Describes a set of TPU devices.
tf.tpu.experimental.Topology(
serialized=None, mesh_shape=None, device_coordinates=None
)
Represents both the shape of the physical mesh, and the mapping between
TensorFlow TPU devices to physical mesh coordinates.
Args |
serialized
|
A serialized TopologyProto , or None . If not None , the
serialized proto is parsed to discover the topology.
|
mesh_shape
|
A sequence of 4 positive integers, or None . If not None ,
the shape of the TPU topology, in number of cores. Ignored if
serialized is not None .
|
device_coordinates
|
A rank 4 numpy array that describes the mapping from
TensorFlow TPU devices to TPU fabric coordinates, or None . Ignored
if serialized is not None`.
|
Raises |
ValueError
|
If serialized does not describe a well-formed topology.
|
ValueError
|
If serialized is None and mesh_shape is not a sequence
of 4 positive integers.
|
ValueError
|
If serialized is None and device_coordinates is not a
rank 4 numpy int32 array that describes a valid coordinate mapping.
|
Attributes |
device_coordinates
|
Describes the mapping from TPU devices to topology coordinates.
|
mesh_rank
|
Returns the number of dimensions in the mesh.
|
mesh_shape
|
A rank 1 int32 array describing the shape of the TPU topology.
|
missing_devices
|
Array of indices of missing devices.
|
num_tasks
|
Returns the number of TensorFlow tasks in the TPU slice.
|
num_tpus_per_task
|
Returns the number of TPU devices per task in the TPU slice.
|
Methods
cpu_device_name_at_coordinates
View source
cpu_device_name_at_coordinates(
device_coordinates, job=None
)
Returns the CPU device attached to a logical core.
serialized
View source
serialized()
Returns the serialized form of the topology.
task_ordinal_at_coordinates
View source
task_ordinal_at_coordinates(
device_coordinates
)
Returns the TensorFlow task number attached to device_coordinates
.
Args |
device_coordinates
|
An integer sequence describing a device's physical
coordinates in the TPU fabric.
|
Returns |
Returns the TensorFlow task number that contains the TPU device with those
physical coordinates.
|
tpu_device_name_at_coordinates
View source
tpu_device_name_at_coordinates(
device_coordinates, job=None
)
Returns the name of the TPU device assigned to a logical core.
tpu_device_ordinal_at_coordinates
View source
tpu_device_ordinal_at_coordinates(
device_coordinates
)
Returns the TensorFlow device number at device_coordinates
.
Args |
device_coordinates
|
An integer sequence describing a device's physical
coordinates in the TPU fabric.
|
Returns |
Returns the TensorFlow device number within the task corresponding to
attached to the device with those physical coordinates.
|