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terminusresearch
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pixart-900m-1024-ft-v0.7-stage2

Text-to-Image
Diffusers
Safetensors
PixArtSigmaPipeline
stable-diffusion
stable-diffusion-diffusers
simpletuner
full
Model card Files Community
pixart-900m-1024-ft-v0.7-stage2 / README.md
PseudoTerminal X
Trained for 9 epochs and 17500 steps.
92434e0 verified
preview code
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metadata
license: creativeml-openrail-m
base_model: terminusresearch/pixart-900m-1024-ft-v0.6
tags:
  - stable-diffusion
  - stable-diffusion-diffusers
  - text-to-image
  - diffusers
  - simpletuner
  - full
inference: true

pixart-900m-1024-ft-v0.7-stage2

This is a full rank finetune derived from terminusresearch/pixart-900m-1024-ft-v0.6.

The main validation prompt used during training was:

a cute anime character named toast, holding a sign that reads SOON

Validation settings

  • CFG: 4.0
  • CFG Rescale: 0.7
  • Steps: 30
  • Sampler: None
  • Seed: 420420420
  • Resolution: 1024x1024

Note: The validation settings are not necessarily the same as the training settings.

Prompt
unconditional (blank prompt)
Negative Prompt
blurry, cropped, ugly
Prompt
Alien planet, strange rock formations, glowing plants, bizarre creatures, surreal atmosphere
Negative Prompt
blurry, cropped, ugly
Prompt
Alien marketplace, bizarre creatures, exotic goods, vibrant colors, otherworldly atmosphere
Negative Prompt
blurry, cropped, ugly
Prompt
Child holding a balloon, happy expression, colorful balloons, sunny day, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
a 4-panel comic strip showing an orange cat saying the words 'HELP' and 'LASAGNA'
Negative Prompt
blurry, cropped, ugly
Prompt
a hand is holding a comic book with a cover that reads 'The Adventures of Superhero'
Negative Prompt
blurry, cropped, ugly
Prompt
Underground cave filled with crystals, glowing lights, reflective surfaces, fantasy environment, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Bustling cyberpunk bazaar, vendors, neon signs, advanced tech, crowded, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Cyberpunk hacker in a dark room, neon glow, multiple screens, intense focus, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
a cybernetic anne of green gables with neural implant and bio mech augmentations
Negative Prompt
blurry, cropped, ugly
Prompt
Post-apocalyptic cityscape, ruined buildings, overgrown vegetation, dark and gritty, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Magical castle in a lush forest, glowing windows, fantasy architecture, high resolution, detailed textures
Negative Prompt
blurry, cropped, ugly
Prompt
Ruins of an ancient temple in an enchanted forest, glowing runes, mystical creatures, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Mystical forest, glowing plants, fairies, magical creatures, fantasy art, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Magical garden with glowing flowers, fairies, serene atmosphere, detailed plants, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Whimsical garden filled with fairies, magical plants, sparkling lights, serene atmosphere, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Majestic dragon soaring through the sky, detailed scales, dynamic pose, fantasy art, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Fantasy world, floating islands in the sky, waterfalls, lush vegetation, detailed landscape, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Futuristic city skyline at night, neon lights, cyberpunk style, high contrast, sharp focus
Negative Prompt
blurry, cropped, ugly
Prompt
Space battle scene, starships fighting, laser beams, explosions, cosmic background
Negative Prompt
blurry, cropped, ugly
Prompt
Abandoned fairground at night, eerie rides, ghostly figures, fog, dark atmosphere, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Spooky haunted mansion on a hill, dark and eerie, glowing windows, ghostly atmosphere, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
a hardcover physics textbook that is called PHYSICS FOR DUMMIES
Negative Prompt
blurry, cropped, ugly
Prompt
Epic medieval battle, knights in armor, dynamic action, detailed landscape, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Bustling medieval market with merchants, knights, and jesters, vibrant colors, detailed
Negative Prompt
blurry, cropped, ugly
Prompt
Cozy medieval tavern, warm firelight, adventurers drinking, detailed interior, rustic atmosphere
Negative Prompt
blurry, cropped, ugly
Prompt
Futuristic city skyline at night, neon lights, cyberpunk style, high contrast, sharp focus
Negative Prompt
blurry, cropped, ugly
Prompt
Forest with neon-lit trees, glowing plants, bioluminescence, surreal atmosphere, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Bright neon sign in a busy city street, 'Open 24 Hours', bold typography, glowing lights
Negative Prompt
blurry, cropped, ugly
Prompt
Vibrant neon sign, 'Bar', bold typography, dark background, glowing lights, detailed design
Negative Prompt
blurry, cropped, ugly
Prompt
Pirate ship on the high seas, stormy weather, detailed sails, dramatic waves, photorealistic
Negative Prompt
blurry, cropped, ugly
Prompt
Pirate discovering a treasure chest, detailed gold coins, tropical island, dramatic lighting
Negative Prompt
blurry, cropped, ugly
Prompt
a photograph of a woman experiencing a psychedelic trip. trippy, 8k, uhd, fractal
Negative Prompt
blurry, cropped, ugly
Prompt
Cozy cafe on a rainy day, people sipping coffee, warm lights, reflections on wet pavement, photorealistic
Negative Prompt
blurry, cropped, ugly
Prompt
1980s arcade, neon lights, vintage game machines, kids playing, vibrant colors, nostalgic atmosphere
Negative Prompt
blurry, cropped, ugly
Prompt
1980s game room with vintage arcade machines, neon lights, vibrant colors, nostalgic feel
Negative Prompt
blurry, cropped, ugly
Prompt
Robot blacksmith forging metal, sparks flying, detailed workshop, futuristic and medieval blend
Negative Prompt
blurry, cropped, ugly
Prompt
Sleek robot performing a dance, futuristic theater, holographic effects, detailed, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
High-tech factory where robots are assembled, detailed machinery, futuristic setting, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Garden tended by robots, mechanical plants, colorful flowers, futuristic setting, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Cute robotic pet, futuristic home, sleek design, detailed features, friendly and animated
Negative Prompt
blurry, cropped, ugly
Prompt
cctv trail camera night time security picture of a wendigo in the woods
Negative Prompt
blurry, cropped, ugly
Prompt
Astronaut exploring an alien planet, detailed landscape, futuristic suit, cosmic background
Negative Prompt
blurry, cropped, ugly
Prompt
Futuristic space station orbiting a distant exoplanet, sleek design, detailed structures, cosmic backdrop
Negative Prompt
blurry, cropped, ugly
Prompt
a person holding a sign that reads 'SOON'
Negative Prompt
blurry, cropped, ugly
Prompt
Steampunk airship in the sky, intricate design, Victorian aesthetics, dynamic scene, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Steampunk inventor in a workshop, intricate gadgets, Victorian attire, mechanical arm, goggles
Negative Prompt
blurry, cropped, ugly
Prompt
Stormy ocean with towering waves, dramatic skies, detailed water, intense atmosphere, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Dramatic stormy sea, lighthouse in the distance, lightning striking, dark clouds, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Graffiti artist creating a mural, vibrant colors, urban setting, dynamic action, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Urban alleyway filled with vibrant graffiti art, tags and murals, realistic textures
Negative Prompt
blurry, cropped, ugly
Prompt
Urban street sign, 'Main Street', bold typography, realistic textures, weathered look
Negative Prompt
blurry, cropped, ugly
Prompt
Classic car show with vintage vehicles, vibrant colors, nostalgic atmosphere, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Retro diner sign, 'Joe's Diner', classic 1950s design, neon lights, weathered look
Negative Prompt
blurry, cropped, ugly
Prompt
Vintage store sign with elaborate typography, 'Antique Shop', hand-painted, weathered look
Negative Prompt
blurry, cropped, ugly
Prompt
A cinematic portrait photograph of a white tiger in a lush forest at twilight
Negative Prompt
blurry, cropped, ugly
Prompt
A landscape photograph of a small cottage in the middle of a field of wild flowers with mountains off in the distance at sunset
Negative Prompt
blurry, cropped, ugly
Prompt
A portrait photograph of a young black woman wearing a ball gown in a mansion
Negative Prompt
blurry, cropped, ugly
Prompt
A photograph of a sleek and modern house interior with plants and foliage all over the place
Negative Prompt
blurry, cropped, ugly
Prompt
A photograph of a snowy forest and river from above at dusk
Negative Prompt
blurry, cropped, ugly
Prompt
A macro photograph of a lady bug on the petal of a rose
Negative Prompt
blurry, cropped, ugly
Prompt
A photograph of a traditional Japanese meal on top of a bamboo desk
Negative Prompt
blurry, cropped, ugly
Prompt
A photograph of a small fairy house covered in mushrooms moss and flowers in a sunny forest
Negative Prompt
blurry, cropped, ugly
Prompt
A cinematic landscape photograph of an organic geometric building at night time
Negative Prompt
blurry, cropped, ugly
Prompt
A photograph of an abstract cake inspired off of marble and art deco
Negative Prompt
blurry, cropped, ugly
Prompt
painting of a water color fart that was both silent and deadly
Negative Prompt
blurry, cropped, ugly
Prompt
cleavage shot of harley quinn, fujifilm XT3 sharp focus kodak moment
Negative Prompt
blurry, cropped, ugly
Prompt
a woman doing yoga, fujifilm XT3 sharp focus kodak moment
Negative Prompt
blurry, cropped, ugly
Prompt
a black and white photo of a woman, dress shirt, somewhat androgenic, one model, rugged, sydney, taken with a canon eos 5d, rugged and dirty, focus on girl, boyish, brigitte, photographed, blue steel, youth, charlie immer, without makeup, uniquely beautiful, on the street, lady kima
Negative Prompt
blurry, cropped, ugly
Prompt
obama with his shirt off, muscles flexing
Negative Prompt
blurry, cropped, ugly
Prompt
muscle-bound obama, shirtless, flexing, fujifilm XT3 sharp focus kodak moment
Negative Prompt
blurry, cropped, ugly
Prompt
donald trump as a religious icon, protestant church-goer, fujifilm XT3 sharp focus kodak moment
Negative Prompt
blurry, cropped, ugly
Prompt
a stunning portrait of a shirtless, muscle-bound Justin Trudeau, Canadian Prime Minister bodybuilder, fujifilm XT3 sharp focus kodak moment
Negative Prompt
blurry, cropped, ugly
Prompt
a stunning portrait of a shirtless, muscle-bound John Madden bodybuilder, fujifilm XT3 sharp focus kodak moment
Negative Prompt
blurry, cropped, ugly
Prompt
a portrait of edward scissorhands looking down at his cellphone, fujifilm XT3
Negative Prompt
blurry, cropped, ugly
Prompt
john cena, clown baby, fujifilm XT3, sharp focus
Negative Prompt
blurry, cropped, ugly
Prompt
stunning and impossible caustics experiment, suspended liquids, amorphous liquid forms, high intensity light rays, unreal engine 5, raytracing, 4k, laser dot fields, curving light energy beams, glowing energetic caustic liquids, thousands of prismatic bubbles, quantum entangled light rays from other dimensions, negative width height, recursive dimensional portals
Negative Prompt
blurry, cropped, ugly
Prompt
stunning and ((impossible)) ((caustics)) ((experiment)) suspended liquids amorphous liquid forms high intensity light rays unreal engine 5 raytracing 4k laser dot arterial flow bioluminescent
Negative Prompt
blurry, cropped, ugly
Prompt
terrified pixar child in their bedroom looking up at the ceiling as a glowing red uranium core melts through the ceiling
Negative Prompt
blurry, cropped, ugly
Prompt
stunning portrait of john cusack as a twisted jester at the mardi gras carnival, epic, cinematic, 8k
Negative Prompt
blurry, cropped, ugly
Prompt
stunning portrait of a beer bottle (with a label that says "LIGMA GRAVY")1.4 full of gravy, epic, cinematic, advertisement
Negative Prompt
blurry, cropped, ugly
Prompt
stunning++ photographs of luchador+ wrestlers at the twisted carnival-
Negative Prompt
blurry, cropped, ugly
Prompt
The unforeseen friendship: a crow and a cat share a quiet moment, upending the laws of the natural world
Negative Prompt
blurry, cropped, ugly
Prompt
A breathtaking landscape of a mystical anime village surrounded by cherry blossoms at sunrise
Negative Prompt
blurry, cropped, ugly
Prompt
A dramatic portrait of an anime hero poised for battle against a dystopian cityscape backdrop
Negative Prompt
blurry, cropped, ugly
Prompt
A towering, battle-ready mecha robot standing amidst ruins, fujifilm XT3 sharp focus
Negative Prompt
blurry, cropped, ugly
Prompt
A sumptuous anime-style feast laid out on a traditional Japanese tatami mat
Negative Prompt
blurry, cropped, ugly
Prompt
A photograph capturing an epic fantasy anime scene with dragons flying over ancient castles at twilight
Negative Prompt
blurry, cropped, ugly
Prompt
A neon-lit nighttime bustling anime cityscape, with vivid colors and futuristic architecture
Negative Prompt
blurry, cropped, ugly
Prompt
two anime characters in a high-energy duel, swords clashing with sparks flying
Negative Prompt
blurry, cropped, ugly
Prompt
A cute anime character with their adorable, mystical pet creature in a magical forest
Negative Prompt
blurry, cropped, ugly
Prompt
A lively anime school scene, students in uniform bustling around in a cherry-blossom-filled courtyard
Negative Prompt
blurry, cropped, ugly
Prompt
A enchanting underwater anime world, with mermaids and exotic sea creatures amidst coral reefs
Negative Prompt
blurry, cropped, ugly
Prompt
A breathtaking space anime scene, with starships battling among the stars and nebulas
Negative Prompt
blurry, cropped, ugly
Prompt
A photograph showcasing a cyberpunk anime street scene, neon lights reflecting off rain-slicked streets
Negative Prompt
blurry, cropped, ugly
Prompt
A serene anime spirit wandering through an ethereal, mist-covered forest
Negative Prompt
blurry, cropped, ugly
Prompt
A powerful lone anime samurai standing tall against a backdrop of a setting sun and ancient temples
Negative Prompt
blurry, cropped, ugly
Prompt
A anime cooking showdown, chefs in a frantic battle with flames and flying ingredients
Negative Prompt
blurry, cropped, ugly
Prompt
A serene anime winter landscape, a small village blanketed in snow with characters in colorful kimonos
Negative Prompt
blurry, cropped, ugly
Prompt
A vibrant anime-style festival, lanterns glowing and characters in traditional attire dancing joyfully
Negative Prompt
blurry, cropped, ugly
Prompt
a cute anime character named toast, holding a sign that reads SOON
Negative Prompt
blurry, cropped, ugly

The text encoder was not trained. You may reuse the base model text encoder for inference.

Training settings

  • Training epochs: 9
  • Training steps: 17500
  • Learning rate: 1e-06
  • Effective batch size: 16
    • Micro-batch size: 16
    • Gradient accumulation steps: 1
    • Number of GPUs: 1
  • Prediction type: epsilon
  • Rescaled betas zero SNR: False
  • Optimizer: AdamW, stochastic bf16
  • Precision: Pure BF16
  • Xformers: Enabled

Datasets

celebrities

  • Repeats: 4
  • Total number of images: 208
  • Total number of aspect buckets: 7
  • Resolution: 1.0 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None

movieposters

  • Repeats: 25
  • Total number of images: 192
  • Total number of aspect buckets: 3
  • Resolution: 1.0 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None

normalnudes

  • Repeats: 5
  • Total number of images: 992
  • Total number of aspect buckets: 1
  • Resolution: 1.0 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None

moviecollection

  • Repeats: 0
  • Total number of images: 1728
  • Total number of aspect buckets: 16
  • Resolution: 1.0 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None

experimental

  • Repeats: 0
  • Total number of images: 2816
  • Total number of aspect buckets: 3
  • Resolution: 1.0 megapixels
  • Cropped: True
  • Crop style: random
  • Crop aspect: random

ethnic

  • Repeats: 0
  • Total number of images: 1808
  • Total number of aspect buckets: 3
  • Resolution: 1.0 megapixels
  • Cropped: True
  • Crop style: random
  • Crop aspect: random

gay

  • Repeats: 0
  • Total number of images: 768
  • Total number of aspect buckets: 6
  • Resolution: 1.0 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None

cinemamix-1mp

  • Repeats: 0
  • Total number of images: 7376
  • Total number of aspect buckets: 5
  • Resolution: 1.0 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None

nsfw-1024

  • Repeats: 0
  • Total number of images: 2224
  • Total number of aspect buckets: 2
  • Resolution: 1.0 megapixels
  • Cropped: True
  • Crop style: random
  • Crop aspect: random

Inference 

import torch
from diffusers import DiffusionPipeline

model_id = 'pixart-900m-1024-ft-v0.7-stage2'
pipeline = DiffusionPipeline.from_pretrained(model_id)

prompt = "a cute anime character named toast, holding a sign that reads SOON"
negative_prompt = "blurry, cropped, ugly"

pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu')
image = pipeline(
    prompt=prompt,
    negative_prompt='blurry, cropped, ugly',
    num_inference_steps=30,
    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(1641421826),
    width=1152,
    height=768,
    guidance_scale=4.0,
    guidance_rescale=0.7,
).images[0]
image.save("output.png", format="PNG")