Average Ratings 0 Ratings
Average Ratings 0 Ratings
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
Ideogram 4.0 represents a cutting-edge open image model designed for advanced design capabilities, featuring open weights, support for multiple languages, precise layout management, customizable elements, and high-quality 2K imagery. This innovative model caters to developers and businesses aiming to create, refine, and deploy visual intelligence on their own systems. The training methodology for Ideogram 4.0 employs a describe-to-structure-to-recreate process, which involves interpreting scenes, backgrounds, text, and objects as structured data before reconstructing images based on that understanding. This technique enhances the model's grasp of composition, thereby granting teams greater authority over layout, object placement, typography, and overall visual organization. Tailored for practical design applications, it excels in areas such as branding, advertising, fashion, marketing, culinary arts, apparel, social media, photography, and illustration. Since its inception, Ideogram has pioneered text rendering, and version 4.0 introduces bounding-box layout control to ensure that headlines remain easily legible, thus further enhancing its usability in professional settings. Consequently, ideators can leverage this model to streamline their creative processes and achieve remarkable results.
API Access
Has API
API Access
Has API
Integrations
Ideogram AI
Model Context Protocol (MCP)
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
Ideogram
Founded
2022
Country
Canada
Website
ideogram.ai/models/4.0/