
    h'i/                     4   d dl Z 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ZmZ d dlmc mZ d dlZd dlZd dl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 Z d dl!m"Z" d dl#m$Z$ d dl%m&Z' d dl(m)Z* d dl+m,Z, dd	Z-d
 Z.ddd g fdZ/y)    N)cm)tqdm)	make_griddraw_keypoints)	rearrangerepeat)Image)spatial)defaultdictc           	      f    t        | d|"t        | j                  d      dz              S |      S )Nz... (x y) c -> ... c x y      ?x)r   intsize)srcr   s     $/home/cameronsmith/repos/sire/vis.py<lambda>r      s2    9S)Cabajc#((SU,Y[J\F]r pqr     c                     t        | d      S )Nz... c x y -> ... (x y) cr   r   s    r   r   r      s    9Q9: r    c	                 *#  ( |||fD 	
cg c]@  }	|	j                         D 
ci c]"  \  }
}|
t        |j                        r|d d n|$ c}}
B c}}
}	\  }}}t        |d   j	                  dd      j                  dddd      j                        }|d   j                  d      |d   j                  d      z  |d<   |d   j                  d      }|d   j                  dd  }d }t        |j                               D ]  \  }
}t        |      t        k7  r't        |j                        r|j                  d	
      }d|
v r|||
dz   <   d|
v sPd|
vsUt        j                   t        j                  d      |j                         j                         |j                         j!                         z              j#                  d      dd df   ||
dz   <    i }t%        |d   j                         j	                  dd      j'                         dz  dz   |      |d<   d|v rt(        j*                  j,                  j/                  |d   dd df         j	                  dd      j                  dddd      dz  dz   }|d   ddd f   j	                  dd      j                  dddd      dz  dz   }t%        |j'                         |d      |d<   t%        |j'                         |d      |d<   d|v r,|}t%        t1        |d   d|d         j'                         |d   j                  d            |d<   t%        t3        j4                  |d    d   |      j7                  d      t9        |d   ddd f   |d         z  j	                  dd      j'                         |d   j                  d            |d!<   t%        t3        j4                  |d   ddd f   |      j7                  d      t9        |d   ddd f   |d         z  t3        j4                  |d    d   |      j7                  d      z  j	                  dd      j'                         |d   j                  d            |d"<   t%        t1        |d   j	                  dd      t3        j4                  |d   j	                  dd      |      j	                  dd#      j                  ddd      j7                  d      dz  dz   z  d$|d         j'                         |d   j                  d            |d%<   d&|v r`t%        |d&   j                         j	                  dd      j                  ddd      j;                  d#|      j'                         |      |d'<   d(|v r`t%        |d(   j                         j	                  dd      j                  ddd      j;                  d#|      j'                         |      |d)<   d*|v r`t%        |d*   j                         j	                  dd      j                  ddd      j;                  d#|      j'                         |      |d+<   d,|v rt%        |d,   j                         j	                  dd      j                  ddd      j;                  d#|      j'                         |d-      |d.<   t%         ||d,         j                         j	                  dd      j                  ddd      j;                  d#|      j'                         |d-      |d/<   d |v r@t%        |d    j	                  dd      j                         j'                         d-|0      |d1<   d2|v r@t%        |d2   j	                  dd      j                         j'                         d-|0      |d3<   d4|v r<t=        j>                  t%        |d4   j	                  dd      |dz
              d5z  |d6<   d7|v r/t%        t1        |d7   d8      |d7   j                  d            |d9<   d:|v rt        j@                  |d:         jC                         smt=        j>                  t%        |d:   j                  d;d<      j	                  dd      j                  ddd      j;                  d#|      |dz
              d5z  |d=<   d>|v r3d?d@gd d D ](  }|d>|z      }|j                  d      dk  r[t        jD                  |t        jF                  |d d d d dgf         jI                  d#d#d|j                  d      z
  d#d#      fd      }t1        |j	                  dd      dA      }|j                  \  }}}}|jK                  ||d#      }|jM                  dd-B      }||z
  }t        jN                  ||jQ                  dd            ||z  dz
  z  }t        jR                  |      \  }}}t        dC|      }t        jN                  |d d d d d |f   jQ                  dd      |      } t%        t1        | d d d df   j'                         dD|j                  d#      |j                  d      E      |d>   j                  d      d-      |dF|z   <   t%        t1        | d d dd f   j'                         dD|j                  d#      |j                  d      E      |d>   j                  d      d-      |dG|z   <   + dH|v r}|dH   j                  d      dIz  dk(  rdJndK(tU        |dH   j                  d      (dz  z        }!((f}tV        jX                  d|d   d|d   f   j[                  t\              jQ                  ddd      }"t        j                  tW        j^                  |"d#L      ja                               jc                         }"|"t        jd                  |d   dz
  |d   dz
  g      z  }"(fdM}#t=        j>                  t%         |#|dH   |dN   j7                  d#      z        |"j                  ddd      d    jg                         z
   |#|dN   j7                  d#            z  |!            d5z  |dO<   dP|v r*t%        |dP   j	                  dd      d d d f   dQ      |dR<   dS|v r|dS   |dH   z
  |dN   j7                  d#      z  ji                         }$t%        t1        |$dT((E      !      dz  }%|%dg   jI                  dd#d#      |dU<   |%dg   jI                  dd#d#      |dV<   t=        j>                  t%         #|dS   |dN   j7                  d#      z        "j                  ddd      d    jg                         z
   |#|dN   j7                  d#            z  |!            d5z  |dW<   dX|v rt%         |#|dX   dY         |!      |dZ<   d[|v rt1        |d[   d\((E      dg   }|jM                  dd-B      }||z
  }t        jN                  ||jQ                  dd            |j                  d#      dz
  z  }t        jR                  |      \  }}}t        d|j                  d            }t        jN                  |d d d d d |f   jQ                  dd      |      } t%        t1        | j'                         d]((E      d-^      |d_<   d`|v rt        jD                  t(        j*                  j,                  jk                  |d`   dd dd df   dab      |d`   dd dd#f   fd#      }&t(        j*                  j,                  j/                  |&dd df         dz  dz   }|&ddd f   dz  dz   }t%        t1        |j'                         dc((E      |&j                  d      d      |dd<   t%        t1        |j'                         dc((E      |&j                  d      d      |de<   t        jl                  t1        |df   j'                         dg((E      d d df   dz  dz   t1        |j'                         dh((E      d d dd#f   t1        |j'                         dh((E      d d dd#f   fd      j	                  dd      }'t%        |'dd      |di<   	 to        djto        t        |                   |j                         D ]  \  }
}to        |
|j                          ty        jz                  |j                         D 
ci c]w  \  }
}||
z   ty        j|                  |j                  ddd      j]                         j'                         j                  dd      j                         j!                               y c}}
       to        dk       |S c c}}
w c c}}
}	w c c}}
w )lN    rgbr            r   c                     d| dz   z  S )Nr   g:0yE> r   s    r   r   zwandb_summary.<locals>.<lambda>'   s    Q$Z r   gMbP?)mindepth_rawrawmagma.visr   )nrowz
ref/rgb_gt
lie_perpix      F)r(   	normalizezest/poses_lie_rot_perpixzest/poses_lie_trans_perpix	rig_maskszb t o (x y) 1 -> (b t o) 1 x yr   zest/rig_maskscorr_weightszest/rig_masks_corr_weightedzest/rig_masks_corr_weighted_rgbzbt o (x y) c -> (bt o) c x yzest/rig_masks_rgbdepth_inpviszest/depth_inpres_depthviszest/res_depthdepthvisz	est/depth	depth_rawTzest/depth_rawzest/depth_raw_inv)r-   r(   zest/corr_weightscorr_weights_staticzest/corr_weights_staticbwd_flow   zref/flow_gt_bwdrig_flow_maskszb t o x y -> (b t o) 1 x yzref/rig_flow_masksflow_from_posegg?zest/flow_est_poseaffinity_embr   _unnormzbt c x y -> 1 c (bt x) y)dimkeepdim   z1 c (bt x y) -> (bt) c x yyr   zest/affinity_emb0to3zest/affinity_emb3to6pred_tracksi   @   *   )axisc                 "    t        | d      S )Nb t (x y s) c -> (b t s) c x yr?   r   )r   sls    r   r   zwandb_summary.<locals>.<lambda>r   s    i*JRRTU r   pred_visibilityzref/track_flow_gtaff_sim_grid   zest/aff_gridpoint_track_reprojrF   zmetrics/track_err_xzmetrics/track_err_yzest/track_flow_estrig_pertrack)N.Nzest/rig_sampsaff_emb_pertrackzb (x y s) c -> s c (b x y)z1 c (b x y) -> b c x y)r-   zest/affinity_emb_track	poses_allgh㈵>)epszb (x y s) t c -> (b s t) c x y zest/poses_lie_rot_allzest/poses_lie_trans_allrgb_pertrackzb (x y s) c -> b s c x y zb (x y s) t c -> b s t c x y zest/rgb_camimgszlogging imageszdone logging images)?itemslenshapelistflattenpermuter   typecliptorch
from_numpyr   get_cmapr"   itemcpunumpysqueezer   detachkorniageometryconversionsquaternion_to_axis_angler   Finterpolate	unsqueezech_fst	unflattenflow_vis_torchflow_to_colorisnananycat
zeros_likeexpandviewmeanbmm	transposesvdr   npmgridastypefloatflipcopylongtensorcudaabsrotation_matrix_to_quaternionstackprintmaxpltimsavezzwandblogr	   ))lossmodel_outputmodel_inputground_truth
resolutionprefixsuffixstep
losses_aggr   kvr(   imslinv	wandb_outrot_vis	trans_vislow_ressuffaff_embfeaturesBCHWfeatures_mean
covarianceUSVnum_componentstransformed_featuresnrow_uv	track_unppoint_track_errerr_img	poses_lie
rgbcamimgsrG   s)                                           @r   wandb_summaryr       s   p|  ~I  JV  pW  -X  -Xjk[\[b[b[d-eTWTUVWa3qww<3BQ.N-e  -X)L\k%(0015==a!AFLLMJu%**1-l5.A.F.Fq.IIJqM	U		 	 	#D	U		!	!"#	&D
C L&&() _!7D=S\QVVV-=1a<!ah/a<ENEDTDTUiUWU`U`ahUijkjojojqjvjvjxyzy~y~  zA  zG  zG  zI  kI  VJ  EK  ES  ES  TV  EW  X[  \^  ]^  \^  X^  E_L5,A	_ I '{5'9'='='?'G'G!'L'S'S'UVX'XY['[aefIl|#++DD\R^E_`cdfefdf`fEghppqrstu}}~  AB  CD  EF  G  HJ  J  KM  M .s23w7??!DLLQqQRSTUVWWXZZ	/89It^c/d	,-1:9;K;K;MSWbg1h	./l"$-i[8QRru|}~u  /A  /H  /H  /J  P\  ]h  Pi  Pn  Pn  op  Pq  %r	/"2;Q]]<XfKghiKjkr=s=}=}~  >A  BH  IU  Va  Ib  cd  ef  eg  cg  Ih  ip  qr  is  Bt  >tFMgaPQlSYSYS[amnyazaa  AB  bC3D	/06?{[`OabcdedfbfOghoApAzAz{|A}  E  FR  S^  F_  `a  bc  bd  `d  Fe  fm  no  fp  q  BqDEMMR^_mRnopRqryDz  EE  EE  FG  EHBHFMgaPQlSYSYS[amnyazaa  AB  bC7D	34 )2)L<U<]<]^_`a<bdedqdqr}  D  sE  sM  sM  NO  PQ  sR  SZ  e[  ec  ec  df  gi  ej  er  er  st  uv  wx  ey  eC  eC  DE  eF  GI  eI  JL  eL  =M0NQXYZQ[3]]c]c]ekw  yD  lE  lJ  lJ  KL  lM)N	%&%)LYgLhLlLlLnLvLvwxyzL{  MD  MD  EF  GH  IJ  MK  MU  MU  VX  Y]  M^  Me  Me  Mg  mq  Cry'A%)LYgLhLlLlLnLvLvwxyzL{  MD  MD  EF  GH  IJ  MK  MU  MU  VX  Y]  M^  Me  Me  Mg  mq  Cry'A\!)LQ[D\D`D`DbDjDjklmnDoDwDwxyz{|}D~  EI  EI  JL  MQ  ER  EY  EY  E[  ae  ;f9[#9l"#,\+-F-J-J-L-T-TUVWX-Y-a-abcdefg-h-r-rsuvz-{  .C  .C  .E  KO  Z^  $_	/"'0\+5N1O1S1S1U1]1]^_`a1b1j1jklmnop1q1{1{|~  @D  2E  2L  2L  2N  TX  cg  (h	%&%yQ]^lQmQuQuvwxyQzQ~Q~  RA  RH  RH  RJ  UY  _c  Hdy1C'D,U^_k  mB  `C  `K  `K  LM  NO  `P  `T  `T  `V  `]  `]  `_  jn  tx  Vyi8Q.R[ @\@\]fgrs}g~  hG  hG  HI  JK  hL  RV  WX  RX  ^Y  AZ  [^  A^),=">;&)29[IY=Z[w3x  J  K[  \  a  a  bc  d  *e	&'<'LIY<Z0[0_0_0a)7)E)EiP\]mPnPsPstwxzP{  QD  QD  EF  GH  QI  QQ  QQ  RS  TU  VW  QX  Qb  Qb  ce  fj  Qk  qu  vw  qw  Gx  *y  z}  *}	%&%	N2A& 	kD">$#67G||Aq EIIwu?O?OPWXYZ[]^\_X_P`?a?h?hiklnopqxq}q}~  rA  pA  BD  EG  @H  7I  JK  -L'wq34NOH!JAq!Q}}Q2.H$MMaM>M-/H8X-?-?1-EF!a%RS)TJii
+GAq!q8N#(99Qq!_n_/D-E-O-OPQST-UW_#` 4=iH\]^_a`a_a]aHbHiHiHk  mI  LS  LX  LX  Y[  L\  _f  _k  _k  ln  _o  ?p  wC  DR  wS  wX  wX  YZ  w[  fj  5kI,T124=iH\]^_`_a]aHbHiHiHk  mI  LS  LX  LX  Y[  L\  _f  _k  _k  ln  _o  ?p  wC  DR  wS  wX  wX  YZ  w[  fj  5kI,T12#	k* # ]+004U:A=22+m,11"5r1u<=BXXa'!*na'!*n45<<UCMMaQRTUVbggbr2779:??A%,,
1gajl;<<U	)7)E)EiQZ[fgt[u  wB  CT  wU  w_  w_  `b  wc  \c  RdLNJJWXYZ[\L]^bLcLhLhLjRklu  wB  CT  wU  w_  w_  `b  wc  mdQd joGp *q ru*u	%& %$-l>.J.R.RSTUV.WXYZ^X^._eg$h	.!|+)*>?+mB\\`kl}`~  aI  aI  JL  aM  M  S  S  UIo6VY[^`aglmnoo+2A3<+>+>qB+G	'(+2A3<+>+>qB+G	'(*8*F*FyR[\hi}\~  @K  L]  @^  @h  @h  ik  @l  ]l  SmLNJJWXYZ[\L]^bLcLhLhLjSklu  wB  CT  wU  w_  w_  `b  wc  mdRd joHp +q ru+u	&'\)	R[\hiw\x  zG  ]H  SI  OT  IU9_+E- .@!AB^acfhikljmnH$MMaM>M-/H8X-?-?1-EF(--XZJ[^_J_`Jii
+GAq!qq!12N#(99Qq!_n_/D-E-O-OPQST-UW_#` 1:9EYE`E`Ebc{  A  DF  <G  SW  2XI./,&		6??#>#>#\#\]iju]vwz{}|}{}  A  @A  A  xA  ^B  GK#\  $L  MY  Ze  Mf  gj  km  lm  km  np  gp  Mq  #r  su  vIOO//HHSVWYXYWYSYIZ[\^^_aaG!#bc'*1,R/I099W^^EUVwz|  @B  <C  JS  JX  JX  YZ  J[  fk  1lI-.2;YyGWGWGYZ{  A  DF  >G  NW  N\  N\  ]^  N_  jo  3pI/0,~6==?@[^`cefghijgjklnnoqq'..*+JRRTUVWXYZ\V\])**,-LrTVWXYZ[\^X^_& 	 WQq\	 
 +4ZaRW*XI'( 	 

5Y01 1!q!11	IIlul{l{l}~ehefghvaxAIIaA$6$<$<$>$E$E$G$L$LQq$Q$U$U$W$]$]$_``~	
 W .f  -XR s$   AF'AF
AFC1A<AF
FAF)N)0osioshutilrb   r   
matplotlibr   cv2r   torchvisiontimetorchvision.utilsr   r   torch.nn.functionalnn
functionalre   ra   r^   rv   rY   flow_visrj   matplotlib.pyplotpyplotr   einopsr   r   modelspiqaimageioPILr	   scipyr
   plotly.expressexpresspxplotly.graph_objectsgraph_objectsgocollectionsr   rh   ch_secr   r!   r   r   <module>r      st         
    6         $       ! #	r	:SU]_efrt Lr   