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features
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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

The P-Image-Ideogram represents a collection of Pareto-optimal text-to-image models, expertly crafted by Ideogram in collaboration with Pruna AI, aiming to strike an exceptional balance between image quality, generation speed, and overall efficiency. These models are specifically engineered for high-volume production and quick iterations, enabling the creation of 1,000 images in mere seconds while still delivering quality that rivals top-tier image models. Users have the flexibility to choose from four Quality levels, allowing them to align computational resources with their specific requirements rather than adhering to a simplistic hierarchy of quality. The Medium setting acts as the standard default, while High is tailored for intricate typography, elaborate prompts, and detailed nuances; very Low or Low settings are ideal for drafts, experimentation, and extensive A/B testing. Developers can seamlessly interact with the model via a synchronous API endpoint, where they can submit either a natural-language request or a structured Ideogram 4.0 JSON prompt, with the server automatically recognizing the format. In addition, optional prompt upsampling enhances instructions through the Magic Prompt feature, and a fixed seed guarantees that results can be replicated consistently, making this model not only versatile but also reliable for varied applications. Overall, the P-Image-Ideogram stands out as a powerful tool for creators seeking efficiency and quality in their text-to-image tasks.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

JSON
Model Context Protocol (MCP)

Integrations

JSON
Model Context Protocol (MCP)

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

No price information available.
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/tools/p-image-ideogram

Product Features

Product Features

Alternatives

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Alternatives

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