+jv5 ddlZddlZddlmcmZddlmZddlZ ddl Z ddl Z ddl Z ddl mZmZmZdZdZdZgdZgdZd Zd Zd ejd ejd ededejf dZGddejZGddejZGddejZGddejZGddeZ de fdZ!dS)N)override)ComfyExtensionIOTypesi )g ףp= ?gv/?gCl?)gZd;O?gy&1?g?iiimagemask erode_radiussizereturnc |dddfdddd}|ddd}tj||gdd}|jdd\}}|t ||z } t j|tdt|| ztdt|| zdddd}|dddd f} |dkrCtj | d |zdzd|  } tj|ddddf| gd}tj | d dkd \} } | dkrtdt!| t!| }} t!| t!| }}| |zd z ||zd z }}t|| z ||z d z dz}t!||z t!||z t!||zt!||zf\}}}}|jdd\}}|dd ||z ||z f}t|dt|dt ||t ||f\}}}}||kr5||kr/|dddd||||f|dddd||z ||z ||z ||z f<t j|||dddd}|ddddf|dddd fzddd}|dS)N.rlanczosdisabled)stridepadding)rrT)as_tuplez@TripoSplatPreprocessImage: mask is empty (no foreground pixels).g333333?)clampmovedimtorchcatshapemincomfyutilscommon_upscalemaxroundF max_pool2dnonzeronumel ValueErrorint new_zeros unsqueeze) r r r r rgbalphargbahwsaysxsx0x1y0y1cxcyhalfleftupperrightlowerHWcropsx0sy0sx1sy1outs =/home/wildlama/comfy/ComfyUI/comfy_extras/nodes_triposplat.py _preprocessrJs RaR.  q! $ $ , ,R 3 3C JJq!  T "E 9c5\1 % %d +D :bcc?DAq s1ayyA ; % %dC5Q<<,@,@#aqSTuBVBVXacm n n t tuvxy z zD QQQ!V Aa \1"a,.21l S S S Sy$qqq"1"u+q)1-- ]1T7Q; 6 6 6FB xxzzQ[\\\ ]]CMMB ]]CMMB2g]R"WMB rBwR 1 $s *D #BIBIBIPSTVY]T]P^P^ ^D% :bcc?DAq >>1a = > >DT1s5!}}c%mmSPQ]]RCc3 SyyS3YYEI!!!QQQPSTWPWY\]`Y`J`EaQQQ3;sU{*C$JsTz,A AB ; % %dD$ : N N T TUVXY Z ZD 2A2;aaa1f %q ) 1 1!R 8 8C ==  cJeZdZedZedejfdZdS)TripoSplatPreprocessImagecztjddddtjdtjdtjddd d d tjd dddd dgtjdgS)NrMzTripoSplat Preprocess Image3d/conditioningzPCrop center each image to a square canvas on a black background and add padding.r r r rrrzQErode the alpha matte by this pixel radius before cropping (avoids border bleed).defaultrr#tooltipr izZSquare image size. The model is trained at 1024; other sizes run but are off-distribution.rQrr#steprR display_namenode_idrXcategory descriptioninputsoutputs)rSchemaImageInputMaskIntOutputclss rI define_schemaz'TripoSplatPreprocessImage.define_schema?sy/6&jw'' f%% ^QA2%xzz VTs2&BCC X__'_::;    rKr ctdtdzdzjdjdkr+tjjdt jddt jddkrXtjdddf t jdddddddftj fdtjdDd }tj|S) NrrrrbilinearF)r mode align_cornerscLg|] }t||!S)rJ).0ir r r r s rI z5TripoSplatPreprocessImage.execute..Xs0pppUVk%(DG\4PPppprK)dim)r#r*rr r!repeat_to_batch_sizetupler% interpolatefloatrrranger NodeOutput)rfr r r r prepareds ```` rIexecutez!TripoSplatPreprocessImage.executeQsA2D R2-.. :a=EKN * *;33D%+a.IID ABB E%+ac*:$;$; ; ;=aaag!4!4!6!6U5;qQRsCS=T=T[euz{{{|}|}|}@A}ABD9pppppppZ_`e`klm`nZoZopppvwxxx}X&&&rKN__name__ __module__ __qualname__ classmethodrgrrwryrmrKrIrMrM>sV  [ "''''['''rKrMcJeZdZedZedejfdZdS)TripoSplatConditioningc tjddddtjddtjdd tjd gtjd tjd tjddgS)NrzTripoSplat ConditioningrOzEncode the image with DINOv3 and the Flux2 VAE into TripoSplat positive/negative conditioning, and create the fixed size noise target (latent + camera) for the KSampler clip_visionzDINOv3 ViT-H/16+ image encoderrRvaez Flux2 VAEr positiverWnegativelatentz-The fixed size noise target (latent +camera).)rXrRrY) rr_ ClipVisionraVaer` ConditioningrdLatentres rIrgz$TripoSplatConditioning.define_schema]sy,2&r ##M;[#\\ UK 88w'' &&J&??&&J&??   h@o pp    rKr ctj|j|j}|dd|}tjt| dddd}tjt| dddd}||z |z }| | d}tj| |jddtj} ||tj} | jd} | d| gigg} tj| dtj| gigg} tj}tj| t*t,g|}tj| dt.g|}tj||f}t5j| | d|iS) Nrrdevicer) pixel_valuesrreference_latentssamples)r model_managementload_model_gpupatcher load_devicertortensor _DINOV3_MEANview _DINOV3_STDmodelrur% layer_normrintermediate_deviceencode zeros_likezeros_Q_TOKEN_LENGTH_LATENT_CHANNELS _CAM_CHANNELS nested_tensor NestedTensorrrw)rfrrr rimgmeanstdseqfeature1refbrrdev latent_seqcamerars rIryzTripoSplatConditioning.executeqs --k.ABBB(mmB""%%f--|L888==aAqIIl;v666;;Aq!QGGTzS SYY[[99!<< SYrss^<<??@V@j@j@l@lmmjj""5#9#M#M#O#OPP IaL 3cU;<=%h//2EHXY\H]H]G^1_`a$88::[!_6F!GPSTTT aM23???%22J3GHH}Xx)W1EFFFrKNrzrmrKrIrr\s]  [ &GGGG[GGGrKrcJeZdZedZedejfdZdS)VAEDecodeTripoSplatctjddddtjdtjddtjd d t td d tjdddddgtj dgS)NrzTripoSplat Decode 3d/latentzrDecode the sampled TripoSplat latent into a 3D gaussian splat. Modify the number of gaussians to vary the density.rrTripoSplat VAE decoderr num_gaussians zNumber of gaussians to produce (rounded to a multiple of 32). 262144 matches the octree's point density; higher oversamples the same points (denser, but no new detail) and costs proportionally more VRAM/time.rUseedrlzFSeeds the octree point sampler (global RNG) for deterministic decodes.rPsplatrWrY) rr_rrarrc_NUM_GAUSSIANS_MIN_NUM_GAUSSIANS_MAXSplatrdres rIrgz!VAEDecodeTripoSplat.define_schemasy), N  ** U,D EE _fBTZlsu&lmm VQA;M%moo X__'_::;!    rKr c z|d}t|ddr|dn|}|j}|j}t t t tt|} | |zdkrt| |z |z} tj |j } |jj} |jd} | dz| |zdzz| z| z} tj |jg| ||j|j }t+jd |}d ||| | D}dt3|D\}}}}}t5jt9j|||||S)Nr is_nestedFrrr memory_required)rdtypecpurc6g|]}|Srm)render_tensors)rngs rIrpz/VAEDecodeTripoSplat.execute..s$jjj!!##jjjrK)r generatorc3>K|]}tj|VdSN)rstack)rnts rI z.VAEDecodeTripoSplat.execute..s*6[6[!u{1~~6[6[6[6[6[6[rK)getattrunbindfirst_stage_modelgaussians_per_pointr#rrrr*r$r r dtype_size vae_dtypegsmodel_channelsrload_models_gpurrrr Generator manual_seeddecodeziprrwrSPLAT)rfrrrrr2rdecodergppnrhidden cond_tokensrrparts positionsscales rotations opacitiesshs rIryzVAEDecodeTripoSplat.executes I ")![%"@"@GAa') "C(:C Octree depth for the preview decode (lower = cheaper/coarser).)rQrr#advancedrRri@rSrrzMNumber of gaussians to produce for the preview (rounded to a multiple of 32).rUyawgV@gvgv@g?zPreview camera yaw in degrees.)rQrr#rVrRrpitchg.@g@Vg@V@z Preview camera pitch in degrees. point_sizerrrzMaximum splat radius in pixels. Each gaussian is sized from its scale and capped here; lower = finer/pointier, higher = chunkier.rPrY)rr_ModelrarrcFloatrdres rIrgz'TripoSplatSamplingPreview.define_schemas:y/6 ?w'' U,D EE ^QA1t%egg _e6XZ%tvvudEPS]}IMOOw%TPS]KOQQ \1!&RSS X__&&''    rKr c ddlm |||||d j}|jjj} | dz||jzdzz|jjztj j z fd} | } | tjjjd| t%j| S)Nr)decode_x0_to_image) gaussianslevelrrrrrct|}d}t||kr||n|ddddd  fd}t||kr|||<n||d<||i|S)NrcallbackTF)okpbarloadedcJ  |||| dsdS ds`tjd}| jtj| d d< |} d"tj| d< d|dz|d|d fdS#t$r7}tj d |d d<Yd}~dSd}~wwxYw) NrrT)only_currently_usedrrrJPEGiz9TripoSplatSamplingPreview: preview failed, disabling ({})F) r r loaded_modelsappendrrr! ProgressBarupdate_absolute Exceptionloggingwarningformat) rVr6x total_stepsrrecfgrrorig_cbstaters rIrzQTripoSplatSamplingPreview.execute..outer_sample_wrapper..callbacksQ&GD"a555T{F ( ?/(-(>(L(Lae(L(f(f %,,S[999.>>}^m>nnn*.h,,S"c::CV},(- (?(? (L(Lf &M11$(K&RUWZI[\\\\\ (((O$_$f$fgh$i$ijjj"'E$KKKKKKK(sCC!! D"+,DD")listlenget) executorargskwargscb_idxrr r rrrrs @@rIouter_sample_wrapperz?TripoSplatSamplingPreview.execute..outer_sample_wrappers::DF&)$ii&&8&8d6llfjj>T>TG??E ( ( ( ( ( ( ( ( ( (&4yy6!!'V %-z"8T,V,, ,rKtriposplat_sampling_preview)comfy.ldm.triposplat.previewrrrdiffusion_modelq_token_lengthrrrr rrrcloneadd_wrapper_with_keypatcher_extension WrappersMP OUTER_SAMPLErrw)rfrrrrrrrfsmrrmrrrs ` @@@rIryz!TripoSplatSamplingPreview.executes!CCCCCC)LW\'))#k1@ &?ms?V.VZ\-\\`c`f`uux}yOyZyZ[^[hyiyii - - - - - - - -> KKMM u6ANPmpD E E E}QrKNrzrmrKrIrrsX  [ ., Y[Yf, , , [, , , rKrcLeZdZedeeejfdZdS)TripoSplatExtensionr c:KttttgSr)rMrrr)selfs rI get_node_listz!TripoSplatExtension.get_node_lists & "  %   rKN) r{r|r}rr typer ComfyNoder"rmrKrIrrsE  T$r|*<%=   X   rKrc"KtSr)rrmrKrIcomfy_entrypointr& s   rK)"rrtorch.nn.functionalnn functionalr%typing_extensionsrcomfy.model_managementr comfy.nested_tensorcomfy.patcher_extension comfy.utilscomfy_api.latestrrrrrrrrrrTensorr*rJr$rMrrrrr&rmrKrIr1s$ &&&&&&6666666666 $$$ ### "u|"5<"s"RU"Z_Zf""""J''''' '''<-G-G-G-G-GR\-G-G-G`*W*W*W*W*W",*W*W*WZF F F F F  F F F R     .   ! 3!!!!!!rK