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Method __init__

tensorlayer/models/core.py:140–250  ·  view source on GitHub ↗

Initializing the Model. Parameters ---------- inputs : Tensor or list of tensors Input tensor(s), which must come from tl.layers.Input() outputs : Tensor or list of tensors Output tensor(s), which must be the output(s) of some TL laye

(self, inputs=None, outputs=None, name=None)

Source from the content-addressed store, hash-verified

138 return self._outputs
139
140 def __init__(self, inputs=None, outputs=None, name=None):
141 """
142 Initializing the Model.
143
144 Parameters
145 ----------
146 inputs : Tensor or list of tensors
147 Input tensor(s), which must come from tl.layers.Input()
148 outputs : Tensor or list of tensors
149 Output tensor(s), which must be the output(s) of some TL layers
150 name : str or None
151 Name for this network
152 """
153 # Auto naming if the name is not given
154 self._NameNone = False
155 global _global_model_name_dict
156 global _global_model_name_set
157 if name is None:
158 self._NameNone = True
159 prefix = self.__class__.__name__.lower()
160 if _global_model_name_dict.get(prefix) is not None:
161 _global_model_name_dict[prefix] += 1
162 name = prefix + '_' + str(_global_model_name_dict[prefix])
163 else:
164 _global_model_name_dict[prefix] = 0
165 name = prefix
166 while name in _global_model_name_set:
167 _global_model_name_dict[prefix] += 1
168 name = prefix + '_' + str(_global_model_name_dict[prefix])
169 _global_model_name_set.add(name)
170 else:
171 if name in _global_model_name_set:
172 raise ValueError(
173 'Model name \'%s\' has already been used by another model. Please change the model name.' % name
174 )
175 _global_model_name_set.add(name)
176 _global_model_name_dict[name] = 0
177
178 # Model properties
179 self.name = name
180
181 # Model state: train or test
182 self.is_train = None
183
184 # Model weights
185 self._all_weights = None
186 self._trainable_weights = None
187 self._nontrainable_weights = None
188
189 # Model args of all layers, ordered by all_layers
190 self._config = None
191
192 # Model inputs and outputs
193 # TODO: note that in dynamic network, inputs and outputs are both None, may cause problem, test needed
194 self._inputs = inputs
195 self._outputs = outputs
196
197 # Model converted into a Layer

Callers

nothing calls this directly

Calls 5

_construct_graphMethod · 0.95
_fix_nodes_for_layersMethod · 0.95
_check_tl_layer_tensorsFunction · 0.85
getMethod · 0.80
addMethod · 0.45

Tested by

no test coverage detected