Uma ufuna ukugxumela phezulu ekudalweni kwesithombe okunamandla e-AI nevidiyo ngaphandle kokulahlekelwa ukulawula okuhle, ufike endaweni efanele: I-ComfyUI iwuhlelo olusekelwe ku-node olukuvumela ukuthi uzakhele elakho ipayipi njengezitini ze-LEGO. Kulo mhlahlandlela uzofunda, kusukela ekuqaleni nangemininingwane, ukuthi ungasetha kanjani ukugeleza kokusebenza kokubukwa (VFX) ku-ComfyUI., kukho kokubili isithombe nevidiyo, ngaphandle kokulahlekelwa okuthile okubalulekile.
Ngaphezu kwezinto eziyisisekelo, sizobheka ukugeleza kombhalo kuya kwesithombe, ukugeleza kwesithombe kuya esithombeni, ukupenda, ukupenda ngaphandle, ukukala, i-ControlNet, SDXL, LoRA, nokushumeka. Sizokwenza ukugxumela kuvidiyo nge-AnimateDiff, i-HunyuanVideo, i-LTX Video kanye ne-Wan 2.1Lokhu kuhlanganisa izidingo, ukufakwa, amapharamitha angukhiye, namathiphu okukhiqiza anezinqamuleli nabaphathi bezindawo. Sizophinda simboze izinketho zamafu uma ukhetha ukugwema ukufaka okuyinkimbinkimbi.
Iyini i-ComfyUI futhi kungani ilungele i-VFX?
I-ComfyUI iyi-GUI esekelwe ku-node Yokusabalalisa Okuzinzile ekuvumela ukuthi ubuke futhi uguqule ukugeleza kwedatha kusukela ekuqaleni kuya ekugcineni. I-node ngayinye yenza umsebenzi othile (ukulayisha imodeli, umbhalo wombhalo wekhodi, isampula, ukuqopha i-VAE, njll.) futhi ixhunywe ngezintambo. ezimele okokufaka nokuphumayo. Le filosofi ilungele i-VFX: wazi kahle ukuthi isiginali ingena kuphi, lapho iguqulwa khona, nokuthi ungawuthinta kanjani umphumela.
Uma iqhathaniswa nezindawo zokusebenzelana ze-monolithic, i-ComfyUI igqama ngokusobala nokuvumelana nezimo. Izindleko zaleyo nkululeko ziyijika lokufunda elikhuphukayo kanye nokuphazamiseka okuthile okubonakalayo. (ukugeleza komsebenzi ngakunye kungahlelwa ngendlela ehlukile), kodwa umvuzo ukwazi ukwenza i-prototype ngokushesha, ukulungisa iphutha ngokunembile, nokwabelana ngokugeleza komsebenzi ngendlela ephindaphindekayo.
I-ComfyUI vs. AUTOMATIC1111
Abasebenzisi abaningi bavela ku-AUTOMATIC1111, eyakudala ye-Stable Diffusion. I-ComfyUI iyazuza ngokukhanya, obala kanye namakhono okwenza i-prototypingI-A1111 izizwa ifana kakhulu futhi iqondile, kodwa incane kakhulu. Uma ufuna ukuqonda ukusebenza kwangaphakathi futhi uthole okuningi ku-VFX, i-ComfyUI iwukubheja okuphephile.
Izinyathelo zokuqala nezilawuli eziyisisekelo
Ukusebenzisana nekhanvasi kulula: sondeza ngesondo noma ncinza ukuthinta, hudula ukuze uhambise, futhi udale ukuxhumana ngokuhudula usuka okukhiphayo kwenodi eyodwa ukuya kokokufaka kwenye. Uzobona amabhlogo (ama-node) njenge-Load Checkpoint, i-CLIP Text Encode, i-KSampler noma i-VAE, namakhebuli amele indlela yedatha.
Umbhalo oya esithombeni: ukugeleza kwesisekelo namanodi abalulekile
Iphayiphi elijwayelekile lihlanganisa ukulayisha indawo yokuhlola, ukubhala ngekhodi ukwaziswa, ukusampula kuma-latents, nokuqopha amaphikseli. Lona uhlaka lwamathambo okwakhiwe kulo cishe yonke into ku-ComfyUI..
Ukukhetha imodeli enephoyinti Lokuhlola Lomthwalo
I-Load Checkpoint node iletha izingcezu ezintathu: I-MODEL (inethiwekhi yokubikezela umsindo), i-CLIP (isifaki khodi sombhalo) kanye ne-VAE (ukusuka kumaphikseli kuye kuma-latents futhi ngokuphambene nalokho). I-MODEL iphakela i-KSampler, i-CLIP iya ezindaweni zombhalo, futhi i-VAE isetshenziselwa ukunquma umphumela wokugcina.Ngaphandle kwendawo yokuhlola awukho umdlalo, ngakho-ke khetha eyodwa ehambisana nokuhamba komsebenzi wakho.
Ukwaziswa okuhle nokubi nge-CLIP Text Encode
Sebenzisa amanodi amabili e-CLIP Text Encode: phezulu kube phozithivu nephansi kube negethivu. Umbhalo uguqulwa ube ukushumeka okunokulungiswa okuphezulu okuqondisa ukusabalalisaUngakala amagama nge-syntax (ithemu:1.2) ukuze unikeze isisindo esiningi noma esingaphansi emiqondweni.
Ukukhiqizwa kwe-KSampler namapharamitha
Ukuthatha isampula kuzoqala uma uyibeka kulayini (Ukwaziswa Komugqa). I-KSampler ilawula imbewu, izinyathelo, isampula, isihleli, namandla e-denoiseImbewu engaguquki inikeza ukuzala kabusha; izinyathelo ezengeziwe ngokuvamile zithuthukisa imininingwane (ngezindleko zesikhathi); I-denoise=1 ku-text2img isebenzisa inqubo egcwele yokususa umsindo.
Isithombe Esifihlekile Esingenalutho: ukulungiswa namaqoqo
I-Empty Latent Image node idala ikhanvasi yokuqala ecashile. Ubude nobubanzi kufanele kube ukuphindaphinda okungu-8Osayizi abajwayelekile: 512/768 ku-SD 1.5 kanye no-1024 kwe-SDXL. Lungisa usayizi weqoqo uma ufuna izithombe eziningi ngokugijima ngakunye.
I-VAE: ukucindezela nokwakhiwa kabusha
I-VAE ibhala amakhodi futhi ihlukanise phakathi kwamaphikseli nama-latents. Ihlinzeka ngokusebenza kahle kanye nesikhala esicashile esisebenzisekayo, ngokushintshanisa ukulahlekelwa okuthile noma ama-artifact.Ku-text2img, uzoyisebenzisa kakhulu ekugcineni (i-VAE Decode) ukuze uthole isithombe ngamaphikseli.
Isithombe ngesithombe, i-SDXL kanye nokudweba/ukudweba ngaphandle
Isithombe ngesithombe
Lokhu kugeleza komsebenzi kuhlanganisa ukwaziswa kanye nesithombe esiyisisekelo. Khetha indawo yokuhlola, layisha isithombe, buyekeza imiyalo, futhi ulungise i-denoise ku-KSampler ukuze unqume ukuthi uchezuka kangakanani kokwangempela (i-denoise encane = njengomthombo).
I-SDXL ku-ComfyUI
I-ComfyUI isekela i-SDXL kusenesikhathi nangempumelelo ngenxa yesimo sayo. Lungiselela ukwaziswa okuhle/okubi futhi uqalise inqubo nesampula esifanele; khumbula ukulungiswa okuhle kwe-latent (imvamisa engu-1024).
Ukupenda
Ukuze ulungise izindawo ezithile, layisha isithombe, vula isihleli semaski, bese ulondoloza imaski endaweni. Lolu hlelo lokusebenza lusebenzisa amamodeli ajwayelekile; uma usebenzisa indawo yokuhlola ethi "inpainting", sebenzisa i-VAE Encode (Inpaint). Esikhundleni se-VAE Encode ejwayelekile kanye ne-Set Noise Latent Mask node, isetha ukwaziswa ukuze kuchazwe uguquko namandla omsindo avamile afana no-0.6.
Ukupenda ngaphandle
Nweba udlule imikhawulo yesithombe ngePad Image for Outpainting: lawula kwesokunxele/phezulu/kwesokudla/phansi kanye nophaphe ukuze kube noshintsho olubushelelezi. Ku-VAE Encode (ye-Inpainting) lungisa i-grow_mask_by (ngcono >10) ukufeza ukugcwaliswa okwengeziwe kwemvelo nokuhlanganiswe kahle.
Ukukala: pixel vs latent
I-Pixel upscale
Izindlela ezimbili: nge-algorithm (i-bicubic, i-bilinear, eseduze-ngqo) nge-Upscale Image nge, noma ngemodeli enemodeli Yokulayisha Okuphezulu + Isithombe Esiphezulu (kusetshenziswa Imodeli). Ama-algorithms ayashesha kodwa acwengisiswe kancane; amamodeli athatha isikhathi eside futhi ngokuvamile anikeza imininingwane engconofuthi ungakwazi ukuhlanganisa ukuphuma nge a pakisha imiphumela engama-50 ye-After Effects.
Ukuphakama kwe-Latent
Okubizwa nge-Hi-Res Latent Fix sikala ngokuqondile endaweni ecashile, enothisa imininingwane ngesikhathi sokwakha kabusha. Ingase ichezuke kancane kokwasekuqaleni futhi ihamba kancane, kodwa yengeza ulwazi esikhundleni sokwelula amaphikseli nje.
Ukuqhathanisa okusheshayo
I-Pixel upscaling: ngokushesha, ngaphandle kokwengeza ulwazi olusha, ukushelela okungenzeka. Ukukhuphuka okucashile: kuhamba kancane, Yengeza imininingwane kodwa ingashintsha isithombe esiyisisekelo.Khetha ngokuya komongo nokuthembeka okudingekayo.
I-ControlNet: ukulawula okuhle kwesakhiwo
I-ControlNet inikeza imihlahlandlela efana nemingcele, ukuma, ukujula, noma ukuhlukanisa ukuze kuqinisekiswe ukuthi imodeli ihlonipha isakhiwo. Kuyithuluzi elinamandla kakhulu le-VFX ngoba lihlala lilungisa ukwakheka nokunyakaza.Zama i-Lineart, Depth, noma i-OpenPose futhi ulungise amandla ukuze ubhalansise ukwethembeka/ukudala.
I-ComfyUI Administrator: I-Custom Node Kuze Kumanje
Faka amanodi angekho
Uma ukugeleza komsebenzi kucela amanodi ongenawo, sebenzisa inkinobho ethi Umphathi: Umphathi, "Faka izindawo zangokwezifiso ezingekho", qala kabusha i-ComfyUI bese ulayisha kabusha isiphequluli. Lokhu kuqinisekisa ukuthi uphindaphinda ukugeleza okwabiwe kahle..
Buyekeza amanodi
Kusuka Kumphathi, hlola izibuyekezo bese uchofoza okuthi "Faka amanodi angokwezifiso." Uma "Ukubuyekeza" kuvela eduze kwephakheji, kusebenzise, qalisa kabusha, futhi uvuselele. Ukugcina ama-node esesikhathini kuvimbela amaphutha futhi kuthuthukisa ukusebenza.
Sesha amanodi kukhanvasi
Chofoza kabili kukhanvasi engenalutho ukuze uvule isitholi se-node futhi uyengeze ngamagama. Lokhu kusheshisa ukuhlanganiswa kwamaketanga ayinkimbinkimbi. ngaphandle kokuphequlula amamenyu.
Ukushumeka (ukuguqulwa kombhalo)
Ukuze wenze kusebenze ukushumeka, thayipha ukushumeka:Igama ngokwaziswa okuphozithivu noma okunegethivu. Beka ifayela ku-ComfyUI/models/embeddings I-ComfyUI izoyisebenzisa uma ithola okufanayo. Kuyindlela enamandla yokuhlanganisa izitayela ezithile noma imiqondo.
Ishumeka ukuqedela ngokuzenzakalela
Faka iphakheji le-ComfyUI-Custom-Scripts ukuze uqedele ngokuzenzakalela. Uma sekusebenzile, ukuqala ukuthayipha "ukushumeka:" kuzobonisa ukushumeka kwakho okutholakalayoukusheshisa umsebenzi ngamaqoqo amakhulu.
Isisindo sokushumeka
Ungakwazi ukukala njengamagama: (ukushumeka:Igama:1.2) kwandisa amandla futhi (ukushumeka:Igama:0.8) kuyakunciphisa. Ukulungisa izisindo kukunikeza ukulawula okuhle phezu komthelela obonakalayo.
I-LoRA: ivumelanisa isitayela ngaphandle kokuthinta i-VAE
I-LoRA ilungisa i-MODEL ne-CLIP yendawo yokuhlola eyisisekelo ukuze yethule izitayela, izinhlamvu, noma izinto, ishiye i-VAE ingaguquki. Ukugeleza okuyisisekelo: khetha indawo yokuhlola, engeza i-LoRA eyodwa noma ngaphezulu, buyekeza ukwaziswa, futhi uqalise ulayini.
Ama-LoRA amaningi aphumayo
Ungasebenzisa ama-LoRA amaningi ngokugeleza okufanayo; zihlanganiswa ngokulandelana. Linga ngokuhleleka nezisindo ukuze uhlanganise ngobuciko izitayela kuze kube yilapho ibhalansi oyifunayo ifinyelelwa.
Izinqamuleli namaqhinga asindisa amahora
Kopisha/unamathisele: Ctrl+C, Ctrl+V kanye no-Ctrl+Shift+V ukuze unamathisele ngenkathi ugcina okufakiwe. Khetha amanodi amaningi ngo-Ctrl, dala amabhokisi okukhetha, bese uwahambisa ngo-Shift ngesakhiwo esisheshayo.
Ukuthulisa i-node ngo-Ctrl+M kuyayishiya okwesikhashana; nciphisa inodi ngokucindezela ichashaza ekhoneni elingaphezulu kwesokunxele ukusula i-canvas kumaphrojekthi amakhulu.
Ulayini wesizukulwane: Ctrl+Enter. I-ComfyUI iphinda isebenzise amanodi kuphela uma okokufaka kushintsha; ilungisa imbewu ukuze igweme ukubala kabusha amaketanga amade futhi yonge isikhathi.
Ukugeleza okushumekiwe kwe-PNG: Hudula isithombe esikhiqiziwe ku-ComfyUI ukuze ubuyise ukugeleza komsebenzi kumethadatha yayo. Kuyindlela enhle kakhulu yokwabelana namapayipi enguqulo ngaphandle kokulahlekelwa yizicucu. Uma ufunda kangcono ngevidiyo, bheka Izifundo zevidiyo eziyi-10 ezihamba phambili.
I-ComfyUI yevidiyo: I-AnimateDiff isinyathelo ngesinyathelo
I-AnimateDiff ikuvumela ukuthi ukhiqize ukulandelana ngombhalo, izithombe, noma ividiyo. Ku-Windows ene-NVIDIA, i-10 GB ye-VRAM ilungile (ubuncane be-8 GB ngokulungiswa okuphansi noma i-Txt2Vid); kumaphrojekthi afunayo ungalindela cishe u-10 GB nge-2 ControlNets.
Ukufakwa nokuncika
Faka i-Git ukuze uhlanganise amanodi kanye ne-7-Zip ukuze ukhiphe i-ComfyUI ephathekayo. I-FFmpeg iyakhethwa (yokupakisha i-GIF/MP4 kusuka kumanodi okuhlanganisa)Uma ingekho ku-PATH, ukusakaza kuyaqhubeka nokukhiqiza ozimele abaxekethile.
Landa i-ComfyUI ephathekayo bese usebenzisa i-run_nvidia_gpu okokuqala ukuze uyiqalise. Kufolda yamanodi ngokwezifiso, clone I-ComfyUI-AnimateDiff-Evolved, i-ComfyUI-Manager, i-ComfyUI-Advanced-ControlNet kanye ne-ComfyUI-VideoHelperSuite.
Kusuka kuMphathi, faka "ControlNet Auxiliary Preprocessors" kanye "FizzNodes". Qala kabusha i-ComfyUI ukuze ulayishe yonke into ngendlela efanele futhi ugweme amaphutha okungenisa.
Amamodeli adingekayo
Beka izindawo zokuhlola ezihambisanayo ze-SD 1.5 kufolda efanele kanye ne-VAE ye-generalist uma kudingeka. Landa amamojula anyakazayo (isb., awokuqala asuka ku-AnimateDiff, TemporalDiff, noma i-AD Stabilized Motion) futhi uzikopishele endleleni yakho. Ku-ControlNet, engeza i-Lineart, Ukujula, ne-OpenPose (pth/yaml).
Ukugeleza komsebenzi okubalulekile: I-Vid2Vid ne-Txt2Vid
I-Vid2Vid: ilayisha uhla lwemibhalo lozimele olunenodi yokufaka yesithombe/ividiyo, ilawula image_load_cap, skip_first_images kanye ne-select_every_nth ubude besikhathi nokuthathwa kwesampula. Izinketho Zomongo Ofanayo zibalulekile: ubude bomongo ~16, ukugqagqana ukuze kuqhutshekwe, kanye nelophu evaliwe ku-Txt2Vid kuphela..
I-Txt2Vid: isebenzisa i-node yozimele eyinhloko (ngaphandle kwesilayishi sesithombe) futhi ikhiqiza ngokuqondile kusuka kusaziso. Nge-Denoise=1 ku-KSampler uzoba nomthelela wokukhiqiza ngokugcwele, ilungele iziqeshana zemicabango.
Ukuhlela ngokushesha iqoqo
I-BatchPromptSchedule ye-FizzNodes ikuvumela ukuthi uguqule ukwaziswa ngohlaka ngalunye. Isebenzisa pre_text kanye ne-app_text kumaheda avamile nokuvalwa, futhi ichaza amapheya "uhlaka: ukwaziswa". Qaphela ukhefana wokugcina entweni yokugcina, uzodala iphutha; iphinda umyalo uma ufuna ukuwugcina phakathi kwezikhawu.
Amasampula nokuhlanganisa izilungiselelo
I-KSampler yevidiyo idinga izinyathelo ezengeziwe (ubuncane obungama-25 futhi bungcono ukunyuswa). Zama i-Euler_a sampler futhi ulungise i-CFG ngendlela othanda ngayo.Ku-Vid2Vid, yehlisa umsindo ukuze usondele esiqeshaneni somthombo. I-Combine node ithumela ngaphandle i-GIF/MP4: chaza isilinganiso_sozimele, i-loop_count, ifomethi, nokuthi uyafuna yini i-ping-pong.
Amathiphu awusizo: yehlisa amandla e-ControlNet ezithombeni ezimile, zama i-OpenPose, sebenzisa i-KSampler yesibili ukuze ulungise "ukuqasha". Zama i-Motion LoRA ukuze ucebise ukunyakaza okuthile futhi ihlanganisa i-ControlNets kancane.
Ezinye izinjini zamavidiyo ku-ComfyUI
I-HunyuanVideo (i-img2vid iqondiswa imibhalo engezansi)
Lungiselela isithombe sakho kokuthi 512x512 futhi ukhiqize umbhalo ongezansi nge-Florence2Run. Shintshanisa amagama afana nokuthi "isithombe/isithombe/umfanekiso" nge-"vidiyo" usebenzisa i-StringReplace Ukuze uhambisane nokuqeqeshwa kwamamodeli. Guqulela esikhaleni esicashile usebenzisa i-HunyuanVideo Sampler + wrappers, sebenzisa i-Lora Select futhi uthumele ngesihlanganisi.
Ividiyo ye-LTX (ipayipi lenodi ye-LTX)
Faka amanodi namamodeli e-ComfyUI-LTXVideo (kuhlanganisa nesifaki khodi se-PixArt-XL). Bhala umyalo ku-CLIP, dala ividiyo ecashile nge-EmptyLTXVLatentVideo futhi ulungise i-LTXVSchedulerInombolo yezinyathelo inyusa ikhwalithi, namapharamitha afana ne-max_shift, i-base_shift, i-stretch, kanye netheminali ilolonge i-dynamics yesiqeshana. Londoloza nge-SaveAnimatedWEBP (iqiniso elingalahleki, ikhwalithi engu-100) noma thumela kwamanye amafomethi.
I-Wan 2.1 (umbhalo ukuya kuvidiyo, isithombe ukuya kuvidiyo, ividiyo ukuya kuvidiyo)
I-ComfyUI iphinde ihlanganise nokugeleza kwe-Wan 2.1. Ukusetshenziswa kwayo kuhlanganisa i-Txt2Vid, i-Img2Vid ne-Vid2Vid, ngokulawulwa kwepharamitha okufana namapayipi wangaphambilini kanye nezinzuzo zokungaguquguquki kwesikhashana kuye ngesimo sokusetshenziswa.
Izithombe ezinyakazayo: ukuhlukaniswa, ukujula, nokuhlanganisa
Ukuze uthole ukugqwayiza kwezithombe ezinyakazayo kusuka kuvidiyo, qala nge-LoadVideoInput, lawula Ukweqa Ozimele bokuqala bese Khetha Njalo Uhlaka Lwe-Nth, futhi ukale nge-ImageScaleToMegapixels kufika ku-~1MP. Lokhu kucubungula ngaphambili kulungisa umthwalo we-VRAM nesivinini sokusebenza esizukulwaneni. Ungahlola futhi ukuthi kanjani Dala izihloko ku-Premiere ukuhlanganisa ihluzo namakhredithi.
Hlukanisa isihloko usebenzisa i-GroundingDINO kanye ne-SAM nge-GroundingDinoSAMSsegment embhalweni. Khulisa imaski nge-GrowMaskWithBlur bese uyiguqulela esithombeni nge-MaskToImage ukuze uthole uhlaka oluqinile.
Dala isignali yesikhathi nge-TimeFeatureNode futhi uyilungise nge-FeatureScaler (umugqa, i-logarithmic, i-exponential). Lokhu kuzokuvumela ukuthi ulawule ukujula (Z) ukugudluzwa noma ukuma kwemaski eduze kwesiqeshana ukuze uthole imiphumela eyengeziwe yesinema.
Khiqiza imaski yokupenda kabusha encike ekujuleni nge-FlexMaskDepthChamber, uhlanganise imaski yesihloko, isignali yesikhathi, kanye nemephu ejulile yesiqeshana. Lungisa Z Front/Z Emuva ukuze uchaze indawo esebenzayo nganoma yisiphi isikhathi. futhi uzuze umphumela okholisayo we-3D.
Esigabeni sokukhiqiza, layisha indawo yokuhlola, sebenzisa ama-LoRA, lungiselela ukwaziswa, futhi wengeze i-ControlNet uma kufaneleka. I-AnimateDiff izokunikeza amafreyimu; bese uhlanganisa ne-RIFE VFI ukuze uphindwe kabili ubushelelezi kanye noshintsho olubushelelezi.
Uma ufuna ukuhlanganisa amaphasi: khiqiza izinguqulo ezimbalwa ezinezinkomba ezihlukile, khetha amasegimenti ane-ImageIntervalSelectPercentage, hlanganisa izinguquko ne-ImageBlend futhi uhlanganise ne-ImageBatchMulti. Ukudlula kokugcina ku-RIFE VFI kushiya upopayi bushelelezi futhi isilungele ukuthekelisa.
I-ComfyUI eku-inthanethi kanye nezinye izindlela zamafu
Uma ungafuni ukufaka noma yini, kukhona izinsiza zefu ezine-ComfyUI ezilungiselelwe kusengaphambili, ezinama-node/amamodeli amaningi kanye nokugeleza komsebenzi osekwenziwe ngomumo. Ziwusizo ekuhloleni okusheshayo noma emaqenjini abelana ngezifanekiso ngaphandle kokusebenzelana nezinhlaka zendawo. Njengenye indlela esheshayo nelula, kukhona nezinsiza ezivuliwe izithombe kanye nemiphumela ebonakalayo ku-CapCut.
Enye inketho ukusebenzisa amajeneretha evidiyo asekelwe emafini njenge-Dreamina: isikhombimsebenzisi esilula, ayikho i-VRAM yendawo, futhi imiphumela kumasekhondi angu-20–60. Inikeza okungeziwe okufana ne-HD upscale, ukuhumusha kozimele, nokukhiqizwa kwengoma yomsindo.Ngamakhredithi amahhala ansuku zonke ongaqala ngawo, kuyindlela ehlelekile lapho isivinini sibaluleke kakhulu kunokulawula okuyimbudumbudu.
Ukusebenza, izidingo kanye nezikhathi
Endaweni, i-ComfyUI yesithombe ukuya kuvidiyo ngokuvamile idinga phakathi kuka-8 no-24 GB we-VRAM kuye ngemodeli (i-AnimateDiff, i-HunyuanVideo, i-LTX Video) kanye nokulungiswa. Nakuma-GPU anamandla, isizukulwane singathatha imizuzu eyi-10–30 Uma isiqeshana siside noma uma usebenzisa ama-ControlNets amaningi nezihlungi ze-high-pass, umthwalo uthuthelwa kumhlinzeki emafini.
Isofthiwe ye-ComfyUI imahhala, kodwa izindleko ziku-hardware nogesi uma usebenza isikhathi eside. Ifu ligwema lezo zindleko, uma lishintsha ngokuya ngesevisi kanye nenkokhelo noma amakhredithi.Linganisa ukuthi yiziphi izinzuzo zokugeleza komsebenzi wakho kakhulu.
Ukuxazulula inkinga okuvamile
Uma ubona amaphutha angenalutho noma ama-node "angekho", cishe awekho amamodeli kumafolda akho noma okuncikile okungakhishiwe. Qinisekisa ukuthi inodi ngayinye inemodeli yayo ehlobene futhi usebenzise Isiphathi ukuze ufake noma imaphi amaphakheji angekho.Gwema amakhosombe angqubuzanayo uma usuvele usebenzisa i-ComfyUI kweminye imisebenzi.
Imikhuba emihle ye-VFX engashintshi
Khiya imbewu ukuze ikhiqize kabusha ngenkathi ulungisa izingxenye zeketango. Londoloza izithombe ngemethadatha yokuhamba komsebenzi futhi uchaze inodi nezinguqulo zemodeliKuvidiyo, chaza ubude bomongo nokugqagqana ngokucophelela, futhi ugcine ukuhleleka okucacile kwe-ControlNets nama-LoRA.
Shintsha ngobuhlakani phakathi kwe-pixel ephezulu kanye ne-latent kuye ngohlobo lokudubula kanye nezinga lemininingwane. Ku-Vid2Vid, nciphisa i-denoise ukuze uhloniphe ukunyakaza kwesisekelo.Ku-Txt2Vid, phusha izinyathelo kanye nesampula ukuze uthole ukuzinza okubonakalayo.
Hlanganisa ama-preprocessors e-ControlNet (i-canny, ukujula, indawo evulekile…) ukusuka Kumphathi ukuze unwebe ibhokisi lakho lamathuluzi. Futhi khumbula: amandla amancane e-ControlNet ngokuvamile enza kangcono kuvidiyo.ukugwema ukubukeka okuhlungiwe nokugcina ukubukeka kwemvelo.
Qiniseka ukuthi uhlola i-HunyuanVideo kanye nevidiyo ye-LTX uma icala lakho lidinga imihlahlandlela yemibhalo engezansi, ukulawula okuhlukile kwesikhathi, noma amanye amapayipi. I-Wan 2.1 futhi yengeza izinketho eziqinile ze-Txt2Vid, Img2Vid, ne-Vid2Vid nemingcele engaguquki kanye nemiphumela yokuncintisana.
Labo abafuna isivinini kanye ne-zero friction bangathembela kumasevisi aku-inthanethi, kuyilapho lawo adinga ukulawulwa kokuhlinzwa nokukhiqizwa kabusha okuphelele kuzokhanya nge-ComfyUI yasendaweni. Ngezingcezu ozibonile—ama-node, imingcele, izinqamuleli, nokugeleza—manje usunomgwaqo wokukhiqiza i-VFX yezinga eliphezulu. kokubili ezithombeni ezimile kanye nasekulandelaneni kwevidiyo, ngendlela eguquguqukayo nengakala.
