sort imports

freqtrade/freqai/base_models/BasePyTorchModel.py

@@ -8,6 +8,7 @@ from pandas import DataFrame
 from freqtrade.freqai.data_kitchen import FreqaiDataKitchen
 from freqtrade.freqai.freqai_interface import IFreqaiModel
 
+
 logger = logging.getLogger(__name__)
 
 

freqtrade/freqai/base_models/PyTorchModelTrainer.py

@@ -1,13 +1,13 @@
 import logging
 from pathlib import Path
 from typing import Dict
-from torch.optim import Optimizer
 
+import pandas as pd
 import torch
 import torch.nn as nn
-from torch.utils.data import DataLoader
-from torch.utils.data import TensorDataset
-import pandas as pd
+from torch.optim import Optimizer
+from torch.utils.data import DataLoader, TensorDataset
+
 
 logger = logging.getLogger(__name__)
 

freqtrade/freqai/prediction_models/PyTorchClassifierMultiTarget.py

@@ -1,19 +1,16 @@
 import logging
-
-from typing import Any, Dict, Tuple, List
-import numpy.typing as npt
+from typing import Any, Dict, Tuple
 
 import numpy as np
+import numpy.typing as npt
 import pandas as pd
 import torch
 from pandas import DataFrame
 from torch.nn import functional as F
 
-from freqtrade.exceptions import OperationalException
-from freqtrade.freqai.data_kitchen import FreqaiDataKitchen
-
 from freqtrade.freqai.base_models.BasePyTorchModel import BasePyTorchModel
 from freqtrade.freqai.base_models.PyTorchModelTrainer import PyTorchModelTrainer
+from freqtrade.freqai.data_kitchen import FreqaiDataKitchen
 from freqtrade.freqai.prediction_models.PyTorchMLPModel import PyTorchMLPModel
 
 

freqtrade/freqai/prediction_models/PyTorchMLPModel.py

@@ -1,9 +1,8 @@
 import logging
 
-
-import torch
-import torch.nn as nn
 from torch import Tensor
+import torch.nn as nn
+
 
 logger = logging.getLogger(__name__)