public sealed class PredictionServiceClientImpl : PredictionServiceClient
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(PredictionService.PredictionServiceClient, PredictionServiceSettings)
public PredictionServiceClientImpl(PredictionService.PredictionServiceClient grpcClient, PredictionServiceSettings settings)
Constructs a client wrapper for the PredictionService service, with the specified gRPC client and settings.
Parameters | |
---|---|
Name | Description |
grpcClient | PredictionService.PredictionServiceClient The underlying gRPC client. |
settings | PredictionServiceSettings The base PredictionServiceSettings used 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 |
PredictionService.PredictionServiceClient |
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 |
Operation<BatchPredictResult, OperationMetadata> | 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 |
Task<Operation<BatchPredictResult, OperationMetadata>> | 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 |
Task<PredictResponse> | A Task containing the RPC response. |