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Description
The Bonsai Image Ternary 4B MLX 2-bit is a text-to-image diffusion transformer specifically designed for deployment on Apple Silicon, emphasizing quality in its Bonsai Image variant. This model utilizes ternary weights of {−1, 0, +1} along with FP16 group-wise scaling in its transformer layers, which encompass Q/K/V projections, output projections, and MLP weights. Notably, it reduces the size of the FLUX.2 Klein 4B transformer from 7.75 GB FP16 to just 1.21 GB, achieving a remarkable 6.4× smaller footprint while maintaining visual quality and fidelity to prompts akin to the original model. The deployment package for Apple Silicon is 3.88 GB, which includes the MLX 2-bit diffusion transformer, a 4-bit Qwen3-4B text encoder, and an FP16 Flux2 VAE. After the text encoder handles prompt encoding, it is offloaded to ensure that only the compact transformer and VAE remain in memory during the denoising loop. Furthermore, the model employs a 4-step FlowMatchEuler sampler with guidance set at 1.0 and a shift of 3.0, eliminating the need for CFG and negative prompts, thus streamlining the generation process for enhanced user experience. Overall, this innovation represents a significant advancement in efficient and effective image generation technology.
Description
Pony Diffusion is a dynamic text-to-image diffusion model that excels in producing high-quality, non-photorealistic images in a variety of artistic styles. With its intuitive interface, users can easily input descriptive text prompts, resulting in vibrant visuals that range from whimsical pony-themed illustrations to captivating fantasy landscapes. To enhance relevance and maintain aesthetic coherence, this finely-tuned model utilizes a dataset comprising around 80,000 pony-related images. Additionally, it employs CLIP-based aesthetic ranking to assess image quality throughout the training process and features a scoring system that helps optimize the quality of the generated outputs. The operation is simple; users craft a descriptive prompt, execute the model, and can then save or share the resulting image with ease. The service emphasizes that the model is designed to create SFW content and operates under an OpenRAIL-M license, enabling users to freely utilize, redistribute, and adjust the outputs while adhering to specific guidelines. This ensures both creativity and compliance within the community.
API Access
Has API
API Access
Has API
Integrations
No details available.
Integrations
No details available.
Pricing Details
No price information available.
Free Trial
Free Version
Pricing Details
Free
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
PrismML
Founded
2026
Country
United States
Website
prismml.com
Vendor Details
Company Name
Pony Diffusion
Country
United States
Website
ponydiffusion.com