Roman Yurchak rth

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Numpy Blas and AVX detection

For numpy with MKL installed by conda the proposed solution doesn't appear to work,

	# -- coding: utf-8 --
	# -- mode: python --
	# Adapted from mpl_toolkits.axes_grid2
	# LICENSE: Python Software Foundation (http://docs.python.org/license.html)

	from matplotlib.offsetbox import AnchoredOffsetbox
	class AnchoredScaleBar(AnchoredOffsetbox):
	def __init__(self, transform, sizex=0, sizey=0, labelx=None, labely=None, loc=4,
	pad=0.1, borderpad=0.1, sep=2, prop=None, **kwargs):
	"""

	from math import sqrt, acos
	import numpy as np

	def make_test_arrays(N, norm=True):
	X = np.random.rand(N)
	Y = np.random.rand(N)
	if norm:
	X /= np.linalg.norm(X)
	Y /= np.linalg.norm(Y)
	return X, Y

	from sklearn.metrics import pairwise_distances
	from sklearn.externals.joblib import Parallel, delayed, dump, load
	import numpy as np
	import tempfile
	import os
	from sklearn.utils import gen_even_slices
	import shutil

	os.environ['TMPDIR'] = '/dev/shm/'
	np.random.seed(99999)

	"""
	This script aims to benchmark different parallelization options for pairwise metrics in scikit-learn.
	The results can be found in https://github.com/scikit-learn/scikit-learn/issues/8216

	The environement is setup with,

	conda create -n sklearn-env scikit-learn==0.18.1 jupyter python==3.5

	and this benchmark should be run with,

	/home/rth/src/scikit-learn/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.
	"This module will be removed in 0.20.", DeprecationWarning)
	/home/rth/src/scikit-learn/sklearn/grid_search.py:42: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. This module will be removed in 0.20.
	DeprecationWarning)
	/home/rth/src/scikit-learn/sklearn/learning_curve.py:22: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the functions are moved. This module will be removed in 0.20
	DeprecationWarning)
	/home/rth/src/scikit-learn/sklearn/utils/validation.py:661: DataConversio