Module: tf.saved_model

Public API for tf.saved_model namespace.

Modules

builder module: SavedModel builder.

constants module: Constants for SavedModel save and restore operations.

experimental module: Public API for tf.saved_model.experimental namespace.

loader module: Loader functionality for SavedModel with hermetic, language-neutral exports.

main_op module: SavedModel main op.

signature_constants module: Signature constants for SavedModel save and restore operations.

signature_def_utils module: SignatureDef utility functions.

tag_constants module: Common tags used for graphs in SavedModel.

utils module: SavedModel utility functions.

Classes

class Builder: Builds the SavedModel protocol buffer and saves variables and assets.

Functions

build_signature_def(...): Utility function to build a SignatureDef protocol buffer.

build_tensor_info(...): Utility function to build TensorInfo proto from a Tensor. (deprecated)

classification_signature_def(...): Creates classification signature from given examples and predictions.

contains_saved_model(...): Checks whether the provided export directory could contain a SavedModel.

get_tensor_from_tensor_info(...): Returns the Tensor or SparseTensor described by a TensorInfo proto. (deprecated)

is_valid_signature(...): Determine whether a SignatureDef can be served by TensorFlow Serving.

load(...): Loads the model from a SavedModel as specified by tags. (deprecated)

main_op_with_restore(...): Returns a main op to init variables, tables and restore the graph. (deprecated)

maybe_saved_model_directory(...): Checks whether the provided export directory could contain a SavedModel.

predict_signature_def(...): Creates prediction signature from given inputs and outputs.

regression_signature_def(...): Creates regression signature from given examples and predictions.

simple_save(...): Convenience function to build a SavedModel suitable for serving. (deprecated)

Other Members

ASSETS_DIRECTORY

ASSETS_KEY

CLASSIFY_INPUTS

CLASSIFY_METHOD_NAME

CLASSIFY_OUTPUT_CLASSES

CLASSIFY_OUTPUT_SCORES

DEFAULT_SERVING_SIGNATURE_DEF_KEY

GPU

LEGACY_INIT_OP_KEY

MAIN_OP_KEY

PREDICT_INPUTS

PREDICT_METHOD_NAME

PREDICT_OUTPUTS

REGRESS_INPUTS

REGRESS_METHOD_NAME

REGRESS_OUTPUTS

SAVED_MODEL_FILENAME_PB

SAVED_MODEL_FILENAME_PBTXT

SAVED_MODEL_SCHEMA_VERSION

SERVING

TPU

TRAINING

VARIABLES_DIRECTORY

VARIABLES_FILENAME