
    !Pf,                         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     9/home/cameronsmith/repos/onestep_diffusion/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 r5t        | d   j                         j                         dz  dz   d      |d<   d| v r5t        | d   j                         j                         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_genr   F)	normalizezest/sampled_gen	model_estzest/model_estimgs_rawT)r   
scale_eachzref/imgs_raw
noisy_imgszref/noisy_imgsr         )r   r	   detachitemsprintmaxminshaper   r   floatpermuter
   clipzzwandblogImage)vis_dictprefixsuffix	wandb_outkvs         r   wandb_summaryr6      s   I 	(S`JaJeJeJgJnJnJpqsJstvJv  BG  AH),=">hYxP[G\G`G`GbGiGiGklnGnoqGq  }B  >C	/ :X9XjEYE]E]E_EfEfEhsw  DH  <Iy8xyR^I_IcIcIeIlIlIny}  JN  @O+;!< 
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?F
)r   )N) r7   )osr-   
matplotlibr   torchvision.utilsr   r   torch.nn.functionalnn
functionalFr
   nptorchmatplotlib.pyplotpyplotr   r   einopsr   r   piqaimageioch_fstch_secr6    r   r   <module>rI      s>    	   6     *~ $  	r	:Gr   