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Example 1 with BatchPredictInputConfig

use of com.google.cloud.automl.v1beta1.BatchPredictInputConfig in project java-automl by googleapis.

the class BatchPredict method batchPredict.

static void batchPredict(String projectId, String modelId, String inputUri, String outputUri) throws IOException, ExecutionException, InterruptedException {
    // the "close" method on the client to safely clean up any remaining background resources.
    try (PredictionServiceClient client = PredictionServiceClient.create()) {
        // Get the full path of the model.
        ModelName name = ModelName.of(projectId, "us-central1", modelId);
        // Configure the source of the file from a GCS bucket
        GcsSource gcsSource = GcsSource.newBuilder().addInputUris(inputUri).build();
        BatchPredictInputConfig inputConfig = BatchPredictInputConfig.newBuilder().setGcsSource(gcsSource).build();
        // Configure where to store the output in a GCS bucket
        GcsDestination gcsDestination = GcsDestination.newBuilder().setOutputUriPrefix(outputUri).build();
        BatchPredictOutputConfig outputConfig = BatchPredictOutputConfig.newBuilder().setGcsDestination(gcsDestination).build();
        // Build the request that will be sent to the API
        BatchPredictRequest request = BatchPredictRequest.newBuilder().setName(name.toString()).setInputConfig(inputConfig).setOutputConfig(outputConfig).build();
        // Start an asynchronous request
        OperationFuture<BatchPredictResult, OperationMetadata> future = client.batchPredictAsync(request);
        System.out.println("Waiting for operation to complete...");
        BatchPredictResult response = future.get();
        System.out.println("Batch Prediction results saved to specified Cloud Storage bucket.");
    }
}
Also used : BatchPredictRequest(com.google.cloud.automl.v1beta1.BatchPredictRequest) ModelName(com.google.cloud.automl.v1beta1.ModelName) GcsSource(com.google.cloud.automl.v1beta1.GcsSource) BatchPredictInputConfig(com.google.cloud.automl.v1beta1.BatchPredictInputConfig) BatchPredictOutputConfig(com.google.cloud.automl.v1beta1.BatchPredictOutputConfig) BatchPredictResult(com.google.cloud.automl.v1beta1.BatchPredictResult) GcsDestination(com.google.cloud.automl.v1beta1.GcsDestination) OperationMetadata(com.google.cloud.automl.v1beta1.OperationMetadata) PredictionServiceClient(com.google.cloud.automl.v1beta1.PredictionServiceClient)

Example 2 with BatchPredictInputConfig

use of com.google.cloud.automl.v1beta1.BatchPredictInputConfig in project java-automl by googleapis.

the class TablesBatchPredictBigQuery method batchPredict.

static void batchPredict(String projectId, String modelId, String inputUri, String outputUri) throws IOException, ExecutionException, InterruptedException {
    // the "close" method on the client to safely clean up any remaining background resources.
    try (PredictionServiceClient client = PredictionServiceClient.create()) {
        // Get the full path of the model.
        ModelName name = ModelName.of(projectId, "us-central1", modelId);
        // Configure the source of the file from BigQuery
        BigQuerySource bigQuerySource = BigQuerySource.newBuilder().setInputUri(inputUri).build();
        BatchPredictInputConfig inputConfig = BatchPredictInputConfig.newBuilder().setBigquerySource(bigQuerySource).build();
        // Configure where to store the output in BigQuery
        BigQueryDestination bigQueryDestination = BigQueryDestination.newBuilder().setOutputUri(outputUri).build();
        BatchPredictOutputConfig outputConfig = BatchPredictOutputConfig.newBuilder().setBigqueryDestination(bigQueryDestination).build();
        // Build the request that will be sent to the API
        BatchPredictRequest request = BatchPredictRequest.newBuilder().setName(name.toString()).setInputConfig(inputConfig).setOutputConfig(outputConfig).build();
        // Start an asynchronous request
        OperationFuture<BatchPredictResult, OperationMetadata> future = client.batchPredictAsync(request);
        System.out.println("Waiting for operation to complete...");
        BatchPredictResult response = future.get();
        System.out.println("Batch Prediction results saved to BigQuery.");
    }
}
Also used : BatchPredictRequest(com.google.cloud.automl.v1beta1.BatchPredictRequest) ModelName(com.google.cloud.automl.v1beta1.ModelName) BatchPredictInputConfig(com.google.cloud.automl.v1beta1.BatchPredictInputConfig) BatchPredictOutputConfig(com.google.cloud.automl.v1beta1.BatchPredictOutputConfig) BatchPredictResult(com.google.cloud.automl.v1beta1.BatchPredictResult) BigQuerySource(com.google.cloud.automl.v1beta1.BigQuerySource) BigQueryDestination(com.google.cloud.automl.v1beta1.BigQueryDestination) OperationMetadata(com.google.cloud.automl.v1beta1.OperationMetadata) PredictionServiceClient(com.google.cloud.automl.v1beta1.PredictionServiceClient)

Example 3 with BatchPredictInputConfig

use of com.google.cloud.automl.v1beta1.BatchPredictInputConfig in project java-automl by googleapis.

the class BatchPredict method batchPredict.

static void batchPredict(String projectId, String modelId, String inputUri, String outputUri) throws IOException, ExecutionException, InterruptedException {
    // the "close" method on the client to safely clean up any remaining background resources.
    try (PredictionServiceClient client = PredictionServiceClient.create()) {
        // Get the full path of the model.
        ModelName name = ModelName.of(projectId, "us-central1", modelId);
        GcsSource gcsSource = GcsSource.newBuilder().addInputUris(inputUri).build();
        BatchPredictInputConfig inputConfig = BatchPredictInputConfig.newBuilder().setGcsSource(gcsSource).build();
        GcsDestination gcsDestination = GcsDestination.newBuilder().setOutputUriPrefix(outputUri).build();
        BatchPredictOutputConfig outputConfig = BatchPredictOutputConfig.newBuilder().setGcsDestination(gcsDestination).build();
        BatchPredictRequest request = BatchPredictRequest.newBuilder().setName(name.toString()).setInputConfig(inputConfig).setOutputConfig(outputConfig).build();
        OperationFuture<BatchPredictResult, OperationMetadata> future = client.batchPredictAsync(request);
        System.out.println("Waiting for operation to complete...");
        BatchPredictResult response = future.get();
        System.out.println("Batch Prediction results saved to specified Cloud Storage bucket.");
    }
}
Also used : BatchPredictRequest(com.google.cloud.automl.v1.BatchPredictRequest) ModelName(com.google.cloud.automl.v1.ModelName) GcsSource(com.google.cloud.automl.v1.GcsSource) BatchPredictInputConfig(com.google.cloud.automl.v1.BatchPredictInputConfig) BatchPredictOutputConfig(com.google.cloud.automl.v1.BatchPredictOutputConfig) BatchPredictResult(com.google.cloud.automl.v1.BatchPredictResult) GcsDestination(com.google.cloud.automl.v1.GcsDestination) OperationMetadata(com.google.cloud.automl.v1.OperationMetadata) PredictionServiceClient(com.google.cloud.automl.v1.PredictionServiceClient)

Aggregations

BatchPredictInputConfig (com.google.cloud.automl.v1beta1.BatchPredictInputConfig)2 BatchPredictOutputConfig (com.google.cloud.automl.v1beta1.BatchPredictOutputConfig)2 BatchPredictRequest (com.google.cloud.automl.v1beta1.BatchPredictRequest)2 BatchPredictResult (com.google.cloud.automl.v1beta1.BatchPredictResult)2 ModelName (com.google.cloud.automl.v1beta1.ModelName)2 OperationMetadata (com.google.cloud.automl.v1beta1.OperationMetadata)2 PredictionServiceClient (com.google.cloud.automl.v1beta1.PredictionServiceClient)2 BatchPredictInputConfig (com.google.cloud.automl.v1.BatchPredictInputConfig)1 BatchPredictOutputConfig (com.google.cloud.automl.v1.BatchPredictOutputConfig)1 BatchPredictRequest (com.google.cloud.automl.v1.BatchPredictRequest)1 BatchPredictResult (com.google.cloud.automl.v1.BatchPredictResult)1 GcsDestination (com.google.cloud.automl.v1.GcsDestination)1 GcsSource (com.google.cloud.automl.v1.GcsSource)1 ModelName (com.google.cloud.automl.v1.ModelName)1 OperationMetadata (com.google.cloud.automl.v1.OperationMetadata)1 PredictionServiceClient (com.google.cloud.automl.v1.PredictionServiceClient)1 BigQueryDestination (com.google.cloud.automl.v1beta1.BigQueryDestination)1 BigQuerySource (com.google.cloud.automl.v1beta1.BigQuerySource)1 GcsDestination (com.google.cloud.automl.v1beta1.GcsDestination)1 GcsSource (com.google.cloud.automl.v1beta1.GcsSource)1