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Method __init__

tensorflow/python/framework/func_graph.py:171–256  ·  view source on GitHub ↗

Construct a new FuncGraph. The graph will inherit its graph key, collections, seed, and distribution strategy stack from the current context or graph. Args: name: the name of the function. collections: a dictionary of collections this FuncGraph should start with. If

(self, name, collections=None, capture_by_value=None)

Source from the content-addressed store, hash-verified

169 """
170
171 def __init__(self, name, collections=None, capture_by_value=None):
172 """Construct a new FuncGraph.
173
174 The graph will inherit its graph key, collections, seed, and distribution
175 strategy stack from the current context or graph.
176
177 Args:
178 name: the name of the function.
179 collections: a dictionary of collections this FuncGraph should start
180 with. If not specified (None), the FuncGraph will read (but not write
181 to) the outer graph's collections that are not whitelisted, and both
182 read and write to the outer graph's collections that are whitelisted.
183 The current whitelisted collections are the global variables, the
184 local variables, and the trainable variables.
185 Defaults to None.
186 capture_by_value: An optional boolean. If True, the func graph will
187 capture Variables by value instead of reference. By default inherit
188 from outer graphs, and failing that will default to False.
189 """
190 super(FuncGraph, self).__init__()
191
192 self.name = name
193 self.inputs = []
194 self.outputs = []
195 self.control_outputs = []
196 self.control_captures = set()
197 self.structured_input_signature = None
198 self.structured_outputs = None
199 self._weak_variables = []
200 self._watched_variables = object_identity.ObjectIdentityWeakSet()
201 self.outer_graph = ops.get_default_graph()
202 self._captures = py_collections.OrderedDict()
203 # If not None, records the names of output args of this function. Used to
204 # preserve the output names in the signature of a serialized+deserialized
205 # function. Private at the moment mostly because it's often out of date.
206 self._output_names = None
207 # Maps arbitrary key -> (closure, nest of placeholders), where at function
208 # call time the value of closure() will be used to feed the nest of
209 # placeholders.
210 self._deferred_captures = py_collections.OrderedDict()
211 # Inherit capture-by-value from outer graph.
212 if capture_by_value is not None:
213 self.capture_by_value = capture_by_value
214 elif self.outer_graph is not None and isinstance(
215 self.outer_graph, FuncGraph):
216 self.capture_by_value = self.outer_graph.capture_by_value
217 else:
218 self.capture_by_value = False
219
220 self._building_function = True
221 # Map from resource tensor name to last op (in program order) which uses
222 # this tensor. Used to enforce that execution order matches program order
223 # for resource tensors.
224 self._last_op_using_resource_tensor = {}
225
226 graph = self.outer_graph
227
228 if context.executing_eagerly():

Callers

nothing calls this directly

Calls 5

executing_eagerlyMethod · 0.80
get_collection_refMethod · 0.80
copyMethod · 0.45
get_collectionMethod · 0.45

Tested by

no test coverage detected