Public API for tf._api.v2.train namespace
Modules
experimental
module: Public API for tf._api.v2.train.experimental namespace
Classes
class BytesList
: Used in tf.train.Example
protos. Holds a list of byte-strings.
class Checkpoint
: Manages saving/restoring trackable values to disk.
class CheckpointManager
: Manages multiple checkpoints by keeping some and deleting unneeded ones.
class CheckpointOptions
: Options for constructing a Checkpoint.
class CheckpointView
: Gathers and serializes a checkpoint view.
class ClusterDef
: A ProtocolMessage
class ClusterSpec
: Represents a cluster as a set of "tasks", organized into "jobs".
class Coordinator
: A coordinator for threads.
class Example
: An Example
is a standard proto storing data for training and inference.
class ExponentialMovingAverage
: Maintains moving averages of variables by employing an exponential decay.
class Feature
: Used in tf.train.Example
protos. Contains a list of values.
class FeatureList
: Mainly used as part of a tf.train.SequenceExample
.
class FeatureLists
: Mainly used as part of a tf.train.SequenceExample
.
class Features
: Used in tf.train.Example
protos. Contains the mapping from keys to Feature
.
class FloatList
: Used in tf.train.Example
protos. Holds a list of floats.
class Int64List
: Used in tf.train.Example
protos. Holds a list of Int64s.
class JobDef
: A ProtocolMessage
class SequenceExample
: A SequenceExample
represents a sequence of features and some context.
class ServerDef
: A ProtocolMessage
class TrackableView
: Gathers and serializes a trackable view.
Functions
checkpoints_iterator(...)
: Continuously yield new checkpoint files as they appear.
get_checkpoint_state(...)
: Returns CheckpointState proto from the "checkpoint" file.
latest_checkpoint(...)
: Finds the filename of latest saved checkpoint file.
list_variables(...)
: Lists the checkpoint keys and shapes of variables in a checkpoint.
load_checkpoint(...)
: Returns CheckpointReader
for checkpoint found in ckpt_dir_or_file
.
load_variable(...)
: Returns the tensor value of the given variable in the checkpoint.