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Class name_scope

tensorflow/python/framework/ops.py:6341–6451  ·  view source on GitHub ↗

A context manager for use when defining a Python op. This context manager validates that the given `values` are from the same graph, makes that graph the default graph, and pushes a name scope in that graph (see `tf.Graph.name_scope` for more details on that). For example, to define a

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6339# some object creation overhead.
6340@tf_export(v1=["name_scope"])
6341class name_scope(object): # pylint: disable=invalid-name
6342 """A context manager for use when defining a Python op.
6343
6344 This context manager validates that the given `values` are from the
6345 same graph, makes that graph the default graph, and pushes a
6346 name scope in that graph (see
6347 `tf.Graph.name_scope`
6348 for more details on that).
6349
6350 For example, to define a new Python op called `my_op`:
6351
6352 ```python
6353 def my_op(a, b, c, name=None):
6354 with tf.name_scope(name, "MyOp", [a, b, c]) as scope:
6355 a = tf.convert_to_tensor(a, name="a")
6356 b = tf.convert_to_tensor(b, name="b")
6357 c = tf.convert_to_tensor(c, name="c")
6358 # Define some computation that uses `a`, `b`, and `c`.
6359 return foo_op(..., name=scope)
6360 ```
6361 """
6362
6363 @property
6364 def name(self):
6365 return self._name
6366
6367 def __init__(self, name, default_name=None, values=None):
6368 """Initialize the context manager.
6369
6370 Args:
6371 name: The name argument that is passed to the op function.
6372 default_name: The default name to use if the `name` argument is `None`.
6373 values: The list of `Tensor` arguments that are passed to the op function.
6374
6375 Raises:
6376 TypeError: if `default_name` is passed in but not a string.
6377 """
6378 if not (default_name is None or isinstance(default_name, six.string_types)):
6379 raise TypeError(
6380 "`default_name` type (%s) is not a string type. You likely meant to "
6381 "pass this into the `values` kwarg." % type(default_name))
6382 self._name = default_name if name is None else name
6383 self._default_name = default_name
6384 self._values = values
6385 self._ctx = context.context()
6386 self._in_eager_mode = self._ctx.executing_eagerly()
6387 self._has_symbolic_input_in_eager = False
6388 if self._values and self._in_eager_mode:
6389 # The presence of a graph tensor in `self._values` overrides the context.
6390 for value in self._values:
6391 if hasattr(value, "graph"):
6392 self._has_symbolic_input_in_eager = True
6393 self._name_scope = value.graph.name_scope(self._name)
6394
6395 def __enter__(self):
6396 """Start the scope block.
6397
6398 Returns:

Callers 11

_l1_lossMethod · 0.90
_l2_lossMethod · 0.90
_linear_predictionsMethod · 0.90
predictionsMethod · 0.90
minimizeMethod · 0.90
unregularized_lossMethod · 0.90
regularized_lossMethod · 0.90
__init__Method · 0.90
init_scopeFunction · 0.70
op_scopeFunction · 0.70

Calls

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