TFMA Constants

tensorflow_model_analysis.constants

Constants used in TensorFlow Model Analysis.

Attributes

ANALYSIS_KEY module-attribute

ANALYSIS_KEY = 'analysis'

ARROW_INPUT_COLUMN module-attribute

ARROW_INPUT_COLUMN = '__raw_record__'

ARROW_RECORD_BATCH_KEY module-attribute

ARROW_RECORD_BATCH_KEY = 'arrow_record_batch'

ATTRIBUTIONS_KEY module-attribute

ATTRIBUTIONS_KEY = 'attributions'

BASELINE_KEY module-attribute

BASELINE_KEY = 'baseline'

BASELINE_SCORE_KEY module-attribute

BASELINE_SCORE_KEY = 'baseline_score'

CANDIDATE_KEY module-attribute

CANDIDATE_KEY = 'candidate'

DATA_CENTRIC_MODE module-attribute

DATA_CENTRIC_MODE = 'data_centric_mode'

ERROR_METRIC_NAME module-attribute

ERROR_METRIC_NAME = '__ERROR__'

EXAMPLE_SCORE_KEY module-attribute

EXAMPLE_SCORE_KEY = 'example_score'

EXAMPLE_WEIGHTS_KEY module-attribute

EXAMPLE_WEIGHTS_KEY = 'example_weights'

FEATURES_KEY module-attribute

FEATURES_KEY = 'features'

FEATURES_PREDICTIONS_LABELS_KEY module-attribute

FEATURES_PREDICTIONS_LABELS_KEY = '_fpl'

INPUT_KEY module-attribute

INPUT_KEY = 'input'

LABELS_KEY module-attribute

LABELS_KEY = 'labels'

MATERIALIZED_PREDICTION module-attribute

MATERIALIZED_PREDICTION = 'materialized_prediction'

MATERIALIZE_COLUMNS module-attribute

MATERIALIZE_COLUMNS = 'materialize'

METRICS_KEY module-attribute

METRICS_KEY = 'metrics'

METRICS_NAMESPACE module-attribute

METRICS_NAMESPACE = MakeTfxNamespace(['ModelAnalysis'])

MODEL_AGNOSTIC module-attribute

MODEL_AGNOSTIC = 'model_agnostic'

MODEL_CENTRIC_MODE module-attribute

MODEL_CENTRIC_MODE = 'model_centric_mode'

PLACEHOLDER module-attribute

PLACEHOLDER = 'placeholder'

PLOTS_KEY module-attribute

PLOTS_KEY = 'plots'

PREDICTIONS_KEY module-attribute

PREDICTIONS_KEY = 'predictions'

PREDICTION_LOG_KEY module-attribute

PREDICTION_LOG_KEY = 'prediction_log'

SLICE_KEYS_KEY module-attribute

SLICE_KEYS_KEY = 'slice_keys'

SLICE_KEY_TYPES_KEY module-attribute

SLICE_KEY_TYPES_KEY = '_slice_key_types'

SPARSE_PLACEHOLDER module-attribute

SPARSE_PLACEHOLDER = 'sparse_placeholder'

SPLIT_KEY module-attribute

SPLIT_KEY = 'split'

TFMA_EVAL module-attribute

TFMA_EVAL = 'tfma_eval'

TF_ESTIMATOR module-attribute

TF_ESTIMATOR = 'tf_estimator'

TF_GENERIC module-attribute

TF_GENERIC = 'tf_generic'

TF_JS module-attribute

TF_JS = 'tf_js'

TF_KERAS module-attribute

TF_KERAS = 'tf_keras'

TF_LITE module-attribute

TF_LITE = 'tf_lite'

TRANSFORMED_FEATURES_KEY module-attribute

TRANSFORMED_FEATURES_KEY = 'transformed_features'

UNKNOWN_EVAL_MODE module-attribute

UNKNOWN_EVAL_MODE = 'unknown_eval_mode'

VALIDATIONS_KEY module-attribute

VALIDATIONS_KEY = 'validations'

VALID_TF_MODEL_TYPES module-attribute

VALID_TF_MODEL_TYPES = (
    TFMA_EVAL,
    TF_GENERIC,
    TF_ESTIMATOR,
    TF_KERAS,
    TF_LITE,
    TF_JS,
    MATERIALIZED_PREDICTION,
)