tf.PaddingFIFOQueue.__init__(capacity, dtypes, shapes, names=None, shared_name=None, name='padding_fifo_queue')
Creates a queue that dequeues elements in a first-in first-out order.
A PaddingFIFOQueue
has bounded capacity; supports multiple concurrent producers and consumers; and provides exactly-once delivery.
A PaddingFIFOQueue
holds a list of up to capacity
elements. Each element is a fixed-length tuple of tensors whose dtypes are described by dtypes
, and whose shapes are described by the shapes
argument.
The shapes
argument must be specified; each component of a queue element must have the respective shape. Shapes of fixed rank but variable size are allowed by setting any shape dimension to None. In this case, the inputs' shape may vary along the given dimension, and dequeue_many
will pad the given dimension with zeros up to the maximum shape of all elements in the given batch.
Args:
-
capacity
: An integer. The upper bound on the number of elements that may be stored in this queue. -
dtypes
: A list ofDType
objects. The length ofdtypes
must equal the number of tensors in each queue element. -
shapes
: A list ofTensorShape
objects, with the same length asdtypes
. Any dimension in theTensorShape
containing valueNone
is dynamic and allows values to be enqueued with variable size in that dimension. -
names
: (Optional.) A list of string naming the components in the queue with the same length asdtypes
, orNone
. If specified the dequeue methods return a dictionary with the names as keys. -
shared_name
: (Optional.) If non-empty, this queue will be shared under the given name across multiple sessions. -
name
: Optional name for the queue operation.
Raises:
-
ValueError
: If shapes is not a list of shapes, or the lengths of dtypes and shapes do not match, or if names is specified and the lengths of dtypes and names do not match.
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