build_data_set.py 文件源码

def rotate_examples(X, y, files, extent, k=3):
    m,n = np.shape(X)
    augmentedX = np.ones(((k+1)*m,n))
    augmentedy = np.squeeze(np.ones(((k+1)*m,)))
    augmented_files = []
    for i in range(m):
        #print y[i]
        print((k+1)*i)
        augmentedX[(k+1)*i,:] *= X[i,:]
        augmentedy[(k+1)*i] *= y[i]
        #print augmentedy[(k+1)*i]
        augmented_files.append(files[i])
        for j in range(1,k+1):
            print(((k+1)*i)+j)
            rotatedX = np.rot90(np.reshape(X[i,:], (2*extent,2*extent), order="F"), j)
            augmentedX[((k+1)*i)+j,:] *= np.ravel(rotatedX, order="F")
            augmentedy[((k+1)*i)+j] *= y[i]
            augmented_files.append(files[i])
            #print augmentedX[:16,:2]
    #print np.shape(augmentedX)
    #print len(augmented_files)
    return augmentedX, augmentedy, augmented_files