In the real SQ model there is no set of examples. The algorithm asks a query $\chi$ and is given a response ${\widehat{D}}_{\chi }$ that is guaranteed to be near to the true value $D_{\chi }$. That is, the true SQ model is an abstraction of the scenario described here where ${\widehat{D}}_{\chi }$ is computed from an observed sample.