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mfeurer avatar mfeurer commented on May 13, 2024

How large is the temporary output directory which contains all the models? Maybe auto-sklearn is still trying to load all models into main memory. This would be the case if the model directory is larger than the amount of main memory used by auto-sklearn.

We have a fix for this in the development branch and I hope that we'll merge it soon.

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Motorrat avatar Motorrat commented on May 13, 2024

the temp directory size is 36GB. I have also edited my post above - Once I have issued (CTRL+C) in the python command line for the script it has completed and shown better results as the last time with less execution time. So it worked. It also shows ensemble building completion at 22:32. So may be it is even not autosklearn itself?
36GB is shown as the amount of memory taken by the python process and 42GB as the virtual memory there. 42 is the memory_limit I have set for the AutoSklearnClassifier

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mfeurer avatar mfeurer commented on May 13, 2024

When you hit CTRL+C, does it show you a stack trace?

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Motorrat avatar Motorrat commented on May 13, 2024
  ^CError in atexit._run_exitfuncs:
Traceback (most recent call last):
  File "/home/ekobylkin/anaconda2/lib/python2.7/atexit.py", line 24, in _run_exitfuncs
Process PoolWorker-9:
Process PoolWorker-7:
Process PoolWorker-8:
Traceback (most recent call last):
Traceback (most recent call last):
Traceback (most recent call last):
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
    self.run()
    func(*targs, **kargs)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/util.py", line 305, in _exit_function
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/process.py", line 114, in run
    self._target(*self._args, **self._kwargs)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    self.run()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/process.py", line 114, in run
    self._target(*self._args, **self._kwargs)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    task = get()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/queues.py", line 376, in get
    _run_finalizers(0)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/util.py", line 274, in _run_finalizers
    finalizer()
    racquire()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/util.py", line 207, in __call__
    res = self._callback(*self._args, **self._kwargs)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/pool.py", line 495, in _terminate_pool
KeyboardInterrupt
    cls._help_stuff_finish(inqueue, task_handler, len(pool))
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/pool.py", line 480, in _help_stuff_finish
    inqueue._rlock.acquire()
KeyboardInterrupt
    task = get()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/queues.py", line 376, in get
    racquire()
KeyboardInterrupt
Error in sys.exitfunc:
Traceback (most recent call last):
  File "/home/ekobylkin/anaconda2/lib/python2.7/atexit.py", line 24, in _run_exitfuncs
    func(*targs, **kargs)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/util.py", line 305, in _exit_function
    _run_finalizers(0)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/util.py", line 274, in _run_finalizers
    finalizer()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/util.py", line 207, in __call__
    res = self._callback(*self._args, **self._kwargs)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/pool.py", line 495, in _terminate_pool
    cls._help_stuff_finish(inqueue, task_handler, len(pool))
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/pool.py", line 480, in _help_stuff_finish
    inqueue._rlock.acquire()
KeyboardInterrupt
    self.run()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/process.py", line 114, in run
    self._target(*self._args, **self._kwargs)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    task = get()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/queues.py", line 376, in get
    racquire()
KeyboardInterrupt
Process PoolWorker-4:
Traceback (most recent call last):
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
    self.run()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/process.py", line 114, in run
    self._target(*self._args, **self._kwargs)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    task = get()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/queues.py", line 376, in get
    racquire()
KeyboardInterrupt
Process PoolWorker-5:
Traceback (most recent call last):
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/process.py", line 258, in _bootstrap
    self.run()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/process.py", line 114, in run
    self._target(*self._args, **self._kwargs)
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/pool.py", line 102, in worker
    task = get()
  File "/home/ekobylkin/anaconda2/lib/python2.7/multiprocessing/queues.py", line 376, in get
    racquire()
KeyboardInterrupt
^C^C^C

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mfeurer avatar mfeurer commented on May 13, 2024

This issue seems to be related to the use of SMAC2 (written in Java). @Motorrat did you also observe it with a version of auto-sklearn >= 0.1.0?

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Motorrat avatar Motorrat commented on May 13, 2024

I don't think I do.

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mfeurer avatar mfeurer commented on May 13, 2024

Thanks for letting me know. I'm closing this for now.

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