o
    
j                     @   s   d dl Z d dlmZmZ d dlmZ d dlmZmZ d dl	m
Z
 d dlmZ d dlmZ d dlmZmZ d d	lmZ d d
lmZmZ eG dd deZdd ZdddZdd ZddefddZdS )    N)	dataclassfield)Coqpit)TrainerArgsget_last_checkpoint)copy_model_files)logger_factory)ConsoleLogger)load_configregister_config)parse_symbols)get_experiment_folder_pathget_git_branchc                   @   s&   e Zd ZU edddidZeed< dS )	TrainArgsNhelpzPath to the config file.)defaultmetadataconfig_path)__name__
__module____qualname__r   r   str__annotations__ r   r   M/home/kuhnn/.local/lib/python3.10/site-packages/TTS/encoder/utils/training.pyr      s   
 r   c                  C      t  } | jdd}|S N )
arg_prefixr   init_argparsetrain_configparserr   r   r   getarguments      r$   c                 C   s@  t | tr	| \} }| jr&| j}tj| jd| _t| j\| _}| j	s&|| _	|du rG| jr3t
| j}nddlm} | }|| t|j }|j|dd | j}|sZt|j|j}tj|d}||_d}| jdkri }	| jru| j|	d< t |	d	< |d
r|jdu rt }
|
|	d
< t|||	 t||}t }|||||fS )a  Process parsed comand line arguments and initialize the config if not provided.
    Args:
        args (argparse.Namespace or dict like): Parsed input arguments.
        config (Coqpit): Model config. If none, it is generated from `args`. Defaults to None.
    Returns:
        c (TTS.utils.io.AttrDict): Config paramaters.
        out_path (str): Path to save models and logging.
        audio_path (str): Path to save generated test audios.
        c_logger (TTS.utils.console_logger.ConsoleLogger): Class that does
            logging to the console.
        dashboard_logger (WandbLogger or TensorboardLogger): Class that does the dashboard Logging
    TODO:
        - Interactive config definition.
    zconfig.jsonNr   )BaseTrainingConfigT)relaxed_parsertest_audiosrestore_pathgithub_branch
characters)
isinstancetuplecontinue_pathospathjoinr   r   r)   	best_pathr
   TTS.config.shared_configsr&   parse_known_argsr   modelr   output_pathrun_nameoutput_log_pathrankr   hasr+   r   r   r   r	   )argsconfigcoqpit_overridesexperiment_path
best_modelr&   config_base
audio_pathdashboard_logger
new_fieldsused_charactersc_loggerr   r   r   process_args   sD   





rF   c                  C   r   r   r   r!   r   r   r   init_argumentsX   r%   rG   r<   c                 C   s6   t  }| }t|| \} }}}}|d | ||||fS )z!Initialization of a training run.r   )rG   r4   rF   )r<   r#   r;   OUT_PATH
AUDIO_PATHrE   rB   r   r   r   init_training^   s   rJ   )N)r/   dataclassesr   r   coqpitr   trainerr   r   
trainer.ior   trainer.loggingr   trainer.logging.console_loggerr	   
TTS.configr
   r   TTS.tts.utils.text.charactersr   TTS.utils.generic_utilsr   r   r   r$   rF   rG   rJ   r   r   r   r   <module>   s     
>