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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.

ANALYZER_CACHE_KEY 'analyzer_cache'
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'
FORCE_TF_COMPAT_V1_KEY 'force_tf_compat_v1'
HYPERPARAMETERS_KEY 'hyperparameters'
INFERENCE_RESULT_KEY 'inference_result'
INFER_FEATURE_SHAPE_KEY 'infer_feature_shape'
INFRA_BLESSING_KEY 'infra_blessing'
INPUT_BASE_KEY 'input_base'
INPUT_CONFIG_KEY 'input_config'
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_CONFIG_KEY 'output_config'
OUTPUT_DATA_FORMAT_KEY 'output_data_format'
OUTPUT_EXAMPLES_KEY 'output_examples'
OUTPUT_EXAMPLE_SPEC_KEY 'output_example_spec'
PREPROCESSING_FN_KEY 'preprocessing_fn'
PUSHED_MODEL_KEY 'pushed_model'
PUSH_DESTINATION_KEY 'push_destination'
RANGE_CONFIG_KEY 'range_config'
REQUEST_SPEC_KEY 'request_spec'
RUN_FN_KEY 'run_fn'
SCHEMA_KEY 'schema'
SERVING_SPEC_KEY 'serving_spec'
SPLITS_CONFIG_KEY 'splits_config'
STATISTICS_KEY 'statistics'
STATS_OPTIONS_JSON_KEY 'stats_options_json'
TRAINER_FN_KEY 'trainer_fn'
TRAIN_ARGS_KEY 'train_args'
TRANSFORMED_EXAMPLES_KEY 'transformed_examples'
TRANSFORM_GRAPH_KEY 'transform_graph'
TUNER_FN_KEY 'tuner_fn'
TUNE_ARGS_KEY 'tune_args'
UPDATED_ANALYZER_CACHE_KEY 'updated_analyzer_cache'
VALIDATION_SPEC_KEY 'validation_spec'