionAsync(
+	collectionName: "{collection_name}",
+	vectorsConfig: new VectorParams { Size = 1536, Distance = Distance.Cosine },
+	quantizationConfig: new QuantizationConfig
+	{
+		Turboquant = new TurboQuantization { AlwaysRam = true, Bits = TurboQuantBitSize.Bits2 }
+	}
+);
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/generated/go.md

@@ -0,0 +1,21 @@
+```go
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+client.CreateCollection(context.Background(), &qdrant.CreateCollection{
+	CollectionName: "{collection_name}",
+	VectorsConfig: qdrant.NewVectorsConfig(&qdrant.VectorParams{
+		Size:     1536,
+		Distance: qdrant.Distance_Cosine,
+	}),
+	QuantizationConfig: qdrant.NewQuantizationTurbo(
+		&qdrant.TurboQuantization{
+			AlwaysRam: qdrant.PtrOf(true),
+			Bits:      qdrant.TurboQuantBitSize_Bits2.Enum(),
+		},
+	),
+})
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/generated/java.md

@@ -0,0 +1,34 @@
+```java
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Collections.CreateCollection;
+import io.qdrant.client.grpc.Collections.Distance;
+import io.qdrant.client.grpc.Collections.QuantizationConfig;
+import io.qdrant.client.grpc.Collections.TurboQuantBitSize;
+import io.qdrant.client.grpc.Collections.TurboQuantization;
+import io.qdrant.client.grpc.Collections.VectorParams;
+import io.qdrant.client.grpc.Collections.VectorsConfig;
+
+client
+    .createCollectionAsync(
+        CreateCollection.newBuilder()
+            .setCollectionName("{collection_name}")
+            .setVectorsConfig(
+                VectorsConfig.newBuilder()
+                    .setParams(
+                        VectorParams.newBuilder()
+                            .setSize(1536)
+                            .setDistance(Distance.Cosine)
+                            .build())
+                    .build())
+            .setQuantizationConfig(
+                QuantizationConfig.newBuilder()
+                    .setTurboquant(
+                        TurboQuantization.newBuilder()
+                            .setAlwaysRam(true)
+                            .setBits(TurboQuantBitSize.Bits2)
+                            .build())
+                    .build())
+            .build())
+    .get();
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/generated/python.md

@@ -0,0 +1,14 @@
+```python
+from qdrant_client import QdrantClient, models
+
+client.create_collection(
+    collection_name="{collection_name}",
+    vectors_config=models.VectorParams(size=1536, distance=models.Distance.COSINE),
+    quantization_config=models.TurboQuantization(
+        turbo=models.TurboQuantQuantizationConfig(
+            always_ram=True,
+            bits=models.TurboQuantBitSize.BITS2,
+        ),
+    ),
+)
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/generated/rust.md

@@ -0,0 +1,19 @@
+```rust
+use qdrant_client::qdrant::{
+    CreateCollectionBuilder, Distance, TurboQuantBitSize, TurboQuantizationBuilder,
+    VectorParamsBuilder,
+};
+use qdrant_client::Qdrant;
+
+client
+    .create_collection(
+        CreateCollectionBuilder::new("{collection_name}")
+            .vectors_config(VectorParamsBuilder::new(1536, Distance::Cosine))
+            .quantization_config(
+                TurboQuantizationBuilder::new()
+                    .always_ram(true)
+                    .bits(TurboQuantBitSize::Bits2),
+            ),
+    )
+    .await?;
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/generated/typescript.md

@@ -0,0 +1,16 @@
+```typescript
+import { QdrantClient } from "@qdrant/js-client-rest";
+
+client.createCollection("{collection_name}", {
+  vectors: {
+    size: 1536,
+    distance: "Cosine",
+  },
+  quantization_config: {
+    turbo: {
+      always_ram: true,
+      bits: "bits2",
+    },
+  },
+});
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/go.go

@@ -0,0 +1,32 @@
+package snippet
+
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+func Main() {
+	// @hide-start
+	client, err := qdrant.NewClient(&qdrant.Config{
+		Host: "localhost",
+		Port: 6334,
+	})
+
+	if err != nil { panic(err) }
+	// @hide-end
+
+	client.CreateCollection(context.Background(), &qdrant.CreateCollection{
+		CollectionName: "{collection_name}",
+		VectorsConfig: qdrant.NewVectorsConfig(&qdrant.VectorParams{
+			Size:     1536,
+			Distance: qdrant.Distance_Cosine,
+		}),
+		QuantizationConfig: qdrant.NewQuantizationTurbo(
+			&qdrant.TurboQuantization{
+				AlwaysRam: qdrant.PtrOf(true),
+				Bits:      qdrant.TurboQuantBitSize_Bits2.Enum(),
+			},
+		),
+	})
+}

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/http.md

@@ -0,0 +1,15 @@
+```http
+PUT /collections/{collection_name}
+{
+    "vectors": {
+      "size": 1536,
+      "distance": "Cosine"
+    },
+    "quantization_config": {
+        "turbo": {
+            "bits": "bits2",
+            "always_ram": true
+        }
+    }
+}
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/java.java

@@ -0,0 +1,43 @@
+package com.example.snippets_amalgamation;
+
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Collections.CreateCollection;
+import io.qdrant.client.grpc.Collections.Distance;
+import io.qdrant.client.grpc.Collections.QuantizationConfig;
+import io.qdrant.client.grpc.Collections.TurboQuantBitSize;
+import io.qdrant.client.grpc.Collections.TurboQuantization;
+import io.qdrant.client.grpc.Collections.VectorParams;
+import io.qdrant.client.grpc.Collections.VectorsConfig;
+
+public class Snippet {
+	public static void run() throws Exception {
+		// @hide-start
+		QdrantClient client =
+		    new QdrantClient(QdrantGrpcClient.newBuilder("localhost", 6334, false).build());
+		// @hide-end
+
+		client
+		    .createCollectionAsync(
+		        CreateCollection.newBuilder()
+		            .setCollectionName("{collection_name}")
+		            .setVectorsConfig(
+		                VectorsConfig.newBuilder()
+		                    .setParams(
+		                        VectorParams.newBuilder()
+		                            .setSize(1536)
+		                            .setDistance(Distance.Cosine)
+		                            .build())
+		                    .build())
+		            .setQuantizationConfig(
+		                QuantizationConfig.newBuilder()
+		                    .setTurboquant(
+		                        TurboQuantization.newBuilder()
+		                            .setAlwaysRam(true)
+		                            .setBits(TurboQuantBitSize.Bits2)
+		                            .build())
+		                    .build())
+		            .build())
+		    .get();
+	}
+}

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/python.py

@@ -0,0 +1,16 @@
+from qdrant_client import QdrantClient, models
+
+# @hide-start
+client = QdrantClient(url="http://localhost:6333")
+# @hide-end
+
+client.create_collection(
+    collection_name="{collection_name}",
+    vectors_config=models.VectorParams(size=1536, distance=models.Distance.COSINE),
+    quantization_config=models.TurboQuantization(
+        turbo=models.TurboQuantQuantizationConfig(
+            always_ram=True,
+            bits=models.TurboQuantBitSize.BITS2,
+        ),
+    ),
+)

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/rust.rs

@@ -0,0 +1,25 @@
+use qdrant_client::qdrant::{
+    CreateCollectionBuilder, Distance, TurboQuantBitSize, TurboQuantizationBuilder,
+    VectorParamsBuilder,
+};
+use qdrant_client::Qdrant;
+
+pub async fn main() -> anyhow::Result<()> {
+    // @hide-start
+    let client = Qdrant::from_url("http://localhost:6334").build()?;
+    // @hide-end
+
+    client
+        .create_collection(
+            CreateCollectionBuilder::new("{collection_name}")
+                .vectors_config(VectorParamsBuilder::new(1536, Distance::Cosine))
+                .quantization_config(
+                    TurboQuantizationBuilder::new()
+                        .always_ram(true)
+                        .bits(TurboQuantBitSize::Bits2),
+                ),
+        )
+        .await?;
+
+    Ok(())
+}

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant-bits/typescript.ts

@@ -0,0 +1,18 @@
+import { QdrantClient } from "@qdrant/js-client-rest";
+
+// @hide-start
+const client = new QdrantClient({ host: "localhost", port: 6333 });
+// @hide-end
+
+client.createCollection("{collection_name}", {
+  vectors: {
+    size: 1536,
+    distance: "Cosine",
+  },
+  quantization_config: {
+    turbo: {
+      always_ram: true,
+      bits: "bits2",
+    },
+  },
+});

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/_description.md

@@ -0,0 +1 @@
+This code creates a collection with TurboQuant enabled using the default 4-bit encoding. To enable TurboQuant on an existing collection, use a PATCH request or the `update_collection` method and omit the vector configuration.

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/csharp.cs

@@ -0,0 +1,21 @@
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+public class Snippet
+{
+	public static async Task Run()
+	{
+		// @hide-start
+		var client = new QdrantClient("localhost", 6334);
+		// @hide-end
+
+		await client.CreateCollectionAsync(
+			collectionName: "{collection_name}",
+			vectorsConfig: new VectorParams { Size = 1536, Distance = Distance.Cosine },
+			quantizationConfig: new QuantizationConfig
+			{
+				Turboquant = new TurboQuantization { AlwaysRam = true }
+			}
+		);
+	}
+}

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/generated/csharp.md

@@ -0,0 +1,13 @@
+```csharp
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+await client.CreateCollectionAsync(
+	collectionName: "{collection_name}",
+	vectorsConfig: new VectorParams { Size = 1536, Distance = Distance.Cosine },
+	quantizationConfig: new QuantizationConfig
+	{
+		Turboquant = new TurboQuantization { AlwaysRam = true }
+	}
+);
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/generated/go.md

@@ -0,0 +1,20 @@
+```go
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+client.CreateCollection(context.Background(), &qdrant.CreateCollection{
+	CollectionName: "{collection_name}",
+	VectorsConfig: qdrant.NewVectorsConfig(&qdrant.VectorParams{
+		Size:     1536,
+		Distance: qdrant.Distance_Cosine,
+	}),
+	QuantizationConfig: qdrant.NewQuantizationTurbo(
+		&qdrant.TurboQuantization{
+			AlwaysRam: qdrant.PtrOf(true),
+		},
+	),
+})
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/generated/java.md

@@ -0,0 +1,29 @@
+```java
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Collections.CreateCollection;
+import io.qdrant.client.grpc.Collections.Distance;
+import io.qdrant.client.grpc.Collections.QuantizationConfig;
+import io.qdrant.client.grpc.Collections.TurboQuantization;
+import io.qdrant.client.grpc.Collections.VectorParams;
+import io.qdrant.client.grpc.Collections.VectorsConfig;
+
+client
+    .createCollectionAsync(
+        CreateCollection.newBuilder()
+            .setCollectionName("{collection_name}")
+            .setVectorsConfig(
+                VectorsConfig.newBuilder()
+                    .setParams(
+                        VectorParams.newBuilder()
+                            .setSize(1536)
+                            .setDistance(Distance.Cosine)
+                            .build())
+                    .build())
+            .setQuantizationConfig(
+                QuantizationConfig.newBuilder()
+                    .setTurboquant(TurboQuantization.newBuilder().setAlwaysRam(true).build())
+                    .build())
+            .build())
+    .get();
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/generated/python.md

@@ -0,0 +1,13 @@
+```python
+from qdrant_client import QdrantClient, models
+
+client.create_collection(
+    collection_name="{collection_name}",
+    vectors_config=models.VectorParams(size=1536, distance=models.Distance.COSINE),
+    quantization_config=models.TurboQuantization(
+        turbo=models.TurboQuantQuantizationConfig(
+            always_ram=True,
+        ),
+    ),
+)
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/generated/rust.md

@@ -0,0 +1,14 @@
+```rust
+use qdrant_client::qdrant::{
+    CreateCollectionBuilder, Distance, TurboQuantizationBuilder, VectorParamsBuilder,
+};
+use qdrant_client::Qdrant;
+
+client
+    .create_collection(
+        CreateCollectionBuilder::new("{collection_name}")
+            .vectors_config(VectorParamsBuilder::new(1536, Distance::Cosine))
+            .quantization_config(TurboQuantizationBuilder::new().always_ram(true)),
+    )
+    .await?;
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/generated/typescript.md

@@ -0,0 +1,15 @@
+```typescript
+import { QdrantClient } from "@qdrant/js-client-rest";
+
+client.createCollection("{collection_name}", {
+  vectors: {
+    size: 1536,
+    distance: "Cosine",
+  },
+  quantization_config: {
+    turbo: {
+      always_ram: true,
+    },
+  },
+});
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/go.go

@@ -0,0 +1,31 @@
+package snippet
+
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+func Main() {
+	// @hide-start
+	client, err := qdrant.NewClient(&qdrant.Config{
+		Host: "localhost",
+		Port: 6334,
+	})
+
+	if err != nil { panic(err) }
+	// @hide-end
+
+	client.CreateCollection(context.Background(), &qdrant.CreateCollection{
+		CollectionName: "{collection_name}",
+		VectorsConfig: qdrant.NewVectorsConfig(&qdrant.VectorParams{
+			Size:     1536,
+			Distance: qdrant.Distance_Cosine,
+		}),
+		QuantizationConfig: qdrant.NewQuantizationTurbo(
+			&qdrant.TurboQuantization{
+				AlwaysRam: qdrant.PtrOf(true),
+			},
+		),
+	})
+}

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/http.md

@@ -0,0 +1,14 @@
+```http
+PUT /collections/{collection_name}
+{
+    "vectors": {
+      "size": 1536,
+      "distance": "Cosine"
+    },
+    "quantization_config": {
+        "turbo": {
+            "always_ram": true
+        }
+    }
+}
+```

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/java.java

@@ -0,0 +1,38 @@
+package com.example.snippets_amalgamation;
+
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Collections.CreateCollection;
+import io.qdrant.client.grpc.Collections.Distance;
+import io.qdrant.client.grpc.Collections.QuantizationConfig;
+import io.qdrant.client.grpc.Collections.TurboQuantization;
+import io.qdrant.client.grpc.Collections.VectorParams;
+import io.qdrant.client.grpc.Collections.VectorsConfig;
+
+public class Snippet {
+	public static void run() throws Exception {
+		// @hide-start
+		QdrantClient client =
+		    new QdrantClient(QdrantGrpcClient.newBuilder("localhost", 6334, false).build());
+		// @hide-end
+
+		client
+		    .createCollectionAsync(
+		        CreateCollection.newBuilder()
+		            .setCollectionName("{collection_name}")
+		            .setVectorsConfig(
+		                VectorsConfig.newBuilder()
+		                    .setParams(
+		                        VectorParams.newBuilder()
+		                            .setSize(1536)
+		                            .setDistance(Distance.Cosine)
+		                            .build())
+		                    .build())
+		            .setQuantizationConfig(
+		                QuantizationConfig.newBuilder()
+		                    .setTurboquant(TurboQuantization.newBuilder().setAlwaysRam(true).build())
+		                    .build())
+		            .build())
+		    .get();
+	}
+}

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/python.py

@@ -0,0 +1,15 @@
+from qdrant_client import QdrantClient, models
+
+# @hide-start
+client = QdrantClient(url="http://localhost:6333")
+# @hide-end
+
+client.create_collection(
+    collection_name="{collection_name}",
+    vectors_config=models.VectorParams(size=1536, distance=models.Distance.COSINE),
+    quantization_config=models.TurboQuantization(
+        turbo=models.TurboQuantQuantizationConfig(
+            always_ram=True,
+        ),
+    ),
+)

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/rust.rs

@@ -0,0 +1,20 @@
+use qdrant_client::qdrant::{
+    CreateCollectionBuilder, Distance, TurboQuantizationBuilder, VectorParamsBuilder,
+};
+use qdrant_client::Qdrant;
+
+pub async fn main() -> anyhow::Result<()> {
+    // @hide-start
+    let client = Qdrant::from_url("http://localhost:6334").build()?;
+    // @hide-end
+
+    client
+        .create_collection(
+            CreateCollectionBuilder::new("{collection_name}")
+                .vectors_config(VectorParamsBuilder::new(1536, Distance::Cosine))
+                .quantization_config(TurboQuantizationBuilder::new().always_ram(true)),
+        )
+        .await?;
+
+    Ok(())
+}

qdrant-landing/content/documentation/headless/snippets/create-collection/with-turbo-quant/typescript.ts

@@ -0,0 +1,17 @@
+import { QdrantClient } from "@qdrant/js-client-rest";
+
+// @hide-start
+const client = new QdrantClient({ host: "localhost", port: 6333 });
+// @hide-end
+
+client.createCollection("{collection_name}", {
+  vectors: {
+    size: 1536,
+    distance: "Cosine",
+  },
+  quantization_config: {
+    turbo: {
+      always_ram: true,
+    },
+  },
+});

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/_description.md

@@ -0,0 +1 @@
+Create a new dense named vector on an existing collection. Only the immutable vector-space properties are required: size and distance. Storage type, index, and quantization can be configured separately afterward.

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/csharp.cs

@@ -0,0 +1,19 @@
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+public class Snippet
+{
+	public static async Task Run()
+	{
+		// @hide-start
+		var client = new QdrantClient("localhost", 6334);
+		// @hide-end
+
+		await client.CreateVectorNameAsync(new()
+		{
+			CollectionName = "{collection_name}",
+			VectorName = "{vector_name}",
+			DenseConfig = new() { Size = 256, Distance = Distance.Cosine }
+		});
+	}
+}

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/generated/csharp.md

@@ -0,0 +1,11 @@
+```csharp
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+await client.CreateVectorNameAsync(new()
+{
+	CollectionName = "{collection_name}",
+	VectorName = "{vector_name}",
+	DenseConfig = new() { Size = 256, Distance = Distance.Cosine }
+});
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/generated/go.md

@@ -0,0 +1,18 @@
+```go
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+client.CreateVectorName(context.Background(), &qdrant.CreateVectorNameRequest{
+	CollectionName: "{collection_name}",
+	VectorName:     "{vector_name}",
+	VectorConfig: &qdrant.CreateVectorNameRequest_DenseConfig{
+		DenseConfig: &qdrant.DenseVectorCreationConfig{
+			Size:     256,
+			Distance: qdrant.Distance_Cosine,
+		},
+	},
+})
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/generated/java.md

@@ -0,0 +1,20 @@
+```java
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Collections.Distance;
+import io.qdrant.client.grpc.Points.CreateVectorNameRequest;
+import io.qdrant.client.grpc.Points.DenseVectorCreationConfig;
+
+client
+    .createVectorNameAsync(
+        CreateVectorNameRequest.newBuilder()
+            .setCollectionName("{collection_name}")
+            .setVectorName("{vector_name}")
+            .setDenseConfig(
+                DenseVectorCreationConfig.newBuilder()
+                    .setSize(256)
+                    .setDistance(Distance.Cosine)
+                    .build())
+            .build())
+    .get();
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/generated/python.md

@@ -0,0 +1,12 @@
+```python
+client.create_vector_name(
+    collection_name="{collection_name}",
+    vector_name="{vector_name}",
+    vector_name_config=models.DenseVectorNameConfig(
+        dense=models.DenseVectorConfig(
+            size=256,
+            distance=models.Distance.COSINE,
+        ),
+    ),
+)
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/generated/rust.md

@@ -0,0 +1,16 @@
+```rust
+use qdrant_client::qdrant::{
+    CreateVectorNameRequestBuilder, DenseVectorCreationConfigBuilder, Distance,
+};
+use qdrant_client::Qdrant;
+
+client
+    .create_vector_name(
+        CreateVectorNameRequestBuilder::new(
+            "{collection_name}",
+            "{vector_name}",
+            DenseVectorCreationConfigBuilder::new(256, Distance::Cosine),
+        ),
+    )
+    .await?;
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/generated/typescript.md

@@ -0,0 +1,8 @@
+```typescript
+client.createVectorName("{collection_name}", "{vector_name}", {
+  dense: {
+    size: 256,
+    distance: "Cosine",
+  },
+});
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/go.go

@@ -0,0 +1,29 @@
+package snippet
+
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+func Main() {
+	// @hide-start
+	client, err := qdrant.NewClient(&qdrant.Config{
+		Host: "localhost",
+		Port: 6334,
+	})
+
+	if err != nil { panic(err) }
+	// @hide-end
+
+	client.CreateVectorName(context.Background(), &qdrant.CreateVectorNameRequest{
+		CollectionName: "{collection_name}",
+		VectorName:     "{vector_name}",
+		VectorConfig: &qdrant.CreateVectorNameRequest_DenseConfig{
+			DenseConfig: &qdrant.DenseVectorCreationConfig{
+				Size:     256,
+				Distance: qdrant.Distance_Cosine,
+			},
+		},
+	})
+}

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/http.md

@@ -0,0 +1,9 @@
+```http
+PUT /collections/{collection_name}/vectors/{vector_name}
+{
+    "dense": {
+        "size": 256,
+        "distance": "Cosine"
+    }
+}
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/java.java

@@ -0,0 +1,29 @@
+package com.example.snippets_amalgamation;
+
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Collections.Distance;
+import io.qdrant.client.grpc.Points.CreateVectorNameRequest;
+import io.qdrant.client.grpc.Points.DenseVectorCreationConfig;
+
+public class Snippet {
+	public static void run() throws Exception {
+		// @hide-start
+		QdrantClient client =
+		    new QdrantClient(QdrantGrpcClient.newBuilder("localhost", 6334, false).build());
+		// @hide-end
+
+		client
+		    .createVectorNameAsync(
+		        CreateVectorNameRequest.newBuilder()
+		            .setCollectionName("{collection_name}")
+		            .setVectorName("{vector_name}")
+		            .setDenseConfig(
+		                DenseVectorCreationConfig.newBuilder()
+		                    .setSize(256)
+		                    .setDistance(Distance.Cosine)
+		                    .build())
+		            .build())
+		    .get();
+	}
+}

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/python.py

@@ -0,0 +1,14 @@
+from qdrant_client import QdrantClient, models  # @hide
+
+client = QdrantClient(url="http://localhost:6333")  # @hide
+
+client.create_vector_name(
+    collection_name="{collection_name}",
+    vector_name="{vector_name}",
+    vector_name_config=models.DenseVectorNameConfig(
+        dense=models.DenseVectorConfig(
+            size=256,
+            distance=models.Distance.COSINE,
+        ),
+    ),
+)

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/rust.rs

@@ -0,0 +1,22 @@
+use qdrant_client::qdrant::{
+    CreateVectorNameRequestBuilder, DenseVectorCreationConfigBuilder, Distance,
+};
+use qdrant_client::Qdrant;
+
+pub async fn main() -> anyhow::Result<()> {
+    // @hide-start
+    let client = Qdrant::from_url("http://localhost:6334").build()?;
+    // @hide-end
+
+    client
+        .create_vector_name(
+            CreateVectorNameRequestBuilder::new(
+                "{collection_name}",
+                "{vector_name}",
+                DenseVectorCreationConfigBuilder::new(256, Distance::Cosine),
+            ),
+        )
+        .await?;
+
+    Ok(())
+}

qdrant-landing/content/documentation/headless/snippets/create-named-vector/dense/typescript.ts

@@ -0,0 +1,10 @@
+import { QdrantClient } from "@qdrant/js-client-rest"; // @hide
+
+const client = new QdrantClient({ host: "localhost", port: 6333 }); // @hide
+
+client.createVectorName("{collection_name}", "{vector_name}", {
+  dense: {
+    size: 256,
+    distance: "Cosine",
+  },
+});

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/_description.md

@@ -0,0 +1 @@
+Create a new sparse named vector on an existing collection. Only the immutable vector-space properties are required. Storage type, index, and quantization can be configured separately afterward.

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/csharp.cs

@@ -0,0 +1,19 @@
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+public class Snippet
+{
+	public static async Task Run()
+	{
+		// @hide-start
+		var client = new QdrantClient("localhost", 6334);
+		// @hide-end
+
+		await client.CreateVectorNameAsync(new()
+		{
+			CollectionName = "{collection_name}",
+			VectorName = "{vector_name}",
+			SparseConfig = new() { Modifier = Modifier.Idf }
+		});
+	}
+}

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/generated/csharp.md

@@ -0,0 +1,11 @@
+```csharp
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+await client.CreateVectorNameAsync(new()
+{
+	CollectionName = "{collection_name}",
+	VectorName = "{vector_name}",
+	SparseConfig = new() { Modifier = Modifier.Idf }
+});
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/generated/go.md

@@ -0,0 +1,17 @@
+```go
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+client.CreateVectorName(context.Background(), &qdrant.CreateVectorNameRequest{
+	CollectionName: "{collection_name}",
+	VectorName:     "{vector_name}",
+	VectorConfig: &qdrant.CreateVectorNameRequest_SparseConfig{
+		SparseConfig: &qdrant.SparseVectorCreationConfig{
+			Modifier: qdrant.Modifier_Idf.Enum(),
+		},
+	},
+})
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/generated/java.md

@@ -0,0 +1,19 @@
+```java
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Collections.Modifier;
+import io.qdrant.client.grpc.Points.CreateVectorNameRequest;
+import io.qdrant.client.grpc.Points.SparseVectorCreationConfig;
+
+client
+    .createVectorNameAsync(
+        CreateVectorNameRequest.newBuilder()
+            .setCollectionName("{collection_name}")
+            .setVectorName("{vector_name}")
+            .setSparseConfig(
+                SparseVectorCreationConfig.newBuilder()
+                    .setModifier(Modifier.Idf)
+                    .build())
+            .build())
+    .get();
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/generated/python.md

@@ -0,0 +1,11 @@
+```python
+client.create_vector_name(
+    collection_name="{collection_name}",
+    vector_name="{vector_name}",
+    vector_name_config=models.SparseVectorNameConfig(
+        sparse=models.SparseVectorConfig(
+            modifier=models.Modifier.IDF,
+        ),
+    ),
+)
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/generated/rust.md

@@ -0,0 +1,16 @@
+```rust
+use qdrant_client::qdrant::{
+    CreateVectorNameRequestBuilder, Modifier, SparseVectorCreationConfigBuilder,
+};
+use qdrant_client::Qdrant;
+
+client
+    .create_vector_name(
+        CreateVectorNameRequestBuilder::new(
+            "{collection_name}",
+            "{vector_name}",
+            SparseVectorCreationConfigBuilder::new().modifier(Modifier::Idf),
+        ),
+    )
+    .await?;
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/generated/typescript.md

@@ -0,0 +1,7 @@
+```typescript
+client.createVectorName("{collection_name}", "{vector_name}", {
+  sparse: {
+    modifier: "idf",
+  },
+});
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/go.go

@@ -0,0 +1,28 @@
+package snippet
+
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+func Main() {
+	// @hide-start
+	client, err := qdrant.NewClient(&qdrant.Config{
+		Host: "localhost",
+		Port: 6334,
+	})
+
+	if err != nil { panic(err) }
+	// @hide-end
+
+	client.CreateVectorName(context.Background(), &qdrant.CreateVectorNameRequest{
+		CollectionName: "{collection_name}",
+		VectorName:     "{vector_name}",
+		VectorConfig: &qdrant.CreateVectorNameRequest_SparseConfig{
+			SparseConfig: &qdrant.SparseVectorCreationConfig{
+				Modifier: qdrant.Modifier_Idf.Enum(),
+			},
+		},
+	})
+}

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/http.md

@@ -0,0 +1,8 @@
+```http
+PUT /collections/{collection_name}/vectors/{vector_name}
+{
+    "sparse": {
+        "modifier": "Idf"
+    }
+}
+```

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/java.java

@@ -0,0 +1,28 @@
+package com.example.snippets_amalgamation;
+
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Collections.Modifier;
+import io.qdrant.client.grpc.Points.CreateVectorNameRequest;
+import io.qdrant.client.grpc.Points.SparseVectorCreationConfig;
+
+public class Snippet {
+	public static void run() throws Exception {
+		// @hide-start
+		QdrantClient client =
+		    new QdrantClient(QdrantGrpcClient.newBuilder("localhost", 6334, false).build());
+		// @hide-end
+
+		client
+		    .createVectorNameAsync(
+		        CreateVectorNameRequest.newBuilder()
+		            .setCollectionName("{collection_name}")
+		            .setVectorName("{vector_name}")
+		            .setSparseConfig(
+		                SparseVectorCreationConfig.newBuilder()
+		                    .setModifier(Modifier.Idf)
+		                    .build())
+		            .build())
+		    .get();
+	}
+}

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/python.py

@@ -0,0 +1,13 @@
+from qdrant_client import QdrantClient, models  # @hide
+
+client = QdrantClient(url="http://localhost:6333")  # @hide
+
+client.create_vector_name(
+    collection_name="{collection_name}",
+    vector_name="{vector_name}",
+    vector_name_config=models.SparseVectorNameConfig(
+        sparse=models.SparseVectorConfig(
+            modifier=models.Modifier.IDF,
+        ),
+    ),
+)

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/rust.rs

@@ -0,0 +1,22 @@
+use qdrant_client::qdrant::{
+    CreateVectorNameRequestBuilder, Modifier, SparseVectorCreationConfigBuilder,
+};
+use qdrant_client::Qdrant;
+
+pub async fn main() -> anyhow::Result<()> {
+    // @hide-start
+    let client = Qdrant::from_url("http://localhost:6334").build()?;
+    // @hide-end
+
+    client
+        .create_vector_name(
+            CreateVectorNameRequestBuilder::new(
+                "{collection_name}",
+                "{vector_name}",
+                SparseVectorCreationConfigBuilder::new().modifier(Modifier::Idf),
+            ),
+        )
+        .await?;
+
+    Ok(())
+}

qdrant-landing/content/documentation/headless/snippets/create-named-vector/sparse/typescript.ts

@@ -0,0 +1,9 @@
+import { QdrantClient } from "@qdrant/js-client-rest"; // @hide
+
+const client = new QdrantClient({ host: "localhost", port: 6333 }); // @hide
+
+client.createVectorName("{collection_name}", "{vector_name}", {
+  sparse: {
+    modifier: "idf",
+  },
+});

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/_description.md

@@ -0,0 +1 @@
+Delete a named vector from an existing collection. This removes the vector schema and all associated data from every segment. Existing points lose this vector field; they are not otherwise affected.

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/csharp.cs

@@ -0,0 +1,18 @@
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+public class Snippet
+{
+	public static async Task Run()
+	{
+		// @hide-start
+		var client = new QdrantClient("localhost", 6334);
+		// @hide-end
+
+		await client.DeleteVectorNameAsync(new()
+		{
+			CollectionName = "{collection_name}",
+			VectorName = "{vector_name}"
+		});
+	}
+}

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/generated/csharp.md

@@ -0,0 +1,10 @@
+```csharp
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+await client.DeleteVectorNameAsync(new()
+{
+	CollectionName = "{collection_name}",
+	VectorName = "{vector_name}"
+});
+```

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/generated/go.md

@@ -0,0 +1,12 @@
+```go
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+client.DeleteVectorName(context.Background(), &qdrant.DeleteVectorNameRequest{
+	CollectionName: "{collection_name}",
+	VectorName:     "{vector_name}",
+})
+```

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/generated/java.md

@@ -0,0 +1,13 @@
+```java
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Points.DeleteVectorNameRequest;
+
+client
+    .deleteVectorNameAsync(
+        DeleteVectorNameRequest.newBuilder()
+            .setCollectionName("{collection_name}")
+            .setVectorName("{vector_name}")
+            .build())
+    .get();
+```

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/generated/python.md

@@ -0,0 +1,6 @@
+```python
+client.delete_vector_name(
+    collection_name="{collection_name}",
+    vector_name="{vector_name}",
+)
+```

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/generated/rust.md

@@ -0,0 +1,11 @@
+```rust
+use qdrant_client::qdrant::DeleteVectorNameRequestBuilder;
+use qdrant_client::Qdrant;
+
+client
+    .delete_vector_name(DeleteVectorNameRequestBuilder::new(
+        "{collection_name}",
+        "{vector_name}",
+    ))
+    .await?;
+```

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/generated/typescript.md

@@ -0,0 +1,3 @@
+```typescript
+client.deleteVectorName("{collection_name}", "{vector_name}");
+```

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/go.go

@@ -0,0 +1,23 @@
+package snippet
+
+import (
+	"context"
+
+	"github.com/qdrant/go-client/qdrant"
+)
+
+func Main() {
+	// @hide-start
+	client, err := qdrant.NewClient(&qdrant.Config{
+		Host: "localhost",
+		Port: 6334,
+	})
+
+	if err != nil { panic(err) }
+	// @hide-end
+
+	client.DeleteVectorName(context.Background(), &qdrant.DeleteVectorNameRequest{
+		CollectionName: "{collection_name}",
+		VectorName:     "{vector_name}",
+	})
+}

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/http.md

@@ -0,0 +1,3 @@
+```http
+DELETE /collections/{collection_name}/vectors/{vector_name}
+```

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/java.java

@@ -0,0 +1,22 @@
+package com.example.snippets_amalgamation;
+
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Points.DeleteVectorNameRequest;
+
+public class Snippet {
+	public static void run() throws Exception {
+		// @hide-start
+		QdrantClient client =
+		    new QdrantClient(QdrantGrpcClient.newBuilder("localhost", 6334, false).build());
+		// @hide-end
+
+		client
+		    .deleteVectorNameAsync(
+		        DeleteVectorNameRequest.newBuilder()
+		            .setCollectionName("{collection_name}")
+		            .setVectorName("{vector_name}")
+		            .build())
+		    .get();
+	}
+}

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/python.py

@@ -0,0 +1,8 @@
+from qdrant_client import QdrantClient  # @hide
+
+client = QdrantClient(url="http://localhost:6333")  # @hide
+
+client.delete_vector_name(
+    collection_name="{collection_name}",
+    vector_name="{vector_name}",
+)

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/rust.rs

@@ -0,0 +1,17 @@
+use qdrant_client::qdrant::DeleteVectorNameRequestBuilder;
+use qdrant_client::Qdrant;
+
+pub async fn main() -> anyhow::Result<()> {
+    // @hide-start
+    let client = Qdrant::from_url("http://localhost:6334").build()?;
+    // @hide-end
+
+    client
+        .delete_vector_name(DeleteVectorNameRequestBuilder::new(
+            "{collection_name}",
+            "{vector_name}",
+        ))
+        .await?;
+
+    Ok(())
+}

qdrant-landing/content/documentation/headless/snippets/delete-named-vector/typescript.ts

@@ -0,0 +1,5 @@
+import { QdrantClient } from "@qdrant/js-client-rest"; // @hide
+
+const client = new QdrantClient({ host: "localhost", port: 6333 }); // @hide
+
+client.deleteVectorName("{collection_name}", "{vector_name}");

qdrant-landing/content/documentation/headless/snippets/strict-mode/max-resident-memory-percent/_description.md

@@ -0,0 +1 @@
+This code snippet sets `max_resident_memory_percent` on the strict mode configuration to reject memory-consuming write operations when resident memory exceeds the given percentage of total system memory.

qdrant-landing/content/documentation/headless/snippets/strict-mode/max-resident-memory-percent/bash.sh

@@ -0,0 +1,8 @@
+curl -X PUT http://localhost:6333/collections/{collection_name} \
+  -H 'Content-Type: application/json' \
+  --data-raw '{
+    "strict_mode_config": {
+      "enabled": true,
+      "max_resident_memory_percent": 90
+    }
+  }'

qdrant-landing/content/documentation/headless/snippets/strict-mode/max-resident-memory-percent/csharp.cs

@@ -0,0 +1,15 @@
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+public class Snippet
+{
+	public static async Task Run()
+	{
+		var client = new QdrantClient("localhost", 6334);
+
+		await client.CreateCollectionAsync(
+		  collectionName: "{collection_name}",
+		  strictModeConfig: new StrictModeConfig { Enabled = true, MaxResidentMemoryPercent = 90 }
+		);
+	}
+}

qdrant-landing/content/documentation/headless/snippets/strict-mode/max-resident-memory-percent/generated/bash.md

@@ -0,0 +1,10 @@
+```bash
+curl -X PUT http://localhost:6333/collections/{collection_name} \
+  -H 'Content-Type: application/json' \
+  --data-raw '{
+    "strict_mode_config": {
+      "enabled": true,
+      "max_resident_memory_percent": 90
+    }
+  }'
+```

qdrant-landing/content/documentation/headless/snippets/strict-mode/max-resident-memory-percent/generated/csharp.md

@@ -0,0 +1,11 @@
+```csharp
+using Qdrant.Client;
+using Qdrant.Client.Grpc;
+
+var client = new QdrantClient("localhost", 6334);
+
+await client.CreateCollectionAsync(
+  collectionName: "{collection_name}",
+  strictModeConfig: new StrictModeConfig { Enabled = true, MaxResidentMemoryPercent = 90 }
+);
+```

qdrant-landing/content/documentation/headless/snippets/strict-mode/max-resident-memory-percent/generated/go.md

@@ -0,0 +1,20 @@
+```go
+import (
+  "context"
+
+  "github.com/qdrant/go-client/qdrant"
+)
+
+client, err := qdrant.NewClient(&qdrant.Config{
+  Host: "localhost",
+  Port: 6334,
+})
+
+client.CreateCollection(context.Background(), &qdrant.CreateCollection{
+  CollectionName: "{collection_name}",
+  StrictModeConfig: &qdrant.StrictModeConfig{
+    Enabled: qdrant.PtrOf(true),
+    MaxResidentMemoryPercent: qdrant.PtrOf(uint32(90)),
+  },
+})
+```

qdrant-landing/content/documentation/headless/snippets/strict-mode/max-resident-memory-percent/generated/java.md

@@ -0,0 +1,18 @@
+```java
+import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Collections.CreateCollection;
+import io.qdrant.client.grpc.Collections.StrictModeConfig;
+
+QdrantClient client =
+    new QdrantClient(QdrantGrpcClient.newBuilder("localhost", 6334, false).build());
+
+client
+    .createCollectionAsync(
+        CreateCollection.newBuilder()
+            .setCollectionName("{collection_name}")
+            .setStrictModeConfig(
+                StrictModeConfig.newBuilder().setEnabled(true).setMaxResidentMemoryPercent(90).build())
+            .build())
+    .get();
+```

qdrant-landing/content/documentation/headless/snippets/strict-mode/max-resident-memory-percent/generated/python.md

@@ -0,0 +1,10 @@
+```python
+from qdrant_client import QdrantClient, models
+
+client = QdrantClient(url="http://localhost:6333")
+
+client.create_collection(
+    collection_name="{collection_name}",
+    strict_mode_config=models.StrictModeConfig(enabled=True, max_resident_memory_percent=90),
+)
+```

qdrant-landing/content/documentation/headless/snippets/strict-mode/max-resident-memory-percent/generated/rust.md

@@ -0,0 +1,13 @@
+```rust
+use qdrant_client::Qdrant;
+use qdrant_client::qdrant::{CreateCollectionBuilder, StrictModeConfigBuilder};
+
+let client = Qdrant::from_url("http://localhost:6334").build()?;
+
+client
+    .create_collection(
+        CreateCollectionBuilder::new("{collection_name}")
+            .strict_mode_config(StrictModeConfigBuilder::default().enabled(true).max_resident_memory_percent(90u32)),
+    )
+    .await?;
+```