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Solve the following problem using Python, implementing the functions described below, one line at a time
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Description:
 def sq_dist(X1,X2=None):
 """ computes a matrix of all pariwise squared distances """

    if X2==None:
        X2 = X1
    assert X1.shape[1]==X2.shape[1], 'dimensions do not match'

    n = X1.shape[0]
    m = X2.shape[0]
    d = X1.shape[1]
    # (X1 - X2)**2 = X1**2 + X2**2 - 2X1X2
    X1sq = sp.reshape((X1**2).sum(1),n,1)
    X2sq = sp.reshape((X2**2).sum(1),m,1)

    K = sp.tile((X1*X1).sum(1),(m,1)).T + sp.tile((X2*X2).sum(1),(n,1)) - 2*sp.dot(X1,X2.T)
    return K