mirror of
https://github.com/webclinic017/drift.git
synced 2026-07-27 18:57:55 +00:00
Mark Aron Szulyovszky
41 lines
1.3 KiB
Python
41 lines
1.3 KiB
Python
import pickle
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import datetime
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from config.types import Config
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from typing import Optional, Union
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import os
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import warnings
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from reporting.types import Reporting
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def save_models(all_models: Reporting.Asset, config: Config) -> None:
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dict_for_pickle = dict()
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dict_for_pickle['config'] = config
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dict_for_pickle['all_models'] = all_models
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date_string = datetime.datetime.now().strftime("%Y-%m-%d-%H-%M")
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if not os.path.exists('output/models'):
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warnings.warn("No folder exists, creating one.")
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os.makedirs('output/models')
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pickle.dump( dict_for_pickle, open( "output/models/{}.p".format(date_string), "wb" ) )
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def load_models(file_name:Union[str, None]) -> tuple[Reporting.Asset, Config]:
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if file_name is None:
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warnings.warn("No file name provided, will load latest models and configurations.")
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files_in_directory:list = os.listdir('output/models')
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assert len(files_in_directory) > 0, "No models found in output/models."
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file_name = sorted(files_in_directory)[-1]
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packacked_dict = pickle.load( open( "output/models/{}".format(file_name), "rb" ) )
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config = packacked_dict.pop("config", None)
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all_models = packacked_dict.pop("all_models", None)
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return all_models, config
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