Text-to-Image
Diffusers
Safetensors
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CraftlyImage21Pipeline
craftly
image-generation
diffusion
transformer
craftly-image
Instructions to use CraftlyrobotMushfiqur/image with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use CraftlyrobotMushfiqur/image with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("CraftlyrobotMushfiqur/image", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
- DiffusionBee
Craftly-Image-2.1
π Next-Generation Large-Scale Text-to-Image Foundation Model by Craftly AI Labs
Craftly-Image-2.1 is a state-of-the-art multimodal text-to-image diffusion transformer foundation model engineered for photorealistic synthesis, typography rendering, and complex spatial generation.
ποΈ Architecture Overview
- Core Framework: Latent Diffusion Transformer (DiT) with Flow-Matching Schedulers
- Text Conditioning Backbone:
CraftlyVision-7B-Instructmultimodal encoder - Latent Autoencoder: High-fidelity 16-channel Spatial VAE
- Native Spatial Support: Dynamic aspect ratio synthesis up to 2K resolution
π Quickstart & Inference
import torch
from diffusers import DiffusionPipeline
# Load full Craftly-Image-2.1 pipeline
pipe = DiffusionPipeline.from_pretrained(
"CraftlyrobotMushfiqur/image",
torch_dtype=torch.bfloat16
)
pipe.to("cuda")
prompt = "A breathtaking futuristic cyberpunk laboratory with neon reflections, ultra high resolution 8K"
image = pipe(prompt, num_inference_steps=30, guidance_scale=4.5).images[0]
image.save("craftly_output.png")
βοΈ Citation & Attribution
@article{craftlyimage2026,
title={Craftly-Image-2.1: Advanced Visual Synthesis via Deep Multimodal Conditioning},
author={Md Mushfiqur Rahim and Craftly AI Research Team},
year={2026},
publisher={Hugging Face}
}
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