fix flake8
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d6f45a12ae
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@ -12,12 +12,11 @@ import pandas as pd
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import torch as th
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import torch as th
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import torch.multiprocessing
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import torch.multiprocessing
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from pandas import DataFrame
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from pandas import DataFrame
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from stable_baselines3.common.callbacks import EvalCallback
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from stable_baselines3.common.callbacks import BaseCallback, EvalCallback
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from stable_baselines3.common.callbacks import BaseCallback
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from stable_baselines3.common.logger import HParam
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from stable_baselines3.common.monitor import Monitor
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from stable_baselines3.common.monitor import Monitor
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from stable_baselines3.common.utils import set_random_seed
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from stable_baselines3.common.utils import set_random_seed
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from stable_baselines3.common.vec_env import SubprocVecEnv
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from stable_baselines3.common.vec_env import SubprocVecEnv
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from stable_baselines3.common.logger import HParam
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from freqtrade.exceptions import OperationalException
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from freqtrade.exceptions import OperationalException
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from freqtrade.freqai.data_kitchen import FreqaiDataKitchen
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from freqtrade.freqai.data_kitchen import FreqaiDataKitchen
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@ -403,6 +402,7 @@ def make_env(MyRLEnv: Type[gym.Env], env_id: str, rank: int,
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set_random_seed(seed)
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set_random_seed(seed)
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return _init
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return _init
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class TensorboardCallback(BaseCallback):
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class TensorboardCallback(BaseCallback):
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"""
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"""
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Custom callback for plotting additional values in tensorboard.
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Custom callback for plotting additional values in tensorboard.
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@ -422,7 +422,7 @@ class TensorboardCallback(BaseCallback):
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metric_dict = {
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metric_dict = {
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"eval/mean_reward": 0,
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"eval/mean_reward": 0,
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"rollout/ep_rew_mean": 0,
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"rollout/ep_rew_mean": 0,
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"rollout/ep_len_mean":0 ,
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"rollout/ep_len_mean": 0,
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"train/value_loss": 0,
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"train/value_loss": 0,
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"train/explained_variance": 0,
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"train/explained_variance": 0,
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}
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}
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@ -434,16 +434,18 @@ class TensorboardCallback(BaseCallback):
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def _on_step(self) -> bool:
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def _on_step(self) -> bool:
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custom_info = self.training_env.get_attr("custom_info")[0]
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custom_info = self.training_env.get_attr("custom_info")[0]
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self.logger.record(f"_state/position", self.locals["infos"][0]["position"])
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self.logger.record("_state/position", self.locals["infos"][0]["position"])
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self.logger.record(f"_state/trade_duration", self.locals["infos"][0]["trade_duration"])
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self.logger.record("_state/trade_duration", self.locals["infos"][0]["trade_duration"])
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self.logger.record(f"_state/current_profit_pct", self.locals["infos"][0]["current_profit_pct"])
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self.logger.record("_state/current_profit_pct", self.locals["infos"]
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self.logger.record(f"_reward/total_profit", self.locals["infos"][0]["total_profit"])
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[0]["current_profit_pct"])
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self.logger.record(f"_reward/total_reward", self.locals["infos"][0]["total_reward"])
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self.logger.record("_reward/total_profit", self.locals["infos"][0]["total_profit"])
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self.logger.record_mean(f"_reward/mean_trade_duration", self.locals["infos"][0]["trade_duration"])
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self.logger.record("_reward/total_reward", self.locals["infos"][0]["total_reward"])
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self.logger.record(f"_actions/action", self.locals["infos"][0]["action"])
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self.logger.record_mean("_reward/mean_trade_duration", self.locals["infos"]
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self.logger.record(f"_actions/_Invalid", custom_info["Invalid"])
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[0]["trade_duration"])
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self.logger.record(f"_actions/_Unknown", custom_info["Unknown"])
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self.logger.record("_actions/action", self.locals["infos"][0]["action"])
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self.logger.record(f"_actions/Hold", custom_info["Hold"])
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self.logger.record("_actions/_Invalid", custom_info["Invalid"])
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self.logger.record("_actions/_Unknown", custom_info["Unknown"])
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self.logger.record("_actions/Hold", custom_info["Hold"])
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for action in Actions:
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for action in Actions:
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self.logger.record(f"_actions/{action.name}", custom_info[action.name])
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self.logger.record(f"_actions/{action.name}", custom_info[action.name])
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return True
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return True
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