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Failed to save <type 'numpy.ndarray'> to .npy file: | |
Traceback (most recent call last): | |
File "/home/ubuntu/anaconda/lib/python2.7/site-packages/sklearn/externals/joblib/numpy_pickle.py", line 275, in save | |
obj, filename = self._write_array(obj, filename) | |
File "/home/ubuntu/anaconda/lib/python2.7/site-packages/sklearn/externals/joblib/numpy_pickle.py", line 236, in _write_array | |
self.np.save(filename, array) | |
File "/home/ubuntu/anaconda/lib/python2.7/site-packages/numpy/lib/npyio.py", line 491, in save | |
pickle_kwargs=pickle_kwargs) | |
File "/home/ubuntu/anaconda/lib/python2.7/site-packages/numpy/lib/format.py", line 585, in write_array | |
array.tofile(fp) | |
IOError: 1946374200 requested and 1853623286 written | |
Traceback (most recent call last): | |
File "model.py", line 105, in <module> | |
run_staged() | |
File "model.py", line 92, in run_staged | |
sp.train(X, Y) | |
File "/mnt/biggiggy/ers-models/src/shared/__init__.py", line 183, in train | |
fit_model = grid.fit(X, this_Y) | |
File "/home/ubuntu/anaconda/lib/python2.7/site-packages/sklearn/grid_search.py", line 804, in fit | |
return self._fit(X, y, ParameterGrid(self.param_grid)) | |
File "/home/ubuntu/anaconda/lib/python2.7/site-packages/sklearn/grid_search.py", line 553, in _fit | |
for parameters in parameter_iterable | |
File "/home/ubuntu/anaconda/lib/python2.7/site-packages/sklearn/externals/joblib/parallel.py", line 812, in __call__ | |
self.retrieve() | |
File "/home/ubuntu/anaconda/lib/python2.7/site-packages/sklearn/externals/joblib/parallel.py", line 731, in retrieve | |
self._output.extend(job.get()) | |
File "/home/ubuntu/anaconda/lib/python2.7/multiprocessing/pool.py", line 567, in get | |
raise self._value | |
IOError: [Errno 28] No space left on device | |
# FIXED (/run/shm) was getting full, setting the JOBLIB_TEMP_FOLDER | |
# environment variable to a larger volume (e.g, tmp) fixed it | |
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================================================ | |
Traceback (most recent call last): | |
File "src/models.py", line 205, in <module> | |
gridsearch_pipeline() | |
File "/home/ubuntu/anaconda2/lib/python2.7/site-packages/click/core.py", line 716, in __call__ | |
return self.main(*args, **kwargs) | |
File "/home/ubuntu/anaconda2/lib/python2.7/site-packages/click/core.py", line 696, in main | |
rv = self.invoke(ctx) | |
File "/home/ubuntu/anaconda2/lib/python2.7/site-packages/click/core.py", line 889, in invoke | |
return ctx.invoke(self.callback, **ctx.params) | |
File "/home/ubuntu/anaconda2/lib/python2.7/site-packages/click/core.py", line 534, in invoke | |
return callback(*args, **kwargs) | |
File "src/models.py", line 187, in gridsearch_pipeline | |
fit_model = grid.fit(X, Y) | |
File "/home/ubuntu/anaconda2/lib/python2.7/site-packages/sklearn/grid_search.py", line 804, in fit | |
return self._fit(X, y, ParameterGrid(self.param_grid)) | |
File "/home/ubuntu/anaconda2/lib/python2.7/site-packages/sklearn/grid_search.py", line 553, in _fit | |
for parameters in parameter_iterable | |
File "/home/ubuntu/anaconda2/lib/python2.7/site-packages/sklearn/externals/joblib/parallel.py", line 812, in __call__ | |
self.retrieve() | |
File "/home/ubuntu/anaconda2/lib/python2.7/site-packages/sklearn/externals/joblib/parallel.py", line 731, in retrieve | |
self._output.extend(job.get()) | |
File "/home/ubuntu/anaconda2/lib/python2.7/multiprocessing/pool.py", line 567, in get | |
raise self._value | |
struct.error: 'i' format requires -2147483648 <= number <= 2147483647 | |
make: *** [models/339/rf_reg/model.pkl] Error 1 | |
# FIXED: Looks like GridSearchCV fails once training set is large enough: | |
# https://github.com/scikit-learn/scikit-learn/issues/3313#issuecomment-47373219 | |
# Swap out GridSearchCV for another method or train on a random subset | |
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