> 
> Before I forget again , thanks all for explanations and responses :)
> 
   Oddly enough if I wrap SGDClassifier within OneVsRestClassifier and 
set n_jobs=-1 for Ovr classifier, it goes fine, except of course the 
compression still returns corrupted file.

----------------------------------------------------------
Using cached data vectors; skipping feature extraction.
2701 labels to train on.
Training OneVsRestClassifier(estimator=SGDClassifier(alpha=1e-05, 
class_weight=None, epsilon=0.1, eta0=0.0,
       fit_intercept=True, l1_ratio=0.15, learning_rate=optimal, loss=log,
       n_iter=30, n_jobs=1, penalty=l2, power_t=0.5, random_state=None,
       rho=None, shuffle=True, verbose=0, warm_start=False),
          estimator__alpha=1e-05, estimator__class_weight=None,
          estimator__epsilon=0.1, estimator__eta0=0.0,
          estimator__fit_intercept=True, estimator__l1_ratio=0.15,
          estimator__learning_rate=optimal, estimator__loss=log,
          estimator__n_iter=30, estimator__n_jobs=1, estimator__penalty=l2,
          estimator__power_t=0.5, estimator__random_state=None,
          estimator__rho=None, estimator__shuffle=True,
          estimator__verbose=0, estimator__warm_start=False, n_jobs=-1)
done [1937.488s]
======================================================================
Results: 

Training time:  1937.48783708
Input Data: (12718, 496220)
Labels:  2701
Dumping classifier... done.
-------------------------------------------------------------------------




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