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def log_run(gridsearch: sklearn.GridSearchCV, experiment_name: str, model_name: str, run_index: int, conda_env, tags={}): | |
"""Logging of cross validation results to mlflow tracking server | |
Args: | |
experiment_name (str): experiment name | |
model_name (str): Name of the model | |
run_index (int): Index of the run (in Gridsearch) | |
conda_env (str): A dictionary that describes the conda environment (MLFlow Format) | |
tags (dict): Dictionary of extra data and tags (usually features) |
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from sklearn.neighbors import KNeighborsRegressor | |
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score, explained_variance_score | |
import mlflow | |
import mlflow.sklearn | |
import numpy as np | |
# Launch the experiment on mlflow | |
experiment_name = "electricityconsumption-forecast" |
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pushd "%~dp0" | |
dir /b %SystemRoot%\servicing\Packages\*Hyper-V*.mum >hyper-v.txt | |
for /f %%i in ('findstr /i . hyper-v.txt 2^>nul') do dism /online /norestart /add-package:"%SystemRoot%\servicing\Packages\%%i" | |
del hyper-v.txt | |
Dism /online /enable-feature /featurename:Microsoft-Hyper-V -All /LimitAccess /ALL | |
pause |
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pushd "%~dp0" | |
dir /b %SystemRoot%\servicing\Packages\*Hyper-V*.mum >hyper-v.txt | |
for /f %%i in ('findstr /i . hyper-v.txt 2^>nul') do dism /online /norestart /add-package:"%SystemRoot%\servicing\Packages\%%i" | |
del hyper-v.txt | |
Dism /online /enable-feature /featurename:Microsoft-Hyper-V -All /LimitAccess /ALL | |
pause |
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