models/PixelWave - FLUX.1-dev 03

PixelWave - FLUX.1-dev 03

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8/10/2025
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11:32:25 PM
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A giant monstrous yellow Pacman with sharp teeth hovers above planet Earth, devouring it in a dark fantasy, gothic art style with a mysterious, eerie atmosphere.
A giant monstrous fried egg creature with a shiny yolk walking through a detailed city street filled with tall buildings and vehicles, in vibrant psychedelic cartoon style.
一位身穿蓝黑色高科技盔甲的年轻女子,黑色短发,坐在装备复杂发光装饰的未来主义摩托车上,背景是破旧的工业废墟和夕阳的朦胧天空。
A vampire clown in a gothic lace costume and tall top hat adorned with bloodied feathers stands on a crumbling cathedral spire, holding tarot cards above an apocalyptic city at dusk with gargoyles nearby.
一位黑发哥特女性,眼睛被黑色故障遮挡条覆盖,手指置于嘴边,身穿黑色渔网衫,紫色雾霭环绕,背景有古老黑教堂和稻草人。
Black and white close-up portrait of a young woman with short wavy hair, freckles, and wearing a sequined top, against a softly blurred bokeh background.
Close-up digital portrait of a woman with closed eyes wearing a complex futuristic helmet composed of mechanical components and cables, set against an abstract background with splashes of red and orange.
A fierce female ninja in dark green hooded cloak and mask, holding a katana in a dynamic low-angle stance with a determined gaze.
A fantasy dragon head with grayish fur and sharp horns, set against a background of blue and white tones with impressionist and collage style brush strokes.
A futuristic digital illustration of a serious woman with short white hair wearing a yellow jacket and 3D-printed glasses seated in a wicker chair inside a cluttered cyberpunk room filled with machines and people working.
Black and white photograph showing a shadow silhouette of a couple kissing cast on a peeling plaster wall, with a rustic round table and two wooden chairs in a sunlit room
Photorealistic close-up portrait of a cybernetic soldier wearing a sleek, black titanium alloy exosuit with glowing orange LED accents and a reflective visor against a blurred neon city background.

Recommended Parameters

samplers

Euler Normal, dpmpp 2m sgm uniform, dpmpp_2s_ancestral, euler simple, DPM++ SDE, DPM++ SDE Karras, DPM++ 2M SDE Karras, DPM++ 2M

steps

4 - 40

cfg

2.5 - 7

resolution

1024x1024, 1536x1536

vae

FLUX.1-dev ae - unknown

Recommended Hires (High-Resolution) Parameters

upscale

1.5 - null

Tips

Use more steps than 8 to improve finer details though output has diminishing returns after 8 steps.

Try increasing guidance (CFG) for neater and cleaner outputs.

Mentioning an art style in prompt helps the model avoid guessing.

Add upscale latent by node and increase latent scale (e.g., 1.5x) to generate higher resolution images like 1536x1536.

Avoid using 'quality' terms like 4K, 8K, masterpiece etc. in prompts unless desired.

For photographic styles, avoid words like vibrant, intense, bright, neon, as they can produce overcooked images unless that is wanted.

Use the pagedlion8bit optimizer with kohya_ss/sd-scripts for fine tuning on smaller GPUs.

Version Highlights

Fine tuned for 5 weeks on my 4090.

Creator Sponsors

Huge thank you to RunDiffusion for sponsoring compute resources enabling model training.

For API access, partner with Runware.ai.

Model also available at RunDiffusion and Runware.ai.

PixelWave FLUX.1-schnell 04 - Apache 2.0!

Safetensor Files: 💾BF16 💾FP8 💾bnb FP4

GGUF Files: 💾Q8_0 🤗Q6_K 💾Q4_K_M

Links to 🤗VAE 🤗T5xxl 🤗CLIP L

Model also available at: RunDiffusion and Runware.ai

PixelWave FLUX.1 schnell version 04 is an aesthetic fine tune of FLUX.1-schnell. The training images were hand picked to ensure the model has a bias to eye catching images, with beautiful colors, textures and lighting.

  • Trained on the original schnell model, so Apache 2.0 license!

  • No special requirements to run. Supports FLUX LoRAs

  • Euler Normal, 8 steps.

You can use more steps to improve finer details, but the output doesn't change much after 8 steps.

Shout out to RunDiffusion

Huge thank you to RunDiffusion (co-creators of Juggernaut) for sponsoring the compute that made training this model possible! Figuring out how to train schnell without de-distilling the model required a lot of experimenting, and being able to utilize RunDiffusion's cloud compute made it a lot easier.

For those needing API access for this model, we're partnering with Runware.ai

I have made the FLUX.1-dev 04 version exclusive to RunDiffusion and Runware for the time being. When I release version 05 in future, I plan to release the dev 04 open weights.

Grateful for their support in getting this model out there, please check them out!

Training

Training was done with kohya_ss/sd-scripts. You can find my fork of Kohya here , which also contains changes to the sd-scripts submodule, make sure you clone both.

Use the fine tuning tab. I found the best results with the pagedlion8bit optimizer which also could run on my 4090 GPU 24GB. I found other optimizers struggle to learn anything.

I have frozen the time_in, vector_in and mod/modulation parameters. This stops the 'de-distillation'.

I avoid training single blocks over 15. You can set which blocks to train in the FLUX section.

LR 5e-6 trains fast, but you have to stop after a few thousand steps as it starts to corrupt blocks and slow down learning.

You can then block merge with an earlier checkpoint, replacing the corrupt blocks, and then continue training further.

Signs of corrupt blocks: paper texture over most images, loss of background details.

Contact

For business or commercial inquiries please reach out to us at pixelwave@rundiffusion.com. Licensing flux fine tunes. Customer training projects. Commercial AI development. The team can do it all!

PixelWave Flux.1-dev 03 fine tuned!

Safetensor Files: 💾BF16 💾FP8 💾NF4

GGUF Files: 💾Q8_0 🤗Q6_K 💾Q4_K_M

Links to 🤗VAE 🤗T5xxl 🤗CLIP L

The 'diffusers' files are actually the Q8_0 and Q4_K_M GGUF versions. GGUF files also available on huggingface.

I fine tuned version 03 from base FLUX.1-dev for over 5 weeks on my 4090. It is able to do different art styles, photography, and anime. Trick I discovered to help with LoRAs.

I used dpmpp 2m sgm uniform 30 steps for the showcase images. If you want a neater/cleaner output, try increasing the guidance. Also mentioning a style can help, so the model doesn't have to guess.

I also recommend try adding the upscale latent by node, and scale the latent by 1.5, e.g. generating an image that is 1536x1536 instead of 1024x1024.

PixelWave Flux.1-schnell 03

Safetensor Files: 💾FP8 💾NF4

GGUF Files: go to huggingface

I used dpmpp 2m sgm uniform 8 steps for the showcase images.

You can start with 4 steps, but there are less errors with anatomy if you run with more steps.

PixelWave Flux.1-dev 02

Safetensor Files: 💾BF16 💾FP8

GGUF Files: 💾Q8_0 🤗Q6_K 💾Q4_K_M

Version 02 has greatly improved black and dark images, and more reliable outputs with fewer issues with hands.

I recommend using dpmpp_2s_ancestral, beta, 14 steps. Or euler, simple, 20 steps.

Comfyui-GGUF Nodes

PixelWave 11 SDXL. A general purpose fine tuned model. Great for art and photo styles.

I use 20 steps, DPM++ SDE, CFG 4 to 6 or 40 steps, 2M SDE Karras

Accelerated Version - 5+ Steps, DPM++ SDE Karras, 2.5 CFG

PAG Recommended⚡Recommend 1.5 Scale, with CFG 3. Link to workflow

🔗Link to Expanded Gallery 🖼️

Link to prompting guide.⭐ You don't need to use 'quality' terms such as 4K, 8K, masterpiece, high def, high quality, etc. Unless you want it, I recommend not using words such as 'vibrant, intense, bright, high contrast, neon, dramatic' for photographic styles if you a wanting a more natural look. This can cause images to look 'overcooked', but it's just the CLIP following your prompt. 🙂 If you do want vibrant, neon photos PixelWave will provide!

The focus for version 10 was to train the CLIP models, which improves the reliability, ensures you can produce a wide variety of styles, and better at following prompts.

Thanks to my friends who helped test: masslevel, blink, socalguitarist, klinter, wizard whitebeard.

Guide: Upscaling Prompts with LM Studio and Mikey Nodes

Guide: Add more details to your image using the skip step method

No need for the refiner model.

This model is not a mix of other models.

I also created Mikey Nodes which contains a lot of useful nodes. You can install it through comfy manager.

Contributor

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Model Details

Model type

Checkpoint

Base model

Flux.1 D

Model version

FLUX.1-dev 03

Model hash

a34d7b4f23

Discussion

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Images by PixelWave - FLUX.1-dev 03

A giant monstrous yellow Pacman with sharp teeth hovers above planet Earth, devouring it in a dark fantasy, gothic art style with a mysterious, eerie atmosphere.
A giant monstrous fried egg creature with a shiny yolk walking through a detailed city street filled with tall buildings and vehicles, in vibrant psychedelic cartoon style.
一位身穿蓝黑色高科技盔甲的年轻女子,黑色短发,坐在装备复杂发光装饰的未来主义摩托车上,背景是破旧的工业废墟和夕阳的朦胧天空。
A vampire clown in a gothic lace costume and tall top hat adorned with bloodied feathers stands on a crumbling cathedral spire, holding tarot cards above an apocalyptic city at dusk with gargoyles nearby.
一位黑发哥特女性,眼睛被黑色故障遮挡条覆盖,手指置于嘴边,身穿黑色渔网衫,紫色雾霭环绕,背景有古老黑教堂和稻草人。
Black and white close-up portrait of a young woman with short wavy hair, freckles, and wearing a sequined top, against a softly blurred bokeh background.
Close-up digital portrait of a woman with closed eyes wearing a complex futuristic helmet composed of mechanical components and cables, set against an abstract background with splashes of red and orange.
A fierce female ninja in dark green hooded cloak and mask, holding a katana in a dynamic low-angle stance with a determined gaze.
A fantasy dragon head with grayish fur and sharp horns, set against a background of blue and white tones with impressionist and collage style brush strokes.
A futuristic digital illustration of a serious woman with short white hair wearing a yellow jacket and 3D-printed glasses seated in a wicker chair inside a cluttered cyberpunk room filled with machines and people working.
Black and white photograph showing a shadow silhouette of a couple kissing cast on a peeling plaster wall, with a rustic round table and two wooden chairs in a sunlit room
Photorealistic close-up portrait of a cybernetic soldier wearing a sleek, black titanium alloy exosuit with glowing orange LED accents and a reflective visor against a blurred neon city background.

anime Images

Anime girl sitting with a white dress, white pantyhose, dark blue frilly socks, a white hood with cat ears, and oversize high platform shoes.
A woman meditates peacefully at the edge of a river in a dense jungle surrounded by big green plants, vivid orange flowers, and flying paradise birds under soft, ambient lighting.
A cyberpunk woman with a robotic arm carefully trimming a bonsai tree inside a traditional Japanese room with wood floors and sliding doors, rendered in semi-realistic anime style.
Close-up digital illustration of a young woman with pink hair and heterochromia eyes wearing a white and gold futuristic helmet against a solid pink background.
A stylized underwater scene featuring a sea lion girl with golden eyes, black hair, aquatic ears, webbed fingers, and a tribal outfit, swimming towards the viewer with a fish in her mouth.
Angel girl with large white wings and halo playing yellow electric guitar under a starry night sky with musical notes rising above.
Close-up portrait of a futuristic female robot with striking red eyes, black blunt bangs, and detailed mechanical parts on a vibrant red background with Japanese text.
Anime girl with long green hair crouching outdoors, petting a small black cat, surrounded by dense greenery and sunlight filtering through trees.
A thoughtful anime-style girl with light brown hair sits curled on a bench wearing a white basketball top and red patterned socks with blue sneakers.

base model Images

Photorealistic scene of undead characters including zombies and skeletons walking through a spooky Halloween cemetery filled with glowing jack-o'-lantern pumpkins and desiccated trees in a dark, foggy atmosphere.

digital art Images

A colorful digital painting of a cyborg child reaching toward a glowing, holographic butterfly with large blue eyes and pastel hair, wearing a vibrant dress.
Plum blossom tree with bright red flowers covered with snow, perched on a snowy cliff under a gray sky with dramatic chiaroscuro lighting in the style of Japanese artist Yoshitaka Amano.
Portrait of a woman with glowing neon tattoos, holographic jewelry, and a futuristic vibe in a vaporwave digital art style with a blurry background.
A chibi girl with striped sleeves and blue overalls stands in a surreal pink forest beside a small cat, surrounded by stylized trees and foliage in a dreamlike digital art style.
A surreal giant goose featuring multiple necks and heads similar to a hydra, with all heads opening beaks wide as if aggressively honking.
Digital art of a Scandinavian woman with ash-blonde hair wearing a cozy sweater, holding a hot drink in a warm, softly lit hygge-style living room.
Monochromatic surreal portrait of an ethereal woman with expressive eyes and porcelain skin, set against a circular background with glass fragments and soft light highlights.
Close-up digital artwork of a girl with long dark hair and hypnotic glowing eyes, featuring a vibrant psychedelic spiral background with neon orange and purple lighting.
Close-up digital artwork of a woman with platinum hair and violet eyes, deep blue face, silver crescent moon around one eye, wearing a black leather jacket against a teal background.
A young woman with platinum blonde hair and pale skin wearing a white shirt, her face partially obscured by colorful horizontal brushstrokes in yellow, blue, red, green, and white on a dark background.

photography Images

Cyberpunk android female warrior with white hair and cold blue eyes holding a glowing sword, wearing black armor with orange highlights and a robotic arm, set against a simple black background.
Highly detailed, photorealistic depiction of a realistic Pikachu with fur texture, large black eyes, red cheeks, and standing on hind legs under cinematic lighting.
Close-up portrait of a blonde maid with blue eyes wearing a detailed black and white maid outfit and headdress, softly smiling with an innocent expression in front of a window with a city view.
Close up of an otter with sharp teeth and wet fur under black lighting, captured with long exposure using a 50mm lens on Kodak Portra 400 film
Futuristic cyborg girl with luminous neon white hair sitting cross-legged, viewed from below with mechanical limbs and glowing blue lighting in a dark cyberpunk city.
Blonde woman with freckles smiling and sitting outdoors wearing a maroon v-neck t-shirt and floral plated microskirt
Grandpa with gray hair and glasses in a light blue blazer and a young woman with gray hair in a deep pink dress, standing in a bright azure pool with a large white dog and a small kangaroo near a pastel pink wall.
Dark and moody modern architecture with tiered concrete structures illuminated by a warm orange glow at night, featuring fractured and glitch effects.
Side view of a bored face emoji figure wearing an orange hoodie, black jogger pants, and black high-top sneakers standing amidst blurred motion figures in a minimalistic open space.
Close-up portrait of a Korean man, 25 years old, with intense gaze, in a dark room lit by warm, moody lighting.

traditional art Images

A serene Japanese landscape featuring Mount Fuji in the background, a lone person walking towards a red Torii gate surrounded by blooming cherry blossom trees and scattered sakura petals.
A determined girl wearing a white hooded cloak crouches in a narrow, sunlit alleyway holding a sword pointed forward, rendered in a painterly traditional art style.
Portrait of a female Roman guardswoman wearing intricate bronze battle armor, standing confidently in a historical city street with Roman-style buildings in the background.
A Chinese ink wash painting style image of a lone princess standing on a jagged cliff peak emerging from a sea of swirling clouds with her dress flowing gracefully.
Close-up of a girl with shiny hair and clear skin, eyes closed.
Anime girl with long blonde hair in a traditional Japanese school uniform with a blue bow
A white tiger and a girl in traditional clothing on a misty mountain background. AI generated image using stable diffusion.
A dramatic scene with a lone samurai standing on water, facing a traditional Japanese pagoda in the distance under a stormy sky with swirling clouds and mist, generated using Stable Diffusion.
AI generated image using Stable Diffusion of a beautiful woman dressed in traditional Chinese attire with flowing hair, detailed ancient clothing, and a serene oriental background with a pagoda and foliage.