Module: tfx.types.standard_component_specs

Component specifications for the standard set of TFX Components.

Classes

class BulkInferrerSpec: BulkInferrer component spec.

class EvaluatorSpec: Evaluator component spec.

class ExampleValidatorSpec: ExampleValidator component spec.

class FileBasedExampleGenSpec: File-based ExampleGen component spec.

class InfraValidatorSpec: InfraValidator component spec.

class ModelValidatorSpec: ModelValidator component spec.

class PusherSpec: Pusher component spec.

class QueryBasedExampleGenSpec: Query-based ExampleGen component spec.

class SchemaGenSpec: SchemaGen component spec.

class StatisticsGenSpec: StatisticsGen component spec.

class TrainerSpec: Trainer component spec.

class TransformSpec: Transform component spec.

class TunerSpec: ComponentSpec for TFX Tuner Component.

Other Members
ANOMALIES_KEY	'anomalies'
BASELINE_MODEL_KEY	'baseline_model'
BASE_MODEL_KEY	'base_model'
BEST_HYPERPARAMETERS_KEY	'best_hyperparameters'
BLESSING_KEY	'blessing'
CUSTOM_CONFIG_KEY	'custom_config'
DATA_SPEC_KEY	'data_spec'
EVALUATION_KEY	'evaluation'
EVAL_ARGS_KEY	'eval_args'
EVAL_CONFIG_KEY	'eval_config'
EXAMPLES_KEY	'examples'
EXAMPLE_SPLITS_KEY	'example_splits'
EXCLUDE_SPLITS_KEY	'exclude_splits'
FAIRNESS_INDICATOR_THRESHOLDS_KEY	'fairness_indicator_thresholds'
FEATURE_SLICING_SPEC_KEY	'feature_slicing_spec'
HYPERPARAMETERS_KEY	'hyperparameters'
INFERENCE_RESULT_KEY	'inference_result'
INFRA_BLESSING_KEY	'infra_blessing'
MODEL_BLESSING_KEY	'model_blessing'
MODEL_KEY	'model'
MODEL_RUN_KEY	'model_run'
MODEL_SPEC_KEY	'model_spec'
MODULE_FILE_KEY	'module_file'
MODULE_PATH_KEY	'module_path'
OUTPUT_EXAMPLES_KEY	'output_examples'
OUTPUT_EXAMPLE_SPEC_KEY	'output_example_spec'
PUSHED_MODEL_KEY	'pushed_model'
PUSH_DESTINATION_KEY	'push_destination'
REQUEST_SPEC_KEY	'request_spec'
RUN_FN_KEY	'run_fn'
SCHEMA_KEY	'schema'
SERVING_SPEC_KEY	'serving_spec'
STATISTICS_KEY	'statistics'
TRAINER_FN_KEY	'trainer_fn'
TRAIN_ARGS_KEY	'train_args'
TRANSFORM_GRAPH_KEY	'transform_graph'
TUNER_FN_KEY	'tuner_fn'
TUNE_ARGS_KEY	'tune_args'
VALIDATION_SPEC_KEY	'validation_spec'