test_spark.py
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#!/home/hadoop/.virtualenvs/env1/bin/python
__author__ = 'chunk'
from common import *
from mdata import MSR, CV
from mmodel import SVM
from mspark import SC
timer = Timer()
def test_spark_io():
timer.mark()
dcv = CV.DataCV()
X, Y = dcv.load_data(mode='spark')
# X, Y = dcv.load_data()
timer.report()
def test_spark_ml():
sparker = SC.Sparker(host='HPC-server', appname='ImageCV', master='spark://HPC-server:7077')
dcv = CV.DataCV()
X, Y = dcv.load_data()
sparker.train_svm(X, Y)
for path, subdirs, files in os.walk('data/467/'):
for name in files:
imgpath = os.path.join(path, name)
feat = dcv.get_feat(imgpath, 'hog')
print name, sparker.predict_svm(feat)
if __name__ == '__main__':
# test_spark_io()
test_spark_ml()
print 'helllo'