3jVZSSKrSSKrSSKrSSKrSSKrSSKJr SSKrSSKrSSK r SSK J r SSK J r SSKJrJr \"SS9"SS\ R"55r\"S S9"S S \55r\"S S9"S S \ R"55rS r\"SS9"SS\ R"55rg)N)ioLTXVDilateLatent)NODES_DISPLAY_NAME_PREFIX comfy_nodeLTXAddVideoICLoRAGuide)namec\rSrSr\R "SSS9r\S5r\S5r \S\ R4Sj5r S r g ) r rT) start_endc[R"S[S-SS[RR S5[RR S5[R R S5[R R SS S 9[RR S 5[RR S S SSSS9[RR SSSSSS9[RR SSSSSSS9[RR SSS/SSS9[RR S S!S"S#9[RR S$S%S&S'S(S)S9[RR S*S&S+S%S+S,S9/ [RRS5[RRS5[R RS5/S-9$).Nr z Add Video IC-LoRA GuideLightricks/IC-LoRAaAdds one or more conditioning frames starting at the specified frame index. Supports both single images and multi-frame videos. The latent_downscale_factor resizes input to a fraction of the target size (1 = original, 2 = half, 3 = third, etc.) for IC-LoRA on small grids.positivenegativevaelatentzcVideo-only latent to condition. Must be a 5D video latent (batch, channels, frames, height, width).tooltipimage frame_idxr'aFrame index to start the conditioning at. For single-frame videos, any frame_idx value is acceptable. For videos, frame_idx must be 1 modulo 8, otherwise it will be rounded down to the nearest 1 modulo 8. Negative values are counted from the end of the video.defaultminmaxrstrength?{Gz?rrrsteplatent_downscale_factor$@zXFor IC-LoRA on small grid. 1 means original size, 2 means half size, 3 means third, etc.rrrr#rcropdisabledcenterzLCrop mode when resizing. 'center' crops to fit, 'disabled' stretches to fit.)optionsrruse_tiled_encodeFzSEnable tiled VAE encoding for large resolutions/long videos to reduce memory usage.)rr tile_size@ zQSpatial tile size for tiled encoding. Only used when use_tiled_encode is enabled. tile_overlapzUOverlap between tiles for tiled encoding. Only used when use_tiled_encode is enabled.node_id display_namecategory descriptioninputsoutputs) rSchemar ConditioningInputVaeLatentImageIntFloatComboBooleanOutputclss D/home/wildlama/comfy/ComfyUI/custom_nodes/ComfyUI-LTXVideo/iclora.py define_schema$LTXAddVideoICLoRAGuide.define_schemasyy,25OO)X %%j1%%j1 U# B w' q   -v '2&j     &!q!  o  "s o?B&&z2&&z2   *UO O c Uupn URSS- U -U -S-nUSUn[X,-U- 5n[X=-U- 5n[RR UR SS5UUSUS9R SS5nUSS2SS2SS2SS24nU(aUR UU U U S9nUU4$URU5nUU4$)Nrrbilinear)r')tile_xtile_yoverlap)shapeintcomfyutilscommon_upscalemovedim encode_tiledencode)rFr latent_width latent_heightimages scale_factorsr$r'r+r,r1time_scale_factorwidth_scale_factorheight_scale_factornum_frames_to_keep target_width target_heightpixels encode_pixels guide_latents rGrYLTXAddVideoICLoRAGuide.encodehsFSB/B \\!_q %6 6  !"++,<'9Q'> IIuRay%0a8E!jj      #      |'1ab!Q7L!"IE 2 212 67  #Q &66!; #::a? *<.-HvxOwPQ'(66L)!$%r?r@rArBrCMaskrDrEs rGrH,LTXAddVideoICLoRAGuideAdvanced.define_schema syy4212)b %%j1%%j1 U# X w' X  z3CStT-Z '2&    !3U C [#23R P ^RRSr R(d  $!< c:x&&z2&&z2   *KJ J rJNrhchSSKJn SSKJn URnUSn[ R "U5nURu nnnnUSnURSS- U-U-S-nUS:H=(d US:HnU(d[R"USSU/SS9nURUUUUUUU U U U 5 unnU(dUSS2SS2SS2SS2SS24nUSSn[URSS5nSnUS:a]UU-S:wd UU-S:wa[SUS US U35eU"5RSU0[U5[U5S 9SnUS nUSnURSURS -URS-n[ RR!UU[#U5UU5unn U URS-U::dS5e[ RR%UUUUUUUUUUUS9 upnnSSKJn! U"U5n"U!"UUUU U"S9nU!"UUUU U"S9n[(R*"XUUS.5$)Nr)normalize_maskrrjrrkrmrnrorprqrtrNrurvrwrz)rrr|)rrlatentsrr}r~rrRrrrYrrrrSrrrrr{rr)#rFrrrrrrrr$r'r+r,r1rrrrr]rrtrrr[rZr^raryrfrrxrrrr{ norm_masks# rGr<XAddVideoICLoRAGuideAdvanced.execute[s$ 5-33 i( ,,V4 ;G;M;M81m]L)!, [[^a $5 5  !"!^>'9Q'> IIuRay%0a8E!jj      #      |'1ab!Q7L!"IE 2 212 67 "Q &66!; #::a? *<.-I<2 /   1$  0   1$  }} L S  rJr)rN rrrr__doc__rrHrrrrrrJrGrrsKK K Zv !v v rJLTXICLoRALoaderModelOnlycP\rSrSr\S5r\S\R4Sj5rSr g)ric[R"S[S-SS[RR S5[R R S[ R"S5S9[RR S S S S S S9/[RRS5[RRS5/S9$)Nrz IC-LoRA Loader Model OnlyrzZLoads a LoRA model and extracts the latent_downscale_factor from the safetensors metadata.model lora_nameloras)r*strength_modelrgYgY@r!r"r$r3) rr:rModelr<rB folder_pathsget_filename_listrArDrEs rGrH<XICLoRALoaderModelOnly.define_schemasyy.25QQ)tw'(::7C$  ( 9:'  rJrhc[R"SU5n[RR USSS9upV[ US5nUS:Xa[R"X5$[RRUSXSS5up[R"X5$![ [[4a Sn[R"SU5 Nf=f)NrT) safe_loadreturn_metadatareference_downscale_factorrzLFailed to extract reference_downscale_factor from metadata for %s, using 1.0r)rget_full_path_or_raiserTrUload_torch_filefloatKeyErrorr TypeErrorloggingwarningrrsdload_lora_for_models) rFrrr lora_pathlorametadatar$ model_lorars rGr LTXICLoRALoaderModelOnly.executes 77K 44 t5   &+H5Q,R&S # Q ==@ @55 4q }}ZAA*i0 &) # OO^  sB.CCrN) rrrrrrHrrrrrrJrGrrs6  4B"--BBrJctURupp4URSSSS5RXX$-5nSU0$)uGReshape audio latent (b, c, t, f) → ref_audio token dict (b, t, c*f).rrmrrNtokens)rRpermutereshape)rbctf ref_tokenss rG_patchify_audio_latentrs=JA!1a+33A!%@J j !!rJLTXVSetAudioRefTokenscT\rSrSrSr\S5r\S\R4Sj5r Sr g)riaProvide speaker identity context for audio generation. Patchifies the audio latent and attaches it as reference tokens on both positive and negative conditioning. The model prepends these tokens with negative temporal positions so they serve as identity context without being part of the generated output. Also outputs a frozen copy of the audio latent (noise_mask=0) for direct use in stage 2 without re-encoding. c[R"S[S-SS[RR SSS9[RR SS S9[R R S S S9/[RR SS S 9[RR SSS 9[R R SSS 9/S9$)Nrz Set Audio Ref TokensrzProvides speaker identity context for audio generation by attaching reference audio tokens to the conditioning. The tokens are prepended with negative temporal positions so the model treats them as context rather than generation targets.rz>Positive conditioning to attach the reference audio tokens to.rrz>Negative conditioning to attach the reference audio tokens to. audio_latentz0Encoded audio latent from LTXV Audio VAE Encode.z;Positive conditioning with reference audio tokens attached.)r5rz;Negative conditioning with reference audio tokens attached. frozen_audioz>Audio latent with noise_mask=0, fully frozen during denoising.r3)rr:rr;r<r>rDrEs rGrH#LTXVSetAudioRefTokens.define_schema"syy+25LL)2 %%\&%%\& "N  &&!+Y'&&!+Y'   !/\! 1& & rJrhcFUSn[U5n[R"USU05n[R"USU05nUR5nURupxp[ R "USU S4[ RS9US'[R"XU5$)Nrj ref_audior)dtypert) r node_helpersconditioning_set_valuescopyrRrzerosfloat32rr) rFrrrrrfrozenrrrrs rGrLTXVSetAudioRefTokens.executeLsi(*62 77 {I.  77 {I. ""$\\ a${{Aq!Qrs ( %A )*o R\\o +o d 12M %;M 3M ` +,5Br||5B-5Bp" ()E9BLLE9*E9rJ