#matchbox — Public Fediverse posts

75 картинок ablation: как Reddit-критика заставила меня переосмыслить FLUX-LoRA пайплайн

Запустил pinock.io — бесплатную ленту AI-генерации животных в стиле советских спичечных коробков. Под капотом FLUX.2-klein + кастомная LoRA + двухпроходный «sandwich»-пайплайн. Получил детальный технический комментарий на r/StableDiffusion с тремя претензиями. Сел и прогнал ablation: 5 вариантов пайплайна × 5 категорий × 3 сида = 75 картинок. Нашёл дыры в собственном пайплайне — в том числе кириллицу прямо в выходе LoRA (training-set leakage) и полный коллапс LoRA при scale=2.0. Текущий sandwich оказался патчем поверх плохо обученной LoRA, а не правильным решением. В статье — все картинки, цифры, и почему оба «правильных» совета критика на текущей модели не сработали. Плюс план переобучения на 1500-датасете.

https://habr.com/ru/articles/1031338/

#FLUX #LoRA #StableDiffusion #ablation #FastAPI #SQLite #pinock #matchbox #vast

75 картинок ablation: как Reddit-критика заставила меня переосмыслить FLUX-LoRA пайплайн

Запустил pinock.io — бесплатную ленту AI-генерации животных в стиле советских спичечных коробков. Под капотом FLUX.2-klein + кастомная LoRA + двухпроходный «sandwich»-пайплайн. Получил детальный технический комментарий на r/StableDiffusion с тремя претензиями. Сел и прогнал ablation: 5 вариантов пайплайна × 5 категорий × 3 сида = 75 картинок. Нашёл дыры в собственном пайплайне — в том числе кириллицу прямо в выходе LoRA (training-set leakage) и полный коллапс LoRA при scale=2.0. Текущий sandwich оказался патчем поверх плохо обученной LoRA, а не правильным решением. В статье — все картинки, цифры, и почему оба «правильных» совета критика на текущей модели не сработали. Плюс план переобучения на 1500-датасете.

https://habr.com/ru/articles/1031338/

#FLUX #LoRA #StableDiffusion #ablation #FastAPI #SQLite #pinock #matchbox #vast

75 картинок ablation: как Reddit-критика заставила меня переосмыслить FLUX-LoRA пайплайн

Запустил pinock.io — бесплатную ленту AI-генерации животных в стиле советских спичечных коробков. Под капотом FLUX.2-klein + кастомная LoRA + двухпроходный «sandwich»-пайплайн. Получил детальный технический комментарий на r/StableDiffusion с тремя претензиями. Сел и прогнал ablation: 5 вариантов пайплайна × 5 категорий × 3 сида = 75 картинок. Нашёл дыры в собственном пайплайне — в том числе кириллицу прямо в выходе LoRA (training-set leakage) и полный коллапс LoRA при scale=2.0. Текущий sandwich оказался патчем поверх плохо обученной LoRA, а не правильным решением. В статье — все картинки, цифры, и почему оба «правильных» совета критика на текущей модели не сработали. Плюс план переобучения на 1500-датасете.

https://habr.com/ru/articles/1031338/

#FLUX #LoRA #StableDiffusion #ablation #FastAPI #SQLite #pinock #matchbox #vast

75 картинок ablation: как Reddit-критика заставила меня переосмыслить FLUX-LoRA пайплайн

Запустил pinock.io — бесплатную ленту AI-генерации животных в стиле советских спичечных коробков. Под капотом FLUX.2-klein + кастомная LoRA + двухпроходный «sandwich»-пайплайн. Получил детальный технический комментарий на r/StableDiffusion с тремя претензиями. Сел и прогнал ablation: 5 вариантов пайплайна × 5 категорий × 3 сида = 75 картинок. Нашёл дыры в собственном пайплайне — в том числе кириллицу прямо в выходе LoRA (training-set leakage) и полный коллапс LoRA при scale=2.0. Текущий sandwich оказался патчем поверх плохо обученной LoRA, а не правильным решением. В статье — все картинки, цифры, и почему оба «правильных» совета критика на текущей модели не сработали. Плюс план переобучения на 1500-датасете.

https://habr.com/ru/articles/1031338/

#FLUX #LoRA #StableDiffusion #ablation #FastAPI #SQLite #pinock #matchbox #vast

Matchbox King Size K4C Leyland Tipper Truck. Diecast Restoration video now online:

https://makertube.net/w/5BscPyTZPS6Nif8GBLjgsM

https://www.youtube.com/watch?v=yMOfat2LujI

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #kingsize #matchboxkingsize #matchboxrestoration #youtube #youtubechannel #leyland #leylandbeaver #leylandsupercomet

Matchbox SuperFast 22D Freeman Inter-City Commuter. Custom Diecast Restoration video now online:

https://makertube.net/w/4LNGxiG92y4khfAzQ48HgW
https://www.youtube.com/watch?v=WuMyj8qWnfs

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #freeman #intercitycommuter

Lesney Matchbox 37B Karrier Bantam Bottle Float diecast restoration video now online:

https://makertube.net/w/2PeNUQZqFzQMETjJH3bLGs

https://www.youtube.com/watch?v=loiPwabLn4Y

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #toys #vintagetoys

Matchbox 37G Matra Rancho. Custom Diecast Restoration now online:

https://makertube.net/w/oob7oZ5WbkeNkwxGavjmRL

https://www.youtube.com/watch?v=ZNx-VKMQaAU

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #matrarancho #matra #talbotrancho #talbot #talbotmatrarancho #simca #matrasimca #matrasimcarancho

Matchbox 37G Matra Rancho. Custom Diecast Restoration now online:

https://makertube.net/w/oob7oZ5WbkeNkwxGavjmRL

https://www.youtube.com/watch?v=ZNx-VKMQaAU

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #matrarancho #matra #talbotrancho #talbot #talbotmatrarancho #simca #matrasimca #matrasimcarancho

LP-Radiowerbung (August 1981) trifft Plattenschrank:
Hit Rider (Arcade)

#compilation #sampler #arcade #hitrider #mikaelrickfors #ottawan #matchbox #trix #petergriffin #barclayjamesharvest #dollyparton #fools #bucksfizz #peterkent #andrewsachs #handsup #9to5 #lifeisforliving #hallandoates #disco #motorrad #motorbike #80er #altewerbung #radiowerbung #radio #radioads #flashback #retro

#AppleTV → Die jüngsten Neuankündigungen
#ImperfectWomen #Outcome #MargosGotMoneyTroubles #WidowsBay #MaximumPleasureGuaranteed #CapeFear #Lucky #TheDink #Mayday #Matchbox #WayOfTheWariorKid und mehr
https://www.macprime.ch/a/news/apple-tv-die-juengsten-neuankuendigungen

One more from the flea market. #Melrose #LA #MatchBox

Lesney Matchbox 25B Volkswagen 1200 Sedan. Diecast Restoration video now online:

https://www.youtube.com/watch?v=Q-2MjS-9gX8

https://makertube.net/w/fnianWoSEYMn6i2FEM1fEk

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #toys #vintagetoys #vw #volkswagen #volkswagenbeetle #volkswagen1200

LP-Radiowerbung (Frühjahr 1980) trifft Plattenschrank:
Disco Power (Arcade)

#compilation #sampler #arcade #discopower #onbroadway #goombaydanceband #earthandfire #weekend #sugarhillgang #matchbox #saragossaband #secretservice #peterkent #ACDC #highwaytohell #boneym #michaeljackson #drhook #80er #80smusic #altewerbung #radiowerbung #radio #radioads #flashback #throwback #retro #vinyl

https://www.zoll-auktion.de/auktion/auktionsuebersicht.php?n0=search&t=t1&s=12&n1%5B%5D=199&pagination=1

Die #Eisenbahn Freunde unter euch sollten mal in die #Spielwaren Abteilung der #Zollauktion reinschauen. Da gibt es gerade einiges an #H0 #Lokomotiven und Wagen von #Märklin und anderen Marken zum ersteigern. Aus der Zeit als die #DB noch pünktlich war. Ich hab auch #Matchbox Autos für kleines Geld in der Auktion gesehen.

Amidst everything, it's neat that this year's #matchbox #fordmustang is the same shade of green-blue featured in the Midtown Madness games #ford #diecastcars #diecast

Lesney Matchbox 47A Trojan Van. Special Christmas video now online: https://www.youtube.com/watch?v=H6t_E_cM8EM

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #toys #vintagetoys #trojanvan #trojan15cwtvan

Ich habe heute auf einem Garagen-#Flohmarkt ein #Matchbox-Auto aus 1992 mit einem seltsamen silbernen #Strichcode auf der Bodenplatte gefunden. Sowas macht mich natürlich neugierig. Was ist das? Was macht das? Da bin ich echt (Klein-)Kind geblieben.

(1/2) #IanSpielt / Edit: Bilder ergänzt

Lesney Matchbox 17D Foden 8-Wheel Tipper Truck. Diecast restoration video now online: https://www.youtube.com/watch?v=I-O_WUqUtMw

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #Foden #toys #vintagetoys #fodentippertruck #fodens21

Matchbox Superfast 33D Datsun 126X. Custom Diecast Restoration now online: https://www.youtube.com/watch?v=cTOjPYI8FuE

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #Nissan #nissan126x

I went thrifting today and scored these. #Tekken 5 and #RidgeRacer were 5 bucks a pop and the #Matchbox Battle Kings vehicles were 4. They are a little damaged though. I wonder if I can fix them.🤔
#RetroGaming #PlayStation #PS2 #PSP.

Lesney Matchbox 59C Ford Galaxie Fire Chief Car. Restoration video now online:

https://makertube.net/w/2rLrF9iWsujWmoMixT3fL7

https://www.youtube.com/watch?v=6WM1dtu3Q8c

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #ford #fordgalaxie #toys #vintagetoys

Lesney Matchbox 13C Thames Trader Wreck Truck Diecast Restoration video now online:

https://makertube.net/w/koCQdXFPhkUVghKknUSAxh

https://www.youtube.com/watch?v=T7vfwCYtYAA

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #thamestrader #towtruck

Lesney Matchbox 47B Commer Ice Cream Van. Twin Restoration video now online: https://www.youtube.com/watch?v=nLzyFBMp-v0

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #commervan #commerfcvan #commerfc

Lesney Matchbox 53A Aston Martin DB2/4. Diecast Restoration video now online: https://www.youtube.com/watch?v=mN4xLPhMLW4

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #astonmartin #astonmartindb24

Lesney Matchbox 1E & 2D Mercedes Truck & Trailer. Twin restoration video now online: https://www.youtube.com/watch?v=oojS11iDvYk

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #mercedes_benz #mercedestrucks

Lesney Matchbox 57C Land Rover Fire Truck. Restoration video now online: https://www.youtube.com/watch?v=LjE1ubHbBmM

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #landrover #landroverseries2a

Matchbox 73B Ferrari F1. Diecast restoration video now online: https://www.youtube.com/watch?v=RkAq0H9mLb8

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #ferrari #ferrari156 #ferrari156sharknose

Matchbox 7C Ford Refuse Truck. Diecast Restoration video now online: https://www.youtube.com/watch?v=RbtYvMGZhoc

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #ford #forddseries #fordtrucks
46 m.

Matchbox 54E Nasa Tracking Vehicle diecast restoration video now online: https://www.youtube.com/watch?v=4cgoZ3KkGgk

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #NASA

I’m absolutely delighted that #Matchbox makes my #Prius Prime, even with the same color!

Matchbox Superfast 52C Dodge Charger MKIII. Custom Diecast Restoration video now online: https://www.youtube.com/watch?v=w3ntcLVK2Xk

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #dodge #dodgecharger #dodgechargermk3

Matchbox Superfast 13E Baja Buggy. Diecast Restoration video now online: https://www.youtube.com/watch?v=DxtpCiFN6xo

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #bajabuggy

Art can be a wonderful catalyst for emotions. I remember my little thriller box that I invented after I found the background image (more in the alt text). Given the current political situation, I immediately realise who my fictitious muffin-baking princess would fill into cans and send to Mars without return ticket. :blobcatknife: 😈

#ShadowBox #ArtBox #assemblage #art #ArtistsOfMastodon #miniatures #dollHouse #cooking #genderRoles #matchbox #thriller

Matchbox 13D Dodge Wreck Truck. Diecast Restoration video now online: https://www.youtube.com/watch?v=JWHBwTlOtQY

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #dodge #dodgetrucks #dodge500

Matchbox Superfast 20D Lamborghini Marzal. Custom Restoration video now online: https://www.youtube.com/watch?v=Un8Rhpf-Mlw

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #lamborghini #lamborghinimarzal #italianconceptcars

Matchbox Superfast 64E Fire Chief's Car. Diecast Restoration video now online: https://www.youtube.com/watch?v=1BdMMLpMQ5U

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel

Lesney Matchbox 11B ERF Petrol Tanker. Restoration video now online: https://www.youtube.com/watch?v=HQa0DlsOJnQ

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #erf #erftrucks

Matchbox Superfast 75C Alfa Romeo Carabo. Custom diecast restoration video now online: https://www.youtube.com/watch?v=u6U5gBH0-3o

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #alfaromeo #alfaromeocarabo #italianconceptcars

The Rise and Fall of Matchbox's Toy-Car Empire - Hagerty Media

Link

Lesney Matchbox 12C Safari Land Rover Restoration video now online: https://www.youtube.com/watch?v=HluKBJyhb2c

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox
#matchboxrestoration #youtube #youtubechannel #landrover #landroversafari #landroverseries2a

Lesney Matchbox Superfast 29C Pumper Truck. Diecast restoration video now online: https://www.youtube.com/watch?v=Rn9wQfJBZ7Q

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #matchboxrestoration #youtube #youtubechannel #firetruck #firetrucksusa #matchboxfiretruck

Matchbox Superfast 64B MG1100. Diecast Restoration video now online: https://www.youtube.com/watch?v=luzlTBbnvus

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #mg #mg1100

Matchbox Superfast 54C Ford Capri. Custom Restoration now online: https://www.youtube.com/watch?v=UvklbV7z-vQ

#diecast #diecastrestoration #diecastcollector #vintagediecast #belgiandiecastrestorations #matchbox #matchboxcars #lesney #lesneymatchbox #superfast #matchboxsuperfast #matchboxrestoration #youtube #youtubechannel #ford #fordcapri #fordcaprimk1

Matchbox Transceiver Pushes the Spy Radio Concept to Its Limits https://hackaday.com/2024/05/09/matchbox-transceiver-pushes-the-spy-radio-concept-to-its-limits/ #amateurradio #transceiver #RadioHacks #80-meter #matchbox #sidetone #deadbug #dipole #NE5532 #mixer #morse #ham #cw

Matchbox Transceiver Pushes the Spy Radio Concept to Its Limits https://hackaday.com/2024/05/09/matchbox-transceiver-pushes-the-spy-radio-concept-to-its-limits/ #amateurradio #transceiver #RadioHacks #80-meter #matchbox #sidetone #deadbug #dipole #NE5532 #mixer #morse #ham #cw

Matchbox Transceiver Pushes the Spy Radio Concept to Its Limits https://hackaday.com/2024/05/09/matchbox-transceiver-pushes-the-spy-radio-concept-to-its-limits/ #amateurradio #transceiver #RadioHacks #80-meter #matchbox #sidetone #deadbug #dipole #NE5532 #mixer #morse #ham #cw

Matchbox Transceiver Pushes the Spy Radio Concept to Its Limits https://hackaday.com/2024/05/09/matchbox-transceiver-pushes-the-spy-radio-concept-to-its-limits/ #amateurradio #transceiver #RadioHacks #80-meter #matchbox #sidetone #deadbug #dipole #NE5532 #mixer #morse #ham #cw

Matchbox Transceiver Pushes the Spy Radio Concept to Its Limits - The Altoids tin has long been the enclosure of choice for those seeking to show of... - https://hackaday.com/2024/05/09/matchbox-transceiver-pushes-the-spy-radio-concept-to-its-limits/ #amateurradio #transceiver #radiohacks #80-meter #matchbox #sidetone #deadbug #dipole #ne5532 #mixer #morse #ham #cw

Matchbox Transceiver Pushes the Spy Radio Concept to Its Limits - The Altoids tin has long been the enclosure of choice for those seeking to show of... - https://hackaday.com/2024/05/09/matchbox-transceiver-pushes-the-spy-radio-concept-to-its-limits/ #amateurradio #transceiver #radiohacks #80-meter #matchbox #sidetone #deadbug #dipole #ne5532 #mixer #morse #ham #cw