o >g@sZddlZddlZddlZddZGdddZGdddZGdd d Zeeed ZdS) Nc Cspt|g}t|g}tjtd|dtt|tt|tdt|dgddd}|S)NZrdim)torch as_tensorstackdeg2radsincos full_like unsqueeze) elevationazimuth embeddingsrE/home/comdoleger1/zen-flux-style-shape/comfy_extras/nodes_stable3d.pycamera_embeddingss"      rc@0eZdZeddZdZdZdZdZddZ d S) StableZero123_ConditioningcCsfdddddddtjdd fdddtjdd fdd d d d fd ddddddfd ddddddfdiS)Nrequired CLIP_VISIONIMAGEVAEINTdefaultminmaxsteprr#r$r%FLOATff@皙?Fr#r$r%r&round) clip_vision init_imagevaewidthheight batch_sizerrnodesMAX_RESOLUTIONsrrr INPUT_TYPESsz&StableZero123_Conditioning.INPUT_TYPES CONDITIONINGr=LATENTpositivenegativelatentencodeconditioning/3d_modelsc Cs||} | jd} tj|dd||dddd} | ddddddddf} || } t||}t j | | | j  | jdddfgdd}|d| igg}t | dt | igg}t |d |d |d g}||d |ifS) Nrrrbilinearcenterrconcat_latent_imager!samples) encode_image image_embedsrcomfyutilscommon_upscalemovedimrCrrcattodevicerepeatshape zeros_likezeros)selfr0r1r2r3r4r5rroutputpooledpixels encode_pixelst cam_embedscondr@rArBrrrrC*s  $   ,z!StableZero123_Conditioning.encodeN __name__ __module__ __qualname__ classmethodr; RETURN_TYPES RETURN_NAMESFUNCTIONCATEGORYrCrrrrrs   rc@r) "StableZero123_Conditioning_BatchedcCsdddddddtjdd fdddtjdd fdd d d d fd ddddddfd ddddddfd ddddddfd ddddddfd iS)Nrrrrrrr r!r"rr'r(r)r*r+r,r-Fr.) r0r1r2r3r4r5rrelevation_batch_incrementazimuth_batch_incrementr6r9rrrr;9sz.StableZero123_Conditioning_Batched.INPUT_TYPESr<r?rCrDc Cs||} | jd} tj|dd||dddd} | ddddddddf}||}g}t|D]}| t |||| 7}|| 7}q8t j |dd}t j tj | ||gdd}|d|igg}t | dt |igg}t |d |d |d g}|||dg|d fS) NrrrrErFrGrrHrIr!)rJ batch_index)rKrLrrMrNrOrPrCrangeappendrrrQrepeat_to_batch_sizerVrW)rXr0r1r2r3r4r5rrrjrkrYrZr[r\r]r^ir_r@rArBrrrrCMs  $    z)StableZero123_Conditioning_Batched.encodeNr`rrrrri8s   ric@r) SV3D_ConditioningcCsTdddddddtjdd fdddtjdd fdd d d d fdddddddfdiS)Nrrrrri@r r!r"rr'r(r)r*gVgV@r-Fr.)r0r1r2r3r4 video_framesrr6r9rrrr;cszSV3D_Conditioning.INPUT_TYPESr<r?rCrDcCs||}|jd} tj|dd||dddd} | ddddddddf} || } d} dt|dd}g}g}t |D]}| || | | |7} qE| | ||d gg}t | t | ||d gg}t |d |d |d g}||d |ifS) NrrrrErFrGih)rHrrrIr!rJ)rKrLrrMrNrOrPrCr%rmrnrrVrW)rXr0r1r2r3r4rsrrYrZr[r\r]rZazimuth_incrementZ elevationsZazimuthsrpr@rArBrrrrCts"  $      zSV3D_Conditioning.encodeNr`rrrrrqbs   rq)rrirq) rr7 comfy.utilsrMrrrirqNODE_CLASS_MAPPINGSrrrrs!**