o
     i                     @   s   d dl Z d dlZd dlZd dlmZ d dlmZ d dlmZm	Z	 d dl
Z
d dlmZmZmZmZ defddZd	d
 ZedkrHe Zee dS dS )    N)date)Path)DictIterable)Trainerget_init_fileget_shared_folder
parse_argsgridc                 c   s\    t | }|D ]}t|| ts|| g||< qtj|  D ]}t t|  |V  qdS )zF
    Yield all combinations of parameters in the grid (as a dict)
    N)dict
isinstancer   	itertoolsproductvalueszipkeys)r
   	grid_copykp r   [/home/ubuntu/.local/lib/python3.10/site-packages/xformers/benchmarks/LRA/run_grid_search.pygrid_parameters   s   r   c              	   C   sn  | j dkrt d | _ t d}tj| j |}tj	t d dd}| j
}| j}| j| j
 | _| j}|j||d|dd|d	 |jd
d | jdkrxg ddd fddgdd fg ddd fg ddd fdgdd fddgdd fd}n| jdkrddgd d fd!dgd"d fg d#d$d fd%dgd&d fdgd'd fdgd(d fd}nY| jd)krg dd*d fdd!gd+d fd,gd-d fg d.d/d fdgd0d fdgd1d fd}n)dd2gd3d fdgd4d fg d5d6d fd%gd7d fdgd8d fd9gd:d fd}d;d< | D }d=d< | D }	tt|}
g }t|
D ]\}}|| _| j }| D ]\}}|d>|	| | 7 }q/tj|| j d?|| _ t| j jd@d@dA tj|| j dB|| _t| jjd@d@dA |jdC| j dD|dEdDt j d t  | _tt | _ t!| }|"|}|#| t$dF|dEdG|   q t$dHdIdJdK |D   d S )LN z%jz%m-%d-%Y   )folderslurm_max_num_timeout
   i  x   )gpus_per_nodetasks_per_nodecpus_per_tasknodestimeout_minslurm_signal_delay_sslurm_partitionlra)nametext)-C6?g-C6*?a2U0*3?-C6
?c                 S   
   d|  S Nlrr   valr   r   r   <lambda>E      
 zgrid_search.<locals>.<lambda>i  i@  c                 S   r+   Nwarmupr   r.   r   r   r   r0   G   r1   )      i  c                 S   r+   Nseedr   r.   r   r   r   r0   H   r1   ){Gz?皙?{Gz?c                 S   r+   Nwdr   r.   r   r   r   r0   I   r1   clsc                 S   r+   Nzpool-r   r.   r   r   r   r0   J   r1   r   r9   c                 S   r+   Ndropr   r.   r   r   r   r0   K   r1   )ztraining:learning_rateztraining:warmupztraining:seedztraining:weight_decayzmodel:pooling_modelzmodel:common:dropout	retrievalr(   r)   c                 S   r+   r,   r   r.   r   r   r   r0   O   r1   i  c                 S   r+   r2   r   r.   r   r   r   r0   P   r1   )i   r4            c                 S   r+   r6   r   r.   r   r   r   r0   Q   r1   r:   c                 S   r+   r;   r   r.   r   r   r   r0   R   r1   c                 S   r+   r>   r   r.   r   r   r   r0   S   r1   c                 S   r+   r?   r   r.   r   r   r   r0   T   r1   listopsc                 S   r+   r,   r   r.   r   r   r   r0   Z   r1   c                 S   r+   r2   r   r.   r   r   r   r0   \   r1   r4   c                 S   r+   r6   r   r.   r   r   r   r0   a   r1   )r8   r9   r      c                 S   r+   r;   r   r.   r   r   r   r0   c   r1   c                 S   r+   r>   r   r.   r   r   r   r0   d   r1   c                 S   r+   r?   r   r.   r   r   r   r0   e   r1   r*   c                 S   r+   r,   r   r.   r   r   r   r0   i   r1   c                 S   r+   r2   r   r.   r   r   r   r0   j   r1   )r4   i  rB   c                 S   r+   r6   r   r.   r   r   r   r0   k   r1   c                 S   r+   r;   r   r.   r   r   r   r0   l   r1   c                 S   r+   r>   r   r.   r   r   r   r0   m   r1   g?c                 S   r+   r?   r   r.   r   r   r   r0   n   r1   c                 S      i | ]	\}}||d  qS )r   r   .0r   vr   r   r   
<dictcomp>q       zgrid_search.<locals>.<dictcomp>c                 S   rG   )rF   r   rH   r   r   r   rK   r   rL   zprenorm-logsT)parentsexist_oktblra__02dzRun z submitted with train cfg: zSubmitted jobs ids: ,c                 S   s   g | ]}t |jqS r   )strjob_id)rI   jobr   r   r   
<listcomp>   s    zgrid_search.<locals>.<listcomp>)%checkpoint_dirr   r   todaystrftimeospathjoinsubmititAutoExecutorngpusr!   
world_size	partitionupdate_parameterstaskitemslistr   	enumeratesweep_parameters	attentionr   mkdirtb_diruuiduuid4hexr   as_uridist_urlrU   	temp_filer   submitappendprint)args	date_currorig_check_direxecutornum_gpus_per_noder!   rc   	grid_metar
   save_keyhyper_parametersjobsi	grid_datarun_namer   rJ   trainerrW   r   r   r   grid_search%   s   

	


	(

"r   __main__)r   r\   rm   datetimer   pathlibr   typingr   r   r_   )xformers.benchmarks.LRA.run_with_submititr   r   r   r	   r   r   __name__rv   r   r   r   r   <module>   s   m