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Get a partitioner for VariableScope to keep shards below max_shard_bytes
.
tf.compat.v1.variable_axis_size_partitioner(
max_shard_bytes, axis=0, bytes_per_string_element=16, max_shards=None
)
This partitioner will shard a Variable along one axis, attempting to keep
the maximum shard size below max_shard_bytes
. In practice, this is not
always possible when sharding along only one axis. When this happens,
this axis is sharded as much as possible (i.e., every dimension becomes
a separate shard).
If the partitioner hits the max_shards
limit, then each shard may end up
larger than max_shard_bytes
. By default max_shards
equals None
and no
limit on the number of shards is enforced.
One reasonable value for max_shard_bytes
is (64 << 20) - 1
, or almost
64MB
, to keep below the protobuf byte limit.
max_shard_bytes
: The maximum size any given shard is allowed to be.axis
: The axis to partition along. Default: outermost axis.bytes_per_string_element
: If the Variable
is of type string, this provides
an estimate of how large each scalar in the Variable
is.max_shards
: The maximum number of shards in int created taking precedence
over max_shard_bytes
.A partition function usable as the partitioner
argument to
variable_scope
and get_variable
.
ValueError
: If any of the byte counts are non-positive.