使用TensorFlow CLI调试器时为什么会出现“ _curses.error：cbreak（）返回ERR”的问题？

Question

I am trying to use the TensorFlow CLI debugger in order to identify the operation which is causing a NaN during training of a network, but when I try to run the code I get an error:

_curses.error: cbreak() returned ERR

I'm running the code on an Ubuntu server, which I'm connecting to via SSH, and have tried to follow this tutorial .

I have tried using tf.add_check_numerics_ops() , but the layers in the network include while loops so are not compatible. This is the section of code where the error is being raised:

import tensorflow as tf
from tensorflow.python import debug as tf_debug
...
#Prepare data
train_data, val_data, test_data = dataset.prepare_datasets(model_config)

sess = tf.Session()
sess = tf_debug.LocalCLIDebugWrapperSession(sess)

# Create iterators
handle = tf.placeholder(tf.string, shape=[])
iterator = tf.data.Iterator.from_string_handle(handle, train_data.output_types, train_data.output_shapes)
mixed_spec, voice_spec, mixed_audio, voice_audio = iterator.get_next()

training_iterator = train_data.make_initializable_iterator()
validation_iterator = val_data.make_initializable_iterator()
testing_iterator = test_data.make_initializable_iterator()

training_handle = sess.run(training_iterator.string_handle())
...

and the full error is:

Traceback (most recent call last):
  File "main.py", line 64, in <module>
    @ex.automain
  File "/home/enterprise.internal.city.ac.uk/acvn728/.local/lib/python3.5/site-packages/sacred/experiment.py", line 137, in automain
    self.run_commandline()
  File "/home/enterprise.internal.city.ac.uk/acvn728/.local/lib/python3.5/site-packages/sacred/experiment.py", line 260, in run_commandline
    return self.run(cmd_name, config_updates, named_configs, {}, args)
  File "/home/enterprise.internal.city.ac.uk/acvn728/.local/lib/python3.5/site-packages/sacred/experiment.py", line 209, in run
    run()
  File "/home/enterprise.internal.city.ac.uk/acvn728/.local/lib/python3.5/site-packages/sacred/run.py", line 221, in __call__
    self.result = self.main_function(*args)
  File "/home/enterprise.internal.city.ac.uk/acvn728/.local/lib/python3.5/site-packages/sacred/config/captured_function.py", line 46, in captured_function
    result = wrapped(*args, **kwargs)
  File "main.py", line 95, in do_experiment
    training_handle = sess.run(training_iterator.string_handle())
  File "/home/enterprise.internal.city.ac.uk/acvn728/.local/lib/python3.5/site-packages/tensorflow/python/debug/wrappers/framework.py", line 455, in run
    is_callable_runner=bool(callable_runner)))
  File "/home/enterprise.internal.city.ac.uk/acvn728/.local/lib/python3.5/site-packages/tensorflow/python/debug/wrappers/local_cli_wrapper.py", line 255, in on_run_start
    self._run_start_response = self._launch_cli()
  File "/home/enterprise.internal.city.ac.uk/acvn728/.local/lib/python3.5/site-packages/tensorflow/python/debug/wrappers/local_cli_wrapper.py", line 431, in _launch_cli
    title_color=self._title_color)
  File "/home/enterprise.internal.city.ac.uk/acvn728/.local/lib/python3.5/site-packages/tensorflow/python/debug/cli/curses_ui.py", line 492, in run_ui
    self._screen_launch(enable_mouse_on_start=enable_mouse_on_start)
  File "/home/enterprise.internal.city.ac.uk/acvn728/.local/lib/python3.5/site-packages/tensorflow/python/debug/cli/curses_ui.py", line 445, in _screen_launch
    curses.cbreak()
_curses.error: cbreak() returned ERR

I'm pretty new to using Ubuntu (and TensorFlow), but as far as I can tell the server does have ncurses installed, which should allow the required curses based interface:

acvn728@america:~/MScFinalProject$ dpkg -l '*ncurses*' | grep '^ii'
ii  libncurses5:amd64  6.0+20160213-1ubuntu1 amd64        shared libraries for terminal handling
ii  libncursesw5:amd64 6.0+20160213-1ubuntu1 amd64        shared libraries for terminal handling (wide character support)
ii  ncurses-base       6.0+20160213-1ubuntu1 all          basic terminal type definitions
ii  ncurses-bin        6.0+20160213-1ubuntu1 amd64        terminal-related programs and man pages
ii  ncurses-term       6.0+20160213-1ubuntu1 all          additional terminal type definitions

Answer 1

Problem solved! The solution was to change

sess = tf_debug.LocalCLIDebugWrapperSession(sess)

to

sess = tf_debug.LocalCLIDebugWrapperSession(sess, ui_type="readline")

This is similar to the solution to this question , but II think it is important to note that they are different because a) it refers to a different function and a different API and b) I wasn't trying to run from an IDE, as mentioned in that solution.

Answer 2

cbreak would return ERR if you run a curses application that is not on a real terminal (ie, something that works with POSIX termios calls ).

From the description,

but the layers in the network include while loops so are not compatible

it does not seem you are running in a terminal.