Vertex AI v1beta1 API - Class EvaluationServiceClient (1.0.0-beta16)

public abstract class EvaluationServiceClient

Reference documentation and code samples for the Vertex AI v1beta1 API class EvaluationServiceClient.

EvaluationService client wrapper, for convenient use.

Inheritance

object > EvaluationServiceClient

Namespace

Google.Cloud.AIPlatform.V1Beta1

Assembly

Google.Cloud.AIPlatform.V1Beta1.dll

Remarks

Vertex AI Online Evaluation Service.

Properties

DefaultEndpoint

public static string DefaultEndpoint { get; }

The default endpoint for the EvaluationService service, which is a host of "aiplatform.googleapis.com" and a port of 443.

Property Value
Type Description
string

DefaultScopes

public static IReadOnlyList<string> DefaultScopes { get; }

The default EvaluationService scopes.

Property Value
Type Description
IReadOnlyListstring
Remarks

The default EvaluationService scopes are:

EvaluateDatasetOperationsClient

public virtual OperationsClient EvaluateDatasetOperationsClient { get; }

The long-running operations client for EvaluateDataset.

Property Value
Type Description
OperationsClient

GrpcClient

public virtual EvaluationService.EvaluationServiceClient GrpcClient { get; }

The underlying gRPC EvaluationService client

Property Value
Type Description
EvaluationServiceEvaluationServiceClient

IAMPolicyClient

public virtual IAMPolicyClient IAMPolicyClient { get; }

The IAMPolicyClient associated with this client.

Property Value
Type Description
IAMPolicyClient

LocationsClient

public virtual LocationsClient LocationsClient { get; }

The LocationsClient associated with this client.

Property Value
Type Description
LocationsClient

ServiceMetadata

public static ServiceMetadata ServiceMetadata { get; }

The service metadata associated with this client type.

Property Value
Type Description
ServiceMetadata

Methods

Create()

public static EvaluationServiceClient Create()

Synchronously creates a EvaluationServiceClient using the default credentials, endpoint and settings. To specify custom credentials or other settings, use EvaluationServiceClientBuilder.

Returns
Type Description
EvaluationServiceClient

The created EvaluationServiceClient.

CreateAsync(CancellationToken)

public static Task<EvaluationServiceClient> CreateAsync(CancellationToken cancellationToken = default)

Asynchronously creates a EvaluationServiceClient using the default credentials, endpoint and settings. To specify custom credentials or other settings, use EvaluationServiceClientBuilder.

Parameter
Name Description
cancellationToken CancellationToken

The CancellationToken to use while creating the client.

Returns
Type Description
TaskEvaluationServiceClient

The task representing the created EvaluationServiceClient.

EvaluateDataset(EvaluateDatasetRequest, CallSettings)

public virtual Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> EvaluateDataset(EvaluateDatasetRequest request, CallSettings callSettings = null)

Evaluates a dataset based on a set of given metrics.

Parameters
Name Description
request EvaluateDatasetRequest

The request object containing all of the parameters for the API call.

callSettings CallSettings

If not null, applies overrides to this RPC call.

Returns
Type Description
OperationEvaluateDatasetResponseEvaluateDatasetOperationMetadata

The RPC response.

Example
// Create client
EvaluationServiceClient evaluationServiceClient = EvaluationServiceClient.Create();
// Initialize request argument(s)
EvaluateDatasetRequest request = new EvaluateDatasetRequest
{
    LocationAsLocationName = LocationName.FromProjectLocation("[PROJECT]", "[LOCATION]"),
    Dataset = new EvaluationDataset(),
    Metrics = { new Metric(), },
    OutputConfig = new OutputConfig(),
    AutoraterConfig = new AutoraterConfig(),
};
// Make the request
Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> response = evaluationServiceClient.EvaluateDataset(request);

// Poll until the returned long-running operation is complete
Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> completedResponse = response.PollUntilCompleted();
// Retrieve the operation result
EvaluateDatasetResponse result = completedResponse.Result;

// Or get the name of the operation
string operationName = response.Name;
// This name can be stored, then the long-running operation retrieved later by name
Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> retrievedResponse = evaluationServiceClient.PollOnceEvaluateDataset(operationName);
// Check if the retrieved long-running operation has completed
if (retrievedResponse.IsCompleted)
{
    // If it has completed, then access the result
    EvaluateDatasetResponse retrievedResult = retrievedResponse.Result;
}

EvaluateDatasetAsync(EvaluateDatasetRequest, CallSettings)

public virtual Task<Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata>> EvaluateDatasetAsync(EvaluateDatasetRequest request, CallSettings callSettings = null)

Evaluates a dataset based on a set of given metrics.

Parameters
Name Description
request EvaluateDatasetRequest

The request object containing all of the parameters for the API call.

callSettings CallSettings

If not null, applies overrides to this RPC call.

Returns
Type Description
TaskOperationEvaluateDatasetResponseEvaluateDatasetOperationMetadata

A Task containing the RPC response.

Example
// Create client
EvaluationServiceClient evaluationServiceClient = await EvaluationServiceClient.CreateAsync();
// Initialize request argument(s)
EvaluateDatasetRequest request = new EvaluateDatasetRequest
{
    LocationAsLocationName = LocationName.FromProjectLocation("[PROJECT]", "[LOCATION]"),
    Dataset = new EvaluationDataset(),
    Metrics = { new Metric(), },
    OutputConfig = new OutputConfig(),
    AutoraterConfig = new AutoraterConfig(),
};
// Make the request
Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> response = await evaluationServiceClient.EvaluateDatasetAsync(request);

// Poll until the returned long-running operation is complete
Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> completedResponse = await response.PollUntilCompletedAsync();
// Retrieve the operation result
EvaluateDatasetResponse result = completedResponse.Result;

// Or get the name of the operation
string operationName = response.Name;
// This name can be stored, then the long-running operation retrieved later by name
Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> retrievedResponse = await evaluationServiceClient.PollOnceEvaluateDatasetAsync(operationName);
// Check if the retrieved long-running operation has completed
if (retrievedResponse.IsCompleted)
{
    // If it has completed, then access the result
    EvaluateDatasetResponse retrievedResult = retrievedResponse.Result;
}

EvaluateDatasetAsync(EvaluateDatasetRequest, CancellationToken)

public virtual Task<Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata>> EvaluateDatasetAsync(EvaluateDatasetRequest request, CancellationToken cancellationToken)

Evaluates a dataset based on a set of given metrics.

Parameters
Name Description
request EvaluateDatasetRequest

The request object containing all of the parameters for the API call.

cancellationToken CancellationToken

A CancellationToken to use for this RPC.

Returns
Type Description
TaskOperationEvaluateDatasetResponseEvaluateDatasetOperationMetadata

A Task containing the RPC response.

Example
// Create client
EvaluationServiceClient evaluationServiceClient = await EvaluationServiceClient.CreateAsync();
// Initialize request argument(s)
EvaluateDatasetRequest request = new EvaluateDatasetRequest
{
    LocationAsLocationName = LocationName.FromProjectLocation("[PROJECT]", "[LOCATION]"),
    Dataset = new EvaluationDataset(),
    Metrics = { new Metric(), },
    OutputConfig = new OutputConfig(),
    AutoraterConfig = new AutoraterConfig(),
};
// Make the request
Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> response = await evaluationServiceClient.EvaluateDatasetAsync(request);

// Poll until the returned long-running operation is complete
Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> completedResponse = await response.PollUntilCompletedAsync();
// Retrieve the operation result
EvaluateDatasetResponse result = completedResponse.Result;

// Or get the name of the operation
string operationName = response.Name;
// This name can be stored, then the long-running operation retrieved later by name
Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> retrievedResponse = await evaluationServiceClient.PollOnceEvaluateDatasetAsync(operationName);
// Check if the retrieved long-running operation has completed
if (retrievedResponse.IsCompleted)
{
    // If it has completed, then access the result
    EvaluateDatasetResponse retrievedResult = retrievedResponse.Result;
}

EvaluateInstances(EvaluateInstancesRequest, CallSettings)

public virtual EvaluateInstancesResponse EvaluateInstances(EvaluateInstancesRequest request, CallSettings callSettings = null)

Evaluates instances based on a given metric.

Parameters
Name Description
request EvaluateInstancesRequest

The request object containing all of the parameters for the API call.

callSettings CallSettings

If not null, applies overrides to this RPC call.

Returns
Type Description
EvaluateInstancesResponse

The RPC response.

Example
// Create client
EvaluationServiceClient evaluationServiceClient = EvaluationServiceClient.Create();
// Initialize request argument(s)
EvaluateInstancesRequest request = new EvaluateInstancesRequest
{
    LocationAsLocationName = LocationName.FromProjectLocation("[PROJECT]", "[LOCATION]"),
    ExactMatchInput = new ExactMatchInput(),
    AutoraterConfig = new AutoraterConfig(),
};
// Make the request
EvaluateInstancesResponse response = evaluationServiceClient.EvaluateInstances(request);

EvaluateInstancesAsync(EvaluateInstancesRequest, CallSettings)

public virtual Task<EvaluateInstancesResponse> EvaluateInstancesAsync(EvaluateInstancesRequest request, CallSettings callSettings = null)

Evaluates instances based on a given metric.

Parameters
Name Description
request EvaluateInstancesRequest

The request object containing all of the parameters for the API call.

callSettings CallSettings

If not null, applies overrides to this RPC call.

Returns
Type Description
TaskEvaluateInstancesResponse

A Task containing the RPC response.

Example
// Create client
EvaluationServiceClient evaluationServiceClient = await EvaluationServiceClient.CreateAsync();
// Initialize request argument(s)
EvaluateInstancesRequest request = new EvaluateInstancesRequest
{
    LocationAsLocationName = LocationName.FromProjectLocation("[PROJECT]", "[LOCATION]"),
    ExactMatchInput = new ExactMatchInput(),
    AutoraterConfig = new AutoraterConfig(),
};
// Make the request
EvaluateInstancesResponse response = await evaluationServiceClient.EvaluateInstancesAsync(request);

EvaluateInstancesAsync(EvaluateInstancesRequest, CancellationToken)

public virtual Task<EvaluateInstancesResponse> EvaluateInstancesAsync(EvaluateInstancesRequest request, CancellationToken cancellationToken)

Evaluates instances based on a given metric.

Parameters
Name Description
request EvaluateInstancesRequest

The request object containing all of the parameters for the API call.

cancellationToken CancellationToken

A CancellationToken to use for this RPC.

Returns
Type Description
TaskEvaluateInstancesResponse

A Task containing the RPC response.

Example
// Create client
EvaluationServiceClient evaluationServiceClient = await EvaluationServiceClient.CreateAsync();
// Initialize request argument(s)
EvaluateInstancesRequest request = new EvaluateInstancesRequest
{
    LocationAsLocationName = LocationName.FromProjectLocation("[PROJECT]", "[LOCATION]"),
    ExactMatchInput = new ExactMatchInput(),
    AutoraterConfig = new AutoraterConfig(),
};
// Make the request
EvaluateInstancesResponse response = await evaluationServiceClient.EvaluateInstancesAsync(request);

PollOnceEvaluateDataset(string, CallSettings)

public virtual Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata> PollOnceEvaluateDataset(string operationName, CallSettings callSettings = null)

Poll an operation once, using an operationName from a previous invocation of EvaluateDataset.

Parameters
Name Description
operationName string

The name of a previously invoked operation. Must not be null or empty.

callSettings CallSettings

If not null, applies overrides to this RPC call.

Returns
Type Description
OperationEvaluateDatasetResponseEvaluateDatasetOperationMetadata

The result of polling the operation.

PollOnceEvaluateDatasetAsync(string, CallSettings)

public virtual Task<Operation<EvaluateDatasetResponse, EvaluateDatasetOperationMetadata>> PollOnceEvaluateDatasetAsync(string operationName, CallSettings callSettings = null)

Asynchronously poll an operation once, using an operationName from a previous invocation of EvaluateDataset.

Parameters
Name Description
operationName string

The name of a previously invoked operation. Must not be null or empty.

callSettings CallSettings

If not null, applies overrides to this RPC call.

Returns
Type Description
TaskOperationEvaluateDatasetResponseEvaluateDatasetOperationMetadata

A task representing the result of polling the operation.

ShutdownDefaultChannelsAsync()

public static Task ShutdownDefaultChannelsAsync()

Shuts down any channels automatically created by Create() and CreateAsync(CancellationToken). Channels which weren't automatically created are not affected.

Returns
Type Description
Task

A task representing the asynchronous shutdown operation.

Remarks

After calling this method, further calls to Create() and CreateAsync(CancellationToken) will create new channels, which could in turn be shut down by another call to this method.