Unroll RNN manually in tensorflow 1.0 -


i trying implement: https://arxiv.org/pdf/1511.01432.pdf (semi-supervised sequence learning dai, le)

in paper use rnn 2 parts: encoder rnn , decoder rnn. use unsupervised process weights of rnn initialize weights of supervised task later.

it easy final state , final output of encoder rnn:

def rnn_deep(x,dropout,averaging,shsh):   n_input=dimension  # permuting batch_size , n_steps x = tf.transpose(x, [1, 0, 2]) # reshaping (n_steps*batch_size, n_input) x = tf.reshape(x, [-1, n_input]) # split list of 'n_steps' tensors of shape (batch_size, n_input) x = tf.split(x, n_steps, 0)  x =tf.split(1, n_steps, x) num_layers = 1  lstm_cell =tf.contrib.rnn.grucell(n_hidden)   tf.variable_scope("myrnn2") scope:     outputs, states = tf.contrib.rnn.static_rnn(lstm_cell, x, dtype=tf.float32)   ## outputs list of matrices   return  outputs[-1] , states[-1],lstm_cell

as next step trying last output , last state feed first cell of decoder rnn. not quite sure how this. have tried:

def rnn_deep_decoder(x,last_output,init_state,mycell):    state=init_state   input_t=last_output   lenlen in range(seqlen):     output,state = mycell(input_t, state)      input_t=output      outputs.append(output)

is right way proceed? above example gives error : linear expecting 2d arguments: [tensorshape([dimension(none), dimension(25)]), tensorshape([dimension(25)])]

is there better way achieve desired result? make autoencoder train until reaches desired loss.


Comments

Post a Comment

Popular posts from this blog

How to understand 2 main() functions after using uftrace to profile the C++ program? -

i trying uftrace profile following simple c++ program: #include <iostream> class { public: a() {std::cout << "a created" << std::endl;} ~a() {std::cout << "a destroyed" << std::endl;} }; int main() { a; return 0; } the profile result this: # uftrace a.out created destroyed # duration tid function 2.026 [ 4828] | __cxa_atexit(); [ 4828] | main() { [ 4828] | __static_initialization_and_destruction_0() { 89.397 [ 4828] | std::ios_base::init::init(); 0.768 [ 4828] | __cxa_atexit(); 93.029 [ 4828] | } /* __static_initialization_and_destruction_0 */ 94.425 [ 4828] | } /* main */ [ 4828] | main() { [ 4828] | a::a() { 11.104 [ 4828] | std::operator <<(); 10.825 [ 4828] | std::basic_ostream::operator <<(); 24.514 [ 4828] | } /* a::a */ [ 4828] | a::~a() { 0.978 [ 4828] | ...
Read more

c# - Update a combobox from a presenter (MVP) -

i using mvp in project, new in mvp. have 2 comboboxes. when select option in combobox, combobox should filled new data. this action in presenter. view 'view1' in presenter, , introduced combobox1 , combobox2 properties in 'view1', because need 'datasource', 'displaymember', 'valuemember' , 'refresh()' in method below. but, when using pattern, enough send property like public string combobox2 { { return combobox1.selectedvalue.tosstring(); } } into presenter not whole combobox. how can solve problem? public void onselectedindexchangedcombobox1() { if (view1.combobox1.selectedindex == -1) { return; } datatable dt = tools.getdatatable("a path"); var query = (from o in dt.asenumerable() o.field<string>("afield") == farmerview.combobox1.selectedvalue.tostring() orderby o.field<string>("anotherfield") select...
Read more

How to put a lock and transaction on table using spring 4 or above using jdbcTemplate and annotations like @Transactional? -

i trying put lock on table while writing on table , if happened in between roll-back . trying convert below code lock table test_g1 read; lock table test_g write; -- begin; start transaction; insert test_g1 values(143); insert test_g values(145); select * test_g1; select * test_g; rollback; select * test_g; unlock tables; how convert above code @transactional spring jdbctemplate code? @transactional(rollbackfor={dataaccessexception.class}) public void test(){ jdbctemplate.execute("insert test1 (id, nam) values (4, 'a')"); throw new dataaccessexception("error") { }; } here trying throw error, insert statement should rollback it's not happening . thanks edit-1 attaching code , doing in jdbcdaoimpl.java , mentioned problem comment above test() . app.java package com.cgiri.javabrains.spring4; import org.springframework.beans.factory.annotation.autowired; import org.springframework.context.applic...
Read more