Anyway I can get around the following?
I seem to get this Pool Closed error frequently:


sghose@adapt-ghose:~$ python -m ADAPT.engine.engine
num samples: 417
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
[Parallel] Pool seems closed
Traceback (most recent call last):
  File "/usr/lib/python2.7/runpy.py", line 162, in _run_module_as_main
    "__main__", fname, loader, pkg_name)
  File "/usr/lib/python2.7/runpy.py", line 72, in _run_code
    exec code in run_globals
  File "/home/sghose/ADAPT/engine/engine.py", line 86, in <module>
    main()
  File "/home/sghose/ADAPT/engine/engine.py", line 81, in main
    dns()
  File "/home/sghose/ADAPT/engine/engine.py", line 78, in dns
    print m.average_score(10)
  File "ADAPT/genclf/model.py", line 275, in average_score
    _ = self.asynch_cv(gridsearch=True)
  File "ADAPT/genclf/model.py", line 246, in asynch_cv
    _ = mapfunc(items)
  File "ADAPT/genclf/model.py", line 228, in mapfunc
    self._gridENGINES[k]=eng.fit(X_train,Y_train)
  File "/usr/local/lib/python2.7/dist-packages/sklearn/grid_search.py",
line 372, in fit
    for clf_params in grid for train, test in cv)
  File
"/usr/local/lib/python2.7/dist-packages/sklearn/externals/joblib/parallel.py",
line 513, in __call__
    for function, args, kwargs in iterable:
ValueError: generator already executing



that line is



       try:
            svm_maxiter
        except NameError:
            _defined_svm_maxiter=False
        #ks - keys
        @catchwarnings(_defined_svm_maxiter)
        def mapfunc(items):
            if not gridsearch:
                a = parmap(fit_and_score,items)
                sleep(1)
            elif gridsearch:
                # gridsearch parallelizes itself ~ as in the
                # library already does that
                for k,eng in self._gridENGINES.items():
                    vprint('Currently CVing' + " "+ str(k))
                    self._gridENGINES[k]=eng.fit(X_train,Y_train)
            else:
                raise RuntimeError,"I have no clue how you are here. It's a\
                                    binary comparison"





self._gridENGINES is as expected a dictionary of names and classifiers. I'm
running this in serial (gridsearch == 1), so why is joblib having this
issue?

Thank you,
Shomiron Ghose
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