
    =yAh
                         d dl Z d dlZd dlZd dlZd dlmZ d dlZd dlmZ d dlZd dl	Z	d dl
mc mZ d dlZd dlZd dlmZ d dlmZmZ d dlZd dlZd dlmZ d dlmZ d dlZddZd Zd	d	d g d
fdZ y)    N)cm)tqdm)	rearrangerepeat)Image)defaultdictc           	      f    t        | d|"t        | j                  d      dz              S |      S )Nz... (x y) c -> ... c x y      ?x)r   intsize)srcr   s     >/home/cameronsmith/repos/dataset_interpolation_networks/vis.py<lambda>r      s2    9S)Cabajc#((SU,Y[J\F]r pqr     c                     t        | d      S )Nz... c x y -> ... (x y) c)r   r   s    r   r   r      s    9Q9: r    Fc
                    i }
d|fd|ffD ]8  \  }}t        j                         }|d   j                  d      j                  d      D cg c]  }|dkD  rdnd }}t        j                  |d   j                  d	      j	                         j                         j                  d
|i t        j                          	 t        j                  d       t        j                          t        j                  d      }t        j                  |dd df         j                  ddd	      |
d|z  <   t        j                          ; 	 |
j                         D ]  \  }}t        ||j$                          |
j                         D ci c]w  \  }}||z   t3        j4                  |j                  d	dd      j)                         j+                         j-                  dd	      j	                         j                               y }}}|	st3        j6                  |       t        d       |S c c}w #  t        d       Y xY wc c}}w )NGTPredyr   redbluer      czoutput/img/tmp.png.      r   zregression_%sz failed saving/logging plot imagezdone logging images)pltfiguresqueezescattercpunumpyTlegendsavefigcloseimreadtorch
from_numpypermuteprintitemsmaxminshapeimsavefloatdetachclipsavezzwandbr   log)lossmodel_outputmodel_inputground_truth
resolutionprefixsuffixstep
losses_aggdont_log	wandb_outlabelr   figr   colorsimg_arrkvwandb_imgdicts                       r   wandb_summaryrN      s	    I K(&)>? 
	cjjl36s83C3CB3G3O3OPR3STa26)TT[%--a0446<<>@@J6J

	:KK,-ciikJJ34G/4/?/?BQB/P/X/XYZ[\]^/_Ioe+,		
2 	  1!q!11r{  sB  sB  sD  EknklmnVAXekk!))Aq!*<*B*B*D*K*K*M*R*RSTUV*W*[*[*]*c*c*eff  EM  EEIIm,	
 I U 	:894 Es   H,?A1H1	A<I1I)N)!osioshutilr:   
matplotlibr   cv2r   torchvisiontimetorch.nn.functionalnn
functionalFr&   npr,   matplotlib.pyplotpyplotr!   einopsr   r   piqaimageioPILr   collectionsr   datach_fstch_secrN    r   r   <module>rf      s`        
         $    # 	r	:SU]_efrt  D ,r   