public sealed class PredictionServiceClientImpl : PredictionServiceClient
Reference documentation and code samples for the Google AutoML v1 API class PredictionServiceClientImpl.
PredictionService client wrapper implementation, for convenient use.
Namespace
Google.Cloud.AutoML.V1Assembly
Google.Cloud.AutoML.V1.dll
Remarks
AutoML Prediction API.
On any input that is documented to expect a string parameter in snake_case or dash-case, either of those cases is accepted.
Constructors
PredictionServiceClientImpl(PredictionServiceClient, PredictionServiceSettings, ILogger)
public PredictionServiceClientImpl(PredictionService.PredictionServiceClient grpcClient, PredictionServiceSettings settings, ILogger logger)
Constructs a client wrapper for the PredictionService service, with the specified gRPC client and settings.
Parameters | |
---|---|
Name | Description |
grpcClient |
PredictionServicePredictionServiceClient The underlying gRPC client. |
settings |
PredictionServiceSettings The base PredictionServiceSettings used within this client. |
logger |
ILogger Optional ILogger to use within this client. |
Properties
BatchPredictOperationsClient
public override OperationsClient BatchPredictOperationsClient { get; }
The long-running operations client for BatchPredict
.
Property Value | |
---|---|
Type | Description |
OperationsClient |
GrpcClient
public override PredictionService.PredictionServiceClient GrpcClient { get; }
The underlying gRPC PredictionService client
Property Value | |
---|---|
Type | Description |
PredictionServicePredictionServiceClient |
Methods
BatchPredict(BatchPredictRequest, CallSettings)
public override Operation<BatchPredictResult, OperationMetadata> BatchPredict(BatchPredictRequest request, CallSettings callSettings = null)
Perform a batch prediction. Unlike the online [Predict][google.cloud.automl.v1.PredictionService.Predict], batch prediction result won't be immediately available in the response. Instead, a long running operation object is returned. User can poll the operation result via [GetOperation][google.longrunning.Operations.GetOperation] method. Once the operation is done, [BatchPredictResult][google.cloud.automl.v1.BatchPredictResult] is returned in the [response][google.longrunning.Operation.response] field. Available for following ML scenarios:
- AutoML Vision Classification
- AutoML Vision Object Detection
- AutoML Video Intelligence Classification
- AutoML Video Intelligence Object Tracking * AutoML Natural Language Classification
- AutoML Natural Language Entity Extraction
- AutoML Natural Language Sentiment Analysis
- AutoML Tables
Parameters | |
---|---|
Name | Description |
request |
BatchPredictRequest 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 |
OperationBatchPredictResultOperationMetadata |
The RPC response. |
BatchPredictAsync(BatchPredictRequest, CallSettings)
public override Task<Operation<BatchPredictResult, OperationMetadata>> BatchPredictAsync(BatchPredictRequest request, CallSettings callSettings = null)
Perform a batch prediction. Unlike the online [Predict][google.cloud.automl.v1.PredictionService.Predict], batch prediction result won't be immediately available in the response. Instead, a long running operation object is returned. User can poll the operation result via [GetOperation][google.longrunning.Operations.GetOperation] method. Once the operation is done, [BatchPredictResult][google.cloud.automl.v1.BatchPredictResult] is returned in the [response][google.longrunning.Operation.response] field. Available for following ML scenarios:
- AutoML Vision Classification
- AutoML Vision Object Detection
- AutoML Video Intelligence Classification
- AutoML Video Intelligence Object Tracking * AutoML Natural Language Classification
- AutoML Natural Language Entity Extraction
- AutoML Natural Language Sentiment Analysis
- AutoML Tables
Parameters | |
---|---|
Name | Description |
request |
BatchPredictRequest 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 |
TaskOperationBatchPredictResultOperationMetadata |
A Task containing the RPC response. |
Predict(PredictRequest, CallSettings)
public override PredictResponse Predict(PredictRequest request, CallSettings callSettings = null)
Perform an online prediction. The prediction result is directly returned in the response. Available for following ML scenarios, and their expected request payloads:
AutoML Vision Classification
- An image in .JPEG, .GIF or .PNG format, image_bytes up to 30MB.
AutoML Vision Object Detection
- An image in .JPEG, .GIF or .PNG format, image_bytes up to 30MB.
AutoML Natural Language Classification
- A TextSnippet up to 60,000 characters, UTF-8 encoded or a document in .PDF, .TIF or .TIFF format with size upto 2MB.
AutoML Natural Language Entity Extraction
- A TextSnippet up to 10,000 characters, UTF-8 NFC encoded or a document in .PDF, .TIF or .TIFF format with size upto 20MB.
AutoML Natural Language Sentiment Analysis
- A TextSnippet up to 60,000 characters, UTF-8 encoded or a document in .PDF, .TIF or .TIFF format with size upto 2MB.
AutoML Translation
- A TextSnippet up to 25,000 characters, UTF-8 encoded.
AutoML Tables
- A row with column values matching
the columns of the model, up to 5MB. Not available for FORECASTING
prediction_type
.
Parameters | |
---|---|
Name | Description |
request |
PredictRequest 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 |
PredictResponse |
The RPC response. |
PredictAsync(PredictRequest, CallSettings)
public override Task<PredictResponse> PredictAsync(PredictRequest request, CallSettings callSettings = null)
Perform an online prediction. The prediction result is directly returned in the response. Available for following ML scenarios, and their expected request payloads:
AutoML Vision Classification
- An image in .JPEG, .GIF or .PNG format, image_bytes up to 30MB.
AutoML Vision Object Detection
- An image in .JPEG, .GIF or .PNG format, image_bytes up to 30MB.
AutoML Natural Language Classification
- A TextSnippet up to 60,000 characters, UTF-8 encoded or a document in .PDF, .TIF or .TIFF format with size upto 2MB.
AutoML Natural Language Entity Extraction
- A TextSnippet up to 10,000 characters, UTF-8 NFC encoded or a document in .PDF, .TIF or .TIFF format with size upto 20MB.
AutoML Natural Language Sentiment Analysis
- A TextSnippet up to 60,000 characters, UTF-8 encoded or a document in .PDF, .TIF or .TIFF format with size upto 2MB.
AutoML Translation
- A TextSnippet up to 25,000 characters, UTF-8 encoded.
AutoML Tables
- A row with column values matching
the columns of the model, up to 5MB. Not available for FORECASTING
prediction_type
.
Parameters | |
---|---|
Name | Description |
request |
PredictRequest 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 |
TaskPredictResponse |
A Task containing the RPC response. |