Method convertTrialsToResults

hyperopt/atpe.py:1547–1574

(self, hyperparameterSpace, trials)

        return trials

    def convertTrialsToResults(self, hyperparameterSpace, trials):
        results = []
        for trialIndex, trial in enumerate(trials.trials):
            data = {
                "trial": trialIndex,
                "status": trial["result"]["status"],
                "loss": trial["result"]["loss"],
                "log": "",
                "time": abs(
                    (trial["book_time"] - trial["refresh_time"]).total_seconds()
                ),
            }

            params = trial["misc"]["vals"]
            for param in Hyperparameter(hyperparameterSpace).getFlatParameters():
                key = param.hyperoptVariableName

                if len(params[key]) == 1:
                    value = params[key][0]
                    if "enum" in param.config:
                        value = param.config["enum"][value]

                    data[param.name] = value
                else:
                    data[param.name] = ""

            results.append(data)
        return results


def suggest(new_ids, domain, trials, seed):