teng-ml/teng-ml/util/settings.py

36 lines
1.1 KiB
Python
Raw Normal View History

2023-05-07 21:40:39 +02:00
from ..util.data_loader import LabelConverter
class MLSettings:
"""
Manage model and training settings for easy saving and loading
"""
def __init__(self,
num_features=1,
num_layers=1,
hidden_size=1,
bidirectional=True,
transforms=[],
num_epochs=10,
batch_size=5,
labels=LabelConverter([]),
):
self.num_features = num_features
self.num_layers = num_layers
self.hidden_size = hidden_size
self.num_epochs = num_epochs
self.bidirectional = bidirectional
self.transforms = transforms
self.batch_size = batch_size
self.labels = labels
def get_name(self):
"""
F = num_features
L = num_layers
H = hidden_size
B = bidirectional
T = #transforms
E = #epochs
"""
return f"F{self.num_features}L{self.num_layers}H{self.hidden_size}B{'1' if self.bidirectional else '0'}T{len(self.transforms)}"