def svr_from_config(config):
m = SVR()
m.set_params(**config['params'])
for attr, v in config['attributes'].items():
dtype = config['attributes_types'].get(attr, 'float64')
if isinstance(v, list):
v = np.array(v, dtype=dtype)
m.__setattr__(attr, v)
return m
