from theano import tensor import theano import numpy def const(v): if theano.config.floatX == 'float32': return numpy.float32(v) else: return numpy.float64(v) def hdist(a, b): rearth = const(6371) deg2rad = const(3.141592653589793 / 180) lat1 = a[:, 1] * deg2rad lon1 = a[:, 0] * deg2rad lat2 = b[:, 1] * deg2rad lon2 = b[:, 0] * deg2rad dlat = abs(lat1-lat2) dlon = abs(lon1-lon2) al = tensor.sin(dlat/2)**2 + tensor.cos(lat1) * tensor.cos(lat2) * (tensor.sin(dlon/2)**2) d = tensor.arctan2(tensor.sqrt(al), tensor.sqrt(const(1)-al)) hd = const(2) * rearth * d return tensor.switch(tensor.eq(hd, float('nan')), (a-b).norm(2, axis=1), hd)