__author__ = 'chunk'

from ..common import *

from ..mdata import MSR, CV

from ..mmodel import SVM

from ..mfeat import HOG

timer = Timer()

def test_SVM_CV():

    timer.mark()

    dcv = CV.DataCV()
    X, Y = dcv.load_data(mode='local')  # 90.468586s ->  5.392520s

    # X, Y = dcv.load_data(mode='hbase') # 21.682754s

    # X, Y = dcv.load_data(mode='spark') # 29.549597s

    timer.report()

    timer.mark()
    # msvm = SVM.ModelSVM(toolset='sklearn') # 3.030380s
    # msvm = SVM.ModelSVM(toolset='opencv') # 8.939880s
    # msvm = SVM.ModelSVM(toolset='libsvm') # 185.524023s
    msvm = SVM.ModelSVM(toolset='spark')

    msvm.train(X, Y)
    timer.report()

    timer.mark()
    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, msvm.predict(feat)
    timer.report()

    timer.mark()
    print msvm.test(X, Y)  # 0.948892561983 for svm_cv, 0.989024793388 for svm_sk, 0.9900826446280992 for svm_lib
    timer.report()  # 27.421949s for svm_lib


if __name__ == '__main__':
    test_SVM_CV()
    print 'helllo'