def register_analysis(self, analysis: ExperimentAnalysis):
"""Integrate the given analysis into the gaussian process.
Args:
analysis (ExperimentAnalysis): Optionally, the previous analysis
to integrate.
"""
for (_, report), params in zip(
analysis.dataframe(metric=self._metric,
mode=self._mode).iterrows(),
analysis.get_all_configs().values()):
# We add the obtained results to the
# gaussian process optimizer
self._register_result(params, report)
def testBestConfigIsLogdir(self):
analysis = ExperimentAnalysis(self.test_dir)
for metric, mode in [(self.metric, "min"), (self.metric, "max")]:
logdir = analysis.get_best_logdir(metric, mode=mode)
best_config = analysis.get_best_config(metric, mode=mode)
self.assertEqual(analysis.get_all_configs()[logdir], best_config)