human
I am working on the file "SVM/Example_of_ML_in_Action.ipynb".
The first task is:
The Full Platt SMO
Some support functions
Can you write Python program for it?

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Can you provide a the Python program you requested?
assistant
#Here is the Python program you requested.

class optStruct:
    def __init__(self, data, labels, C, toler):
        self.X = data
        self.labels = labels
        self.C = C
        self.tol = toler
        self.m = data.shape[0]
        self.alphas = np.zeros((self.m, ))
        self.b = 0
        self.errCache = np.zeros((self.m, 2)) # store error cache