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gogasca/freeze.py

Created September 19, 2018 23:59
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freeze.py
"""Freeze graph.
https://stackoverflow.com/questions/45864363/tensorflow-how-to-convert-meta-data-and-index-model-files-into-one-graph-pb
"""
import tensorflow as tf
import pickle
from model import Model
from utils import build_dict
with open('args.pickle', 'rb') as f:
args = pickle.load(f)
output_node_names = ['batch_size', 'Placeholder', 'Placeholder_1',
'Placeholder_2', 'Placeholder_3', 'Placeholder_4',
'Variable/initial_value', 'Variable', 'Variable/Assign',
'Variable/read', 'embedding/random_uniform/shape',
'embedding/random_uniform/min',
'embedding/random_uniform/max',
'embedding/random_uniform/RandomUniform',
'embedding/random_uniform/sub',
'embedding/random_uniform/mul', 'embedding/random_uniform',
'embeddings', 'embeddings/Assign', 'embeddings/read',
'embedding/embedding_lookup/axis',
'embedding/embedding_lookup', 'embedding/transpose/perm',
'embedding/transpose', 'embedding/embedding_lookup_1/axis',
'embedding/embedding_lookup_1',
'embedding/transpose_1/perm', 'embedding/transpose_1',
'encoder/DropoutWrapperInit/Const',
'encoder/DropoutWrapperInit/Const_1',
'encoder/DropoutWrapperInit/Const_2',
'encoder/DropoutWrapperInit_1/Const',
'encoder/DropoutWrapperInit_1/Const_1',
'encoder/DropoutWrapperInit_1/Const_2',
'encoder/DropoutWrapperInit_2/Const',
'encoder/DropoutWrapperInit_2/Const_1',
'encoder/DropoutWrapperInit_2/Const_2',
'encoder/DropoutWrapperInit_3/Const',
'encoder/DropoutWrapperInit_3/Const_1',
'encoder/DropoutWrapperInit_3/Const_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/sequence_length',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Shape',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice/stack',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice/stack_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice/stack_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims/dim',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/Const',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/concat/axis',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/concat',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/zeros/Const',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/zeros',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_1/dim',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/Const_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_2/dim',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/Const_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/concat_1/axis',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/concat_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/zeros_1/Const',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/zeros_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_3/dim',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/Const_3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Shape_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/stack',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Equal',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Const',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/All',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Assert/Const',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Assert/Const_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Assert/Assert/data_0',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Assert/Assert/data_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Assert/Assert',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/CheckSeqLen',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Shape_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice_1/stack',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice_1/stack_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice_1/stack_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Shape_3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice_2/stack',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice_2/stack_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice_2/stack_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/strided_slice_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/ExpandDims/dim',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/ExpandDims',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Const_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/concat/axis',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/concat',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/zeros/Const',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/zeros',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Const_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Min',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Const_3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Max',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/time',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArray',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArray_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayUnstack/Shape',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayUnstack'
'/strided_slice/stack',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayUnstack'
'/strided_slice/stack_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayUnstack'
'/strided_slice/stack_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayUnstack'
'/strided_slice',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayUnstack/range/start',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayUnstack/range/delta',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayUnstack/range',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayUnstack'
'/TensorArrayScatter/TensorArrayScatterV3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Maximum/x',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Maximum',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Minimum',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/iteration_counter',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Enter',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Enter_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Enter_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Enter_3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Enter_4',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Merge',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Merge_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Merge_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Merge_3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Merge_4',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Less',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Less/Enter',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Less_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Less_1/Enter',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/LogicalAnd',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/LoopCond',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Switch',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Switch_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Switch_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Switch_3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Switch_4',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Identity',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Identity_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Identity_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Identity_3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Identity_4',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/add/y',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/add',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/TensorArrayReadV3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/TensorArrayReadV3/Enter',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/TensorArrayReadV3/Enter_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/GreaterEqual',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/GreaterEqual/Enter',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/kernel/Initializer/random_uniform/shape',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/kernel/Initializer/random_uniform/min',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/kernel/Initializer/random_uniform/max',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/kernel/Initializer/random_uniform'
'/RandomUniform',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/kernel/Initializer/random_uniform/sub',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/kernel/Initializer/random_uniform/mul',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/kernel/Initializer/random_uniform',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/kernel',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/kernel/Assign',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/kernel/read',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/bias/Initializer/zeros',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/bias',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/bias/Assign',
'stack_bidirectional_rnn/cell_0/bidirectional_rnn/fw'
'/basic_lstm_cell/bias/read',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Const',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/concat'
'/axis',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/concat',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/MatMul',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/MatMul'
'/Enter',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/BiasAdd',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/BiasAdd'
'/Enter',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Const_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/split',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Const_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Add',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Sigmoid',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Mul',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Sigmoid_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Tanh',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Mul_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Add_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Tanh_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Sigmoid_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/basic_lstm_cell/Mul_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Select',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Select/Enter',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Select_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Select_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/TensorArrayWrite'
'/TensorArrayWriteV3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/TensorArrayWrite'
'/TensorArrayWriteV3/Enter',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/add_1/y',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/add_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/NextIteration',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/NextIteration_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/NextIteration_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/NextIteration_3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/NextIteration_4',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Exit',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Exit_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Exit_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Exit_3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/while/Exit_4',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayStack'
'/TensorArraySizeV3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayStack/range/start',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayStack/range/delta',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayStack/range',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/TensorArrayStack'
'/TensorArrayGatherV3',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/fw/fw/Const_4',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/ReverseSequence',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/sequence_length',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/Shape',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/strided_slice/stack',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/strided_slice/stack_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/strided_slice/stack_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/strided_slice',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims/dim',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/Const',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/concat/axis',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/concat',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/zeros/Const',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/zeros',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_1/dim',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/Const_1',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_2/dim',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_2',
'encoder/stack_bidirectional_rnn/cell_0'
'/bidirectional_rnn/bw/bw/DropoutWrapperZeroState'
'/BasicLSTMCellZeroState/Const_2',
'encoder/stack_bidirectional_rnn/cell_0'
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'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/TensorArrayReadV3',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/TensorArrayReadV3/Enter',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/TensorArrayReadV3/Enter_1',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/GreaterEqual',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/GreaterEqual/Enter',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/kernel/Initializer/random_uniform/shape',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/kernel/Initializer/random_uniform/min',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/kernel/Initializer/random_uniform/max',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/kernel/Initializer/random_uniform'
'/RandomUniform',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/kernel/Initializer/random_uniform/sub',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/kernel/Initializer/random_uniform/mul',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/kernel/Initializer/random_uniform',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/kernel',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/kernel/Assign',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/kernel/read',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/bias/Initializer/zeros',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/bias',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/bias/Assign',
'stack_bidirectional_rnn/cell_1/bidirectional_rnn/bw'
'/basic_lstm_cell/bias/read',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Const',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/concat'
'/axis',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/concat',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/MatMul',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/MatMul'
'/Enter',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/BiasAdd',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/BiasAdd'
'/Enter',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Const_1',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/split',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Const_2',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Add',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Sigmoid',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Mul',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Sigmoid_1',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Tanh',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Mul_1',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Add_1',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Tanh_1',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Sigmoid_2',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/basic_lstm_cell/Mul_2',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/Select',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/Select/Enter',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/Select_1',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/Select_2',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/TensorArrayWrite'
'/TensorArrayWriteV3',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/TensorArrayWrite'
'/TensorArrayWriteV3/Enter',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/add_1/y',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/add_1',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/while/NextIteration',
'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/TensorArrayStack'
'/TensorArraySizeV3',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/TensorArrayStack/range/start',
'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
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'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/TensorArrayStack'
'/TensorArrayGatherV3',
'encoder/stack_bidirectional_rnn/cell_1'
'/bidirectional_rnn/bw/bw/Const_4',
'encoder/stack_bidirectional_rnn/cell_1/ReverseSequence',
'encoder/stack_bidirectional_rnn/cell_1/concat/axis',
'encoder/stack_bidirectional_rnn/cell_1/concat',
'encoder/concat/concat_dim', 'encoder/concat',
'encoder/concat_1/axis', 'encoder/concat_1',
'encoder/concat_2/axis', 'encoder/concat_2',
'decoder/decoder/transpose/perm',
'decoder/decoder/transpose',
'decoder/decoder/tile_batch/Shape',
'decoder/decoder/tile_batch/ExpandDims/dim',
'decoder/decoder/tile_batch/ExpandDims',
'decoder/decoder/tile_batch/Tile/multiples',
'decoder/decoder/tile_batch/Tile',
'decoder/decoder/tile_batch/strided_slice/stack',
'decoder/decoder/tile_batch/strided_slice/stack_1',
'decoder/decoder/tile_batch/strided_slice/stack_2',
'decoder/decoder/tile_batch/strided_slice',
'decoder/decoder/tile_batch/mul/y',
'decoder/decoder/tile_batch/mul',
'decoder/decoder/tile_batch/strided_slice_1/stack',
'decoder/decoder/tile_batch/strided_slice_1/stack_1',
'decoder/decoder/tile_batch/strided_slice_1/stack_2',
'decoder/decoder/tile_batch/strided_slice_1',
'decoder/decoder/tile_batch/concat/values_0',
'decoder/decoder/tile_batch/concat/axis',
'decoder/decoder/tile_batch/concat',
'decoder/decoder/tile_batch/Reshape',
'decoder/decoder/tile_batch_1/Shape',
'decoder/decoder/tile_batch_1/ExpandDims/dim',
'decoder/decoder/tile_batch_1/ExpandDims',
'decoder/decoder/tile_batch_1/Tile/multiples',
'decoder/decoder/tile_batch_1/Tile',
'decoder/decoder/tile_batch_1/strided_slice/stack',
'decoder/decoder/tile_batch_1/strided_slice/stack_1',
'decoder/decoder/tile_batch_1/strided_slice/stack_2',
'decoder/decoder/tile_batch_1/strided_slice',
'decoder/decoder/tile_batch_1/mul/y',
'decoder/decoder/tile_batch_1/mul',
'decoder/decoder/tile_batch_1/strided_slice_1/stack',
'decoder/decoder/tile_batch_1/strided_slice_1/stack_1',
'decoder/decoder/tile_batch_1/strided_slice_1/stack_2',
'decoder/decoder/tile_batch_1/strided_slice_1',
'decoder/decoder/tile_batch_1/concat/values_0',
'decoder/decoder/tile_batch_1/concat/axis',
'decoder/decoder/tile_batch_1/concat',
'decoder/decoder/tile_batch_1/Reshape',
'decoder/decoder/tile_batch_1/Shape_1',
'decoder/decoder/tile_batch_1/ExpandDims_1/dim',
'decoder/decoder/tile_batch_1/ExpandDims_1',
'decoder/decoder/tile_batch_1/Tile_1/multiples',
'decoder/decoder/tile_batch_1/Tile_1',
'decoder/decoder/tile_batch_1/strided_slice_2/stack',
'decoder/decoder/tile_batch_1/strided_slice_2/stack_1',
'decoder/decoder/tile_batch_1/strided_slice_2/stack_2',
'decoder/decoder/tile_batch_1/strided_slice_2',
'decoder/decoder/tile_batch_1/mul_1/y',
'decoder/decoder/tile_batch_1/mul_1',
'decoder/decoder/tile_batch_1/strided_slice_3/stack',
'decoder/decoder/tile_batch_1/strided_slice_3/stack_1',
'decoder/decoder/tile_batch_1/strided_slice_3/stack_2',
'decoder/decoder/tile_batch_1/strided_slice_3',
'decoder/decoder/tile_batch_1/concat_1/values_0',
'decoder/decoder/tile_batch_1/concat_1/axis',
'decoder/decoder/tile_batch_1/concat_1',
'decoder/decoder/tile_batch_1/Reshape_1',
'decoder/decoder/tile_batch_2/Shape',
'decoder/decoder/tile_batch_2/ExpandDims/dim',
'decoder/decoder/tile_batch_2/ExpandDims',
'decoder/decoder/tile_batch_2/Tile/multiples',
'decoder/decoder/tile_batch_2/Tile',
'decoder/decoder/tile_batch_2/strided_slice/stack',
'decoder/decoder/tile_batch_2/strided_slice/stack_1',
'decoder/decoder/tile_batch_2/strided_slice/stack_2',
'decoder/decoder/tile_batch_2/strided_slice',
'decoder/decoder/tile_batch_2/mul/y',
'decoder/decoder/tile_batch_2/mul',
'decoder/decoder/tile_batch_2/strided_slice_1/stack',
'decoder/decoder/tile_batch_2/strided_slice_1/stack_1',
'decoder/decoder/tile_batch_2/strided_slice_1/stack_2',
'decoder/decoder/tile_batch_2/strided_slice_1',
'decoder/decoder/tile_batch_2/concat/values_0',
'decoder/decoder/tile_batch_2/concat/axis',
'decoder/decoder/tile_batch_2/concat',
'decoder/decoder/tile_batch_2/Reshape',
'decoder/decoder/BahdanauAttention/Shape',
'decoder/decoder/BahdanauAttention/strided_slice/stack',
'decoder/decoder/BahdanauAttention/strided_slice/stack_1',
'decoder/decoder/BahdanauAttention/strided_slice/stack_2',
'decoder/decoder/BahdanauAttention/strided_slice',
'decoder/decoder/BahdanauAttention/SequenceMask/Const',
'decoder/decoder/BahdanauAttention/SequenceMask/Const_1',
'decoder/decoder/BahdanauAttention/SequenceMask/Range',
'decoder/decoder/BahdanauAttention/SequenceMask'
'/ExpandDims/dim',
'decoder/decoder/BahdanauAttention/SequenceMask'
'/ExpandDims',
'decoder/decoder/BahdanauAttention/SequenceMask/Cast',
'decoder/decoder/BahdanauAttention/SequenceMask/Less',
'decoder/decoder/BahdanauAttention/SequenceMask/Cast_1',
'decoder/decoder/BahdanauAttention/Shape_1',
'decoder/decoder/BahdanauAttention/strided_slice_1/stack',
'decoder/decoder/BahdanauAttention/strided_slice_1'
'/stack_1',
'decoder/decoder/BahdanauAttention/strided_slice_1'
'/stack_2',
'decoder/decoder/BahdanauAttention/strided_slice_1',
'decoder/decoder/BahdanauAttention/ones/shape_as_tensor',
'decoder/decoder/BahdanauAttention/ones/Const',
'decoder/decoder/BahdanauAttention/ones',
'decoder/decoder/BahdanauAttention/Shape_2',
'decoder/decoder/BahdanauAttention/strided_slice_2/stack',
'decoder/decoder/BahdanauAttention/strided_slice_2'
'/stack_1',
'decoder/decoder/BahdanauAttention/strided_slice_2'
'/stack_2',
'decoder/decoder/BahdanauAttention/strided_slice_2',
'decoder/decoder/BahdanauAttention/assert_equal/Equal',
'decoder/decoder/BahdanauAttention/assert_equal/Const',
'decoder/decoder/BahdanauAttention/assert_equal/All',
'decoder/decoder/BahdanauAttention/assert_equal/Assert'
'/Const',
'decoder/decoder/BahdanauAttention/assert_equal/Assert'
'/Const_1',
'decoder/decoder/BahdanauAttention/assert_equal/Assert'
'/Const_2',
'decoder/decoder/BahdanauAttention/assert_equal/Assert'
'/Const_3',
'decoder/decoder/BahdanauAttention/assert_equal/Assert'
'/Assert/data_0',
'decoder/decoder/BahdanauAttention/assert_equal/Assert'
'/Assert/data_1',
'decoder/decoder/BahdanauAttention/assert_equal/Assert'
'/Assert/data_2',
'decoder/decoder/BahdanauAttention/assert_equal/Assert'
'/Assert/data_4',
'decoder/decoder/BahdanauAttention/assert_equal/Assert'
'/Assert',
'decoder/decoder/BahdanauAttention/Shape_3',
'decoder/decoder/BahdanauAttention/concat/axis',
'decoder/decoder/BahdanauAttention/concat',
'decoder/decoder/BahdanauAttention/Reshape',
'decoder/decoder/BahdanauAttention/mul',
'decoder/memory_layer/kernel/Initializer/random_uniform'
'/shape',
'decoder/memory_layer/kernel/Initializer/random_uniform'
'/min',
'decoder/memory_layer/kernel/Initializer/random_uniform'
'/max',
'decoder/memory_layer/kernel/Initializer/random_uniform'
'/RandomUniform',
'decoder/memory_layer/kernel/Initializer/random_uniform'
'/sub',
'decoder/memory_layer/kernel/Initializer/random_uniform'
'/mul',
'decoder/memory_layer/kernel/Initializer/random_uniform',
'decoder/memory_layer/kernel',
'decoder/memory_layer/kernel/Assign',
'decoder/memory_layer/kernel/read',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Shape',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Rank',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/axes',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/GreaterEqual/y',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/GreaterEqual',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Cast',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/mul',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Less/y',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Less',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Cast_1',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/add',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/mul_1',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/add_1',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/range/start',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/range/delta',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/range',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/ListDiff',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/GatherV2/axis',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/GatherV2',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/GatherV2_1/axis',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/GatherV2_1',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Const',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Prod',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Const_1',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Prod_1',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/concat/axis',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/concat',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/concat_1/axis',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/concat_1',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/stack',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/transpose',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Reshape',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/transpose_1/perm',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/transpose_1',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Reshape_1/shape',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Reshape_1',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/MatMul',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/Const_2',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/concat_2/axis',
'decoder/decoder/BahdanauAttention/memory_layer'
'/Tensordot/concat_2',
'decoder/decoder/BahdanauAttention/memory_layer/Tensordot',
'decoder/decoder/BahdanauAttention/Shape_4',
'decoder/decoder/BahdanauAttention/strided_slice_3/stack',
'decoder/decoder/BahdanauAttention/strided_slice_3'
'/stack_1',
'decoder/decoder/BahdanauAttention/strided_slice_3'
'/stack_2',
'decoder/decoder/BahdanauAttention/strided_slice_3',
'decoder/decoder/mul/y', 'decoder/decoder/mul',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims/dim',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/Const',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/concat/axis',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/concat',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/zeros/Const',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/zeros',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_1/dim',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_1',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/Const_1',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_2/dim',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_2',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/Const_2',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/concat_1/axis',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/concat_1',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/zeros_1/Const',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/zeros_1',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_3/dim',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/ExpandDims_3',
'decoder/decoder/AttentionWrapperZeroState'
'/BasicLSTMCellZeroState/Const_3',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Equal',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Const',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/All',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Assert/Const',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Assert/Const_1',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Assert/Const_2',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Assert/Const_3',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Assert/Assert/data_0',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Assert/Assert/data_1',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Assert/Assert/data_2',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Assert/Assert/data_4',
'decoder/decoder/AttentionWrapperZeroState/assert_equal'
'/Assert/Assert',
'decoder/decoder/AttentionWrapperZeroState'
'/checked_cell_state',
'decoder/decoder/AttentionWrapperZeroState'
'/checked_cell_state_1',
'decoder/decoder/AttentionWrapperZeroState/ExpandDims/dim',
'decoder/decoder/AttentionWrapperZeroState/ExpandDims',
'decoder/decoder/AttentionWrapperZeroState/Const',
'decoder/decoder/AttentionWrapperZeroState/concat/axis',
'decoder/decoder/AttentionWrapperZeroState/concat',
'decoder/decoder/AttentionWrapperZeroState/zeros/Const',
'decoder/decoder/AttentionWrapperZeroState/zeros',
'decoder/decoder/AttentionWrapperZeroState/ExpandDims_1'
'/dim',
'decoder/decoder/AttentionWrapperZeroState/ExpandDims_1',
'decoder/decoder/AttentionWrapperZeroState/Const_1',
'decoder/decoder/AttentionWrapperZeroState/zeros_1',
'decoder/decoder/AttentionWrapperZeroState/ExpandDims_2'
'/dim',
'decoder/decoder/AttentionWrapperZeroState/ExpandDims_2',
'decoder/decoder/AttentionWrapperZeroState/Const_2',
'decoder/decoder/AttentionWrapperZeroState/concat_1/axis',
'decoder/decoder/AttentionWrapperZeroState/concat_1',
'decoder/decoder/AttentionWrapperZeroState/zeros_2/Const',
'decoder/decoder/AttentionWrapperZeroState/zeros_2',
'decoder/decoder/AttentionWrapperZeroState/ExpandDims_3'
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'decoder/decoder/AttentionWrapperZeroState/ExpandDims_3',
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'decoder/decoder/decoder/Max/reduction_indices',
'decoder/decoder/decoder/Max',
'decoder/decoder/decoder/ToInt32',
'decoder/decoder/decoder/GatherTree',
'decoder/decoder/transpose_1/perm',
'decoder/decoder/transpose_1', 'save/Const',
'save/SaveV2/tensor_names', 'save/SaveV2/shape_and_slices',
'save/SaveV2', 'save/control_dependency',
'save/RestoreV2/tensor_names',
'save/RestoreV2/shape_and_slices', 'save/RestoreV2',
'save/Assign', 'save/Assign_1', 'save/Assign_2',
'save/Assign_3', 'save/Assign_4', 'save/Assign_5',
'save/Assign_6', 'save/Assign_7', 'save/Assign_8',
'save/Assign_9', 'save/Assign_10', 'save/Assign_11',
'save/Assign_12', 'save/Assign_13', 'save/Assign_14',
'save/Assign_15', 'save/Assign_16', 'save/Assign_17',
'save/Assign_18', 'save/restore_all']
print('Loading dictionary...')
word_dict, reversed_dict, article_max_len, summary_max_len = build_dict('test',
args.toy)
with tf.Session() as sess:
print('Loading saved model...')
model = Model(reversed_dict,
article_max_len,
summary_max_len,
args,
forward_only=True)
saver = tf.train.Saver(tf.global_variables())
checkpoint = tf.train.get_checkpoint_state('./saved_model/')
saver.restore(sess, checkpoint.model_checkpoint_path)
# Freeze the graph.
frozen_graph_def = tf.graph_util.convert_variables_to_constants(
sess,
sess.graph_def,
output_node_names)
# Save the frozen graph
with open('output_graph.pb', 'wb') as f:
f.write(frozen_graph_def.SerializeToString())
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