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Freeze an active TensorFlow session
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def freeze_session(session, keep_var_names=None, output_names=None, clear_devices=True): | |
""" | |
Freezes the state of a session into a prunned computation graph. | |
Creates a new computation graph where variable nodes are replaced by | |
constants taking their current value in the session. The new graph will be | |
prunned so subgraphs that are not neccesary to compute the requested | |
outputs are removed. | |
@param session The TensorFlow session to be frozen. | |
@param keep_var_names A list of variable names that should not be frozen, | |
or None to freeze all the variables in the graph. | |
@param output_names Names of the relevant graph outputs. | |
@param clear_devices Remove the device directives from the graph for better portability. | |
@return The frozen graph definition. | |
""" | |
from tensorflow.python.framework.graph_util import convert_variables_to_constants | |
graph = session.graph | |
with graph.as_default(): | |
freeze_var_names = list(set(v.op.name for v in tf.global_variables()).difference(keep_var_names or [])) | |
output_names = output_names or [] | |
output_names += [v.op.name for v in tf.global_variables()] | |
input_graph_def = graph.as_graph_def() | |
if clear_devices: | |
for node in input_graph_def.node: | |
node.device = "" | |
frozen_graph = convert_variables_to_constants(session, input_graph_def, | |
output_names, freeze_var_names) | |
return frozen_graph |
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what is the name of the input variable and output variable for given frozen_graph?