mirror of
https://github.com/webclinic017/drift.git
synced 2026-07-27 18:57:55 +00:00
Mark Aron Szulyovszky
e80fffdb65
* refactor(Config): use a Config object instead of dictionary of dictionaries! * fix(Config): use default_ensemble_config * fix(Portfolio): fixed portfolio construction
44 lines
1.3 KiB
Python
44 lines
1.3 KiB
Python
import pandas as pd
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from config.config import RawConfig
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from typing import Optional
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from utils.helpers import weighted_average
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def launch_wandb(project_name:str, default_config: RawConfig, sweep:bool=False) -> Optional[object]:
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from wandb_setup import get_wandb
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wandb = get_wandb()
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if wandb is None:
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raise Exception("Wandb can not be initalized, the environment variable WANDB_API_KEY is missing (can also use .env file)")
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elif sweep:
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wandb.init(project=project_name, config = vars(default_config))
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return wandb
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else:
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wandb.init(project=project_name, config = vars(default_config), reinit=True)
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return wandb
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def override_config_with_wandb_values(wandb: Optional[object], raw_config: RawConfig) -> RawConfig:
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if wandb is None: return raw_config
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wandb_config: dict = wandb.config
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config_dict = vars(raw_config)
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for k in config_dict:
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config_dict[k] = wandb_config[k]
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return RawConfig(**config_dict)
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def send_report_to_wandb(results: pd.DataFrame, wandb:Optional[object]):
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if wandb is None: return
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run = wandb.run
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run.save()
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mean_results = weighted_average(results, 'no_of_samples')
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for key, value in mean_results.iteritems():
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run.log({ key: value })
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run.finish()
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