Class: Google::Cloud::AIPlatform::V1::ModelMonitoringObjectiveConfig::TrainingDataset

Inherits:
Object
  • Object
show all
Extended by:
Protobuf::MessageExts::ClassMethods
Includes:
Protobuf::MessageExts
Defined in:
proto_docs/google/cloud/aiplatform/v1/model_monitoring.rb

Overview

Training Dataset information.

Instance Attribute Summary collapse

Instance Attribute Details

#bigquery_source ⇒ ::Google::Cloud::AIPlatform::V1::BigQuerySource

Returns The BigQuery table of the unmanaged Dataset used to train this Model.

Note: The following fields are mutually exclusive: bigquery_source, dataset, gcs_source. If a field in that set is populated, all other fields in the set will automatically be cleared.

Returns:

  • (::Google::Cloud::AIPlatform::V1::BigQuerySource) —

    The BigQuery table of the unmanaged Dataset used to train this Model.

    Note: The following fields are mutually exclusive: bigquery_source, dataset, gcs_source. If a field in that set is populated, all other fields in the set will automatically be cleared.



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# File 'proto_docs/google/cloud/aiplatform/v1/model_monitoring.rb', line 83

class TrainingDataset
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end

#data_format ⇒ ::String

Returns Data format of the dataset, only applicable if the input is from Google Cloud Storage. The possible formats are:

"tf-record" The source file is a TFRecord file.

"csv" The source file is a CSV file. "jsonl" The source file is a JSONL file.

Returns:

  • (::String) —

    Data format of the dataset, only applicable if the input is from Google Cloud Storage. The possible formats are:

    "tf-record" The source file is a TFRecord file.

    "csv" The source file is a CSV file. "jsonl" The source file is a JSONL file.



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# File 'proto_docs/google/cloud/aiplatform/v1/model_monitoring.rb', line 83

class TrainingDataset
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end

#dataset ⇒ ::String

Returns The resource name of the Dataset used to train this Model.

Note: The following fields are mutually exclusive: dataset, gcs_source, bigquery_source. If a field in that set is populated, all other fields in the set will automatically be cleared.

Returns:

  • (::String) —

    The resource name of the Dataset used to train this Model.

    Note: The following fields are mutually exclusive: dataset, gcs_source, bigquery_source. If a field in that set is populated, all other fields in the set will automatically be cleared.



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# File 'proto_docs/google/cloud/aiplatform/v1/model_monitoring.rb', line 83

class TrainingDataset
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end

#gcs_source ⇒ ::Google::Cloud::AIPlatform::V1::GcsSource

Returns The Google Cloud Storage uri of the unmanaged Dataset used to train this Model.

Note: The following fields are mutually exclusive: gcs_source, dataset, bigquery_source. If a field in that set is populated, all other fields in the set will automatically be cleared.

Returns:

  • (::Google::Cloud::AIPlatform::V1::GcsSource) —

    The Google Cloud Storage uri of the unmanaged Dataset used to train this Model.

    Note: The following fields are mutually exclusive: gcs_source, dataset, bigquery_source. If a field in that set is populated, all other fields in the set will automatically be cleared.



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# File 'proto_docs/google/cloud/aiplatform/v1/model_monitoring.rb', line 83

class TrainingDataset
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end

#logging_sampling_strategy ⇒ ::Google::Cloud::AIPlatform::V1::SamplingStrategy

Returns Strategy to sample data from Training Dataset. If not set, we process the whole dataset.

Returns:



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# File 'proto_docs/google/cloud/aiplatform/v1/model_monitoring.rb', line 83

class TrainingDataset
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end

#target_field ⇒ ::String

Returns The target field name the model is to predict. This field will be excluded when doing Predict and (or) Explain for the training data.

Returns:

  • (::String) —

    The target field name the model is to predict. This field will be excluded when doing Predict and (or) Explain for the training data.



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# File 'proto_docs/google/cloud/aiplatform/v1/model_monitoring.rb', line 83

class TrainingDataset
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end