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    mi                     @   sx   d dl mZ d dlZd dlZd dlmZmZ d dlmZ d dl	m
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 Zdd ZdS )    )simplefilterN)model_selectionnaive_bayes)CalibratedClassifierCV)LogisticRegression)utilsignore)actioncategoryc                 C   s8  t tjdd dkrt| tjr||  }t| ddd}t| ddd}t	dd	}g }g }g }	g }
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d tj||ddd\}}}}|||g}d| d| dg}t||D ]\}}||| t|dr||d d df }n||}||  | |   }tj|ddd\}}tjj||dd\}}t|}t|D ]6}|

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t||  |	
t||  t|dtjd r
 nqqt|||	|
|}td|}|S )N.         isotonic)cvmethodsigmoidg      ?)CzPerfectly calibratedr   g?*   )	test_sizerandom_stateLogisticz	 Isotonicz Sigmoidpredict_proba
   F)binsdensity)n_binscalibration_curvezwandb/calibration/v1) intsklearn__version__split
isinstancer   ComplementNBminr   r   appendr   train_test_splitzipfithasattrr   decision_functionmaxnp	histogramcalibrationr   lenranger   round_3check_against_limitchart_limit
make_tablewandb	visualize)clfXyclf_namer   r   lrmodel_columnfrac_positives_columnmean_pred_value_columnhist_columnedge_columnx_trainx_testy_trainy_testmodelsnamesmodelnameprob_poshistedgesfrac_positivesmean_pred_valuenum_entriesitablechart rR   t/home/ubuntu/SoloSpeech/.venv/lib/python3.10/site-packages/wandb/integration/sklearn/calculate/calibration_curves.pycalibration_curves   sz   

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rT   c                 C   s*   g d}t t| ||||}tj||dS )N)rG   fraction_of_positivesmean_predicted_value	hist_dict	edge_dict)columnsdata)listr'   r5   Table)r<   r=   r>   r?   r@   rY   rZ   rR   rR   rS   r4   d   s   
r4   )warningsr   numpyr,   r   r   r   sklearn.calibrationr   sklearn.linear_modelr   r5   wandb.integration.sklearnr   FutureWarningrT   r4   rR   rR   rR   rS   <module>   s    T