ax/metrics/branin_map.py [87:102]:
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                for arm in trial.arms
            ]

            df = pd.DataFrame(
                {
                    "arm_name": [arm.name for arm in trial.arms],
                    "metric_name": self.name,
                    "sem": self.noise_sd if noisy else 0.0,
                    "trial_index": trial.index,
                    "mean": [item["mean"] for item in res],
                    **{
                        mki.key: [item[mki.key] for item in res]
                        for mki in self.map_key_infos
                    },
                }
            )
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ax/metrics/noisy_function_map.py [84:99]:
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
            for arm in trial.arms
        ]

        df = pd.DataFrame(
            {
                "arm_name": [arm.name for arm in trial.arms],
                "metric_name": self.name,
                "sem": self.noise_sd if noisy else 0.0,
                "trial_index": trial.index,
                "mean": [item["mean"] for item in res],
                **{
                    mki.key: [item[mki.key] for item in res]
                    for mki in self.map_key_infos
                },
            }
        )
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