### Install Qdrant Go Client

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2

Use 'go get' to install the Qdrant Go client library.

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

```

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

### Update Collection Cluster Setup Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Placeholder for Update Collection Cluster Setup RPC. Implement this method to modify collection cluster setup.

```go
func (UnimplementedCollectionsServer) UpdateCollectionClusterSetup(context.Context, *UpdateCollectionClusterSetupRequest) (*UpdateCollectionClusterSetupResponse, error)
```

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

### NewDefaultGrpcClient

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a new gRPC client with default configuration. This is a convenient way to get started without specifying custom settings.

```APIDOC
## NewDefaultGrpcClient

### Description
Creates a new gRPC client with default configuration.

### Method
func NewDefaultGrpcClient() (*GrpcClient, error)

### Returns
- *GrpcClient: A pointer to the initialized GrpcClient.
- error: An error if the client creation fails.
```

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

### Get Collection Info Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Placeholder for Get Collection Info RPC. Implement this method to retrieve collection information.

```go
func (UnimplementedCollectionsServer) Get(context.Context, *GetCollectionInfoRequest) (*GetCollectionInfoResponse, error)
```

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

### Recommend Points

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Looks for points that are closer to stored positive examples and further from negative examples.

```APIDOC
## POST /points/{collection_name}/recommend

### Description
Looks for points that are closer to stored positive examples and further from negative examples.

### Method
POST

### Endpoint
/points/{collection_name}/recommend

### Parameters
#### Path Parameters
- **collection_name** (string) - Required - The name of the collection to recommend points from.

#### Request Body
- **positive** (array) - Optional - An array of points that are considered positive examples.
  - **id** (integer | string) - Required - The ID of the positive example point.
- **negative** (array) - Optional - An array of points that are considered negative examples.
  - **id** (integer | string) - Required - The ID of the negative example point.
- **vector** (array) - Optional - The query vector to compare against. If not provided, recommendations are based solely on positive and negative examples.
- **filter** (object) - Optional - A filter to apply to the recommendation.
- **limit** (integer) - Required - The maximum number of results to return.
- **with_payload** (boolean) - Optional - Whether to include the payload in the response.
- **with_vectors** (boolean) - Optional - Whether to include the vectors in the response.

### Request Example
```json
{
  "positive": [{"id": "point1"}],
  "negative": [{"id": "point2"}],
  "limit": 10,
  "with_payload": true
}
```

### Response
#### Success Response (200)
- **points** (array) - An array of recommended points.
  - **id** (integer | string) - The unique identifier for the point.
  - **score** (number) - The recommendation score of the point.
  - **payload** (object) - The payload associated with the point.
  - **vector** (object | array) - The vector(s) associated with the point.

#### Response Example
```json
{
  "points": [
    {
      "id": 3,
      "score": 0.98,
      "payload": {"key": "value"}
    }
  ]
}
```
```

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

### ContextExamplePair.GetPositive Method

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Retrieves the positive example vector from a ContextExamplePair. Added in v1.7.0.

```go
func (x *ContextExamplePair) GetPositive() *VectorExample
```

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

### Get Query Sample

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the Sample configuration for sampling points from a Query.

```go
func (x *Query) GetSample() Sample
```

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

### VectorExample struct definition

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Defines a structure for examples related to vectors, allowing different types of examples via a protobuf oneof. Added in v1.7.0.

```go
type VectorExample struct {

	// Types that are assignable to Example:
	//
	//	*VectorExample_Id
	//	*VectorExample_Vector
	Example isVectorExample_Example `protobuf_oneof:"example"`
	// contains filtered or unexported fields
}
```

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

### Get Quantization Configuration

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the quantization configuration for the collection.

```go
func (x *UpdateCollection) GetQuantizationConfig() *QuantizationConfigDiff
```

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

### StartFrom String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns a string representation of the StartFrom instance.

```go
func (x *StartFrom) String() string
```

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

### Create Basic Qdrant Client

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2

Instantiate a Qdrant client to connect to a local Qdrant instance on the default port.

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

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

```

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

### StartFrom Descriptor Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Deprecated method to get the descriptor for StartFrom. Use ProtoReflect.Descriptor instead.

```go
func (*StartFrom) Descriptor() ([]byte, []int)
```

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

### StartFrom ProtoReflect Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Provides reflection capabilities for the StartFrom message.

```go
func (x *StartFrom) ProtoReflect() protoreflect.Message
```

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

### Get WriteOrderingType Enum Descriptor (Deprecated)

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Deprecated method to get the enum descriptor for WriteOrderingType. Use WriteOrderingType.Descriptor instead.

```go
func (WriteOrderingType) EnumDescriptor() ([]byte, []int)
```

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

### NewStartFromInt Constructor

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a StartFrom instance for an integer value.

```go
func NewStartFromInt(value int64) *StartFrom
```

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

### NewStartFromDatetime Constructor

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a StartFrom instance for a datetime string in RFC3339 format.

```go
func NewStartFromDatetime(value string) *StartFrom
```

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

### Update Cluster Collection Setup

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Updates the cluster setup configuration for a specific collection. Use this to modify cluster-wide settings for a collection.

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

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

### BinaryQuantizationQueryEncoding GetSetting

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the setting for BinaryQuantizationQueryEncoding.

```go
func (x *BinaryQuantizationQueryEncoding) GetSetting() BinaryQuantizationQueryEncoding_Setting
```

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

### ContextExamplePair.String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Returns a string representation of the ContextExamplePair. Added in v1.7.0.

```go
func (x *ContextExamplePair) String() string
```

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

### Client Initialization

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Provides methods for initializing a Qdrant client, either with default settings or custom configuration.

```APIDOC
## Client Initialization

### Description
Methods to create a new Qdrant client instance.

### Methods
- `DefaultClient()`: Creates a client with default configuration.
- `NewClient(config *Config)`: Creates a client with a specified configuration.

### Returns
- `(*Client, error)`: A pointer to the initialized Client and an error if initialization fails.
```

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

### Go: AliasDescription Functions

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Provides function signatures for AliasDescription, including methods for descriptor, getting alias name, and getting collection name. These are used to access alias details.

```go
func (*AliasDescription) Descriptor() ([]byte, []int)

Deprecated: Use AliasDescription.ProtoReflect.Descriptor instead.
```

```go
func (x *AliasDescription) GetAliasName() string
```

```go
func (x *AliasDescription) GetCollectionName() string
```

```go
func (*AliasDescription) ProtoMessage()
```

```go
func (x *AliasDescription) ProtoReflect() protoreflect.Message
```

```go
func (x *AliasDescription) Reset()
```

```go
func (x *AliasDescription) String() string
```

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

### OrderBy GetStartFrom

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the start from value for OrderBy. Added in v1.8.0.

```go
func (x *OrderBy) GetStartFrom() *StartFrom
```

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

### NewStartFromTimestamp Constructor

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a StartFrom instance for a timestamp value. Parameters include seconds and nanoseconds, with specific range constraints.

```go
func NewStartFromTimestamp(seconds int64, nanos int32) *StartFrom
```

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

### CollectionsClient.UpdateCollectionClusterSetup

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Updates the cluster setup for a collection.

```APIDOC
## Update Collection Cluster Setup

### Description
Updates the cluster setup for a collection.

### Method
PUT

### Endpoint
/collections/{collection_name}/cluster_setup

### Parameters
#### Path Parameters
- **collection_name** (string) - Required - The name of the collection to update cluster setup for.

#### Query Parameters
None

#### Request Body
- **replication_factor** (integer) - Optional - The new replication factor for the collection.
- **write_consistency_factor** (integer) - Optional - The new write consistency factor for the collection.
- **read_fan_out** (integer) - Optional - The new read fan-out for the collection.

### Request Example
```json
{
  "replication_factor": 3,
  "write_consistency_factor": 2
}
```

### Response
#### Success Response (200)
- **status** (string) - The status of the operation.

#### Response Example
```json
{
  "status": "ok"
}
```
```

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

### UpdateClusterCollectionSetup

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Updates the cluster setup configuration for a collection.

```APIDOC
## UpdateClusterCollectionSetup

### Description
Updates the cluster setup configuration for a collection.

### Method
PUT (assumed, based on common SDK patterns for configuration updates)

### Endpoint
/collections/{collection_name}/cluster/setup

### Parameters
#### Path Parameters
- **collection_name** (string) - Required - The name of the collection.

#### Request Body
- **request** (*UpdateCollectionClusterSetupRequest) - Required - The cluster setup update request.
```

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

### NewStartFromFloat Constructor

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a StartFrom instance for a float value.

```go
func NewStartFromFloat(value float64) *StartFrom
```

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

### UpdateCollectionClusterSetup

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Updates the cluster setup configuration for a collection.

```APIDOC
## UpdateCollectionClusterSetup

### Description
Updates the cluster setup configuration for a collection.

### Method
*Not specified, likely a gRPC or SDK method*

### Endpoint
*Not specified, likely a gRPC or SDK method*

### Parameters
#### Path Parameters
*None specified*

#### Query Parameters
*None specified*

#### Request Body
- **context** (context.Context) - Required - Context for the request.
- **request** (*UpdateCollectionClusterSetupRequest) - Required - Request object containing the cluster setup update details.

### Request Example
*Not specified*

### Response
#### Success Response
- **response** (*UpdateCollectionClusterSetupResponse) - The response indicating the result of the cluster setup update.
- **error** (error) - An error if the operation failed.

#### Response Example
*Not specified*
```

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

### StartFrom Reset Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Resets the StartFrom instance to its zero value.

```go
func (x *StartFrom) Reset()
```

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

### Create Default GrpcClient

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a new gRPC client with default configuration. Use this for quick setup.

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

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

### Get Collection Parameters

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the parameters for the collection.

```go
func (x *UpdateCollection) GetParams() *CollectionParamsDiff
```

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

### Get Query Recommend

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the RecommendInput for a recommendation query from a Query.

```go
func (x *Query) GetRecommend() *RecommendInput
```

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

### Get Points

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves points from a collection by their IDs.

```APIDOC
## GET /points/{collection_name}

### Description
Retrieves points from a collection by their IDs.

### Method
GET

### Endpoint
/points/{collection_name}

### Parameters
#### Path Parameters
- **collection_name** (string) - Required - The name of the collection to retrieve points from.

#### Query Parameters
- **ids** (array) - Required - An array of point IDs to retrieve.
- **with_payload** (boolean) - Optional - Whether to include the payload in the response.
- **with_vectors** (boolean) - Optional - Whether to include the vectors in the response.

### Response
#### Success Response (200)
- **points** (array) - An array of retrieved points.
  - **id** (integer | string) - The unique identifier for the point.
  - **vector** (object | array) - The vector(s) associated with the point.
  - **payload** (object) - The payload associated with the point.

#### Response Example
```json
{
  "points": [
    {
      "id": 1,
      "vector": [0.1, 0.2, 0.3],
      "payload": {"key": "value"}
    }
  ]
}
```
```

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

### Create Default Qdrant Client

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Instantiates a new Qdrant client using the default configuration, connecting to localhost:6334 with TLS disabled. Use this for quick local testing.

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

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

### Get Timeout from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the timeout value from the UpdateCollectionClusterSetupRequest.

```go
func (x *UpdateCollectionClusterSetupRequest) GetTimeout() uint64
```

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

### StartFrom Constructors

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Provides functions to create StartFrom objects for different value types: datetime, float, integer, and timestamp.

```APIDOC
## StartFrom Constructors

### Description
Functions to create `StartFrom` objects for various data types.

### Functions

#### `NewStartFromDatetime(value string) *StartFrom`
Creates a `*StartFrom` instance for a datetime string in RFC3339 format.

#### `NewStartFromFloat(value float64) *StartFrom`
Creates a `*StartFrom` instance for a float value.

#### `NewStartFromInt(value int64) *StartFrom`
Creates a `*StartFrom` instance for an integer value.

#### `NewStartFromTimestamp(seconds int64, nanos int32) *StartFrom`
Creates a `*StartFrom` instance for a timestamp value.

- **seconds**: Represents seconds of UTC time since Unix epoch 1970-01-01T00:00:00Z. Must be from 0001-01-01T00:00:00Z to 9999-12-31T23:59:59Z inclusive.
- **nanos**: Non-negative fractions of a second at nanosecond resolution. Must be from 0 to 999,999,999 inclusive.
```

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

### Get RestartTransfer from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the RestartTransfer object from the UpdateCollectionClusterSetupRequest.

```go
func (x *UpdateCollectionClusterSetupRequest) GetRestartTransfer() *RestartTransfer
```

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

### Create Sample Query

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a Query instance for sampling points from the collection.

```go
func NewQuerySample(sample Sample) *Query
```

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

### StartFrom GetInteger Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the integer value from a StartFrom instance.

```go
func (*StartFrom) GetInteger() int64
```

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

### Get ReplicateShard from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the ReplicateShard object from the UpdateCollectionClusterSetupRequest.

```go
func (x *UpdateCollectionClusterSetupRequest) GetReplicateShard() *ReplicateShard
```

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

### StartFrom ProtoMessage Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Interface method for protobuf message compatibility.

```go
func (*StartFrom) ProtoMessage()
```

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

### Get ReplicatePoints from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the ReplicatePoints object from the UpdateCollectionClusterSetupRequest.

```go
func (x *UpdateCollectionClusterSetupRequest) GetReplicatePoints() *ReplicatePoints
```

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

### Recommend Batch Points

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Performs batch recommendations based on positive and negative example pairs.

```APIDOC
## Recommend Batch Points

### Description
Performs batch recommendations based on positive and negative example pairs.

### Method
POST

### Endpoint
/points/{collection_name}/recommend/batch

### Parameters
#### Path Parameters
- **collection_name** (string) - Required - The name of the collection to recommend points from.

#### Request Body
- **recommendations** (array) - Required - An array of recommendation requests.
  - **positive** (array) - Optional - A list of point IDs that are positive examples.
  - **negative** (array) - Optional - A list of point IDs that are negative examples.
  - **filter** (object) - Optional - A filter to apply to the recommendation.
  - **limit** (integer) - Required - The maximum number of results to return.

### Request Example
```json
{
  "recommendations": [
    {
      "positive": [1, 2],
      "limit": 5
    },
    {
      "negative": [3, 4],
      "limit": 5
    }
  ]
}
```

### Response
#### Success Response (200)
- **results** (array) - An array of recommendation results, corresponding to the input recommendations.
  - **points** (array) - An array of recommended points for a single request.
    - **id** (integer or string) - The unique identifier for the point.
    - **score** (number) - The recommendation score.
    - **vector** (object or array) - The vector associated with the point.
    - **payload** (object) - The payload associated with the point.

#### Response Example
```json
{
  "results": [
    {
      "points": [
        {
          "id": 5,
          "score": 0.98,
          "vector": [0.7, 0.8, 0.9],
          "payload": {"key": "value"}
        }
      ]
    }
  ]
}
```
```

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

### GrpcClient Initialization

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Provides methods to create and manage a gRPC client for interacting with the Qdrant API. This includes creating clients with default or custom configurations, and from an existing gRPC connection.

```APIDOC
## GrpcClient

Lower level client for Qdrant gRPC API.

### Methods

#### NewDefaultGrpcClient

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

Create a new gRPC client with default configuration.

#### NewGrpcClient

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

Create a new gRPC client with custom configuration.

#### NewGrpcClientFromConn

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

Create a new gRPC client from existing connection.

#### Close

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

Tears down the *grpc.ClientConn and all underlying connections.

#### Conn

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

Get the underlying gRPC connection.
```

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

### Get Operation from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the operation type from the UpdateCollectionClusterSetupRequest.

```go
func (m *UpdateCollectionClusterSetupRequest) GetOperation() isUpdateCollectionClusterSetupRequest_Operation
```

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

### Get MoveShard from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the MoveShard object from the UpdateCollectionClusterSetupRequest.

```go
func (x *UpdateCollectionClusterSetupRequest) GetMoveShard() *MoveShard
```

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

### ContextExamplePair.ProtoMessage Method

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Returns a marker indicating that ContextExamplePair implements the proto.Message interface. Added in v1.7.0.

```go
func (*ContextExamplePair) ProtoMessage()
```

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

### Get DeleteShardKey from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the DeleteShardKey object from the UpdateCollectionClusterSetupRequest.

```go
func (x *UpdateCollectionClusterSetupRequest) GetDeleteShardKey() *DeleteShardKey
```

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

### Get CreateShardKey from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the CreateShardKey object from the UpdateCollectionClusterSetupRequest.

```go
func (x *UpdateCollectionClusterSetupRequest) GetCreateShardKey() *CreateShardKey
```

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

### Create Qdrant Client with Configuration

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a new Qdrant client with a custom configuration. It supports connection pooling by setting Config.PoolSize, distributing requests across multiple connections.

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

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

### Get CollectionName from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the collection name from the UpdateCollectionClusterSetupRequest.

```go
func (x *UpdateCollectionClusterSetupRequest) GetCollectionName() string
```

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

### Query.GetSample

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the sample configuration for the query.

```APIDOC
## Query.GetSample

### Description
Retrieves the sample configuration for the query.

### Signature
```go
func (x *Query) GetSample() Sample
```
```

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

### Create Qdrant Client with TLS and API Key

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2

Configure a Qdrant client for secure connection using TLS and API key authentication to a remote instance.

```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{},
})

```

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

### Get AbortTransfer from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the AbortShardTransfer object from the UpdateCollectionClusterSetupRequest.

```go
func (x *UpdateCollectionClusterSetupRequest) GetAbortTransfer() *AbortShardTransfer
```

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

### Get Vectors Configuration

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the vector configuration for the collection.

```go
func (x *UpdateCollection) GetVectorsConfig() *VectorsConfigDiff
```

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

### Get Optimizers Configuration

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the optimizer configuration for the collection.

```go
func (x *UpdateCollection) GetOptimizersConfig() *OptimizersConfigDiff
```

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

### NewClient

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

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

```APIDOC
## NewClient

### Description
Creates a new Qdrant client with a specified configuration. Supports connection pooling.

### Method
POST

### Endpoint
/new

### Parameters
#### Request Body
- **config** (*Config) - Required - The configuration for the Qdrant client.

### Response
#### Success Response (200)
- **client** (*Client) - The Qdrant client instance.
- **error** (error) - An error if the client creation fails.
```

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

### Get QueryBatchPoints Timeout

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the timeout setting from a QueryBatchPoints.

```go
func (x *QueryBatchPoints) GetTimeout() uint64
```

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

### Get Query Variant

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the variant type of the Query.

```go
func (m *Query) GetVariant() isQuery_Variant
```

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

### ProductQuantization String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns the string representation of ProductQuantization. Added in v1.2.0.

```go
func (x *ProductQuantization) String() string
```

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

### QuantizationConfig GetProduct Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the ProductQuantization configuration from QuantizationConfig. Added in v1.2.0.

```go
func (x *QuantizationConfig) GetProduct() *ProductQuantization
```

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

### Get Query OrderBy

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the OrderBy configuration from a Query.

```go
func (x *Query) GetOrderBy() *OrderBy
```

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

### Usage Methods

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Provides methods for accessing usage statistics, including GetHardware and GetInference.

```go
func (*Usage) Descriptor() ([]byte, []int)
```

```go
func (x *Usage) GetHardware() *HardwareUsage
```

```go
func (x *Usage) GetInference() *InferenceUsage
```

```go
func (*Usage) ProtoMessage()
```

```go
func (x *Usage) ProtoReflect() protoreflect.Message
```

```go
func (x *Usage) Reset()
```

```go
func (x *Usage) String() string
```

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

### Get Query Formula

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the Formula associated with a Query.

```go
func (x *Query) GetFormula() *Formula
```

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

### NewQuantizationProduct Function

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a *QuantizationConfig instance for product quantization. Added in v1.11.1.

```go
func NewQuantizationProduct(product *ProductQuantization) *QuantizationConfig
```

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

### Get Query Discover

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the DiscoverInput associated with a Query.

```go
func (x *Query) GetDiscover() *DiscoverInput
```

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

### Initialize PointsClient

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Constructs a new PointsClient using a gRPC client connection interface. This is the entry point for performing point-related operations.

```go
func NewPointsClient(cc grpc.ClientConnInterface) PointsClient
```

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

### Get Query Context

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the ContextInput associated with a Query.

```go
func (x *Query) GetContext() *ContextInput
```

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

### RecommendInput String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns a string representation of the RecommendInput. Added in v1.10.0.

```go
func (x *RecommendInput) String() string
```

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

### Get Variant from FacetValue

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the variant type of the FacetValue.

```go
func (m *FacetValue) GetVariant() isFacetValue_Variant
```

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

### List Aliases in Go

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Lists all aliases present in the Qdrant instance. Requires a context for the request.

```go
func (c *Client) ListAliases(ctx context.Context) ([]*AliasDescription, error)
```

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

### Get StringValue from FacetValue

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the string value from a FacetValue.

```go
func (x *FacetValue) GetStringValue() string
```

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

### Get IntegerValue from FacetValue

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the integer value from a FacetValue.

```go
func (x *FacetValue) GetIntegerValue() int64
```

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

### RecommendBatchPoints String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns a string representation of the RecommendBatchPoints object.

```go
func (x *RecommendBatchPoints) String() string
```

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

### Usage Core Methods

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Provides core methods for Usage, including ProtoMessage, ProtoReflect, Reset, and String representations.

```go
func (*Usage) ProtoMessage()
```

```go
func (x *Usage) ProtoReflect() protoreflect.Message
```

```go
func (x *Usage) Reset()
```

```go
func (x *Usage) String() string
```

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

### Get BoolValue from FacetValue

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the boolean value from a FacetValue.

```go
func (x *FacetValue) GetBoolValue() bool
```

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

### Get Usage from FacetResponse

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the Usage object from a FacetResponse.

```go
func (x *FacetResponse) GetUsage() *Usage
```

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

### Create Full Storage Snapshot

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a snapshot of the entire Qdrant storage. This is useful for full backups. The operation is asynchronous.

```go
func (c *Client) CreateFullSnapshot(ctx context.Context) (*SnapshotDescription, error)
```

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

### ProductQuantization ProtoReflect Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns the protobuf reflection interface for ProductQuantization. Added in v1.2.0.

```go
func (x *ProductQuantization) ProtoReflect() protoreflect.Message
```

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

### Get Time from FacetResponse

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the time associated with the FacetResponse.

```go
func (x *FacetResponse) GetTime() float64
```

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

### Get Summation Expression

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the SumExpression from an Expression object.

```go
func (x *Expression) GetSum() *SumExpression
```

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

### RecommendResponse String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns a string representation of the RecommendResponse struct.

```go
func (x *RecommendResponse) String() string
```

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

### StartFrom Struct Definition

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Defines the StartFrom struct, which can hold different types of starting values for queries.

```go
type StartFrom struct {

	// Types that are assignable to Value:
	//
	//	*StartFrom_Float
	//	*StartFrom_Integer
	//	*StartFrom_Timestamp
	//	*StartFrom_Datetime
	Value isStartFrom_Value `protobuf_oneof:"value"`
	// contains filtered or unexported fields
}
```

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

### Get Power Expression

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the PowExpression from an Expression object.

```go
func (x *Expression) GetPow() *PowExpression
```

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

### StartFrom GetDatetime Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the datetime value from a StartFrom instance.

```go
func (*StartFrom) GetDatetime() string
```

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

### Get Multiplication Expression

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the MultExpression from an Expression object.

```go
func (x *Expression) GetMult() *MultExpression
```

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

### File Descriptor for qdrant.proto

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

File descriptor for qdrant.proto.

```go
var File_qdrant_proto protoreflect.FileDescriptor
```

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

### Get GeoDistance from Expression

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the GeoDistance object from an Expression.

```go
func (x *Expression) GetGeoDistance() *GeoDistance
```

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

### RecommendBatchResponse String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns a string representation of the RecommendBatchResponse object.

```go
func (x *RecommendBatchResponse) String() string
```

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

### Get Division Expression

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the DivExpression from an Expression object.

```go
func (x *Expression) GetDiv() *DivExpression
```

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

### Get Condition from Expression

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the Condition object from an Expression.

```go
func (x *Expression) GetCondition() *Condition
```

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

### BinaryQuantization String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns a string representation of the BinaryQuantization configuration.

```go
func (x *BinaryQuantization) String() string
```

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

### Get Timeout

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the timeout value for the collection update operation.

```go
func (x *UpdateCollection) GetTimeout() uint64
```

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

### ProductQuantization ProtoMessage Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Marks ProductQuantization as a protobuf message. Added in v1.2.0.

```go
func (*ProductQuantization) ProtoMessage()
```

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

### Get Collection Info

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves detailed information about a specific collection.

```APIDOC
## Get Collection Info

### Description
Retrieves detailed information about a specific collection.

### Method
*Not specified, likely a gRPC or SDK method*

### Endpoint
*Not specified, likely a gRPC or SDK method*

### Parameters
#### Path Parameters
*None specified*

#### Query Parameters
*None specified*

#### Request Body
- **context** (context.Context) - Required - Context for the request.
- **request** (*GetCollectionInfoRequest) - Required - Request object containing the collection name.

### Request Example
*Not specified*

### Response
#### Success Response
- **response** (*GetCollectionInfoResponse) - The detailed information about the collection.
- **error** (error) - An error if the operation failed.

#### Response Example
*Not specified*
```

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

### File Descriptor for qdrant_common.proto

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

File descriptor for qdrant_common.proto.

```go
var File_qdrant_common_proto protoreflect.FileDescriptor
```

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

### RecommendResponse ProtoReflect Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns the protobuf reflection interface for RecommendResponse.

```go
func (x *RecommendResponse) ProtoReflect() protoreflect.Message
```

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

### Get QueryBatchPoints Read Consistency

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the ReadConsistency configuration from a QueryBatchPoints.

```go
func (x *QueryBatchPoints) GetReadConsistency() *ReadConsistency
```

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

### Get QueryBatchPoints Query Points

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the list of QueryPoints from a QueryBatchPoints.

```go
func (x *QueryBatchPoints) GetQueryPoints() []*QueryPoints
```

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

### NewQuantizationProduct

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a *QuantizationConfig instance from *ProductQuantization. This is used to configure product quantization.

```APIDOC
## NewQuantizationProduct

### Description
Creates a QuantizationConfig for product quantization.

### Method
Constructor function

### Endpoint
N/A

### Parameters
#### Path Parameters
None

#### Query Parameters
None

#### Request Body
None

### Parameters
- **product** (*ProductQuantization) - Required - The product quantization configuration.

### Returns
- **(*QuantizationConfig)** - A pointer to the QuantizationConfig with product quantization settings.
```

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

### Create Recommend Query

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a Query instance for a recommendation query based on RecommendInput.

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

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

### Get QueryBatchPoints Collection Name

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the collection name from a QueryBatchPoints.

```go
func (x *QueryBatchPoints) GetCollectionName() string
```

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

### StartFrom GetTimestamp Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the timestamp value from a StartFrom instance.

```go
func (*StartFrom) GetTimestamp() *timestamppb.Timestamp
```

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

### CreateFullSnapshot

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Initiates the creation of a full snapshot of the entire Qdrant storage. This is a comprehensive backup of all collections and their data.

```APIDOC
## CreateFullSnapshot

### Description
Creates a snapshot of the entire storage, including all collections.

### Method
POST

### Endpoint
/snapshots

### Parameters
None

### Response
#### Success Response (200)
- **snapshot_name** (string) - The name of the created snapshot.
- **created_at** (string) - The timestamp when the snapshot was created.

#### Response Example
```json
{
  "snapshot_name": "snapshot-1678886400",
  "created_at": "2023-03-15T10:00:00Z"
}
```
```

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

### Get Query Fusion

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the Fusion configuration associated with a Query.

```go
func (x *Query) GetFusion() Fusion
```

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

### Get Payload from PointsUpdateOperation_SetPayload

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the payload map associated with a PointsUpdateOperation_SetPayload.

```go
func (x *PointsUpdateOperation_SetPayload) GetPayload() map[string]*Value
```

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

### ContextExamplePair.ProtoReflect Method

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Returns the reflection descriptor for ContextExamplePair. Added in v1.7.0.

```go
func (x *ContextExamplePair) ProtoReflect() protoreflect.Message
```

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

### Check Qdrant Client and Server Version Compatibility

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Use this function to determine if the client version is compatible with the server version.

```go
func IsCompatible(clientVersion, serverVersion string) bool
```

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

### Get HasIdCondition HasId

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the list of PointIds associated with the HasIdCondition.

```go
func (x *HasIdCondition) GetHasId() []*PointId
```

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

### Get Hits from FacetResponse

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the list of FacetHit objects from a FacetResponse.

```go
func (x *FacetResponse) GetHits() []*FacetHit
```

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

### WalConfigDiff String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns a string representation of the WalConfigDiff.

```go
func (x *WalConfigDiff) String() string
```

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

### Create Custom GrpcClient

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Creates a new gRPC client with custom configuration. Allows for specific client settings.

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

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

### Get Negation Expression

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the negation Expression from an Expression object.

```go
func (x *Expression) GetNeg() *Expression
```

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

### RecommendPoints ProtoReflect Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns the protobuf reflection interface for RecommendPoints.

```go
func (x *RecommendPoints) ProtoReflect() protoreflect.Message
```

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

### Get Exponential Expression

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the exponential Expression from an Expression object.

```go
func (x *Expression) GetExp() *Expression
```

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

### Get Datetime Key from Expression

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the datetime key from an Expression.

```go
func (x *Expression) GetDatetimeKey() string
```

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

### StartFrom GetFloat Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the float value from a StartFrom instance.

```go
func (*StartFrom) GetFloat() float64
```

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

### Get Timeout for CreateCollection

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the timeout value for a CreateCollection object.

```go
func (x *CreateCollection) GetTimeout() uint64
```

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

### Create Collection Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Placeholder for Create Collection RPC. Implement this method to handle collection creation requests.

```go
func (UnimplementedCollectionsServer) Create(context.Context, *CreateCollection) (*CollectionOperationResponse, error)
```

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

### RecommendPoints String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns a string representation of the RecommendPoints struct.

```go
func (x *RecommendPoints) String() string
```

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

### Get ShardNumber for CollectionParams

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the number of shards configured for a collection.

```go
func (x *CollectionParams) GetShardNumber() uint32
```

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

### Sample String Method

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Returns the string representation of the enum. Added in v1.11.0.

```go
func (x Sample) String() string
```

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

### RecommendBatch

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Performs batch recommendations using multiple sets of positive and negative examples. This is efficient for generating recommendations for multiple users or items simultaneously.

```APIDOC
## RecommendBatch Points

### Description
Performs batch recommendations using multiple sets of positive and negative examples.

### Method
POST (Assumed based on typical API patterns for batch operations)

### Endpoint
/collections/{collection_name}/points/recommend_batch

### Parameters
#### Request Body
- **collection_name** (string) - Required - The name of the collection to recommend from.
- **recommendations** (array) - Required - A list of recommendation requests.
  - **positive** (array) - Required - A list of point IDs that are considered positive examples.
  - **negative** (array) - Optional - A list of point IDs that are considered negative examples.
  - **query_vector** (array) - Optional - A vector to use for recommendations. If not provided, it will be inferred from the positive examples.
  - **limit** (integer) - Required - The maximum number of recommendations to return.
  - **filter** (object) - Optional - A filter to apply to the recommendation results.
  - **with_payload** (boolean) - Optional - Whether to include payload in the response.
  - **with_vectors** (boolean) - Optional - Whether to include vectors in the response.

### Request Example
```json
{
  "collection_name": "my_collection",
  "recommendations": [
    {
      "positive": ["user1_positive_1"],
      "negative": ["user1_negative_1"],
      "limit": 5
    },
    {
      "positive": ["user2_positive_1", "user2_positive_2"],
      "limit": 5,
      "with_payload": true
    }
  ]
}
```

### Response
#### Success Response (200)
- **status** (string) - The status of the operation.
- **result** (object) - The batch recommendation results.

#### Response Example
```json
{
  "status": "ok",
  "result": {
    "results": [
      {
        "points": [
          {
            "id": "rec_point_1_1",
            "payload": {},
            "score": 0.99
          }
        ]
      },
      {
        "points": [
          {
            "id": "rec_point_2_1",
            "payload": {},
            "score": 0.97
          }
        ]
      }
    ]
  }
}
```
```

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

### DefaultClient

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Instantiates a new client with the default configuration. Connects to localhost:6334 with TLS disabled.

```APIDOC
## DefaultClient

### Description
Instantiates a new client with the default configuration. Connects to localhost:6334 with TLS disabled.

### Method
GET

### Endpoint
/default

### Response
#### Success Response (200)
- **client** (*Client) - The Qdrant client instance.
- **error** (error) - An error if the client creation fails.
```

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

### ContextExamplePair.GetNegative Method

Source: https://pkg.go.dev/github.com/qdrant/go-client%40v1.16.2/qdrant

Retrieves the negative example vector from a ContextExamplePair. Added in v1.7.0.

```go
func (x *ContextExamplePair) GetNegative() *VectorExample
```

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

### Get DropReplica from UpdateCollectionClusterSetupRequest

Source: https://pkg.go.dev/github.com/qdrant/go-client@v1.16.2/qdrant

Retrieves the Replica object for dropping a replica from the UpdateCollectionClusterSetupRequest.

```go
func (x *UpdateCollectionClusterSetupRequest) GetDropReplica() *Replica
```