test_data.py
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__author__ = 'chunk'
from ..common import *
from ..mdata import ILSVRC, ILSVRC_S
def test_ILSVRC(category='Train_100'):
timer = Timer()
# dil = ILSVRC.DataILSVRC(base='/data/hadoop/ImageNet/ILSVRC/ILSVRC2013_DET_val', category='Train')
dil = ILSVRC.DataILSVRC(base_dir='/data/hadoop/ImageNet/ILSVRC/ILSVRC2013_DET_val',
category=category)
# dil = ILSVRC.DataILSVRC(base='/media/chunk/Elements/D/data/ImageNet/img/ILSVRC2013_DET_val', category='Train_1')
print '[time]category:', category
timer.mark()
print '[time]formatting...'
dil.format()
timer.report()
timer.mark()
print '[time]embedding...'
dil.embed(rate=0.2)
timer.report()
timer.mark()
print '[time]extracting...'
dil.extract_feat(feattype='ibd')
timer.report()
# dil.extract_feat(feattype='hog')
# timer.mark()
# dil.store_img()
# timer.report()
# timer.mark()
# dil.store_tag()
# timer.report()
#
# timer.mark()
# dil.store_info()
# timer.report()
#
# timer.mark()
# dil.store_feat()
# timer.report()
def test_ILSVRC_S_LOCAL():
timer = Timer()
timer.mark()
dil = ILSVRC.DataILSVRC(base_dir='/data/hadoop/ImageNet/ILSVRC/ILSVRC2013_DET_val',
category='Train_2')
dil.delete_table()
dil.format()
dil.store_img()
timer.report()
dils = ILSVRC_S.DataILSVRC_S(base='/data/hadoop/ImageNet/ILSVRC/ILSVRC2013_DET_val',
category='Train_2')
# dils._extract_data(mode='hbase', writeback=True)
# dils._embed_data(mode='hbase', rate=0.1, readforward=True, writeback=True)
# dils._extract_feat( mode='hbase', feattype='ibd', readforward=True, writeback=True)
dils._extract_data(mode='hbase', writeback=False)
dils._embed_data(mode='hbase', rate=0.1, readforward=False, writeback=False)
dils._extract_feat(mode='hbase', feattype='ibd', readforward=False, writeback=True)
timer.report()
def test_ILSVRC_S_SPARK(category='Train_1000'):
timer = Timer()
timer.mark()
dil = ILSVRC.DataILSVRC(base_dir='/data/hadoop/ImageNet/ILSVRC/ILSVRC2013_DET_val',
category=category)
dil.delete_table()
dil.format()
dil.store_img()
timer.report()
# return
dils = ILSVRC_S.DataILSVRC_S(base='ILSVRC2013_DET_val', category=category)
timer.mark()
dils._extract_data(mode='spark', writeback=False)
timer.report()
# print dils.rdd_data.count() # pass
# return
timer.mark()
dils._embed_data(mode='spark', rate=0.2, readforward=False, writeback=False)
timer.report()
timer.mark()
dils._extract_feat(mode='spark', feattype='ibd', readforward=False, writeback=True,
withdata=True)
timer.report()
def test_ILSVRC_S():
# test_ILSVRC_S_LOCAL()
test_ILSVRC_S_SPARK()
def test_pipeline():
timer = Timer()
timer.mark()
dils = ILSVRC_S.DataILSVRC_S(base='MSPIDER', category=None)
dils._extract_data(mode='spark', writeback=False)
dils._embed_data(mode='spark', rate=0.1, readforward=False, writeback=False)
dils._extract_feat(mode='spark', feattype='ibd', readforward=False, writeback=True,
withdata=True)
timer.report()
if __name__ == '__main__':
# test_MSR()
# test_CV()
# test_ILSVRC()
# test_ILSVRC_S()
test_pipeline()
print 'helllo'