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parameters.py
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parameters.py
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import random
import json
from datetime import datetime
class Parameters:
def __init__(self, name=None):
self.epochs = random.choice(list(range(1, 76)))
self.batch_size = random.choice([16, 32, 64, 128])
self.learning_rate = random.choice([0.001, 0.0015, 0.002])
self.input_dim = (256 , 256)
self.crop_step = 100
self.name = name
def to_dict(self):
return self.__dict__
def save(self, name=None):
if name is None:
name = datetime.now().strftime('%d_%m_%Y_%I_%M_%p')
self.name = name
with open(f'parameters/{name}.json', 'w') as fp:
json.dump(self.to_dict(), fp, sort_keys=True, indent=4)
@staticmethod
def from_file(name):
with open(f'parameters/{name}.json', 'r') as fp:
data = json.load(fp)
output = Parameters(name)
for key in output.__dict__.keys():
if key == "name":
continue
setattr(output, key, data[key])
return output
def get_keys(self):
return self.__dict__.keys()