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
Ternary stands out as the first native FinOps tool designed specifically for optimizing cloud costs within Google Cloud. It empowers users to make informed financial choices, ensuring a culture of accountability, collaboration, and trust between finance and engineering departments. FinOps serves as a framework for overseeing the fluctuating expenses associated with cloud services, incorporating a blend of systems, best practices, and cultural shifts that maximize the value derived from every dollar allocated to the cloud. Ternary is equipped to assist organizations at any phase of their FinOps journey, developing tools that bridge the gap between finance and engineering through features rooted in FinOps principles. This innovative platform provides essential visibility and context, fostering collaboration between teams, while its workflows are designed to promote accountability. By enabling organizations to easily monitor, prioritize, and track cost optimizations to completion, Ternary enhances overall financial management efficiency across the board. As businesses increasingly rely on cloud solutions, Ternary’s role in facilitating effective financial practices becomes ever more critical.
API Access
Has API
Yes
API Access
Has API
No
Integrations
Cloudera DataFlow
No
Google Cloud BigQuery
No
Google Cloud Dataflow
No
Google Cloud Managed Service for Apache Spark
No
Google Cloud Platform
No
Google Cloud Storage
No
Google Compute Engine
No
Google Kubernetes Engine (GKE)
No
Kubernetes
No
OpenOps
No
Integrations
Cloudera DataFlow
Yes
Google Cloud BigQuery
Yes
Google Cloud Dataflow
Yes
Google Cloud Managed Service for Apache Spark
Yes
Google Cloud Platform
Yes
Google Cloud Storage
Yes
Google Compute Engine
Yes
Google Kubernetes Engine (GKE)
Yes
Kubernetes
Yes
OpenOps
Yes
Pricing Details
No price information available.
Free Trial
No
Free Version
No
Pricing Details
No price information available.
Free Trial
No
Free Version
No
Deployment
Web-Based
No
On-Premises
Yes
iPhone App
Yes
iPad App
Yes
Android App
Yes
Windows
Yes
Mac
Yes
Linux
Yes
Chromebook
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
Yes
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
Yes
In Person
Yes
Vendor Details
Company Name
PrismML
Founded
2026
Country
United States
Website
prismml.com
Vendor Details
Company Name
Ternary
Country
United States
Website
ternary.app/
Product Features
Product Features
Cloud Cost Management
Cost Reduction Optimization
No
Dashboard
No
Data Import/Export
No
Data Storage
No
Data Visualization
No
Resource Usage Reporting
No
Roles / Permissions
No
Spend and Cost Reporting
No