### Install Qdrant Go Client

Source: https://github.com/qdrant/go-client/blob/master/README.md

Use the go get command to add the library to your project.

```bash
go get -u github.com/qdrant/go-client
```

--------------------------------

### GetPointsClient Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Example of getting the points client.

```go
pointsClient := client.GetPointsClient()
```

--------------------------------

### GetGrpcClient Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Example of getting a gRPC client.

```go
grpcClient := client.GetGrpcClient()
conn := grpcClient.Conn()
```

--------------------------------

### GetConnection Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Example of getting an underlying gRPC connection.

```go
conn := client.GetConnection()
state := conn.GetState()
```

--------------------------------

### GetQdrantClient Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Example of getting the main Qdrant client.

```go
qdrantClient := client.GetQdrantClient()
```

--------------------------------

### GetSnapshotsClient Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Example of getting the snapshots client.

```go
snapshotsClient := client.GetSnapshotsClient()
```

--------------------------------

### GetCollectionsClient Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Example of getting the collections client.

```go
collectionsClient := client.GetCollectionsClient()
```

--------------------------------

### NewClient Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Example of creating a new Qdrant client.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host: "localhost",
    Port: 6334,
})
if err != nil {
    log.Fatal(err)
}
defer client.Close()
```

--------------------------------

### DefaultClient Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Example of creating a client using DefaultClient.

```go
client, err := qdrant.DefaultClient()
if err != nil {
    log.Fatal(err)
}
defer client.Close()
```

--------------------------------

### Basic Connection

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Example of establishing a basic connection to Qdrant.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host: "localhost",
    Port: 6334,
})
```

--------------------------------

### Retry Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Example demonstrating the usage of RetryConfig.

```go
config := &qdrant.RetryConfig{
    MaxRetries:  3,
    BaseBackoff: 100 * time.Millisecond,
    MaxBackoff:  5 * time.Second,
}

client, err := qdrant.NewClient(&qdrant.Config{
    Host:        "localhost",
    Port:        6334,
    RetryConfig: config,
})
```

--------------------------------

### Connection Pool

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Example of configuring a connection pool for Qdrant.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host:     "localhost",
    Port:     6334,
    PoolSize: 5,  // Create 5 connections with round-robin distribution
})
```

--------------------------------

### Close Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Example of deferring the Close call.

```go
defer client.Close()
```

--------------------------------

### UpdateClusterCollectionSetup Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/collections.md

Updates cluster setup for a collection including shard movements, replications, and transfers.

```go
err := client.UpdateClusterCollectionSetup(ctx, 
    qdrant.NewUpdateCollectionClusterMoveShard("my_collection", &qdrant.MoveShard{
        ShardId:  1,
        FromPeer: 1,
        ToPeer:   2,
    }),
)
if err != nil {
    log.Fatal(err)
}
```

--------------------------------

### Connection with Custom TLS

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Example of connecting with custom TLS configuration.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host: "localhost",
    Port: 6334,
    UseTLS: true,
    TLSConfig: &tls.Config{
        InsecureSkipVerify: false,
        MinVersion:        tls.VersionTLS13,
    },
})
```

--------------------------------

### Connection Pooling Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Configures the client with a connection pool size of 10.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host:     "localhost",
    Port:     6334,
    PoolSize: 10,  // Pool of 10 connections
})
```

--------------------------------

### Filtering Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/README.md

Demonstrates composing complex filters with must, should, and must-not conditions.

```go
filter := &qdrant.Filter{
    Must: []*qdrant.Condition{
        qdrant.NewMatch("category", "electronics"),
    },
    Should: []*qdrant.Condition{
        qdrant.NewRange("price", &qdrant.Range{
            Lte: qdrant.PtrOf(1000.0),
        }),
    },
}
```

--------------------------------

### With Retry Configuration

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Example of configuring automatic retries for transient failures.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host: "localhost",
    Port: 6334,
    RetryConfig: &qdrant.RetryConfig{
        MaxRetries:  3,
        BaseBackoff: 100 * time.Millisecond,
        MaxBackoff:  5 * time.Second,
    },
})
```

--------------------------------

### Cloud Connection with API Key

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Example of connecting to Qdrant Cloud with an API key and TLS enabled.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host:   "xyz-example.eu-central.aws.cloud.qdrant.io",
    Port:   6334,
    APIKey: "your-api-key",
    UseTLS: true,
})
```

--------------------------------

### Error Handling Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/README.md

Demonstrates how to handle errors returned by the Qdrant Go Client, specifically checking for `QdrantError`.

```go
info, err := client.GetCollectionInfo(ctx, "my_collection")
if err != nil {
    var qdErr *qdrant.QdrantError
    if errors.As(err, &qdErr) {
        fmt.Printf("Operation failed: %s\n", qdErr.Error())
    }
}
```

--------------------------------

### NewAliasCreate Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates an alias operation for creating an alias.

```go
op := qdrant.NewAliasCreate("my_alias", "my_collection")
```

--------------------------------

### NewMatchInt Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/conditions.md

Creates a condition that matches an integer value.

```go
condition := qdrant.NewMatchInt("age", 25)
```

--------------------------------

### Custom Headers Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Adds custom headers 'X-Custom-Header' and 'X-Request-ID' to all gRPC requests.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host: "localhost",
    Port: 6334,
    Headers: map[string]string{
        "X-Custom-Header": "value",
        "X-Request-ID":    "trace-id",
    },
})
```

--------------------------------

### NewVectorsConfig Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a `VectorsConfig` from `VectorParams`.

```go
config := qdrant.NewVectorsConfig(&qdrant.VectorParams{
    Size:     384,
    Distance: qdrant.Distance_Cosine,
})
```

--------------------------------

### Count Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/points.md

Example usage of the Count function to retrieve the total number of points in a collection.

```go
count, err := client.Count(ctx, &qdrant.CountPoints{
    CollectionName: "my_collection",
    CountAll:       true,
})
if err != nil {
    log.Fatal(err)
}
fmt.Printf("Total points: %d\n", count)
```

--------------------------------

### ScrollAll Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/points.md

Demonstrates how to use ScrollAll to iterate through all points in a collection, handling pagination and errors.

```go
iterator := client.ScrollAll(ctx, &qdrant.ScrollPoints{
    CollectionName: "my_collection",
})
for {
    points, err := iterator.Next()
    if err == io.EOF {
        break
    }
    if err != nil {
        log.Fatal(err)
    }
    // Process points
}
```

--------------------------------

### NewMatchInts Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/conditions.md

Creates a condition that matches any of the given integer values.

```go
condition := qdrant.NewMatchInts("status_code", 200, 201, 204)
```

--------------------------------

### NewMatchBool Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/conditions.md

Creates a condition that matches a boolean value.

```go
condition := qdrant.NewMatchBool("verified", true)
```

--------------------------------

### NewValueMap Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Converts a map to Qdrant payload values.

```go
payload := qdrant.NewValueMap(map[string]any{
    "name": "John",
    "age": 30,
    "active": true,
    "tags": []any{"vip", "verified"},
})
```

--------------------------------

### NewMatchKeywords Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/conditions.md

Creates a condition that matches any of the given keywords.

```go
condition := qdrant.NewMatchKeywords("city", "London", "Paris", "Berlin")
```

--------------------------------

### Example of using Unwrap with QdrantError

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/errors.md

Demonstrates how to check for QdrantError and unwrap the inner error.

```go
err := client.Upsert(ctx, &request)
if err != nil {
    var qdErr *qdrant.QdrantError
    if errors.As(err, &qdErr) {
        fmt.Println("Operation:", qdErr.operationName)
        fmt.Println("Inner error:", qdErr.Unwrap())
    }
}
```

--------------------------------

### NewMatch Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/conditions.md

Creates a condition that matches an exact keyword.

```go
filter := &qdrant.Filter{
    Must: []*qdrant.Condition{
        qdrant.NewMatch("city", "London"),
    },
}
```

--------------------------------

### SetPayload Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/points.md

Shows how to set or update payload fields for specific points in a collection using SetPayload.

```go
result, err := client.SetPayload(ctx, &qdrant.SetPayloadPoints{
    CollectionName: "my_collection",
    Payload:        qdrant.NewValueMap(map[string]any{"city": "Paris"}),
    PointsSelector: qdrant.NewPointsSelectorIDs([]*qdrant.PointId{
        qdrant.NewIDNum(1),
    }),
})
if err != nil {
    log.Fatal(err)
}
```

--------------------------------

### Query

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/points.md

Performs a universal query on points, supporting search, recommend, discover, and filtering. This example demonstrates how to use the Query method to retrieve points from a collection.

```go
results, err := client.Query(ctx, &qdrant.QueryPoints{
    CollectionName: "my_collection",
    Query:          qdrant.NewQuery(0.1, 0.2, 0.3, 0.4),
    Limit:          10,
    WithPayload:    qdrant.NewWithPayload(true),
})
if err != nil {
    log.Fatal(err)
}
for _, point := range results {
    fmt.Printf("Point %v Score: %f\n", point.Id, point.Score)
}
```

--------------------------------

### NewRange Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/conditions.md

Creates a range condition for numeric or date fields.

```go
condition := qdrant.NewRange("age", &qdrant.Range{
    Gte: qdrant.PtrOf(18.0),
    Lt:  qdrant.PtrOf(65.0),
})
```

--------------------------------

### NewGeoRadius Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/conditions.md

Creates a condition matching points within a radius from a center point.

```go
condition := qdrant.NewGeoRadius("location", 51.5074, -0.1278, 1000)
```

--------------------------------

### NewWithVectorsInclude Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a `WithVectorsSelector` including specific named vectors.

```go
selector := qdrant.NewWithVectorsInclude("text_vector", "image_vector")
```

--------------------------------

### Handling gRPC Errors

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/errors.md

Example of how to unwrap a QdrantError and check for specific gRPC status codes.

```go
import (
    "errors"
    "fmt"
    "google.golang.org/grpc/codes"
    "google.golang.org/grpc/status"

    "github.com/qdrant/go-client/qdrant"
)

err := client.CreateCollection(ctx, request)
if err != nil {
    var qdErr *qdrant.QdrantError
    if errors.As(err, &qdErr) {
        inner := qdErr.Unwrap()
        st, ok := status.FromError(inner)
        if ok {
            switch st.Code() {
            case codes.AlreadyExists:
                fmt.Println("Collection already exists")
            case codes.InvalidArgument:
                fmt.Println("Invalid collection parameters")
            default:
                fmt.Printf("Error code: %v\n", st.Code())
            }
        }
    }
}
```

--------------------------------

### UpdateAliases Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/collections.md

Performs multiple alias operations (create, delete, rename) in a single request.

```go
err := client.UpdateAliases(ctx, []*qdrant.AliasOperations{
    qdrant.NewAliasCreate("alias1", "collection1"),
    qdrant.NewAliasDelete("old_alias"),
})
if err != nil {
    log.Fatal(err)
}
```

--------------------------------

### Build Qdrant Go Project

Source: https://github.com/qdrant/go-client/blob/master/CONTRIBUTING.md

Compile the project and download all dependencies. This is a prerequisite for running tests and making changes.

```bash
go build ./...
```

--------------------------------

### Error Handling Pattern 1: Simple Error Check

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/errors.md

A basic example of checking for errors after an operation.

```go
info, err := client.GetCollectionInfo(ctx, "my_collection")
if err != nil {
    log.Fatal(err)
}
```

--------------------------------

### Instantiate Qdrant Client

Source: https://github.com/qdrant/go-client/blob/master/README.md

Create a new client instance to connect to a Qdrant server.

```go
import "github.com/qdrant/go-client/qdrant"

client, err := qdrant.NewClient(&qdrant.Config{
  Host: "localhost",
  Port: 6334,
})
```

```go
import "github.com/qdrant/go-client/qdrant"

client, err := qdrant.NewClient(&qdrant.Config{
	Host:   "xyz-example.eu-central.aws.cloud.qdrant.io",
	Port:   6334,
	APIKey: "<your-api-key>",
	UseTLS: true,  // uses default config with minimum TLS version set to 1.3
	// PoolSize: 3,
	// KeepAliveTime: 10,
	// KeepAliveTimeout: 2,
	// TLSConfig: &tls.Config{...},
	// GrpcOptions: []grpc.DialOption{},
})
```

--------------------------------

### Environment Variables Integration

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Demonstrates how to integrate environment variables to configure the Qdrant client.

```go
import (
    "os"
    "strconv"
    "github.com/qdrant/go-client/qdrant"
)

host := os.Getenv("QDRANT_HOST")
if host == "" {
    host = "localhost"
}

portStr := os.Getenv("QDRANT_PORT")
port := 6334
if portStr != "" {
    port, _ = strconv.Atoi(portStr)
}

apiKey := os.Getenv("QDRANT_API_KEY")
useTLS := os.Getenv("QDRANT_USE_TLS") == "true"

client, err := qdrant.NewClient(&qdrant.Config{
    Host:   host,
    Port:   port,
    APIKey: apiKey,
    UseTLS: useTLS,
})
```

--------------------------------

### Get Points

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/points.md

Retrieves points by their IDs.

```go
func (c *Client) Get(ctx context.Context, request *GetPoints) ([]*RetrievedPoint, error)

points, err := client.Get(ctx, &qdrant.GetPoints{
    CollectionName: "my_collection",
    IdsList: &qdrant.PointIdList{
        Ids: []*qdrant.PointId{
            qdrant.NewIDNum(1),
            qdrant.NewIDNum(2),
        },
    },
    WithPayload: qdrant.NewWithPayload(true),
    WithVectors: qdrant.NewWithVectors(true),
})
if err != nil {
    log.Fatal(err)
}
```

--------------------------------

### Create a Collection

Source: https://github.com/qdrant/go-client/blob/master/README.md

Initialize a new collection with specific vector parameters.

```go
import (
	"context"

	"github.com/qdrant/go-client/qdrant"
)

client.CreateCollection(context.Background(), &qdrant.CreateCollection{
	CollectionName: "{collection_name}",
	VectorsConfig: qdrant.NewVectorsConfig(&qdrant.VectorParams{
		Size:     4,
		Distance: qdrant.Distance_Cosine,
	}),
})
```

--------------------------------

### NewDefaultGrpcClient

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Creates a gRPC client with default configuration.

```go
func NewDefaultGrpcClient() (*GrpcClient, error)
```

--------------------------------

### NewHasVector Example

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/conditions.md

Creates a condition checking if a point has the specified vector.

```go
condition := qdrant.NewHasVector("image_vector")
```

--------------------------------

### Sync Proto Definitions (Release)

Source: https://github.com/qdrant/go-client/blob/master/CONTRIBUTING.md

Generate client stubs from upstream Qdrant proto definitions for a release. This script uses the 'master' branch.

```bash
BRANCH=master sh internal/tools/sync_proto.sh
```

--------------------------------

### Create a Collection

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/README.md

Creates a new collection with specified vector configuration.

```go
err := client.CreateCollection(ctx, &qdrant.CreateCollection{
    CollectionName: "documents",
    VectorsConfig: qdrant.NewVectorsConfig(&qdrant.VectorParams{
        Size:     384,
        Distance: qdrant.Distance_Cosine,
    }),
})
```

--------------------------------

### NewGrpcClientFromConn

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Creates a gRPC client from an existing grpc.ClientConn.

```go
func NewGrpcClientFromConn(conn *grpc.ClientConn) *GrpcClient
```

```go
conn, err := grpc.NewClient("localhost:6334")
if err != nil {
    log.Fatal(err)
}
grpcClient := qdrant.NewGrpcClientFromConn(conn)
```

--------------------------------

### Sync Proto Definitions (Development)

Source: https://github.com/qdrant/go-client/blob/master/CONTRIBUTING.md

Generate the latest client stubs from upstream Qdrant proto definitions for development. This script uses the 'dev' branch.

```bash
BRANCH=dev sh internal/tools/sync_proto.sh
```

--------------------------------

### Config Struct

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Configuration object for the Qdrant client.

```go
type Config struct {
	Host                   string
	Port                   int
	APIKey                 string
	UseTLS                 bool
	TLSConfig              *tls.Config
	GrpcOptions            []grpc.DialOption
	SkipCompatibilityCheck bool
	PoolSize               uint
	KeepAliveTime          int
	KeepAliveTimeout       uint
	RetryConfig            *RetryConfig
	VersionCheckTimeout    time.Duration
	Headers                map[string]string
}
```

--------------------------------

### Basic Connection

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/README.md

Establishes a basic connection to the Qdrant client.

```go
import "github.com/qdrant/go-client/qdrant"

client, err := qdrant.NewClient(&qdrant.Config{
    Host: "localhost",
    Port: 6334,
})
if err != nil {
    log.Fatal(err)
}
defer client.Close()
```

--------------------------------

### Run Qdrant Go Integration Tests

Source: https://github.com/qdrant/go-client/blob/master/CONTRIBUTING.md

Execute the test suites using Testcontainers Go. This command pulls a Qdrant Docker image, so ensure Docker is running.

```bash
go test -v ./...
```

--------------------------------

### RetrievedPoint Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

A point returned from Get, Scroll, or other retrieval operations.

```go
type RetrievedPoint struct {
    Id       *PointId
    Vectors  *VectorOutput
    Payload  map[string]*Value
    ShardKey *ShardKey
}
```

--------------------------------

### Version Checking Timeout

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Sets a timeout of 30 seconds for the client-server version compatibility check.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host:                 "localhost",
    Port:                 6334,
    VersionCheckTimeout:  30 * time.Second,
})
```

--------------------------------

### Skip Compatibility Check

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Skips the client-server version compatibility check entirely.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host:                   "localhost",
    Port:                   6334,
    SkipCompatibilityCheck: true,
})
```

--------------------------------

### NewQueryRecommend Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for recommend operations.

```go
func NewQueryRecommend(recommend *RecommendInput) *Query
```

--------------------------------

### NewClient Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Creates a new Qdrant client with specified configuration. Manages connection pooling.

```go
func NewClient(config *Config) (*Client, error)
```

--------------------------------

### Snapshots

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns the Snapshots service gRPC client.

```go
func (c *GrpcClient) Snapshots() SnapshotsClient
```

--------------------------------

### NewGrpcClient Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Creates a new gRPC client with custom configuration.

```go
func NewGrpcClient(config *Config) (*GrpcClient, error)
```

--------------------------------

### NewQueryContext Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for context operations.

```go
func NewQueryContext(context *ContextInput) *Query
```

--------------------------------

### Format Qdrant Go Code

Source: https://github.com/qdrant/go-client/blob/master/CONTRIBUTING.md

Apply standard Go formatting to your code using Gofmt. This ensures consistency across the project.

```bash
gofmt -s -w .
```

--------------------------------

### DefaultClient Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Creates a client with default configuration connecting to localhost:6334 without TLS.

```go
func DefaultClient() (*Client, error)
```

--------------------------------

### Qdrant

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns the Qdrant service gRPC client.

```go
func (c *GrpcClient) Qdrant() QdrantClient
```

--------------------------------

### Collections

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns the Collections service gRPC client.

```go
func (c *GrpcClient) Collections() CollectionsClient
```

--------------------------------

### NewQueryOrderBy Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for ordering points.

```go
func NewQueryOrderBy(orderBy *OrderBy) *Query
```

--------------------------------

### Conn

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns the underlying gRPC connection.

```go
func (c *GrpcClient) Conn() *grpc.ClientConn
```

--------------------------------

### NewQueryDense Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for nearest neighbor search from dense vectors.

```go
func NewQueryDense(vector []float32) *Query
```

--------------------------------

### Default TLS Configuration

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Enables secure connections using default TLS configuration.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host:   "example.qdrant.io",
    Port:   6334,
    UseTLS: true,
    // Uses default TLS config with TLS 1.3 minimum
})
```

--------------------------------

### NewQueryDiscover Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for discover operations.

```go
func NewQueryDiscover(discover *DiscoverInput) *Query
```

--------------------------------

### GetPointsClient Method

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns the low-level gRPC client for the points service.

```go
func (c *Client) GetPointsClient() PointsClient
```

--------------------------------

### GetSnapshotsClient Method

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns the low-level gRPC client for the snapshots service.

```go
func (c *Client) GetSnapshotsClient() SnapshotsClient
```

--------------------------------

### Custom TLS Configuration

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Configures the client with custom TLS settings, including server name and minimum TLS version.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host:   "example.qdrant.io",
    Port:   6334,
    UseTLS: true,
    TLSConfig: &tls.Config{
        ServerName:         "example.qdrant.io",
        InsecureSkipVerify: false,
        MinVersion:        tls.VersionTLS13,
    },
})
```

--------------------------------

### Lint Qdrant Go Code

Source: https://github.com/qdrant/go-client/blob/master/CONTRIBUTING.md

Check your code for warnings and adherence to project standards using golangci-lint. This helps maintain code quality.

```bash
golangci-lint run
```

--------------------------------

### NewWithPayloadInclude Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a WithPayloadSelector including specific fields.

```go
func NewWithPayloadInclude(include ...string) *WithPayloadSelector
```

```go
selector := qdrant.NewWithPayloadInclude("name", "city")
```

--------------------------------

### Points

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns the Points service gRPC client.

```go
func (c *GrpcClient) Points() PointsClient
```

--------------------------------

### Connection Pooling

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/README.md

Configures the client to maintain multiple gRPC connections for load distribution.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host:     "localhost",
    Port:     6334,
    PoolSize: 5,  // Create 5 connections with round-robin
})
```

--------------------------------

### GetConnection Method

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns one of the underlying gRPC connections from the pool.

```go
func (c *Client) GetConnection() *grpc.ClientConn
```

--------------------------------

### NewQuerySparse Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for nearest neighbor search from sparse vectors.

```go
func NewQuerySparse(indices []uint32, values []float32) *Query
```

--------------------------------

### CreateFullSnapshot

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/snapshots.md

Creates a snapshot of the entire storage including all collections.

```go
snapshot, err := client.CreateFullSnapshot(ctx)
if err != nil {
    log.Fatal(err)
}
fmt.Printf("Full snapshot created: %s\n", snapshot.Name)
```

--------------------------------

### GetCollectionsClient Method

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns the low-level gRPC client for the collections service.

```go
func (c *Client) GetCollectionsClient() CollectionsClient
```

--------------------------------

### NewVectorsDense

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Vectors instance for dense vectors.

```go
func NewVectorsDense(vector []float32) *Vectors
```

--------------------------------

### NewVectorInputSparse

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a VectorInput for sparse vectors.

```go
func NewVectorInputSparse(indices []uint32, values []float32) *VectorInput
```

--------------------------------

### NewVectorsSparse

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Vectors instance for sparse vectors.

```go
func NewVectorsSparse(indices []uint32, values []float32) *Vectors
```

--------------------------------

### NewQueryMulti Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for nearest neighbor search from multi vectors.

```go
func NewQueryMulti(vectors [][]float32) *Query
```

--------------------------------

### NewVectorsMulti

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Vectors instance for multi vectors.

```go
func NewVectorsMulti(vectors [][]float32) *Vectors
```

--------------------------------

### GetQdrantClient Method

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns the low-level gRPC client for the main Qdrant service.

```go
func (c *Client) GetQdrantClient() QdrantClient
```

--------------------------------

### NewVectorInputDense

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a VectorInput for dense vectors.

```go
func NewVectorInputDense(vector []float32) *VectorInput
```

--------------------------------

### SnapshotDescription Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Provides details about a snapshot, including its name, creation timestamp, and size.

```go
type SnapshotDescription struct {
    Name      string
    CreatedAt *timestamppb.Timestamp
    Size      *uint64
}
```

--------------------------------

### NewShardKeyNum Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a shard key from an unsigned integer.

```go
func NewShardKeyNum(key uint64) *ShardKey
```

--------------------------------

### NewVectorInputMulti

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a VectorInput for multi vectors.

```go
func NewVectorInputMulti(vectors [][]float32) *VectorInput
```

--------------------------------

### NewShardKey Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a shard key from a string. Alias for NewShardKeyKeyword().

```go
func NewShardKey(key string) *ShardKey
```

--------------------------------

### GrpcClient Struct

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Lower-level gRPC client that wraps a single grpc.ClientConn and provides access to service stubs.

```go
type GrpcClient struct {
	conn        *grpc.ClientConn
	qdrant      QdrantClient
	collections CollectionsClient
	points      PointsClient
	snapshots   SnapshotsClient
}
```

--------------------------------

### NewQuery Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for nearest neighbor search from dense vectors. Alias for NewQueryDense().

```go
func NewQuery(values ...float32) *Query
```

```go
query := qdrant.NewQuery(0.1, 0.2, 0.3, 0.4)
```

--------------------------------

### NewQueryRRF Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for Reciprocal Rank Fusion.

```go
func NewQueryRRF(rrf *Rrf) *Query
```

--------------------------------

### Custom Keepalive Configuration

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Configures custom keepalive settings with a 30-second ping interval and a 5-second timeout.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host:             "localhost",
    Port:             6334,
    KeepAliveTime:    30,  // Ping every 30 seconds
    KeepAliveTimeout: 5,   // Wait 5 seconds for response
})
```

--------------------------------

### Query Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Universal query specification supporting search, recommend, discover, and more.

```go
type Query struct {
    Variant interface{}  // Nearest, Recommend, Discover, Context, etc.
}
```

--------------------------------

### Close Method

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Closes all underlying gRPC connections. Must be called to properly clean up resources.

```go
func (c *Client) Close() error
```

--------------------------------

### GetGrpcClient Method

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Returns the underlying gRPC client from the pool in a round-robin fashion.

```go
func (c *Client) GetGrpcClient() *GrpcClient
```

--------------------------------

### NewQueryNearest Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for nearest neighbor search from a VectorInput.

```go
func NewQueryNearest(nearest *VectorInput) *Query
```

--------------------------------

### NewPointsSelectorFilter Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a points selector from a filter.

```go
func NewPointsSelectorFilter(filter *Filter) *PointsSelector
```

--------------------------------

### NewWithPayloadExclude Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a WithPayloadSelector excluding specific fields.

```go
func NewWithPayloadExclude(exclude ...string) *WithPayloadSelector
```

--------------------------------

### NewQueryID Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for nearest neighbor search from a point ID.

```go
func NewQueryID(id *PointId) *Query
```

--------------------------------

### NewVectorsMap

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Vectors instance from a map of named vectors.

```go
func NewVectorsMap(vectors map[string]*Vector) *Vectors
```

```go
vectors := qdrant.NewVectorsMap(map[string]*qdrant.Vector{
    "text_vector": qdrant.NewVector(0.1, 0.2, 0.3),
    "image_vector": qdrant.NewVector(0.4, 0.5, 0.6),
})
```

--------------------------------

### PtrOf

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Generic helper function that returns a pointer to any value.

```go
func PtrOf[T any](t T) *T
```

```go
intPtr := qdrant.PtrOf(42)
boolPtr := qdrant.PtrOf(true)
```

--------------------------------

### NewVectors

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Vectors instance for dense vectors. Alias for NewVectorsDense().

```go
func NewVectors(values ...float32) *Vectors
```

```go
vectors := qdrant.NewVectors(0.1, 0.2, 0.3, 0.4)
```

--------------------------------

### Search Vectors

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/README.md

Performs a vector similarity search within a collection.

```go
results, err := client.Query(ctx, &qdrant.QueryPoints{
    CollectionName: "documents",
    Query:          qdrant.NewQuery(0.1, 0.2, 0.3, 0.4),
    Limit:          10,
    WithPayload:    qdrant.NewWithPayload(true),
})
```

--------------------------------

### CreateCollection

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/collections.md

Creates a new collection with specified parameters including vector configuration, distance metric, and optional quantization settings.

```go
func (c *Client) CreateCollection(ctx context.Context, request *CreateCollection) error
```

```go
err := client.CreateCollection(ctx, &qdrant.CreateCollection{
    CollectionName: "my_collection",
    VectorsConfig: qdrant.NewVectorsConfig(&qdrant.VectorParams{
        Size:     384,
        Distance: qdrant.Distance_Cosine,
    }),
})
if err != nil {
    log.Fatal(err)
}
```

--------------------------------

### CreateCollection Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Defines the structure for creating a new collection in Qdrant, including vector configurations and optional settings.

```go
type CreateCollection struct {
    CollectionName string
    VectorsConfig  *VectorsConfig
    // Optional sparse vectors
    SparseVectorsConfig *SparseVectorConfig
    // Optional configuration
    ShardingMethod    *ShardingMethod
    OptimizersConfig  *OptimizersConfig
    ReplicationFactor *uint32
    WriteConsistency  *WriteConsistency
}
```

--------------------------------

### Insert Vectors

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/README.md

Inserts points (vectors and payloads) into a collection.

```go
result, err := client.Upsert(ctx, &qdrant.UpsertPoints{
    CollectionName: "documents",
    Points: []*qdrant.PointStruct{
        {
            Id:      qdrant.NewIDNum(1),
            Vectors: qdrant.NewVectors(0.1, 0.2, 0.3, 0.4),
            Payload: qdrant.NewValueMap(map[string]any{
                "title": "Example Document",
                "category": "tech",
            }),
        },
    },
})
```

--------------------------------

### Search with Filter

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/README.md

Performs a vector search with an applied filter.

```go
results, err := client.Query(ctx, &qdrant.QueryPoints{
    CollectionName: "documents",
    Query:          qdrant.NewQuery(0.1, 0.2, 0.3, 0.4),
    Filter: &qdrant.Filter{
        Must: []*qdrant.Condition{
            qdrant.NewMatch("category", "tech"),
        },
    },
    Limit:       10,
    WithPayload: qdrant.NewWithPayload(true),
})
```

--------------------------------

### Configuring automatic retries with RetryConfig

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/errors.md

Shows how to configure the client for automatic retries on resource exhaustion errors.

```go
client, err := qdrant.NewClient(&qdrant.Config{
    Host: "localhost",
    Port: 6334,
    RetryConfig: &qdrant.RetryConfig{
        MaxRetries:  3,
        BaseBackoff: 100 * time.Millisecond,
        MaxBackoff:  5 * time.Second,
    },
})
// Client automatically retries on ResourceExhausted
```

--------------------------------

### Close

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

Closes the underlying gRPC connection.

```go
func (c *GrpcClient) Close() error
```

--------------------------------

### QueryPoints Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Request for universal query operation.

```go
type QueryPoints struct {
    CollectionName string
    Query          *Query
    Filter         *Filter
    WithPayload    *WithPayloadSelector
    WithVectors    *WithVectorsSelector
    Limit          uint64
    Offset         uint64
}
```

--------------------------------

### NewQueryMMR Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a Query for MMR (Maximal Marginal Relevance) re-ranking.

```go
func NewQueryMMR(nearest *VectorInput, mmr *Mmr) *Query
```

--------------------------------

### NewWithPayload Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a WithPayloadSelector with payload enabled/disabled. Alias for NewWithPayloadEnable().

```go
func NewWithPayload(enable bool) *WithPayloadSelector
```

```go
selector := qdrant.NewWithPayload(true)
```

--------------------------------

### Tag and Push Git Release

Source: https://github.com/qdrant/go-client/blob/master/CONTRIBUTING.md

Create a new Git tag for a release and push it to the remote repository. This action is part of the release process.

```bash
git tag v1.11.0
git push --tags
```

--------------------------------

### NewPointsSelectorIDs Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a points selector from a list of IDs.

```go
func NewPointsSelectorIDs(ids []*PointId) *PointsSelector
```

--------------------------------

### RetryConfig Struct

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/configuration.md

Configures automatic retry behavior for transient gRPC failures.

```go
type RetryConfig struct {
	MaxRetries uint
	BaseBackoff time.Duration
	MaxBackoff  time.Duration
}
```

--------------------------------

### Client Struct

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/client.md

The Client struct manages one or more gRPC connections for Qdrant.

```go
type Client struct {
	clients []*GrpcClient
	next    uint32
}
```

--------------------------------

### NewID

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a point ID from a UUID string. Alias for NewIDUUID().

```go
func NewID(uuid string) *PointId
```

```go
id := qdrant.NewID("550e8400-e29b-41d4-a716-446655440000")
```

--------------------------------

### Payload Values Conversion

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/README.md

Shows how the client auto-converts Go types to Qdrant payload values.

```go
// Auto-converts Go types to Qdrant payload values
payload := qdrant.NewValueMap(map[string]any{
    "title":   "Document",     // string
    "count":   42,             // int64
    "score":   3.14,           // float64
    "active":  true,           // bool
    "tags":    []any{"a", "b"}, // list
    "metadata": map[string]any{"key": "value"}, // struct
})
```

--------------------------------

### CollectionInfo Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Information about a collection.

```go
type CollectionInfo struct {
    Name           string
    Status         CollectionStatus
    VectorsCount   uint64
    PointsCount    uint64
    VectorsConfig  *VectorsConfig
    PayloadSchema  map[string]*PayloadSchemaInfo
    ShardingMethod *ShardingMethod
}
```

--------------------------------

### VectorsConfig Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Vector configuration for collection.

```go
type VectorsConfig struct {
    Config interface{}  // Params or ParamsMap
}
```

--------------------------------

### Search Vectors

Source: https://github.com/qdrant/go-client/blob/master/README.md

Perform similarity searches on vectors, optionally with filtering conditions.

```go
searchResult, err := client.Query(context.Background(), &qdrant.QueryPoints{
	CollectionName: "{collection_name}",
	Query:          qdrant.NewQuery(0.2, 0.1, 0.9, 0.7),
})
```

```go
searchResult, err := client.Query(context.Background(), &qdrant.QueryPoints{
	CollectionName: "{collection_name}",
	Query:          qdrant.NewQuery(0.2, 0.1, 0.9, 0.7),
	Filter: &qdrant.Filter{
		Must: []*qdrant.Condition{
			qdrant.NewMatch("city", "London"),
		},
	},
	WithPayload: qdrant.NewWithPayload(true),
})
```

--------------------------------

### Error Method for QdrantError

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/errors.md

Returns the error as a formatted string.

```go
func (e *QdrantError) Error() string
```

--------------------------------

### AliasDescription Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Describes an alias, mapping an alias name to a collection name.

```go
type AliasDescription struct {
    AliasName      string
    CollectionName string
}
```

--------------------------------

### NewVectorInputID

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a VectorInput from a point ID.

```go
func NewVectorInputID(id *PointId) *VectorInput
```

--------------------------------

### NewIDNum

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a point ID from a positive integer.

```go
func NewIDNum(num uint64) *PointId
```

```go
id := qdrant.NewIDNum(42)
```

--------------------------------

### NewPointsSelector Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a points selector from IDs. Alias for NewPointsSelectorIDs().

```go
func NewPointsSelector(ids ...*PointId) *PointsSelector
```

--------------------------------

### ListFullSnapshots

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/snapshots.md

Retrieves a list of all full snapshots of the entire storage.

```go
snapshots, err := client.ListFullSnapshots(ctx)
if err != nil {
    log.Fatal(err)
}
for _, snapshot := range snapshots {
    fmt.Printf("Full snapshot: %s\n", snapshot.Name)
}
```

--------------------------------

### NewMatchTextAny

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/conditions.md

Creates a condition that matches any word in the text.

```go
func NewMatchTextAny(field, textAny string) *Condition
```

--------------------------------

### GeoBoundingBox Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Geographic bounding box.

```go
type GeoBoundingBox struct {
    TopLeft     *GeoPoint
    BottomRight *GeoPoint
}
```

--------------------------------

### ListAliases

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/collections.md

Lists all aliases in the system.

```go
aliases, err := client.ListAliases(ctx)
if err != nil {
    log.Fatal(err)
}
for _, alias := range aliases {
    fmt.Printf("Alias: %s -> Collection: %s\n", alias.AliasName, alias.CollectionName)
}
```

--------------------------------

### BatchResult Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Contains the results for points from a single query within a batch operation.

```go
type BatchResult struct {
    Points []*ScoredPoint
}
```

--------------------------------

### VectorInput Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Vector input for queries, supports multiple formats including cloud inference.

```go
type VectorInput struct {
    Variant interface{}
}
```

--------------------------------

### Vector Type

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/types.md

Low-level vector representation.

```go
type Vector struct {
    // Dense, sparse, or multi-dense vector
    Vector interface{}
}
```

--------------------------------

### CreateSnapshot

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/snapshots.md

Creates a snapshot of a specific collection. Snapshots are read-only copies useful for backup and restore operations.

```go
snapshot, err := client.CreateSnapshot(ctx, "my_collection")
if err != nil {
    log.Fatal(err)
}
fmt.Printf("Snapshot created: %s\n", snapshot.Name)
```

--------------------------------

### Handling QdrantResourceExhaustedError with manual retries

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/errors.md

Demonstrates how to catch QdrantResourceExhaustedError and implement manual retry logic.

```go
result, err := client.Upsert(ctx, &request)
if err != nil {
    var resourceErr *qdrant.QdrantResourceExhaustedError
    if errors.As(err, &resourceErr) {
        fmt.Printf("Rate limited. Retry after %d seconds\n", resourceErr.RetryAfterS)
        time.Sleep(time.Duration(resourceErr.RetryAfterS) * time.Second)
        // Retry operation
        result, err = client.Upsert(ctx, &request)
    }
}
```

--------------------------------

### NewWithVectors Function

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/helpers.md

Creates a WithVectorsSelector with vectors enabled/disabled. Alias for NewWithVectorsEnable().

```go
func NewWithVectors(enable bool) *WithVectorsSelector
```

--------------------------------

### Error Method for QdrantResourceExhaustedError

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/errors.md

Returns the error as a formatted string.

```go
func (e *QdrantResourceExhaustedError) Error() string
```

--------------------------------

### Upsert Points

Source: https://github.com/qdrant/go-client/blob/master/README.md

Insert or update vectors and their associated payloads in a collection.

```go
operationInfo, err := client.Upsert(context.Background(), &qdrant.UpsertPoints{
	CollectionName: "{collection_name}",
	Points: []*qdrant.PointStruct{
		{
			Id:      qdrant.NewIDNum(1),
			Vectors: qdrant.NewVectors(0.05, 0.61, 0.76, 0.74),
			Payload: qdrant.NewValueMap(map[string]any{"city": "London"}),
		},
		{
			Id:      qdrant.NewIDNum(2),
			Vectors: qdrant.NewVectors(0.19, 0.81, 0.75, 0.11),
			Payload: qdrant.NewValueMap(map[string]any{"age": 32}),
		},
		{
			Id:      qdrant.NewIDNum(3),
			Vectors: qdrant.NewVectors(0.36, 0.55, 0.47, 0.94),
			Payload: qdrant.NewValueMap(map[string]any{"vegan": true}),
		},
	},
})
```

--------------------------------

### Error Handling Pattern 3: Checking for Specific Conditions (ResourceExhaustedError)

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/errors.md

Shows how to differentiate between QdrantResourceExhaustedError and other errors.

```go
result, err := client.Upsert(ctx, &request)
if err != nil {
    var resourceErr *qdrant.QdrantResourceExhaustedError
    if errors.As(err, &resourceErr) {
        // Handle rate limit
        fmt.Printf("Rate limited, retry after %d seconds\n", resourceErr.RetryAfterS)
    } else {
        // Handle other errors
        log.Fatal(err)
    }
}
```

--------------------------------

### NewMatchExceptInts

Source: https://github.com/qdrant/go-client/blob/master/_autodocs/api-reference/conditions.md

Creates a condition matching any value except the given integers.

```go
func NewMatchExceptInts(field string, values ...int64) *Condition
```