Isifundo Sokulungisa Amapharamitha Esitayela Samaphosta Amafilimu se-Z-Image-Turbo

Isifundo se-AI · Ikholomu yekhwalithi yezithombe

I-Z-Image-Turbo iyasebenza kodwa izithombe zibukeka zenziwe ngepulasitiki kakhulu? Ngichithe isigamu senyanga ngiyilungisa, futhi ekugcineni ngaqala ukuqonda imfihlo yamaphosta amafilimu

Ukugeleza komsebenzi okufanayo, imodeli efanayo, kodwa abanye bathola izithombe ezifana namaphosta akhonjiswa ezinkundleni zemidlalo yama-movie, wena uthola izithombe ezifana namakhasi emininingwane e-Taobao — inkinga ayikho kumodeli, kodwa ekutheni awazi ukuthi yini ejwayelekile "enhle".

#ComfyUI#ZImageTurbo#AI生图#电影海报#Prompt进阶

Incazelo yokusizwa yi-AI ekukhiqizeni: Lesi sihloko sihlelwe ngosizo lwe-AI ekwakheni uhlaka nasekuhleleni; konke okuhlobene nokwehluleka kokulungisa amapharamitha, ukulungisa amapharamitha athile, kanye nokwahlulela ikhwalithi yesithombe, kuyirekhodi langempela lokusebenza kwami mathupha ku-ComfyUI yendawo. Wonke amathuluzi asetshenziselwa ukufunda komuntu siqu kuphela, awasetshenziselwa ezohwebo futhi awasetshenziselwa ukukhiqiza okuqukethwe ngobuningi.

◆ ◆ ◆

Esihlokweni esidlule ngibhale ngendlela yokusebenzisa ukugeleza komsebenzi okuyisisekelo kwe-Z-Image-Turbo, indlela yokusetha amapharamitha, nokuthi yiziphi izingibe okufanele uzigweme.

Ngemva kokuyisebenzisa ngempumelelo, ngazizwa ngijabule kakhulu isikhathi esithile.

Chofoza ukukhiqiza, isithombe esisodwa esingu-1024×1024 ngemizuzwana engu-10, ikhadi lemifanekiso elingu-4060 lisebenza ngesivinini esikhulu, futhi ukubuka i-ComfyUI ikhiqiza izithombe ngokushesha kwakungijabulisa kakhulu.

Kodwa kungakabiphi ngathola inkinga eyodwa eyangicasula kakhulu.

Izithombe ezikhiqiziwe, ngingakuchaza kanjani… ubona ngokushesha ukuthi zenziwe yi-AI.

Umuzwa ufana nokuthenga izingubo ezintsha, uzigqoke ucabange ukuthi zibukeka kahle, bese uphuma uthole ukuthi wonke umuntu emgwaqweni ugqoke ezifanayo — ngokushesha awusafuni ukuzigqoka.

Izithombe ze-AI nazo zinjalo: zibushelelezi ngokweqile, ukukhanya kubukeka njengesibani se-LED esikhanyisa ngokulinganayo, ukwakheka kwesithombe kunokuthile okungahambi kahle kodwa awukwazi ukukuchaza — kumane kungakhululeki.

Ngamafuphi, yilokho okubizwa ngokuthi "umuzwa wepulasitiki".

Akukhona ukuthi imodeli ayisebenzi, kodwa ukuthi mina bengingazi ukuyisebenzisa.

Kulezi zinsuku eziyishumi nanhlanu ezilandelayo, ngilungise isithombe esisodwa izinguqulo ezingaphezu kuka-30, futhi ekugcineni ngaqala ukuqonda okuthile. Namuhla ngibhala konke ukwehluleka nezifundo engizitholile.

◆ ◆ ◆

Ake ngikhulume iqiniso: ingakanani ihlazo inguqulo yami yokuqala "ethuthukisiwe"?

Ngemva kokusebenzisa ukugeleza komsebenzi kwabaqalayo ngempumelelo, ngazethemba ngokweqile.

Amapharamitha ayisisekelo ngiwalungise kahle, akunjalo? Ngakho kungani ngingavele ngisebenzise i-prompt esezingeni eliphezulu? Ngafaka wonke lawa magama: ifilimu yephosta yesayensi, cinematic lighting, 8K, masterpiece.

Kwaba namuphi umphumela?

Nasi isibonelo sangempela: ngangifuna ukwenza iphosta yefilimu yesayensi. Ngabhala le prompt:

A epic sci-fi movie poster, futuristic city, giant spaceship,
neon lights, cinematic lighting, masterpiece, 8K, ultra detailed

Ngichofoza ukukhiqiza, kwaphuma cishe ngemizuzwana engu-10. Isithombe sasibukeka kanje:

▲ Inguqulo ehlulekile: ukuhlanganiswa kwezinto, imibala ehlabayo, ukukhanya okuyisicaba — umuzwa ojwayelekile we-AI "wepulasitiki"

Uma ngikhuluma iqiniso, ngasibuka lesi sithombe ngathula cishe imizuzwana eyishumi.

Leli akulona iphosta yefilimu yesayensi. Yikhava yomdlalo eyenziwe umuntu ngemali engu-100 yuan e-Taobao.

Lapho ngibuyekeza okwenzekile, ngathola izinkinga ezintathu ezibucayi:

• I-prompt ibifuna izinto eziningi kakhulu. Ngafaka "idolobha lesikhathi esizayo+umkhumbi-mkhathi omkhulu+izibani ze-neon" esithombeni esisodwa; izinto zagcwala kakhulu, imodeli yayingazi ukuthi yini okufanele igxile kuyo.
• Imibala ibingalawulwa. Ngenxa yokuthi angizange ngichaze indlela yemibala, i-Z-Image-Turbo yanginika ngokuzenzakalelayo uhlelo lwemibala "olukhanyayo kodwa olushibhile".
• Ukukhanya bekungachazwanga. Ngavele ngathi "cinematic lighting", kodwa angizange ngichaze indlela umthombo wokukhanya ovela ngayo, umehluko phakathi kokukhanya nobumnyama, noma ukujula kwezithunzi.

Uma lezi zinkinga ezintathu zingaxazululwa, ngisho nemodeli engcono kakhulu ngeke ikhiqize ikhwalithi yefilimu.

◆ ◆ ◆

Into eyodwa engayiqonda ngemva kwesigamu senyanga

Akukhona ukuthi imodeli iyakwazi yini ukukhiqiza izithombe ezinhle — kodwa ukuthi wena ngokwakho uyazi yini ukuthi kusho ukuthini "okuhle".

Lokhu kungazwakala kuyinto engaqondakali, kodwa ake ngikuchaze ngolimi oluqondile:

Uma ucela umuntu ongakaze abone iphosta yefilimu ukuthi ayiklame, angakwazi yini ukuyenza? Cha. Ngoba engqondweni yakhe akekho umtapo wezibonelo wokuthi "iphosta yefilimu kufanele ibukeke kanjani".

Okufanayo kuyenzeka nasekukhiqizeni izithombe nge-AI. Uma ungenalo izinga elicacile lokuthi "isithombe esihle" siyini, i-prompt yakho ngeke iqonde ngqo kulokho okudingayo.

Ngakho kulezi zinsuku eziyishumi nanhlanu, bengingalungisi amapharamitha kuphela, bengakha izinga lami lobuhle.

Ngakwenza izinto ezintathu:

• Ngakhipha amaphosta amafilimu angaphezu kuka-200 engangiwagcine ku-Pinterest, ngawahlaziya elilodwa ngesikhathi
• Ngahlukanisa isithombe ngasinye saba yizici ezintathu: ithoni yombala, ukwakheka, nokukhanya nezithunzi
• Ngazama kaningi nge-Z-Image-Turbo, ngishintsha isici esisodwa kuphela ngesikhathi ukuze ngibone umphumela

Uthi kwakukhathaza? Kwakukhathaza. Kodwa kwakufanele yini? Yebo.

Nazi izindinganiso ezintathu eziyinhloko engazithola ngokulungisa isithombe ngasinye.

◆ ◆ ◆

Uma ufuna ikhwalithi yefilimu, qala ngokulungisa lezi zinto ezintathu

Okokuqala: ithoni yombala — ungavumeli i-AI ikukhethele imibala

Lesi yisici esivame ukunganakwa kakhulu, futhi siyingozi kakhulu.

I-Z-Image-Turbo ihlakaniphe kakhulu, kodwa uma kukhulunywa "ngokukhetha imibala", ukunambitheka kwayo kujwayelekile kakhulu.

Kusho ukuthini ukujwayeleka? Kusho ukugcwala kombala okuphezulu, umehluko omkhulu, nemibala ekhanyayo ehlabayo — ngoba ezithombeni zedatha yokuqeqesha, lezi yizo ezithola ukuchofozwa kakhulu.

▲ Ithoni yefilimu enokugcwala kombala okuphansi: izithunzi eziluhlaza okwesibhakabhaka ngokujulile + ukukhanya kwemvelo okuthambile okuluhlaza okwesibhakabhaka, ngesitayela se-Blade Runner 2049

Kodwa amaphosta amafilimu awavamile ukuba njalo. Bheka noma yiliphi iphosta eliboniswa ezinkundleni zama-movie:

• Amamuvi esayensi: okuluhlaza okwesibhakabhaka okubandayo + okumpunga okujulile + ukukhanya okuncane kwe-neon, sengathi isithombe sicwiliswe emanzini abandayo
• Amamuvi esitayela saseShayina: i-ink eluhlaza okwesibhakabhaka + okumpunga okumsulwa + ukukhanya okuthambile nokunomusa, njengomdwebo we-ink ohlakazeka kancane
• Amamuvi asemadolobheni: indawo yasebusuku enokugcwala kombala okuphansi + amachashazi okukhanya awolintshi afudumele, njengesibani somgwaqo ebusuku lina

Yini okufanayo kuzo zonke? Ukugcwala kombala okuphansi.

Akusho ukuthi ayinayo imibala, kodwa imibala ayihlabi, ayithathi indawo enkulu, futhi ishiya umuzwa wokuphefumula.

Indlela engisebenzisa ngayo manje iwukuchaza ngokucacile indlela yethoni yombala ku-prompt:

Bad (okujwayelekile kakhulu):
cinematic lighting, masterpiece

Good (okuqondile):
muted desaturated color palette, deep navy blue shadows,
soft cyan ambient light, no bright saturated colors,
film grain texture, cinematic color grading like Blade Runner 2049

Ngemva kokwengeza incazelo yethoni yombala ekugelezeni komsebenzi okufanayo, ikhwalithi yesithombe yashintsha ngokuphelele.

Umgodi engawela kuwo: Ngesikhathi sokuqala ngabhala "low saturation", kodwa isithombe saphuma sifiphele futhi simpunga sengathi umbala usuphelile. Kamuva ngakushintsha kwaba "muted cool tones with subtle color depth" (amathoni abandayo ampunga, kodwa anokujula kombala okuncane), futhi umphumela waba ngcono.

Uyabona, amagama asetshenziswa ku-prompt awakwazi ukukhethwa ngokunganaki, ngisho nohlamvu olulodwa.

◆ ◆ ◆

Okwesibili: ukwakheka — ungavumeli imodeli izenzele ngokukhululeka

I-Z-Image-Turbo inenkinga ethile ekwakheni: ithanda ukubeka into esemqoka phakathi nendawo, bese igcwalisa izinhlangothi zonke ngemininingwane.

Lokhu akuyona inkinga ngokobuchwepheshe, kodwa ngokobuhle — kubukeka kakhulu njengethempulethi ezenzakalelayo.

Emaphosteni amafilimu angempela, ukwakheka kunomqondo:

• Umthetho wezingxenye ezintathu: into esemqoka iba engxenyeni eyodwa kwezintathu yesithombe, kushiywe indawo yokuphefumula
• Ukugxila maphakathi: umuntu uba maphakathi, kodwa ingemuva libe nokujula, kungabi sengathi "unamathiselwe" kulo
• Isikhala esingenalutho esilinganiswe kahle: isithombe sibe nendawo "engenalutho", kungagcwaliswa wonke amakhona

▲ Ukwakheka ngomthetho wezingxenye ezintathu: into esemqoka isengxenyeni yesithathu engakwesokunxele, kanti uhlangothi lwesokudla lushiyelwe kakhulu isibhakabhaka sedolobha

Ngilawula lokhu ku-prompt kanje:

Bad:
beautiful composition

Good:
rule of thirds composition, subject placed on left third line,
generous negative space on the right,
shallow depth of field focusing on subject,
clean and uncluttered background, professional poster layout

Umgodi engawela kuwo: Ngesinye isikhathi ngabhala "minimalist composition" (ukwakheka okulula kakhulu), imodeli yaqonda ukuthi "akukho lutho esithombeni", yanginika ingemuva elinombala owodwa. Kamuva ngakushintsha kwaba "clean composition with intentional negative space" (ukwakheka okuhlanzekile okunendawo engenalutho ehleliwe), futhi umphumela wabuyela esimweni.

◆ ◆ ◆

Okwesithathu: ukukhanya nezithunzi — ungavumeli isithombe sibukeke njengesibani se-LED esiyisicaba

Lesi yisinyathelo esibaluleke kakhulu sokusuka "emzweni we-AI" uye "emzweni wefilimu".

Ukukhanya kwesithombe esivamile esikhiqizwe yi-AI kufana nesibani se-LED esikhanyisa ngokulinganayo — yonke indawo ikhanya, akukho mehluko phakathi kokukhanya nobumnyama, futhi akukho kubukeka kwezinhlangothi ezintathu.

Kodwa ukukhanya kwephosta yefilimu "kunomthamo":

• Umphumela ka-Tyndall: ukukhanya kungena ngefasitela noma emafini, futhi imisebe yokukhanya iyabonakala
• Uhlaka lokukhanya olusuka ngemuva: kunokukhanya ngemuva kwento esemqoka, imiphetho iyakhanya
• Ukuhlukaniswa kokukhanya nobumnyama: izindawo ezikhanyayo azihlabi, ezimnyama azicimi ngokuphelele, futhi kukhona ukuguquka phakathi kwazo

▲ Umphumela wokukhanya onevolumu: imisebe ka-Tyndall ingena enkungwini, ukukhanya kwegolide okusem边eni kuchaza isithunzi somuntu

Manje ngibhala ukukhanya ku-prompt yami kanje:

Bad:
good lighting

Good:
volumetric lighting with visible light rays,
rim light creating a subtle glow around the subject's silhouette,
soft shadows with detail in the dark areas (not crushed blacks),
god rays filtering through the scene, atmospheric haze

Umgodi engawela kuwo: Ekuqaleni ngabhala "dramatic lighting" (ukukhanya kwedrama), imodeli yanginika ukukhanya kwesiteji okugxile kumuntu, ubuso bomuntu baba yingxenye ekhanyayo nengxenye emnyama, kwafana nefilimu esabekayo. Kamuva ngakushintsha kwaba "soft cinematic volumetric lighting, gradual shadow falloff" (ukukhanya kwefilimu okuthambile okunomthamo, izithunzi ezincipha kancane), futhi umphumela waba ofanele.

◆ ◆ ◆

Indlela engilungise ngayo izigcawu ezintathu

Isigcawu sokuqala: isitayela sesayensi esiwubukhazikhazi — okubalulekile "ukubanda" kanye "nobukhulu"

Lena yindlela engichithe kuyo isikhathi esiningi, futhi iyona elula kakhulu ukwehluleka kuyo.

▲ Isitayela sesayensi esiwubukhazikhazi: indawo ejulile yasemkhathini + isakhiwo esikhulu + ithoni eluhlaza okwesibhakabhaka ebandayo + uthuli olukhanya kancane

Amaphuzu ayinhloko:

• Ithoni yombala: okuluhlaza okwesibhakabhaka okujulile + okumpunga kwezinkanyezi, nokukhanya okuncane kwe-neon, kodwa kungabi nokukhanya okuningi kwesitayela se-cyberpunk
• Ukwakheka: kuvulekile futhi kukhulu, into esemqoka ithathe cishe u-30% wesithombe, kushiywe isikhala esiningi somkhathi
• Ukukhanya: ukukhanya okuvela ngemuva + ukukhanya okunomthamo, ukuze isithombe sibe nomuzwa wokujula sengathi kunokukhanya kude

Amagama asemqoka ku-prompt yami:

deep space background, massive monolithic structure,
cold navy blue and steel gray tones, subtle cyan rim light,
atmospheric dust particles floating in zero gravity,
cinematic anamorphic lens flare, widescreen 2.35:1 composition

Irekhodi lokwehluleka: Ngesinye isikhathi ngabhala "stars and galaxies", imodeli yangidweba ama-nebula anemibala eminingi, kwafana nephepha lodonga le-Windows XP. Kamuva ngakushintsha kwaba "deep space void with subtle distant starlight", futhi kwaphuma lowo muzwa wokujula nokuba yindawo enkulu engenalutho.

◆ ◆ ◆

Isigcawu sesibili: isitayela saseShayina samaqhawe angafi — okubalulekile "ukuthamba" kanye "nesikhala"

Lena yindlela eyangimangaza kakhulu. Ukuqonda kwe-Z-Image-Turbo ngobuhle baseMpumalanga akukubi empeleni; okubalulekile ukuthi uyinikeze isiqondiso esifanele.

▲ Isitayela saseShayina samaqhawe angafi: izintaba ze-ink eluhlaza okwesibhakabhaka + ulwandle lwamafu + ukukhanya okuthambile nokunomusa + isikhala esiningi esingenalutho

Amaphuzu ayinhloko:

• Ithoni yombala: i-ink eluhlaza okwesibhakabhaka + okumpunga okumsulwa + ukukhanya kwegolide okuthambile, gwema imibala yendabuko ebomvu kakhulu neluhlaza kakhulu
• Ukwakheka: isikhala esingenalutho singumphefumulo. Into esemqoka ibe ngaphansi noma eceleni kwesithombe, kube nolwandle lwamafu, izintaba nesibhakabhaka esikhulu
• Ukukhanya: ukukhanya okuthambile nokusabalalayo, gwema umehluko omkhulu, kufane nokukhanya kwenkungu encane yasekuseni

Amagama asemqoka ku-prompt yami:

traditional Chinese ink wash painting aesthetic,
misty mountain peaks disappearing into clouds,
soft celadon green and warm grey tones,
diffused morning light through fog,
scholar viewing the landscape from a pavilion,
ethereal atmosphere, negative space on the upper half, poetic mood

Irekhodi lokwehluleka: Ekuqaleni ngabhala "Chinese fantasy movie poster", imodeli yanginika isitayela sesikhangiso somdlalo we-inthanethi—izikhali zegolide, amaphiko nezinkemba ezindizayo ezazigcwele isibhakabhaka. Kamuva lapho ngicacisa ukuthi "classical ink painting style, not fantasy game art", isitayela sobuciko sagcina sesibuyile endleleni.

◆ ◆ ◆

Isigcawu sesithathu: isitayela semizwa yasemadolobheni—okubalulekile "ubumnyama" kanye "nokusondelana"

Le ndlela ifaneleka kakhulu ukuveza imizwa, futhi iyona engiyisebenzisa kakhulu njengamanje kumakhava e-akhawunti yami yomphakathi.

▲ Isitayela semizwa yasemadolobheni: umgwaqo wedolobha ebusuku lina+ukukhanya okufudumele okusawolintshi kwezibani zomgwaqo+ukujula kwenkundla okuncane+ukulungiswa kwemibala kwesitayela sika-Wong Kar-wai

Amaphuzu abalulekile:

• Amathoni ombala: indawo yasebusuku enokugcwala kwemibala okuphansi+amachashazi okukhanya afudumele awolintshi ezimpawu ze-neon, okufana naleyo mvakalelo emabhayisikobho ka-Wong Kar-wai
• Ukwakheka kwesithombe: kuhlangene, kunokujula kwenkundla, ingemuva elingacacile+umuntu osendaweni ephakathi+izibani zedolobha ezikude
• Ukukhanya: kugxilwe emithonjeni yokukhanya yamaphuzu, izibani ze-neon+izibani zomgwaqo+ukukhanya kwamafasitela; gwema ukukhanya okulinganayo okusabalale endaweni enkulu

Amagama asemqoka e-prompt yami:

rainy night city street, warm amber streetlights reflecting on wet pavement,
shallow depth of field, subject silhouette against blurred city lights,
moody and atmospheric, Wong Kar-wai inspired color grading,
soft bokeh effect in the background, intimate and contemplative mood

Irekhodi lokwehluleka: Lapho ngibhala "rainy night", imodeli ithanda kakhulu ukwengeza ngokuzenzakalelayo isambulela esisobala; cishe zonke izithombe zazinaso. Kamuva ngengeza "no umbrella, rain on the character's coat", sase siyanyamalala.

◆ ◆ ◆

Umlando wami obuhlungu wokulungisa amapharamitha (ngolimi olulula)

Ungacabangi ukuthi i-prompt iyona kuphela edingekayo. Uma amanye amapharamitha engalungile, ngisho ne-prompt ebhalwe kahle ngeke isize.

Inani lezinyathelo (steps)—eziningi azisho ukuthi kungcono

I-Z-Image-Turbo iza nezinyathelo ezingu-8 ngokuzenzakalelayo. Ngizamile izinyathelo ezingu-4, ezingu-8, ezingu-12 nezingu-20.

Isiphetho: Izinyathelo ezingu-8 yindawo engcono kakhulu yokulinganisa ukusebenza nekhwalithi. Ngemva kwezinyathelo ezingu-12, ukuthuthuka kwemininingwane yesithombe cishe akubonakali ngeso lenyama, kodwa isikhathi sokukhiqiza siphindeka kabili. Kule khompyutha yami ene-Windows 11 + RTX 4060 (8G VRAM) + 64G RAM, izinyathelo ezingu-8 zikhiqiza isithombe cishe ngemizuzwana engu-10, kanti ezingu-20 zidinga ukulinda isikhashana ngaphezulu; kodwa uma sikhuluma iqiniso, akudingekile.

CFG—ungayithinti, uma uyithinta konakala

I-CFG ye-Z-Image-Turbo kufanele ihlale ku-1. Ungangibuzi ukuthi kungani; ngazama ukuyibeka ku-3, kwaphuma izithombe ezazibukeka sengathi ziphonswe ngopende we-fluorescent. Lokhu kwachazwa esahlukweni sokuqala, kodwa ngiyakugcizelela futhi.

Ipharamitha ye-sampling shift—ngiyilungise yaba ngu-3.5

Inani elizenzakalelayo le-shift ku-AuraFlow ngu-3. Ngazama u-2, u-3, u-3.5 no-5.

• 2: isithombe siba mnyama, imininingwane yezindawo ezimnyama iyalahleka
• 3: okujwayelekile, akukho nkinga
• 3.5: isithombe sikhanya kancane, imininingwane yezindawo ezikhanyayo inothe kakhulu—yilokhu engikukhethayo manje
• 5: ukukhanya ngokweqile, izingxenye ezikhanya kakhulu ziba mhlophe ngokuphelele

▲ Ukuqhathaniswa kwepharamitha ye-shift: ukukhanya kwesithombe nokubonakala kwemininingwane ngaphansi kwamanani ahlukene

Le pharamitha ayigxilile; incike kulokho okudingwa yisithombe sakho. Ezindaweni zasebusuku ezimnyama, i-shift ephansi ivamise ukufaneleka kangcono; ezindaweni zasemini ezikhanyayo, i-shift ingakhushulwa kancane.

◆ ◆ ◆

Okokugcina

Ezinsukwini eziyishumi nanhlanu ezedlule, bengicabanga ukuthi "ukwazi ukusebenzisa i-Z-Image-Turbo" kusho ukwazi ukusetha amapharamitha nokusebenzisa i-workflow.

Manje sengiyazi ukuthi, ithuluzi liyisisekelo, kodwa ukunambitheka kobuciko yikho okubeka umkhawulo ophezulu.

Awudingi ukuba umklami ochwepheshile, kodwa udinga ukwazi ukuthi kusho ukuthini "okuhle"—amathoni ombala wesithombe kufanele aye ngakuphi, ukwakheka kufanele kushiye kanjani indawo engenalutho, nokuthi ukukhanya kufanele kuvele ngakuphi.

Lezi zinto ezintathu akufanele zichazwe ngokungacacile ngisho nangegama elilodwa ku-prompt.

Uma nawe usebenzisa i-Z-Image-Turbo ukwenza izithombe, zama lokhu: ungasheshi ucindezele inkinobho yokukhiqiza; qala uchithe isigamu sehora ubhale ngokucacile ku-prompt yakho lezi zinto ezintathu—amathoni ombala, ukwakheka nokukhanya nezithunzi.

Uzothola ukuthi ngemodeli efanayo, umphumela ungahluka ngokuphelele.

Uhlaka lwalesi sihloko luhlelwe ngosizo lwe-AI. Wonke umlando wokwehluleka ekulungiseni amapharamitha, ukuhlolwa kwamapharamitha athile kanye nokwahlulela ikhwalithi yesithombe kuyirekhodi langempela lokusebenza kwami mathupha ku-ComfyUI yendawo. Amathuluzi ahlobene asetshenziselwa ukufunda komuntu siqu nokurekhoda ukusebenza mathupha kuphela; awasetshenziselwa ukuthengisa noma ukukhiqiza okuqukethwe ngobuningi.