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format code
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@@ -113,7 +113,7 @@ class OnlineSimulationExample:
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self.rolling_gen = RollingGen(
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self.rolling_gen = RollingGen(
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step=rolling_step, rtype=RollingGen.ROLL_SD, ds_extra_mod_func=None
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step=rolling_step, rtype=RollingGen.ROLL_SD, ds_extra_mod_func=None
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) # The rolling tasks generator, ds_extra_mod_func is None because we just need to simulate to 2018-10-31 and needn't change the handler end time.
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) # The rolling tasks generator, ds_extra_mod_func is None because we just need to simulate to 2018-10-31 and needn't change the handler end time.
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self.trainer = DelayTrainerRM(self.exp_name, self.task_pool) # Also can be TrainerR, TrainerRM, DelayTrainerR
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self.trainer = DelayTrainerRM(self.exp_name, self.task_pool) # Also can be TrainerR, TrainerRM, DelayTrainerR
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self.rolling_online_manager = OnlineManager(
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self.rolling_online_manager = OnlineManager(
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RollingStrategy(exp_name, task_template=tasks, rolling_gen=self.rolling_gen),
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RollingStrategy(exp_name, task_template=tasks, rolling_gen=self.rolling_gen),
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trainer=self.trainer,
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trainer=self.trainer,
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@@ -103,6 +103,7 @@ class AverageEnsemble(Ensemble):
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Returns:
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Returns:
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pd.DataFrame: the complete result of averaging and standardizing.
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pd.DataFrame: the complete result of averaging and standardizing.
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"""
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"""
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def __call__(self, ensemble_dict: dict) -> pd.DataFrame:
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def __call__(self, ensemble_dict: dict) -> pd.DataFrame:
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# need to flatten the nested dict
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# need to flatten the nested dict
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ensemble_dict = flatten_dict(ensemble_dict, sep=FLATTEN_TUPLE)
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ensemble_dict = flatten_dict(ensemble_dict, sep=FLATTEN_TUPLE)
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@@ -64,7 +64,7 @@ class Group:
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else:
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else:
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raise NotImplementedError(f"Please specify valid `_ens_func`.")
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raise NotImplementedError(f"Please specify valid `_ens_func`.")
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def __call__(self, ungrouped_dict: dict, n_jobs:int=1, verbose:int=0, *args, **kwargs) -> dict:
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def __call__(self, ungrouped_dict: dict, n_jobs: int = 1, verbose: int = 0, *args, **kwargs) -> dict:
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"""
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"""
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Group the ungrouped_dict into different groups.
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Group the ungrouped_dict into different groups.
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@@ -8,7 +8,6 @@ import dill
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from typing import Union
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from typing import Union
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class Serializable:
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class Serializable:
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"""
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"""
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Serializable will change the behaviors of pickle.
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Serializable will change the behaviors of pickle.
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@@ -41,8 +41,8 @@ class OnlineManager(Serializable):
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It also provides a history recording of which models are online at what time.
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It also provides a history recording of which models are online at what time.
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"""
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"""
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STATUS_SIMULATING = "simulating" # when calling `simulate`
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STATUS_SIMULATING = "simulating" # when calling `simulate`
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STATUS_NORMAL = "normal" # the normal status
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STATUS_NORMAL = "normal" # the normal status
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def __init__(
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def __init__(
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self,
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self,
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@@ -210,7 +210,9 @@ class OnlineManager(Serializable):
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SIM_LOG_LEVEL = logging.INFO + 1
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SIM_LOG_LEVEL = logging.INFO + 1
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SIM_LOG_NAME = "SIMULATE_INFO"
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SIM_LOG_NAME = "SIMULATE_INFO"
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def simulate(self, end_time, frequency="day", task_kwargs={}, model_kwargs={}, signal_kwargs={}) -> Union[pd.Series, pd.DataFrame]:
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def simulate(
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self, end_time, frequency="day", task_kwargs={}, model_kwargs={}, signal_kwargs={}
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) -> Union[pd.Series, pd.DataFrame]:
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"""
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"""
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Starting from the current time, this method will simulate every routine in OnlineManager until the end time.
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Starting from the current time, this method will simulate every routine in OnlineManager until the end time.
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