o iv @s4ddlmZddlZddlZddlmmZddl m Z ddl Z ddl m Z ddlmZmZddlZddlZddlmZddlZddlmZmZddlmZGd d d ejZdejfd ed e fd dZ!GdddejZ"GdddejZ#GdddejZ$GdddejZ%Gddde&e Z'dej(de)fddZ*dej(de)dej(fddZ+dej(de)dej(fd d!Z,dej(d"e d#e&dej(fd$d%Z-dRdej(d'ed(ed#e&d)e&dej(f d*d+Z.dej(d,ed#e&dej(fd-d.Z/dej(d/ed#e&dej(fd0d1Z0dej(d2e d#e&dej(fd3d4Z1dej(d5ej(d#e&d)e&dej(f d6d7Z2dej(d8ed#e&dej(fd9d:Z3Gd;d<dd?Z6d@e5ej(dej(dBfdAdBZ7dCe5e8e&ej(fde8e&ej(fdBfdDdEZ9GdFdGdGejZ:GdHdIdIejZ;GdJdKdKejZde>fdPdQZ?dS)S)overrideN)Image)Enum) TypedDictLiteral)reshape_latent_to)ComfyExtensionio)MAX_RESOLUTIONc @sXeZdZeddZedejdejdedede j f dd Z ed d Z ed d Z dS)BlendcCsXtjddddtjdtjdtjjddd d d d tjjd gddgtjgdS)N ImageBlendz Image Blendimage/postprocessing Image Toolsimage1image2 blend_factor??{Gz?defaultminmaxstep blend_mode)normalmultiplyscreenoverlay soft_light differenceoptions)node_id display_namecategoryessentials_categoryinputsoutputs)r SchemarInputFloatComboOutputclsr1@/mnt/c/Users/fbmor/ComfyUI/comfy_extras/nodes_post_processing.py define_schemas  zBlend.define_schemarrrrreturncCst||\}}||j}|j|jkr5|dddd}tjj||jd|jdddd}|dddd}| |||}|d|||}t |dd}t |S)Nrbicubiccenter)upscale_methodcrop) node_helpersimage_alpha_fixtodeviceshapepermutecomfyutilscommon_upscalertorchclampr NodeOutput)r0rrrr blended_imager1r1r2execute$s  " z Blend.executec Cs|dkr|S|dkr||S|dkrdd|d|S|dkr7t|dkd||ddd|d|S|dkr]t|dk|dd||d||d|d|||S|d kre||Std |) Nrrrr6rrr7r r!zUnsupported blend mode: )rEwhereg ValueError)r0img1img2moder1r1r2r2s.DzBlend.blend_modecCs,t|dkd|d|d|t|S)Ng? )rErJsqrt)r0xr1r1r2rKBs,zBlend.gN)__name__ __module__ __qualname__ classmethodr3rETensorfloatstrr rGrIrrKr1r1r1r2r s & r kernel_sizesigmacCsttjtjdd||dtjdd||ddd\}}t||||}t|| d||}|||S)Nr6)r?ij)indexingg@)rEmeshgridlinspacerSexpsumr>)r\r]r?dtyperTydrKr1r1r2gaussian_kernelFs0rhc @s:eZdZeddZedejdedede j fddZ d S) Blurc CsNtjdddtjdtjjddddddtjjd d d d d dgtjgd S)N ImageBlurz Image Blurr image blur_radiusr6rr]r皙?$@)r$r%r&r(r)r r*rr+Intr,r.r/r1r1r2r3Ms zBlur.define_schemarkrlr]r4c Cs|dkr t|S|tj}|j\}}}}|dd}t|||j|j d |dd d} | dddd}t |||||fd} t j| | |d|ddddd|| || f} | dddd} t| tjS)Nrr7r6r?rer5reflectpaddinggroups)r rGr>rBmodel_managementget_torch_devicer@rhr?rerepeat unsqueezerAFpadconv2dintermediate_device) r0rkrlr] batch_sizeheightwidthchannelsr\kernel padded_imageblurredr1r1r2rI]s  $6z Blur.executeN rUrVrWrXr3rErYintrZr rGrIr1r1r1r2riLs  $ric @sFeZdZeddZeddZedejde de de j fd d Z d S) Quantizec CsJtjddtjdtjjddddddtjjdgd d gtjgd S) N ImageQuantizer rkcolorsr6rdither)nonefloyd-steinbergzbayer-2zbayer-4zbayer-8zbayer-16r"r$r&r(r))r r*rr+rqr-r.r/r1r1r2r3qs zQuantize.define_schemac s fddt|d}d|}tt|}t||d}tt| tj }t |j d|j d}t |j d|j d} | || d} || d|j dd|j dfdd |jtjd }t|}|j|tjjd }|S) NcsV|dkr tddSd|}||d}t|d|df|d|dff|S)Nr)r6r6float32rRr6g?r)npzerosbmat)nqmnormalized_bayer_matrixr1r2rs  *z/Quantize.bayer..normalized_bayer_matrixr5rrr6r^repaletter)len getpalettermathlog2rE from_numpyrarrayastyperceilr@tilerzadd_clamp_r>uint8r fromarraycpunumpyquantizeDitherNONE) impal_imorder num_colorsspreadbayer_n bayer_matrixresulttwth tiled_matrixr1rr2bayers .zQuantize.bayerrkrrr4cCs|j\}}}}t|}t|D]]} tj|| dtjdd} | j |d} |dkr7| j | tj j d} n#|dkrE| j | tj j d} n| drZt|d d } t| | | } tt| dd}||| <qt|S) NrRGB)rO)rrrrr-r^)r@rE zeros_likerangerrr>rrrrrFLOYDSTEINBERG startswithrsplitrrtensorrrconvertrZr rG)r0rkrrrrr_rbrrquantized_imagerquantized_arrayr1r1r2rIs  "    zQuantize.executeN)rUrVrWrXr3 staticmethodrrErYrr[r rGrIr1r1r1r2rps  $rc @s>eZdZeddZedejdededede j f dd Z d S) SharpencCsftjddtjdtjjdddddddtjjd d d d d ddtjjdd ddd ddgtjgdS)N ImageSharpenr rksharpen_radiusr6rmT)rrrradvancedr]rrnroralpharg@rrpr/r1r1r2r3s zSharpen.define_schemarkrr]rr4cCs0|dkr t|S|j\}}}}|tj}|dd} t| ||j|j d|d } | j|j d} | d} | | | f| d| | | f<| |dd d} | dddd} t| ||||fd } tj| | | |d dddd|| || f} | dddd} t| dd}t|tjS) Nrr7r6rr rrr5rsrt)r rGr@r>rBrwrxrhr?rerdryrzrAr{r|r}rErFr~)r0rkrr]rrrrrr\rr9 tensor_image sharpenedrr1r1r2rIs    2zSharpen.executeNrr1r1r1r2rs  (rc@s<eZdZgdZddgZeddZedejfddZ d S) ImageScaleToTotalPixelsz nearest-exactbilineararear8lanczosdisabledr9c Cs\tjddtjdtjjd|jdtjjdddd dd tjjd d d d ddgtjgdS)Nrzimage/upscalingrkr:r" megapixelsrr0@rresolution_stepsr6rT)rrrrr) r r*rr+r-upscale_methodsr,rqr.r/r1r1r2r3s z%ImageScaleToTotalPixels.define_schemar4c Cs|dd}|dd}t||jd|jd}t|jd|||}t|jd|||} tj|t|t| |d} | dd} t | S)Nr^r6r5r7r) movedimrrSr@roundrBrCrDrr rG) r0rkr:rrsamplestotalscale_byrrsr1r1r2rIs    zImageScaleToTotalPixels.executeN) rUrVrWr crop_methodsrXr3r rGrIr1r1r1r2rs rc@s0eZdZdZdZdZdZdZdZdZ dZ d Z d S) ResizeTypezscale by multiplierzscale dimensionszscale longer dimensionzscale shorter dimensionz scale widthz scale heightzscale total pixelsz match sizezscale to multipleN) rUrVrWSCALE_BYSCALE_DIMENSIONSSCALE_LONGER_DIMENSIONSCALE_SHORTER_DIMENSION SCALE_WIDTH SCALE_HEIGHTSCALE_TOTAL_PIXELS MATCH_SIZESCALE_TO_MULTIPLEr1r1r1r2rsrinputr4cCst|jdkS)NrR)rr@)rr1r1r2is_imagesr is_type_imagecCs"|r |dd}|S|d}|S)Nr^r6)rrzrrr1r1r2init_image_mask_input    rcCs"|r |dd}|S|d}|S)Nr6r^)rsqueezerr1r1r2finalize_image_mask_inputrr multiplier scale_methodcCsXt|}t||}t|jd|}t|jd|}tj||||d}t||}|SNr^r)rrrr@rBrCrDr)rrrrrrr1r1r2rs  rrrrr;cCs|dkr |dkr |St|}t||}|dkr)tdt|jd||jd}n|dkr>tdt|jd||jd}tj|||||}t||}|S)Nrr6r^r) rrrrr@rBrCrDr)rrrrr;rr1r1r2scale_dimensions#s $" r longer_sizecCst|}t||}|jd}|jd}||kr"t|||}|}n||kr1t|||}|}n|}|}tj||||d}t||}|Srrrr@rrBrCrDr)rrrrrrr1r1r2scale_longer_dimension2    r shorter_sizecCst|}t||}|jd}|jd}||kr"t|||}|}n||kr1t|||}|}n|}|}tj||||d}t||}|Srr)rrrrrrr1r1r2scale_shorter_dimensionFrrrcCst|}t||}t|dd}t||jd|jd}t|jd|}t|jd|}tj ||||d}t ||}|S)Nrr^rr) rrrrrSr@rrBrCrDr)rrrrrrrrr1r1r2scale_total_pixelsZs  rmatchcCsVt|}t||}t|t|}|jd}|jd}tj|||||}t||}|S)Nr^r)rrr@rBrCrDr)rrrr;rrrr1r1r2scale_match_sizegs    rmultiplecCs`|dkr|St|}|r|j\}}}}n|j\}}}|||}|||}|dks.|dkr0|S||kr:||kr:|S||} ||} | | krX|} tt|| } | |krW|} n|} tt|| } | |kri|} t||}tj|| | |d}t ||}| |d} | |d}| |}||}|r|dd||| |ddfS|dd||| |fS)Nr6rrr7) rr@rrrrrBrCrDr)rrrrrrrtarget_wtarget_hs_ws_hscaled_wscaled_hx0y0x1y1r1r1r2scale_to_multiple_coverrsD        rc @sheZdZgdZddgZGdddeZeddZede j j e j j Bd e j j d ed e jfd d ZdS)ResizeImageMaskNoderrr9c@sfeZdZUeed<eded<eded<eed<eed<eed<eed <eed <eed <eed <d S)z#ResizeImageMaskNode.ResizeTypedDict resize_typerr)rr9r;rrrrrrrN)rUrVrWr__annotations__rrZrr1r1r1r2ResizeTypedDicts    rcCstjdtjtjg}tjjd|jddd}tjdddd gd tjjd |d tj jd dtj t j tj jdddtdddtj jdddtddd|gtj t jtjjdddddddgtj t jtj jdddtdddgtj t jtj jdddtdddgtj t jtj jdddtdd dgtj t jtj jdddtdd!dgtj t jtjjd"ddd#dd$dgtj t jtjjd%tjtjgd&d'|gtj t jtj jd(d)dtdd*dgg d+tjjd,|jd-d.dgtjj|d/d0gd1S)2N input_typer;r9zjHow to handle aspect ratio mismatch: 'disabled' stretches to fit, 'center' crops to maintain aspect ratio.)r#rtooltiprzResize Image/Maskz6Resize an image or mask using various scaling methods. transform) resizez resize imagez resize maskscalez scale imagez scale maskz image resizez change size dimensionsshrinkenlargertemplaterzUSelect how to resize: by exact dimensions, scale factor, matching another image, etc.rrrr6z]Target width in pixels. Set to 0 to auto-calculate from height while preserving aspect ratio.)rrrrrrz]Target height in pixels. Set to 0 to auto-calculate from width while preserving aspect ratio.rrrg @z7Scale factor (e.g., 2.0 doubles size, 0.5 halves size).rzIThe longer edge will be resized to this value. Aspect ratio is preserved.rzJThe shorter edge will be resized to this value. Aspect ratio is preserved.zETarget width in pixels. Height auto-adjusts to preserve aspect ratio.zETarget height in pixels. Width auto-adjusts to preserve aspect ratio.rruNTarget total megapixels (e.g., 1.0 ≈ 1024×1024). Aspect ratio is preserved.rzEResize input to match the dimensions of this reference image or mask.)rrzeResize so width and height are divisible by this number. Useful for latent alignment (e.g., 8 or 64).)rr#rrzpInterpolation algorithm. 'area' is best for downscaling, 'lanczos' for upscaling, 'nearest-exact' for pixel art.resized)rr%)r$r% descriptionr&search_aliasesr(r))r MatchTypeTemplaterMaskr-r+rr* DynamicComboOptionrrrqr rr,rrrrrr MultiTyper scale_methodsr.)r0r crop_combor1r1r2r3st         $-z!ResizeImageMaskNode.define_schemarrrr4c CsL|d}|tjkrtt||d|S|tjkr*tt||d|d||dS|tjkr:tt||d|S|tj krJtt ||d|S|tj kr[tt||dd|S|tj krltt|d|d|S|tj kr|tt||d |S|tjkrtt||d ||dS|tjkrtt||d |Std |) Nrrrrr;rrrrrrzUnsupported resize type: )rrr rGrrrrrrrrrrrrrrrrL)r0rrr selected_typer1r1r2rIs(  "       zResizeImageMaskNode.executeN)rUrVrWr(rrrrXr3r rTyper$r-rGrIr1r1r1r2rs >2rimagesc Cst|dkrdStdd|D}g}|D]}|jd|kr-|tjjj|ddddq||qg}|dj}|D].}|jd d|d dkre|tj | dd |d |d d d  d dq<||qszbatch_images..r^)rr6constantr)rOvaluer6r7rr9dim) rrr@appendrEnn functionalr|rBrCrDrcat)r, max_channels padded_imagesrkresized_imagesfirst_image_shaper1r1r2 batch_imagess   4 r;maskscCst|dkrdSg}|dj}|D]2}|jdd|ddkr>t|dd}tj||d|ddd}|t|ddq||qtj |ddS) Nrr6F)rr7rr9r1) rr@rrBrCrDr3rrEr6)r< resized_masksfirst_mask_shapemaskr1r1r2 batch_maskss    r@latentsc Cst|dkrdS|d}g|d<|dd}g}|D]'}|t|j|ddd|d|dddtd|djdDqtj |dd|d<|S) Nr batch_indexrF) repeat_batchcSsg|]}|qSr1r1)r-rTr1r1r2 /sz!batch_latents..r1) rcopyr3rr@extendgetrrEr6)rA samples_out first_samplestensorslatentr1r1r2 batch_latents$s   2rLc@4eZdZeddZedejjdejfddZ dS)BatchImagesNodec CsNtjjtjddddd}tjddddgdtjjd |d gtjgd S) Nrkr72prefixrrrNz Batch Imagesr)batchz image batchz batch imageszcombine imagesz merge imagesz stack imagesr,r)r$r%r&r'r!r(r))r AutogrowTemplatePrefixrr+r*r.r0autogrow_templater1r1r2r34szBatchImagesNode.define_schemar,r4cCttt|SN)r rGr;listvalues)r0r,r1r1r2rIEzBatchImagesNode.executeN rUrVrWrXr3r rSr+rGrIr1r1r1r2rN3s  rNc@rM)BatchMasksNodec CLtjjtjddddd}tjdgdddtjjd|d gtjgd S) Nr?r7rOrPr])z combine masksz stack masksz merge masksz Batch Masksr<rr$r!r%r&r(r))r rSrTr$r+r*r.rUr1r1r2r3JzBatchMasksNode.define_schemar<r4cCrWrX)r rGr@rYrZ)r0r<r1r1r2rIZr[zBatchMasksNode.executeNr\r1r1r1r2r]I  r]c@rM)BatchLatentsNodec Cr^) NrKr7rOrPrb)zcombine latentsz stack latentsz merge latentsz Batch LatentsrArr_)r rSrTLatentr+r*r.rUr1r1r2r3_r`zBatchLatentsNode.define_schemarAr4cCrWrX)r rGrLrYrZ)r0rAr1r1r2rIor[zBatchLatentsNode.executeNr\r1r1r1r2rb^rarbc@rM)BatchImagesMasksLatentsNodec Csptjjdtjtjtjgd}tjjtjd|dddd}tj dgddd tjjd |d gtjj d|d gd S)Nr) allowed_typesr6rOrPrd)z combine batchz merge batchz stack inputszBatch Images/Masks/Latentsutilr(r)idrr_) r r"r#rr$rcrSrTr+r*r.)r0matchtype_templaterVr1r1r2r3ts z)BatchImagesMasksLatentsNode.define_schemar(r4cCsPd}t|}t|dtrt|}nt|drt|}nt|}t |S)Nr) rYrZ isinstancedictrLrr;r@r rG)r0r(batchedrZr1r1r2rIs     z#BatchImagesMasksLatentsNode.executeNr\r1r1r1r2rdss  rdc@s(eZdZedeeejfddZdS)PostProcessingExtensionr4c stttttttttg SrX) r rirrrrrNr]rb)selfr1r1r2 get_node_listsz%PostProcessingExtension.get_node_listN) rUrVrWrrYtyper ComfyNodernr1r1r1r2rlsrlcstSrX)rlr1r1r1r2comfy_entrypointsrq)r)@typing_extensionsrrrrEtorch.nn.functionalr4r5r{PILrrenumrtypingrr comfy.utilsrBcomfy.model_managementcomfy_extras.nodes_latentrr<comfy_api.latestrr nodesr rpr rrrZrhrirrrr[rrYboolrrrrrrrrrrrrYr;r@rjrLrNr]rbrdrlrqr1r1r1r2sR     5$A)! ( $  %f.$