
    Of4                         d dl Z d dlZd dlmZ d dlmZmZ d dlmc m	Z
 d dlZd dlZd dlmZ d	dZd dlmZmZ d dlZd dlZd
dZd ZddZy)    N)cm)	make_griddraw_keypointsc                 l    t        j                  d|z  | j                         j                               S )Nz&/nobackup/users/camsmith/img/tmp%s.png)pltimsavecpunumpy)xys     >/home/cameronsmith/repos/copy_diffusion_example/vis_scripts.py<lambda>r      s+    

CklmCmnonsnsnun{n{n}8~     )	rearrangerepeatc           	      f    t        | d|"t        | j                  d      dz              S |      S )Nz... (x y) c -> ... c x y      ?r   )r   intsize)srcr   s     r   r   r      s2    9S)Cabajc#((SU,Y[J\F]r pqr r   c                     t        | d      S )Nz... c x y -> ... (x y) c)r   r   s    r   r   r      s    9Q9: r   c                    i }d| v r]| d   d d dd d df   }t        |j                  dd      j                         j                         |j	                  d      dd      |d<   d| v r{t        | d   d	   j                         j                         dd
      |d<   t        | d   d	   j                         j                         j                  d	d      dz  dz   d      |d<   d| v r0t        | d   j                         j                         dd
      |d<   d| v r0t        | d   j                         j                         dd
      |d<   	 t#        j$                  |j                         D ci c]z  \  }}||z   |z   t#        j&                  |j                  ddd      j                         j                         j                  dd      j                         j                               | c}}       y c c}}w )Nsampled_gen
      r      T)nrow	normalize
scale_eachzest/sampled_gen_intermeds)r    r!   zest/sampled_genr   F)r    zest/sampled_gen_clip
noisy_imgszref/noisy_imgsimgs_rawzref/imgs_raw)r   flattenr	   detachr   clipitemsprintmaxminshaper   r   floatpermuter
   zzwandblogImage)vis_dictprefixsuffix	wandb_outstrided_genkvs          r   wandb_summaryr:      s   I ]+DbD1H5/89L9LQq9Q9U9U9W9^9^9`fqfvfvwxfy  EI  UY  0Z	-. &/0G0K0O0O0Q0X0X0Zeiuy&z	#$+4Xm5LR5P5T5T5V5]5]5_5d5deghi5jkm5mnp5p  |A  ,B	()xyR^I_IcIcIeIlIlIny}  JN  @O+;!<X9XjEYE]E]E_EfEfEhsw  DH  <Iy8 
IIs|  tC  tC  tE  Flolmnovaxu{{199Q1+=+C+C+E+L+L+N+S+STUVW+X+\+\+^+d+d+fgg  F  G  Fs   .A?G6
)r   )N) r;   )osr0   
matplotlibr   torchvision.utilsr   r   torch.nn.functionalnn
functionalFr
   nptorchmatplotlib.pyplotpyplotr   r   einopsr   r   piqaimageioch_fstch_secr:    r   r   <module>rM      s>    	   6     *~ $  	r	:Gr   