Regenerate snippet .md files

Run `./generate-md.py` to update generated markdown files after
semi-manual changes made in the previous commit.
This commit serves as a gist of fixed issues found in snippets.

(it's easier to review 250 lines diff rather than 31k lines diff, isn't it?)

qdrant-landing/content/documentation/headless/snippets/batch-update-points/basic/generated/java.md

@@ -11,6 +11,7 @@ import io.qdrant.client.grpc.Points.PointsUpdateOperation.ClearPayload;
 import io.qdrant.client.grpc.Points.PointsUpdateOperation.DeletePayload;
 import io.qdrant.client.grpc.Points.PointsUpdateOperation.DeletePoints;
 import io.qdrant.client.grpc.Points.PointsUpdateOperation.DeleteVectors;
+import io.qdrant.client.grpc.Points.PointsUpdateOperation.OverwritePayload;
 import io.qdrant.client.grpc.Points.PointsUpdateOperation.PointStructList;
 import io.qdrant.client.grpc.Points.PointsUpdateOperation.SetPayload;
 import io.qdrant.client.grpc.Points.PointsUpdateOperation.UpdateVectors;
@@ -55,7 +56,7 @@ client
                 .build(),
             PointsUpdateOperation.newBuilder()
                 .setOverwritePayload(
-                    SetPayload.newBuilder()
+                    OverwritePayload.newBuilder()
                         .setPointsSelector(
                             PointsSelector.newBuilder()
                                 .setPoints(PointsIdsList.newBuilder().addIds(id(1)).build())

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/create-collection/generated/java.md

@@ -7,6 +7,7 @@ import io.qdrant.client.grpc.Collections.SparseVectorParams;
 import io.qdrant.client.grpc.Collections.VectorParams;
 import io.qdrant.client.grpc.Collections.VectorParamsMap;
 import io.qdrant.client.grpc.Collections.VectorsConfig;
+import java.util.Map;
 
 client
     .createCollectionAsync(
@@ -23,13 +24,14 @@ client
                                         .setSize(384)
                                         .setDistance(Distance.Cosine)
                                         .build())))
-                    .setSparseVectorsConfig(
-                        SparseVectorConfig.newBuilder()
-                            .putMap(
-                                "bm25_sparse_vector",
-                                SparseVectorParams.newBuilder()
-                                    .setModifier(Modifier.Idf)
-                                    .build())))
+                    .build())
+            .setSparseVectorsConfig(
+                SparseVectorConfig.newBuilder()
+                    .putMap(
+                        "bm25_sparse_vector",
+                        SparseVectorParams.newBuilder()
+                            .setModifier(Modifier.Idf)
+                            .build()))
             .build())
     .get();
 ```

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/create-sample-query/generated/csharp.md

@@ -1,3 +1,3 @@
 ```csharp
-var queryText = "What is relapsing polychondritis?"
+var queryText = "What is relapsing polychondritis?";
 ```

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/initialize-client/generated/go.md

@@ -1,9 +1,5 @@
 ```go
-import (
-    "context"
-
-    "github.com/qdrant/go-client/qdrant"
-)
+import "github.com/qdrant/go-client/qdrant"
 
 client, err := qdrant.NewClient(&qdrant.Config{
 	Host:   "xyz-example.cloud-region.cloud-provider.cloud.qdrant.io",

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/initialize-client/generated/python.md

@@ -1,10 +1,10 @@
 ```python
 from qdrant_client import QdrantClient
 
-qdrant_client = QdrantClient(
+client = QdrantClient(
     "xyz-example.cloud-region.cloud-provider.cloud.qdrant.io",
     api_key="<paste-your-api-key-here>",
     cloud_inference=True,
-    timeout=30.0
+    timeout=30,
 )
 ```

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/initialize-client/generated/rust.md

@@ -1,7 +1,5 @@
 ```rust
 use qdrant_client::Qdrant;
-use qdrant_client::qdrant::{Document};
-use qdrant_client::qdrant::{PointStruct, UpsertPointsBuilder};
 
 let client = Qdrant::from_url("https://xyz-example.qdrant.io:6334")
     .api_key("<paste-your-api-key-here>")

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/run-vector-search/generated/go.md

@@ -16,7 +16,7 @@ prefetch := []*qdrant.PrefetchQuery{
 	},
 }
 
-client.Query(ctx, &qdrant.QueryPoints{
+client.Query(context.Background(), &qdrant.QueryPoints{
 	CollectionName: "{collection_name}",
 	Prefetch:       prefetch,
 	Query:          qdrant.NewQueryFusion(qdrant.Fusion_RRF),

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/run-vector-search/generated/python.md

@@ -3,7 +3,7 @@ results = client.query_points(
     collection_name="{collection_name}",
     prefetch=[
         models.Prefetch(
-            query=Document(
+            query=models.Document(
                 text=query_text,
                 model=dense_model
             ),
@@ -11,7 +11,7 @@ results = client.query_points(
             limit=5
         ),
         models.Prefetch(
-            query=Document(
+            query=models.Document(
                 text=query_text,
                 model=bm25_model
             ),

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/run-vector-search/generated/rust.md

@@ -11,7 +11,7 @@ let bm25_prefetch = PrefetchQueryBuilder::default()
     .using("bm25_sparse_vector")
     .build();
 
-let query_request = QueryPointsBuilder::new(collection_name)
+let query_request = QueryPointsBuilder::new("{collection_name}")
     .add_prefetch(dense_prefetch)
     .add_prefetch(bm25_prefetch)
     .query(Query::new_fusion(Fusion::Rrf))

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/run-vector-search/generated/typescript.md

@@ -1,5 +1,5 @@
 ```typescript
-const results = await client.query(collectionName, {
+const results = await client.query("{collection_name}", {
     prefetch: [
         {
             query: {

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/upload-data/generated/go.md

@@ -23,8 +23,8 @@ for _, item := range dataset {
 	}
 	points = append(points, point)
 }
-_, err = client.Upsert(ctx, &qdrant.UpsertPoints{
-	CollectionName: "{collection_name},
+_, err = client.Upsert(context.Background(), &qdrant.UpsertPoints{
+	CollectionName: "{collection_name}",
 	Points:         points,
 })
 ```

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/upload-data/generated/java.md

@@ -1,7 +1,7 @@
 ```java
 import static io.qdrant.client.PointIdFactory.id;
+import static io.qdrant.client.VectorFactory.vector;
 import static io.qdrant.client.VectorsFactory.namedVectors;
-import static io.qdrant.client.VectorsFactory.vectors;
 
 import io.qdrant.client.grpc.Points.Document;
 import io.qdrant.client.grpc.Points.PointStruct;
@@ -26,10 +26,10 @@ for (Map<String, String> item : dataset) {
               namedVectors(
                   Map.of(
                       "dense_vector",
-                      vectors(
+                      vector(
                           Document.newBuilder().setText(passage).setModel(denseModel).build()),
                       "bm25_sparse_vector",
-                      vectors(
+                      vector(
                           Document.newBuilder().setText(passage).setModel(bm25Model).build()))))
           .build();
   points.add(point);

qdrant-landing/content/documentation/headless/snippets/cloud-inference/vector-search/upload-data/generated/rust.md

@@ -3,6 +3,7 @@ use qdrant_client::qdrant::{
     Document, NamedVectors, PointStruct, UpsertPointsBuilder,
 };
 use qdrant_client::Payload;
+use uuid::Uuid;
 
 let dense_model = "sentence-transformers/all-minilm-l6-v2";
 let bm25_model = "qdrant/bm25";
@@ -29,6 +30,6 @@ let points: Vec<PointStruct> = dataset
     .collect();
 
 client
-    .upsert_points(UpsertPointsBuilder::new(collection_name, points))
+    .upsert_points(UpsertPointsBuilder::new("{collection_name}", points))
     .await?;
 ```

qdrant-landing/content/documentation/headless/snippets/create-collection/datatype-uint8/generated/java.md

@@ -1,5 +1,6 @@
 ```java
 import io.qdrant.client.QdrantClient;
+import io.qdrant.client.QdrantGrpcClient;
 import io.qdrant.client.grpc.Collections.Datatype;
 import io.qdrant.client.grpc.Collections.Distance;
 import io.qdrant.client.grpc.Collections.VectorParams;

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

@@ -2,7 +2,7 @@
 use qdrant_client::qdrant::{
     CreateCollectionBuilder, Modifier, SparseVectorParamsBuilder, SparseVectorsConfigBuilder,
 };
-use qdrant_client::{Qdrant, QdrantError};
+use qdrant_client::Qdrant;
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 

qdrant-landing/content/documentation/headless/snippets/create-collection/with-binary-quantization-and-query-encoding/generated/go.md

@@ -18,7 +18,7 @@ client.CreateCollection(context.Background(), &qdrant.CreateCollection{
     }),
     QuantizationConfig: qdrant.NewQuantizationBinary(
         &qdrant.BinaryQuantization{
-            QueryEncoding: qdrant.NewBinaryQuantizationQueryEncodingSetting(BinaryQuantizationQueryEncoding_Scalar8Bits),
+            QueryEncoding: qdrant.NewBinaryQuantizationQueryEncodingSetting(qdrant.BinaryQuantizationQueryEncoding_Scalar8Bits),
             AlwaysRam: qdrant.PtrOf(true),
         },
     ),

qdrant-landing/content/documentation/headless/snippets/create-collection/with-inline-storage/generated/rust.md

@@ -1,9 +1,9 @@
 ```rust
+use qdrant_client::Qdrant;
 use qdrant_client::qdrant::{
     BinaryQuantizationBuilder, CreateCollectionBuilder, Distance, HnswConfigDiffBuilder,
     VectorParamsBuilder,
 };
-use qdrant_client::Qdrant;
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 

qdrant-landing/content/documentation/headless/snippets/create-payload-index/asciifolding-full-text/generated/python.md

@@ -7,7 +7,7 @@ client.create_payload_index(
     collection_name="{collection_name}",
     field_name="name_of_the_field_to_index",
     field_schema=models.TextIndexParams(
-        type="text",
+        type=models.TextIndexType.TEXT,
         tokenizer=models.TokenizerType.WORD,
         ascii_folding=True,
     ),

qdrant-landing/content/documentation/headless/snippets/create-payload-index/integer-is-principal/generated/java.md

@@ -2,6 +2,7 @@
 import io.qdrant.client.QdrantClient;
 import io.qdrant.client.QdrantGrpcClient;
 import io.qdrant.client.grpc.Collections.IntegerIndexParams;
+import io.qdrant.client.grpc.Collections.KeywordIndexParams;
 import io.qdrant.client.grpc.Collections.PayloadIndexParams;
 import io.qdrant.client.grpc.Collections.PayloadSchemaType;
 
@@ -15,8 +16,8 @@ client
         PayloadSchemaType.Integer,
         PayloadIndexParams.newBuilder()
             .setIntegerIndexParams(
-                KeywordIndexParams.newBuilder()
-                    .setIsPrincipa(true)
+                IntegerIndexParams.newBuilder()
+                    .setIsPrincipal(true)
                     .build())
             .build(),
         null,

qdrant-landing/content/documentation/headless/snippets/create-payload-index/integer-is-principal/generated/rust.md

@@ -4,7 +4,7 @@ use qdrant_client::qdrant::{
     IntegerIndexParamsBuilder,
     FieldType
 };
-use qdrant_client::{Qdrant, QdrantError};
+use qdrant_client::Qdrant;
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 
@@ -18,5 +18,5 @@ client.create_field_index(
         IntegerIndexParamsBuilder::default()
             .is_principal(true),
     ),
-);
+).await?;
 ```

qdrant-landing/content/documentation/headless/snippets/create-payload-index/integer-with-params/generated/go.md

@@ -16,8 +16,8 @@ client.CreateFieldIndex(context.Background(), &qdrant.CreateFieldIndexCollection
 	FieldType:      qdrant.FieldType_FieldTypeInteger.Enum(),
 	FieldIndexParams: qdrant.NewPayloadIndexParamsInt(
 		&qdrant.IntegerIndexParams{
-			Lookup: false,
-			Range:  true,
+			Lookup: qdrant.PtrOf(false),
+			Range:  qdrant.PtrOf(true),
 		}),
 })
 ```

qdrant-landing/content/documentation/headless/snippets/create-payload-index/integer-with-params/generated/rust.md

@@ -1,9 +1,8 @@
 ```rust
-use qdrant_client::qdrant::{
-    payload_index_params::IndexParams, CreateFieldIndexCollectionBuilder, FieldType,
-    IntegerIndexParams, PayloadIndexParams,
-};
 use qdrant_client::Qdrant;
+use qdrant_client::qdrant::{
+    CreateFieldIndexCollectionBuilder, FieldType, IntegerIndexParamsBuilder,
+};
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 
@@ -14,12 +13,7 @@ client
             "name_of_the_field_to_index",
             FieldType::Integer,
         )
-        .field_index_params(PayloadIndexParams {
-            index_params: Some(IndexParams::IntegerIndexParams(IntegerIndexParams {
-                lookup: false,
-                range: true,
-            })),
-        }),
+        .field_index_params(IntegerIndexParamsBuilder::new(false, true).build()),
     )
     .await?;
 ```

qdrant-landing/content/documentation/headless/snippets/create-payload-index/keyword-is-tenant/generated/rust.md

@@ -4,7 +4,8 @@ use qdrant_client::qdrant::{
     KeywordIndexParamsBuilder,
     FieldType
 };
-use qdrant_client::{Qdrant, QdrantError};
+
+use qdrant_client::Qdrant;
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 
@@ -18,5 +19,5 @@ client.create_field_index(
         KeywordIndexParamsBuilder::default()
             .is_tenant(true),
     ),
-);
+).await?;
 ```

qdrant-landing/content/documentation/headless/snippets/create-payload-index/keyword-on-disk/generated/rust.md

@@ -4,7 +4,7 @@ use qdrant_client::qdrant::{
     KeywordIndexParamsBuilder,
     FieldType
 };
-use qdrant_client::{Qdrant, QdrantError};
+use qdrant_client::Qdrant;
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 
@@ -18,5 +18,5 @@ client.create_field_index(
         KeywordIndexParamsBuilder::default()
             .on_disk(true),
     ),
-);
+).await?;
 ```

qdrant-landing/content/documentation/headless/snippets/create-payload-index/lowercase-full-text/generated/python.md

@@ -7,7 +7,7 @@ client.create_payload_index(
     collection_name="{collection_name}",
     field_name="name_of_the_field_to_index",
     field_schema=models.TextIndexParams(
-        type="text",
+        type=models.TextIndexType.TEXT,
         tokenizer=models.TokenizerType.WORD,
         lowercase=False,
     ),

qdrant-landing/content/documentation/headless/snippets/create-payload-index/phrase-full-text/generated/python.md

@@ -7,7 +7,7 @@ client.create_payload_index(
     collection_name="{collection_name}",
     field_name="name_of_the_field_to_index",
     field_schema=models.TextIndexParams(
-        type="text",
+        type=models.TextIndexType.TEXT,
         tokenizer=models.TokenizerType.WORD,
         lowercase=True,
         phrase_matching=True,

qdrant-landing/content/documentation/headless/snippets/create-payload-index/simple-full-text/generated/python.md

@@ -7,7 +7,7 @@ client.create_payload_index(
     collection_name="{collection_name}",
     field_name="name_of_the_field_to_index",
     field_schema=models.TextIndexParams(
-        type="text",
+        type=models.TextIndexType.TEXT,
         tokenizer=models.TokenizerType.WORD,
         min_token_len=2,
         max_token_len=10,

qdrant-landing/content/documentation/headless/snippets/create-payload-index/stemmer-full-text/generated/python.md

@@ -7,7 +7,7 @@ client.create_payload_index(
     collection_name="{collection_name}",
     field_name="name_of_the_field_to_index",
     field_schema=models.TextIndexParams(
-        type="text",
+        type=models.TextIndexType.TEXT,
         tokenizer=models.TokenizerType.WORD,
         stemmer=models.SnowballParams(
             type=models.Snowball.SNOWBALL,

qdrant-landing/content/documentation/headless/snippets/create-payload-index/stopwords-full-text/generated/python.md

@@ -8,7 +8,7 @@ client.create_payload_index(
     collection_name="{collection_name}",
     field_name="name_of_the_field_to_index",
     field_schema=models.TextIndexParams(
-        type="text",
+        type=models.TextIndexType.TEXT,
         tokenizer=models.TokenizerType.WORD,
         stopwords=models.Language.ENGLISH,
     ),
@@ -19,7 +19,7 @@ client.create_payload_index(
     collection_name="{collection_name}",
     field_name="name_of_the_field_to_index",
     field_schema=models.TextIndexParams(
-        type="text",
+        type=models.TextIndexType.TEXT,
         tokenizer=models.TokenizerType.WORD,
         stopwords=models.StopwordsSet(
             languages=[

qdrant-landing/content/documentation/headless/snippets/create-payload-index/with-group-id-as-tenant/generated/csharp.md

@@ -1,5 +1,6 @@
 ```csharp
 using Qdrant.Client;
+using Qdrant.Client.Grpc;
 
 var client = new QdrantClient("localhost", 6334);
 

qdrant-landing/content/documentation/headless/snippets/create-payload-index/with-group-id-as-tenant/generated/python.md

@@ -3,7 +3,7 @@ client.create_payload_index(
     collection_name="{collection_name}",
     field_name="group_id",
     field_schema=models.KeywordIndexParams(
-        type="keyword",
+        type=models.KeywordIndexType.KEYWORD,
         is_tenant=True,
     ),
 )

qdrant-landing/content/documentation/headless/snippets/create-payload-index/with-group-id-as-tenant/generated/rust.md

@@ -4,7 +4,7 @@ use qdrant_client::qdrant::{
     KeywordIndexParamsBuilder,
     FieldType
 };
-use qdrant_client::{Qdrant, QdrantError};
+use qdrant_client::Qdrant;
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 

qdrant-landing/content/documentation/headless/snippets/create-shard/create-named-shard-for-promotion/generated/go.md

@@ -15,7 +15,7 @@ client.CreateShardKey(
 	"{collection_name}",
 	&qdrant.CreateShardKey{
 		ShardKey: qdrant.NewShardKey("default"),
-		InitialState: qdrant.ReplicaState_PARTIAL,
-	}
+		InitialState: qdrant.PtrOf(qdrant.ReplicaState_Partial),
+	},
 )
 ```

qdrant-landing/content/documentation/headless/snippets/create-shard/create-named-shard-for-promotion/generated/java.md

@@ -6,6 +6,7 @@ import io.qdrant.client.QdrantGrpcClient;
 import io.qdrant.client.grpc.Collections.CreateShardKey;
 import io.qdrant.client.grpc.Collections.CreateShardKeyRequest;
 import io.qdrant.client.grpc.Collections.ReplicaState;
+import io.qdrant.client.grpc.Common.Filter;
 
 QdrantClient client =
     new QdrantClient(QdrantGrpcClient.newBuilder("localhost", 6334, false).build());
@@ -14,7 +15,7 @@ client.createShardKeyAsync(CreateShardKeyRequest.newBuilder()
                 .setCollectionName("{collection_name}")
                 .setRequest(CreateShardKey.newBuilder()
                                 .setShardKey(shardKey("default"))
-                                .setInitialState(ReplicaState.PARTIAL)
+                                .setInitialState(ReplicaState.Partial)
                                 .build())
                 .build()).get();
 ```

qdrant-landing/content/documentation/headless/snippets/delete-payload/by-filter/generated/java.md

@@ -1,6 +1,7 @@
 ```java
 import static io.qdrant.client.ConditionFactory.matchKeyword;
 
+import io.qdrant.client.grpc.Common.Filter;
 import java.util.List;
 
 client

qdrant-landing/content/documentation/headless/snippets/delete-points/simple/generated/csharp.md

@@ -3,5 +3,5 @@ using Qdrant.Client;
 
 var client = new QdrantClient("localhost", 6334);
 
-await client.DeleteAsync(collectionName: "{collection_name}", ids: [0, 3, 100]);
+await client.DeleteAsync(collectionName: "{collection_name}", ids: (ulong[])[0, 3, 100]);
 ```

qdrant-landing/content/documentation/headless/snippets/distance-matrix/basic/generated/go.md

@@ -12,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
 
 sample := uint64(10)
 limit := uint64(2)
-res, err := client.SearchMatrixPairs(ctx, &qdrant.SearchMatrixPoints{
+res, err := client.SearchMatrixPairs(context.Background(), &qdrant.SearchMatrixPoints{
     CollectionName: "{collection_name}",
     Sample:         &sample,
     Limit:          &limit,

qdrant-landing/content/documentation/headless/snippets/distance-matrix/basic/generated/java.md

@@ -11,7 +11,7 @@ QdrantClient client =
 
 client
     .searchMatrixPairsAsync(
-        Points.SearchMatrixPoints.newBuilder()
+        SearchMatrixPoints.newBuilder()
             .setCollectionName("{collection_name}")
             .setFilter(Filter.newBuilder().addMust(matchKeyword("color", "red")).build())
             .setSample(10)

qdrant-landing/content/documentation/headless/snippets/distance-matrix/basic/generated/rust.md

@@ -1,6 +1,5 @@
 ```rust
 use qdrant_client::qdrant::{Condition, Filter, SearchMatrixPointsBuilder};
-use qdrant_client::Qdrant;
 
 client
     .search_matrix_pairs(

qdrant-landing/content/documentation/headless/snippets/distance-matrix/offsets-format/generated/go.md

@@ -12,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
 
 sample := uint64(10)
 limit := uint64(2)
-res, err := client.SearchMatrixOffsets(ctx, &qdrant.SearchMatrixPoints{
+res, err := client.SearchMatrixOffsets(context.Background(), &qdrant.SearchMatrixPoints{
     CollectionName: "{collection_name}",
     Sample:         &sample,
     Limit:          &limit,

qdrant-landing/content/documentation/headless/snippets/distance-matrix/offsets-format/generated/rust.md

@@ -1,6 +1,5 @@
 ```rust
 use qdrant_client::qdrant::{Condition, Filter, SearchMatrixPointsBuilder};
-use qdrant_client::Qdrant;
 
 client
     .search_matrix_offsets(

qdrant-landing/content/documentation/headless/snippets/facet-counts/exact/generated/csharp.md

@@ -1,9 +1,10 @@
 ```csharp
 using Qdrant.Client;
+using Qdrant.Client.Grpc;
 
 await client.FacetAsync(
     "{collection_name}",
     key: "size",
-    exact: true,
+    exact: true
 );
 ```

qdrant-landing/content/documentation/headless/snippets/facet-counts/exact/generated/go.md

@@ -1,7 +1,7 @@
 ```go
-res, err := client.Facet(ctx, &qdrant.FacetCounts{
+res, err := client.Facet(context.Background(), &qdrant.FacetCounts{
     CollectionName: "{collection_name}",
     Key:            "key",
-    Exact:          true,
+    Exact:          qdrant.PtrOf(true),
 })
 ```

qdrant-landing/content/documentation/headless/snippets/facet-counts/exact/generated/java.md

@@ -1,8 +1,10 @@
 ```java
+import io.qdrant.client.grpc.Points.FacetCounts;
+
 client
       .facetAsync(
-          Points.FacetCounts.newBuilder()
-              .setCollectionName(collection_name)
+          FacetCounts.newBuilder()
+              .setCollectionName("{collection_name}")
               .setKey("foo")
               .setExact(true)
               .build())

qdrant-landing/content/documentation/headless/snippets/facet-counts/simple-with-filter/generated/go.md

@@ -10,7 +10,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
     Port: 6334,
 })
 
-res, err := client.Facet(ctx, &qdrant.FacetCounts{
+res, err := client.Facet(context.Background(), &qdrant.FacetCounts{
     CollectionName: "{collection_name}",
     Key:            "size",
         Filter: &qdrant.Filter{

qdrant-landing/content/documentation/headless/snippets/facet-counts/simple-with-filter/generated/java.md

@@ -3,7 +3,7 @@ import static io.qdrant.client.ConditionFactory.matchKeyword;
 
 import io.qdrant.client.QdrantClient;
 import io.qdrant.client.QdrantGrpcClient;
-import io.qdrant.client.grpc.Filter;
+import io.qdrant.client.grpc.Common.Filter;
 import io.qdrant.client.grpc.Points;
 
 QdrantClient client = new QdrantClient(
@@ -12,7 +12,7 @@ QdrantClient client = new QdrantClient(
 client
     .facetAsync(
         Points.FacetCounts.newBuilder()
-            .setCollectionName(collection_name)
+            .setCollectionName("{collection_name}")
             .setKey("size")
             .setFilter(Filter.newBuilder().addMust(matchKeyword("color", "red")).build())
             .build())

qdrant-landing/content/documentation/headless/snippets/facet-counts/simple-with-filter/generated/python.md

@@ -6,6 +6,13 @@ client = QdrantClient(url="http://localhost:6333")
 client.facet(
     collection_name="{collection_name}",
     key="size",
-    facet_filter=models.Filter(must=[models.Match("color", "red")]),
+    facet_filter=models.Filter(
+        must=[
+            models.FieldCondition(
+                key="color",
+                match=models.MatchValue(value="red"),
+            )
+        ]
+    ),
 )
 ```

qdrant-landing/content/documentation/headless/snippets/filter-condition/geo-poligon/generated/java.md

@@ -3,6 +3,7 @@ import static io.qdrant.client.ConditionFactory.geoPolygon;
 
 import io.qdrant.client.grpc.Common.GeoLineString;
 import io.qdrant.client.grpc.Common.GeoPoint;
+import java.util.List;
 
 geoPolygon(
     "location",

qdrant-landing/content/documentation/headless/snippets/filter-condition/match-any/generated/java.md

@@ -1,5 +1,7 @@
 ```java
 import static io.qdrant.client.ConditionFactory.matchKeywords;
 
+import java.util.List;
+
 matchKeywords("color", List.of("black", "yellow"));
 ```

qdrant-landing/content/documentation/headless/snippets/filter-condition/match-except/generated/java.md

@@ -1,5 +1,7 @@
 ```java
 import static io.qdrant.client.ConditionFactory.matchExceptKeywords;
 
+import java.util.List;
+
 matchExceptKeywords("color", List.of("black", "yellow"));
 ```

qdrant-landing/content/documentation/headless/snippets/filter-condition/match-keyword/generated/java.md

@@ -1,3 +1,5 @@
 ```java
+import static io.qdrant.client.ConditionFactory.matchKeyword;
+
 matchKeyword("color", "red");
 ```

qdrant-landing/content/documentation/headless/snippets/filter-condition/match-uuid/generated/java.md

@@ -1,3 +1,5 @@
 ```java
+import static io.qdrant.client.ConditionFactory.matchKeyword;
+
 matchKeyword("uuid", "f47ac10b-58cc-4372-a567-0e02b2c3d479");
 ```

qdrant-landing/content/documentation/headless/snippets/filter-condition/range/generated/java.md

@@ -1,7 +1,7 @@
 ```java
 import static io.qdrant.client.ConditionFactory.range;
 
-import io.qdrant.client.grpc.Points.Range;
+import io.qdrant.client.grpc.Common.Range;
 
 range("price", Range.newBuilder().setGte(100.0).setLte(450).build());
 ```

qdrant-landing/content/documentation/headless/snippets/inference/cohere-query/generated/go.md

@@ -1,7 +1,6 @@
 ```go
 import (
 	"context"
-	"time"
 
 	"github.com/qdrant/go-client/qdrant"
 )
@@ -13,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
     UseTLS: true,
 })
 
-client.Query(ctx, &qdrant.QueryPoints{
+client.Query(context.Background(), &qdrant.QueryPoints{
 	CollectionName: "{collection_name}",
 	Query: qdrant.NewQueryNearest(
 		qdrant.NewVectorInputDocument(&qdrant.Document{

qdrant-landing/content/documentation/headless/snippets/inference/cohere-query/generated/java.md

@@ -5,6 +5,7 @@ import static io.qdrant.client.ValueFactory.value;
 import io.qdrant.client.QdrantClient;
 import io.qdrant.client.QdrantGrpcClient;
 import io.qdrant.client.grpc.Points.Document;
+import io.qdrant.client.grpc.Points.QueryPoints;
 import java.util.Map;
 
 QdrantClient client =
@@ -15,7 +16,7 @@ QdrantClient client =
 
 client
     .queryAsync(
-        Points.QueryPoints.newBuilder()
+        QueryPoints.newBuilder()
             .setCollectionName("{collection_name}")
             .setQuery(
                 nearest(

qdrant-landing/content/documentation/headless/snippets/inference/cohere-query/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::{
-    Qdrant, QdrantError,
+    Qdrant,
     qdrant::{Document, Query, QueryPointsBuilder, Value},
 };
 use std::collections::HashMap;

qdrant-landing/content/documentation/headless/snippets/inference/cohere-upsert/generated/go.md

@@ -1,7 +1,6 @@
 ```go
 import (
 	"context"
-	"time"
 
 	"github.com/qdrant/go-client/qdrant"
 )
@@ -13,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
     UseTLS: true,
 })
 
-client.Upsert(ctx, &qdrant.UpsertPoints{
+client.Upsert(context.Background(), &qdrant.UpsertPoints{
 	CollectionName: "{collection_name}",
 	Points: []*qdrant.PointStruct{
 		{

qdrant-landing/content/documentation/headless/snippets/inference/cohere-upsert/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::{
-    Payload, Qdrant, QdrantError,
+    Payload, Qdrant,
     qdrant::{Document, PointStruct, UpsertPointsBuilder},
 };
 use std::collections::HashMap;

qdrant-landing/content/documentation/headless/snippets/inference/ingest/generated/go.md

@@ -1,7 +1,6 @@
 ```go
 import (
 	"context"
-	"time"
 
 	"github.com/qdrant/go-client/qdrant"
 )
@@ -13,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
     UseTLS: true,
 })
 
-client.Upsert(ctx, &qdrant.UpsertPoints{
+client.Upsert(context.Background(), &qdrant.UpsertPoints{
 	CollectionName: "{collection_name}",
 	Points: []*qdrant.PointStruct{
 		{

qdrant-landing/content/documentation/headless/snippets/inference/ingest/generated/java.md

@@ -6,6 +6,7 @@ import static io.qdrant.client.VectorsFactory.namedVectors;
 
 import io.qdrant.client.QdrantClient;
 import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Points.Document;
 import io.qdrant.client.grpc.Points.Image;
 import io.qdrant.client.grpc.Points.PointStruct;
 import java.util.List;

qdrant-landing/content/documentation/headless/snippets/inference/ingest/generated/rust.md

@@ -1,22 +1,24 @@
 ```rust
 use qdrant_client::{
-    Payload, Qdrant, QdrantError,
-    qdrant::{Document, PointStruct, UpsertPointsBuilder},
+    Payload, Qdrant,
+    qdrant::{DocumentBuilder, PointStruct, UpsertPointsBuilder},
 };
+use std::collections::HashMap;
 
 let client = Qdrant::from_url("<your-qdrant-url>").build()?;
 
 client
-    .upsert_points(UpsertPointsBuilder::new("{collection_name}",
-        vec![
-            PointStruct::new(1,
-                HashMap::from([("my-bm25-vector".to_string(),
-                    Document {
-                      text: "Recipe for baking chocolate chip cookies".into(),
-                      model: "qdrant/bm25".into(),
-                      ..Default::default()
-                      }.into())]),
-                Payload::default())
-            ]))
-        .await?;
+    .upsert_points(UpsertPointsBuilder::new(
+        "{collection_name}",
+        vec![PointStruct::new(
+            1,
+            HashMap::from([(
+                "my-bm25-vector".to_string(),
+                DocumentBuilder::new("Recipe for baking chocolate chip cookies", "qdrant/bm25")
+                    .build(),
+            )]),
+            Payload::default(),
+        )],
+    ))
+    .await?;
 ```

qdrant-landing/content/documentation/headless/snippets/inference/jinaai-query/generated/go.md

@@ -1,7 +1,6 @@
 ```go
 import (
 	"context"
-	"time"
 
 	"github.com/qdrant/go-client/qdrant"
 )
@@ -13,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
     UseTLS: true,
 })
 
-client.Query(ctx, &qdrant.QueryPoints{
+client.Query(context.Background(), &qdrant.QueryPoints{
 	CollectionName: "{collection_name}",
 	Query: qdrant.NewQueryNearest(
 		qdrant.NewVectorInputDocument(&qdrant.Document{

qdrant-landing/content/documentation/headless/snippets/inference/jinaai-query/generated/java.md

@@ -5,6 +5,7 @@ import static io.qdrant.client.ValueFactory.value;
 import io.qdrant.client.QdrantClient;
 import io.qdrant.client.QdrantGrpcClient;
 import io.qdrant.client.grpc.Points.Document;
+import io.qdrant.client.grpc.Points.QueryPoints;
 import java.util.Map;
 
 QdrantClient client =
@@ -14,7 +15,7 @@ QdrantClient client =
             .build());
 client
     .queryAsync(
-        Points.QueryPoints.newBuilder()
+        QueryPoints.newBuilder()
             .setCollectionName("{collection_name}")
             .setQuery(
                 nearest(

qdrant-landing/content/documentation/headless/snippets/inference/jinaai-query/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::{
-    Qdrant, QdrantError,
+    Qdrant,
     qdrant::{Document, Query, QueryPointsBuilder, Value},
 };
 use std::collections::HashMap;

qdrant-landing/content/documentation/headless/snippets/inference/jinaai-upsert/generated/go.md

@@ -1,7 +1,6 @@
 ```go
 import (
 	"context"
-	"time"
 
 	"github.com/qdrant/go-client/qdrant"
 )
@@ -13,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
 	UseTLS: true,
 })
 
-client.Upsert(ctx, &qdrant.UpsertPoints{
+client.Upsert(context.Background(), &qdrant.UpsertPoints{
 	CollectionName: "{collection_name}",
 	Points: []*qdrant.PointStruct{
 		{

qdrant-landing/content/documentation/headless/snippets/inference/jinaai-upsert/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::{
-    Payload, Qdrant, QdrantError,
+    Payload, Qdrant,
     qdrant::{Image, PointStruct, UpsertPointsBuilder},
 };
 use std::collections::HashMap;

qdrant-landing/content/documentation/headless/snippets/inference/multiple/generated/go.md

@@ -1,7 +1,6 @@
 ```go
 import (
 	"context"
-	"time"
 
 	"github.com/qdrant/go-client/qdrant"
 )
@@ -13,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
 	UseTLS: true,
 })
 
-client.Upsert(ctx, &qdrant.UpsertPoints{
+client.Upsert(context.Background(), &qdrant.UpsertPoints{
 	CollectionName: "{collection_name}",
 	Points: []*qdrant.PointStruct{
 		{

qdrant-landing/content/documentation/headless/snippets/inference/multiple/generated/rust.md

@@ -1,7 +1,7 @@
 ```rust
 use qdrant_client::{
-    Payload, Qdrant, QdrantError,
-    qdrant::{Document, PointStruct, UpsertPointsBuilder, Vectors},
+    Payload, Qdrant,
+    qdrant::{Document, Image, NamedVectors, PointStruct, UpsertPointsBuilder},
 };
 use std::collections::HashMap;
 

qdrant-landing/content/documentation/headless/snippets/inference/openai-query/generated/go.md

@@ -1,7 +1,6 @@
 ```go
 import (
 	"context"
-	"time"
 
 	"github.com/qdrant/go-client/qdrant"
 )
@@ -13,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
 	UseTLS: true,
 })
 
-client.Query(ctx, &qdrant.QueryPoints{
+client.Query(context.Background(), &qdrant.QueryPoints{
 	CollectionName: "{collection_name}",
 	Query: qdrant.NewQueryNearest(
 		qdrant.NewVectorInputDocument(&qdrant.Document{

qdrant-landing/content/documentation/headless/snippets/inference/openai-query/generated/java.md

@@ -5,6 +5,7 @@ import static io.qdrant.client.ValueFactory.value;
 import io.qdrant.client.QdrantClient;
 import io.qdrant.client.QdrantGrpcClient;
 import io.qdrant.client.grpc.Points.Document;
+import io.qdrant.client.grpc.Points.QueryPoints;
 import java.util.Map;
 
 QdrantClient client =
@@ -14,7 +15,7 @@ QdrantClient client =
             .build());
 client
     .queryAsync(
-        Points.QueryPoints.newBuilder()
+        QueryPoints.newBuilder()
             .setCollectionName("{collection_name}")
             .setQuery(
                 nearest(

qdrant-landing/content/documentation/headless/snippets/inference/openai-query/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::{
-    Qdrant, QdrantError,
+    Qdrant,
     qdrant::{Document, Query, QueryPointsBuilder, Value},
 };
 use std::collections::HashMap;

qdrant-landing/content/documentation/headless/snippets/inference/openai-upsert/generated/go.md

@@ -1,7 +1,6 @@
 ```go
 import (
 	"context"
-	"time"
 
 	"github.com/qdrant/go-client/qdrant"
 )
@@ -13,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
 	UseTLS: true,
 })
 
-client.Upsert(ctx, &qdrant.UpsertPoints{
+client.Upsert(context.Background(), &qdrant.UpsertPoints{
 	CollectionName: "{collection_name}",
 	Points: []*qdrant.PointStruct{
 		{

qdrant-landing/content/documentation/headless/snippets/inference/openai-upsert/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::{
-    Payload, Qdrant, QdrantError,
+    Payload, Qdrant,
     qdrant::{Document, PointStruct, UpsertPointsBuilder},
 };
 use std::collections::HashMap;

qdrant-landing/content/documentation/headless/snippets/inference/query/generated/go.md

@@ -1,7 +1,6 @@
 ```go
 import (
 	"context"
-	"time"
 
 	"github.com/qdrant/go-client/qdrant"
 )
@@ -13,7 +12,7 @@ client, err := qdrant.NewClient(&qdrant.Config{
 	UseTLS: true,
 })
 
-client.Query(ctx, &qdrant.QueryPoints{
+client.Query(context.Background(), &qdrant.QueryPoints{
 	CollectionName: "{collection_name}",
 	Query: qdrant.NewQueryNearest(
 		qdrant.NewVectorInputDocument(&qdrant.Document{

qdrant-landing/content/documentation/headless/snippets/inference/query/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::{
-    Qdrant, QdrantError,
+    Qdrant,
     qdrant::{Document, Query, QueryPointsBuilder},
 };
 

qdrant-landing/content/documentation/headless/snippets/insert-points/named-vectors/generated/csharp.md

@@ -11,12 +11,8 @@ await client.UpsertAsync(
             Id = 1,
             Vectors = new Dictionary<string, Vector>
             {
-                ["image"] = new() {
-                    Data = {0.9f, 0.1f, 0.1f, 0.2f}
-                },
-                ["text"] = new() {
-                    Data = {0.4f, 0.7f, 0.1f, 0.8f, 0.1f}
-                },
+                ["image"] = new float[] {0.9f, 0.1f, 0.1f, 0.2f},
+                ["text"] = new float[] {0.4f, 0.7f, 0.1f, 0.8f, 0.1f},
                 ["text-sparse"] = ([0.1f, 0.2f, 0.3f, 0.4f], [1, 3, 5, 7]),
             }
         }

qdrant-landing/content/documentation/headless/snippets/insert-points/sparse-vectors/generated/rust.md

@@ -1,7 +1,7 @@
 ```rust
 use std::collections::HashMap;
 
-use qdrant_client::qdrant::{PointStruct, UpsertPointsBuilder, Vector};
+use qdrant_client::qdrant::{PointStruct, UpsertPointsBuilder};
 use qdrant_client::Payload;
 
 client

qdrant-landing/content/documentation/headless/snippets/insert-points/with-condition/generated/java.md

@@ -18,7 +18,7 @@ client
     .upsertAsync(
         UpsertPoints.newBuilder()
             .setCollectionName("{collectionName}")
-            .addPoint(
+            .addPoints(
                 PointStruct.newBuilder()
                     .setId(id(1))
                     .setVectors(vectors(0.05f, 0.61f, 0.76f, 0.74f))

qdrant-landing/content/documentation/headless/snippets/insert-points/with-condition/generated/typescript.md

@@ -15,7 +15,7 @@ client.upsert("{collection_name}", {
       },
     }
   ],
-  updateFilter: {
+  update_filter: {
     must: [
       {
         key: "version",

qdrant-landing/content/documentation/headless/snippets/insert-points/with-multiple-vectors/generated/java.md

@@ -27,9 +27,9 @@ client
                     namedVectors(
                         Map.of(
                             "image",
-                            List.of(0.2f, 0.1f, 0.3f, 0.9f),
+                            vector(List.of(0.2f, 0.1f, 0.3f, 0.9f)),
                             "text",
-                            List.of(0.5f, 0.2f, 0.7f, 0.4f, 0.7f, 0.2f, 0.3f, 0.9f))))
+                            vector(List.of(0.5f, 0.2f, 0.7f, 0.4f, 0.7f, 0.2f, 0.3f, 0.9f)))))
                 .build()))
     .get();
 ```

qdrant-landing/content/documentation/headless/snippets/insert-points/with-multivector/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::qdrant::{PointStruct, UpsertPointsBuilder, Vector};
-use qdrant_client::Qdrant;
+use qdrant_client::{Payload, Qdrant};
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 

qdrant-landing/content/documentation/headless/snippets/insert-points/with-multivector/generated/typescript.md

@@ -8,9 +8,9 @@ client.upsert("{collection_name}", {
     {
       id: 1,
       vector: [
-        [-0.013,  0.020, -0.007, -0.111, ...],
-        [-0.030, -0.055,  0.001,  0.072, ...],
-        [-0.041,  0.014, -0.032, -0.062, ...]
+        [-0.013,  0.020, -0.007, -0.111],
+        [-0.030, -0.055,  0.001,  0.072],
+        [-0.041,  0.014, -0.032, -0.062]
       ],
     }
   ]

qdrant-landing/content/documentation/headless/snippets/insert-points/with-payload/generated/csharp.md

@@ -27,10 +27,7 @@ await client.UpsertAsync(
             Payload =
             {
                 ["city"] = new[] { "Berlin", "Moscow" },
-                ["price"] = new Value
-                {
-                    ListValue = new ListValue { Values = { new Value[] { 1.99, 2.99 } } }
-                }
+                ["price"] = new Value[] { 1.99, 2.99 }
             }
         }
     }

qdrant-landing/content/documentation/headless/snippets/insert-points/with-payload/generated/java.md

@@ -1,5 +1,6 @@
 ```java
 import static io.qdrant.client.PointIdFactory.id;
+import static io.qdrant.client.ValueFactory.list;
 import static io.qdrant.client.ValueFactory.value;
 import static io.qdrant.client.VectorsFactory.vectors;
 

qdrant-landing/content/documentation/headless/snippets/insert-points/with-payload/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::qdrant::{PointStruct, UpsertPointsBuilder};
-use qdrant_client::{Payload, Qdrant, QdrantError};
+use qdrant_client::{Payload, Qdrant};
 use serde_json::json;
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;

qdrant-landing/content/documentation/headless/snippets/insert-points/with-tenant-group-id-and-fallback-shard-key/generated/go.md

@@ -17,7 +17,7 @@ client.Upsert(context.Background(), &qdrant.UpsertPoints{
 			Id:      qdrant.NewIDNum(1),
 			Vectors: qdrant.NewVectors(0.9, 0.1, 0.1),
 			Payload: qdrant.NewValueMap(map[string]any{"group_id": "user_1"}),
-		}
+		},
 	},
 	ShardKeySelector: &qdrant.ShardKeySelector{
 		ShardKeys: []*qdrant.ShardKey{

qdrant-landing/content/documentation/headless/snippets/insert-points/with-tenant-group-id-and-fallback-shard-key/generated/java.md

@@ -1,10 +1,14 @@
 ```java
+import static io.qdrant.client.PointIdFactory.id;
 import static io.qdrant.client.ShardKeyFactory.shardKey;
+import static io.qdrant.client.ValueFactory.value;
+import static io.qdrant.client.VectorsFactory.vectors;
 
 import io.qdrant.client.QdrantClient;
 import io.qdrant.client.QdrantGrpcClient;
 import io.qdrant.client.grpc.Points.PointStruct;
 import io.qdrant.client.grpc.Points.ShardKeySelector;
+import io.qdrant.client.grpc.Points.UpsertPoints;
 import java.util.List;
 import java.util.Map;
 

qdrant-landing/content/documentation/headless/snippets/insert-points/with-tenant-group-id-and-fallback-shard-key/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
-use qdrant_client::qdrant::{PointStruct, UpsertPointsBuilder};
 use qdrant_client::Qdrant;
+use qdrant_client::qdrant::{PointStruct, ShardKeySelectorBuilder, UpsertPointsBuilder};
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 

qdrant-landing/content/documentation/headless/snippets/insert-points/with-tenant-group-id/generated/java.md

@@ -1,4 +1,8 @@
 ```java
+import static io.qdrant.client.PointIdFactory.id;
+import static io.qdrant.client.ValueFactory.value;
+import static io.qdrant.client.VectorsFactory.vectors;
+
 import io.qdrant.client.QdrantClient;
 import io.qdrant.client.QdrantGrpcClient;
 import io.qdrant.client.grpc.Points.PointStruct;

qdrant-landing/content/documentation/headless/snippets/overwrite-payload/by-point-id/generated/java.md

@@ -3,6 +3,7 @@ import static io.qdrant.client.PointIdFactory.id;
 import static io.qdrant.client.ValueFactory.value;
 
 import java.util.List;
+import java.util.Map;
 
 client
     .overwritePayloadAsync(

qdrant-landing/content/documentation/headless/snippets/query-groups/basic/generated/java.md

@@ -1,4 +1,7 @@
 ```java
+import static io.qdrant.client.QueryFactory.nearest;
+
+import io.qdrant.client.grpc.Points.QueryPointGroups;
 import io.qdrant.client.grpc.Points.SearchPointGroups;
 import java.util.List;
 

qdrant-landing/content/documentation/headless/snippets/query-points-explore/discovery-basic/generated/rust.md

@@ -1,6 +1,5 @@
 ```rust
 use qdrant_client::qdrant::{ContextInputBuilder, DiscoverInputBuilder, QueryPointsBuilder};
-use qdrant_client::Qdrant;
 
 client
     .query(

qdrant-landing/content/documentation/headless/snippets/query-points/basic-with-filter-and-params/generated/rust.md

@@ -1,6 +1,5 @@
 ```rust
 use qdrant_client::qdrant::{Condition, Filter, QueryPointsBuilder, SearchParamsBuilder};
-use qdrant_client::Qdrant;
 
 client
     .query(

qdrant-landing/content/documentation/headless/snippets/query-points/by-existing-id-with-lookup/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::Qdrant;
-use qdrant_client::qdrant::{LookupLocationBuilder, PointId, Query, QueryPointsBuilder};
+use qdrant_client::qdrant::{LookupLocationBuilder, Query, QueryPointsBuilder};
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 

qdrant-landing/content/documentation/headless/snippets/query-points/by-existing-id/generated/rust.md

@@ -1,13 +1,13 @@
 ```rust
 use qdrant_client::Qdrant;
-use qdrant_client::qdrant::{Condition, Filter, PointId, Query, QueryPointsBuilder};
+use qdrant_client::qdrant::{PointId, Query, QueryPointsBuilder};
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 
 client
     .query(
         QueryPointsBuilder::new("{collection_name}")
-            .query(Query::new_nearest(PointId::new("43cf51e2-8777-4f52-bc74-c2cbde0c8b04")))
+            .query(Query::new_nearest(PointId::from("43cf51e2-8777-4f52-bc74-c2cbde0c8b04")))
     )
     .await?;
 ```

qdrant-landing/content/documentation/headless/snippets/query-points/hybrid-mmr/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::Qdrant;
-use qdrant_client::qdrant::{PrefetchQueryBuilder, Query, QueryPointsBuilder};
+use qdrant_client::qdrant::{MmrBuilder, Query, QueryPointsBuilder};
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 

qdrant-landing/content/documentation/headless/snippets/query-points/hybrid-mmr/generated/typescript.md

@@ -5,7 +5,7 @@ const client = new QdrantClient({ host: "localhost", port: 6333 });
 
 client.query("{collection_name}", {
   query: {
-    nearest: [0.01, 0.45, 0.67, ...], // search vector
+    nearest: [0.01, 0.45, 0.67], // search vector
     mmr: {
       diversity: 0.5, // 0.0 - relevance; 1.0 - diversity
       candidates_limit: 100 // num of candidates to preselect

qdrant-landing/content/documentation/headless/snippets/query-points/hybrid-rrf-k/generated/rust.md

@@ -1,6 +1,6 @@
 ```rust
 use qdrant_client::Qdrant;
-use qdrant_client::qdrant::{Rrf, PrefetchQueryBuilder, Query, QueryPointsBuilder};
+use qdrant_client::qdrant::{RrfBuilder, Query, QueryPointsBuilder};
 
 let client = Qdrant::from_url("http://localhost:6334").build()?;
 
@@ -8,6 +8,6 @@ client.query(
     QueryPointsBuilder::new("{collection_name}")
         // .add_prefetch(...)  <┐
         // .add_prefetch(...)  <┴─ 2+ prefetches here
-        .query(Query::new_rrf(RrfBuilder::with_k(60))
+        .query(Query::new_rrf(RrfBuilder::with_k(60)))
 ).await?;
 ```

qdrant-landing/content/documentation/headless/snippets/query-points/multivector/generated/csharp.md

@@ -7,7 +7,7 @@ await client.QueryAsync(
   collectionName: "{collection_name}",
   query: new float[][] {
     [-0.013f, 0.020f, -0.007f, -0.111f],
-    [-0.030f, -0.055f, 0.001 , 0.072f],
+    [-0.030f, -0.055f, 0.001f, 0.072f],
     [-0.041f, 0.014f, -0.032f, -0.062f],
   }
 );

qdrant-landing/content/documentation/headless/snippets/query-points/random-sample/generated/python.md

@@ -1,6 +1,8 @@
 ```python
 from qdrant_client import QdrantClient, models
 
+client = QdrantClient(url="http://localhost:6333")
+
 sampled = client.query_points(
     collection_name="{collection_name}",
     query=models.SampleQuery(sample=models.Sample.RANDOM)