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public static interface AutoMlGrpc.AsyncService AutoML Server API.
The resource names are assigned by the server.
The server never reuses names that it has created after the resources with
those names are deleted.
An ID of a resource is the last element of the item's resource name. For
projects/{project_id}/locations/{location_id}/datasets/{dataset_id}, then
the id for the item is {dataset_id}.
Currently the only supported location_id is "us-central1".
On any input that is documented to expect a string parameter in
snake_case or kebab-case, either of those cases is accepted.
Methods
createDataset(CreateDatasetRequest request, StreamObserver<Dataset> responseObserver)
public default void createDataset(CreateDatasetRequest request, StreamObserver<Dataset> responseObserver)Creates a dataset.
| Parameters | |
|---|---|
| Name | Description |
request |
CreateDatasetRequest |
responseObserver |
io.grpc.stub.StreamObserver<Dataset> |
createModel(CreateModelRequest request, StreamObserver<Operation> responseObserver)
public default void createModel(CreateModelRequest request, StreamObserver<Operation> responseObserver)Creates a model. Returns a Model in the response field when it completes. When you create a model, several model evaluations are created for it: a global evaluation, and one evaluation for each annotation spec.
| Parameters | |
|---|---|
| Name | Description |
request |
CreateModelRequest |
responseObserver |
io.grpc.stub.StreamObserver<Operation> |
deleteDataset(DeleteDatasetRequest request, StreamObserver<Operation> responseObserver)
public default void deleteDataset(DeleteDatasetRequest request, StreamObserver<Operation> responseObserver) Deletes a dataset and all of its contents.
Returns empty response in the
response field when it completes,
and delete_details in the
metadata field.
| Parameters | |
|---|---|
| Name | Description |
request |
DeleteDatasetRequest |
responseObserver |
io.grpc.stub.StreamObserver<Operation> |
deleteModel(DeleteModelRequest request, StreamObserver<Operation> responseObserver)
public default void deleteModel(DeleteModelRequest request, StreamObserver<Operation> responseObserver) Deletes a model.
Returns google.protobuf.Empty in the
response field when it completes,
and delete_details in the
metadata field.
| Parameters | |
|---|---|
| Name | Description |
request |
DeleteModelRequest |
responseObserver |
io.grpc.stub.StreamObserver<Operation> |
deployModel(DeployModelRequest request, StreamObserver<Operation> responseObserver)
public default void deployModel(DeployModelRequest request, StreamObserver<Operation> responseObserver)Deploys a model. If a model is already deployed, deploying it with the same parameters has no effect. Deploying with different parametrs (as e.g. changing node_number) will reset the deployment state without pausing the model's availability. Only applicable for Text Classification, Image Object Detection , Tables, and Image Segmentation; all other domains manage deployment automatically. Returns an empty response in the response field when it completes.
| Parameters | |
|---|---|
| Name | Description |
request |
DeployModelRequest |
responseObserver |
io.grpc.stub.StreamObserver<Operation> |
exportData(ExportDataRequest request, StreamObserver<Operation> responseObserver)
public default void exportData(ExportDataRequest request, StreamObserver<Operation> responseObserver)Exports dataset's data to the provided output location. Returns an empty response in the response field when it completes.
| Parameters | |
|---|---|
| Name | Description |
request |
ExportDataRequest |
responseObserver |
io.grpc.stub.StreamObserver<Operation> |
exportEvaluatedExamples(ExportEvaluatedExamplesRequest request, StreamObserver<Operation> responseObserver)
public default void exportEvaluatedExamples(ExportEvaluatedExamplesRequest request, StreamObserver<Operation> responseObserver)Exports examples on which the model was evaluated (i.e. which were in the TEST set of the dataset the model was created from), together with their ground truth annotations and the annotations created (predicted) by the model. The examples, ground truth and predictions are exported in the state they were at the moment the model was evaluated. This export is available only for 30 days since the model evaluation is created. Currently only available for Tables. Returns an empty response in the response field when it completes.
| Parameters | |
|---|---|
| Name | Description |
request |
ExportEvaluatedExamplesRequest |
responseObserver |
io.grpc.stub.StreamObserver<Operation> |
exportModel(ExportModelRequest request, StreamObserver<Operation> responseObserver)
public default void exportModel(ExportModelRequest request, StreamObserver<Operation> responseObserver)Exports a trained, "export-able", model to a user specified Google Cloud Storage location. A model is considered export-able if and only if it has an export format defined for it in ModelExportOutputConfig. Returns an empty response in the response field when it completes.
| Parameters | |
|---|---|
| Name | Description |
request |
ExportModelRequest |
responseObserver |
io.grpc.stub.StreamObserver<Operation> |
getAnnotationSpec(GetAnnotationSpecRequest request, StreamObserver<AnnotationSpec> responseObserver)
public default void getAnnotationSpec(GetAnnotationSpecRequest request, StreamObserver<AnnotationSpec> responseObserver)Gets an annotation spec.
| Parameters | |
|---|---|
| Name | Description |
request |
GetAnnotationSpecRequest |
responseObserver |
io.grpc.stub.StreamObserver<AnnotationSpec> |
getColumnSpec(GetColumnSpecRequest request, StreamObserver<ColumnSpec> responseObserver)
public default void getColumnSpec(GetColumnSpecRequest request, StreamObserver<ColumnSpec> responseObserver)Gets a column spec.
| Parameters | |
|---|---|
| Name | Description |
request |
GetColumnSpecRequest |
responseObserver |
io.grpc.stub.StreamObserver<ColumnSpec> |
getDataset(GetDatasetRequest request, StreamObserver<Dataset> responseObserver)
public default void getDataset(GetDatasetRequest request, StreamObserver<Dataset> responseObserver)Gets a dataset.
| Parameters | |
|---|---|
| Name | Description |
request |
GetDatasetRequest |
responseObserver |
io.grpc.stub.StreamObserver<Dataset> |
getModel(GetModelRequest request, StreamObserver<Model> responseObserver)
public default void getModel(GetModelRequest request, StreamObserver<Model> responseObserver)Gets a model.
| Parameters | |
|---|---|
| Name | Description |
request |
GetModelRequest |
responseObserver |
io.grpc.stub.StreamObserver<Model> |
getModelEvaluation(GetModelEvaluationRequest request, StreamObserver<ModelEvaluation> responseObserver)
public default void getModelEvaluation(GetModelEvaluationRequest request, StreamObserver<ModelEvaluation> responseObserver)Gets a model evaluation.
| Parameters | |
|---|---|
| Name | Description |
request |
GetModelEvaluationRequest |
responseObserver |
io.grpc.stub.StreamObserver<ModelEvaluation> |
getTableSpec(GetTableSpecRequest request, StreamObserver<TableSpec> responseObserver)
public default void getTableSpec(GetTableSpecRequest request, StreamObserver<TableSpec> responseObserver)Gets a table spec.
| Parameters | |
|---|---|
| Name | Description |
request |
GetTableSpecRequest |
responseObserver |
io.grpc.stub.StreamObserver<TableSpec> |
importData(ImportDataRequest request, StreamObserver<Operation> responseObserver)
public default void importData(ImportDataRequest request, StreamObserver<Operation> responseObserver)Imports data into a dataset. For Tables this method can only be called on an empty Dataset. For Tables:
- A schema_inference_version parameter must be explicitly set. Returns an empty response in the response field when it completes.
| Parameters | |
|---|---|
| Name | Description |
request |
ImportDataRequest |
responseObserver |
io.grpc.stub.StreamObserver<Operation> |
listColumnSpecs(ListColumnSpecsRequest request, StreamObserver<ListColumnSpecsResponse> responseObserver)
public default void listColumnSpecs(ListColumnSpecsRequest request, StreamObserver<ListColumnSpecsResponse> responseObserver)Lists column specs in a table spec.
| Parameters | |
|---|---|
| Name | Description |
request |
ListColumnSpecsRequest |
responseObserver |
io.grpc.stub.StreamObserver<ListColumnSpecsResponse> |
listDatasets(ListDatasetsRequest request, StreamObserver<ListDatasetsResponse> responseObserver)
public default void listDatasets(ListDatasetsRequest request, StreamObserver<ListDatasetsResponse> responseObserver)Lists datasets in a project.
| Parameters | |
|---|---|
| Name | Description |
request |
ListDatasetsRequest |
responseObserver |
io.grpc.stub.StreamObserver<ListDatasetsResponse> |
listModelEvaluations(ListModelEvaluationsRequest request, StreamObserver<ListModelEvaluationsResponse> responseObserver)
public default void listModelEvaluations(ListModelEvaluationsRequest request, StreamObserver<ListModelEvaluationsResponse> responseObserver)Lists model evaluations.
| Parameters | |
|---|---|
| Name | Description |
request |
ListModelEvaluationsRequest |
responseObserver |
io.grpc.stub.StreamObserver<ListModelEvaluationsResponse> |
listModels(ListModelsRequest request, StreamObserver<ListModelsResponse> responseObserver)
public default void listModels(ListModelsRequest request, StreamObserver<ListModelsResponse> responseObserver)Lists models.
| Parameters | |
|---|---|
| Name | Description |
request |
ListModelsRequest |
responseObserver |
io.grpc.stub.StreamObserver<ListModelsResponse> |
listTableSpecs(ListTableSpecsRequest request, StreamObserver<ListTableSpecsResponse> responseObserver)
public default void listTableSpecs(ListTableSpecsRequest request, StreamObserver<ListTableSpecsResponse> responseObserver)Lists table specs in a dataset.
| Parameters | |
|---|---|
| Name | Description |
request |
ListTableSpecsRequest |
responseObserver |
io.grpc.stub.StreamObserver<ListTableSpecsResponse> |
undeployModel(UndeployModelRequest request, StreamObserver<Operation> responseObserver)
public default void undeployModel(UndeployModelRequest request, StreamObserver<Operation> responseObserver)Undeploys a model. If the model is not deployed this method has no effect. Only applicable for Text Classification, Image Object Detection and Tables; all other domains manage deployment automatically. Returns an empty response in the response field when it completes.
| Parameters | |
|---|---|
| Name | Description |
request |
UndeployModelRequest |
responseObserver |
io.grpc.stub.StreamObserver<Operation> |
updateColumnSpec(UpdateColumnSpecRequest request, StreamObserver<ColumnSpec> responseObserver)
public default void updateColumnSpec(UpdateColumnSpecRequest request, StreamObserver<ColumnSpec> responseObserver)Updates a column spec.
| Parameters | |
|---|---|
| Name | Description |
request |
UpdateColumnSpecRequest |
responseObserver |
io.grpc.stub.StreamObserver<ColumnSpec> |
updateDataset(UpdateDatasetRequest request, StreamObserver<Dataset> responseObserver)
public default void updateDataset(UpdateDatasetRequest request, StreamObserver<Dataset> responseObserver)Updates a dataset.
| Parameters | |
|---|---|
| Name | Description |
request |
UpdateDatasetRequest |
responseObserver |
io.grpc.stub.StreamObserver<Dataset> |
updateTableSpec(UpdateTableSpecRequest request, StreamObserver<TableSpec> responseObserver)
public default void updateTableSpec(UpdateTableSpecRequest request, StreamObserver<TableSpec> responseObserver)Updates a table spec.
| Parameters | |
|---|---|
| Name | Description |
request |
UpdateTableSpecRequest |
responseObserver |
io.grpc.stub.StreamObserver<TableSpec> |