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What is Phi-4-mini-flash-reasoning?

The Phi-4-mini-flash-reasoning model, boasting 3.8 billion parameters, is a key part of Microsoft's Phi series, tailored for environments with limited processing capabilities such as edge and mobile platforms. Its state-of-the-art SambaY hybrid decoder architecture combines Gated Memory Units (GMUs) with Mamba state-space and sliding-window attention layers, resulting in performance improvements that are up to ten times faster and decreasing latency by two to three times compared to previous iterations, while still excelling in complex reasoning tasks. Designed to support a context length of 64K tokens and fine-tuned on high-quality synthetic datasets, this model is particularly effective for long-context retrieval and real-time inference, making it efficient enough to run on a single GPU. Accessible via platforms like Azure AI Foundry, NVIDIA API Catalog, and Hugging Face, Phi-4-mini-flash-reasoning presents developers with the tools to build applications that are both rapid and highly scalable, capable of performing intensive logical processing. This extensive availability encourages a diverse group of developers to utilize its advanced features, paving the way for creative and innovative application development in various fields.

What is Hunyuan-Vision-1.5?

HunyuanVision, a cutting-edge vision-language model developed by Tencent's Hunyuan team, utilizes a unique mamba-transformer hybrid architecture that significantly enhances performance while ensuring efficient inference for various multimodal reasoning tasks. The most recent version, Hunyuan-Vision-1.5, emphasizes the notion of "thinking on images," which empowers it to understand the interactions between visual and textual elements and perform complex reasoning tasks such as cropping, zooming, pointing, box drawing, and annotating images to improve comprehension. This adaptable model caters to a wide range of vision-related tasks, including image and video recognition, optical character recognition (OCR), and diagram analysis, while also promoting visual reasoning and 3D spatial understanding, all within a unified multilingual framework. With a design that accommodates multiple languages and tasks, HunyuanVision intends to be open-sourced, offering access to various checkpoints, a detailed technical report, and inference support to encourage community involvement and experimentation. This initiative not only seeks to empower researchers and developers to tap into the model's potential for diverse applications but also aims to foster collaboration among users to drive innovation within the field. By making these resources available, HunyuanVision aspires to create a vibrant ecosystem for further advancements in multimodal AI.

Media

Media

Integrations Supported

Hugging Face
HunyuanOCR
ImagineX
Microsoft 365 Copilot
Microsoft Foundry
Microsoft Foundry Agent Service
NVIDIA DRIVE

Integrations Supported

Hugging Face
HunyuanOCR
ImagineX
Microsoft 365 Copilot
Microsoft Foundry
Microsoft Foundry Agent Service
NVIDIA DRIVE

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Microsoft

Date Founded

1975

Company Location

United States

Company Website

azure.microsoft.com/en-us/blog/reasoning-reimagined-introducing-phi-4-mini-flash-reasoning/

Company Facts

Organization Name

Tencent

Date Founded

1998

Company Location

China

Company Website

github.com/Tencent-Hunyuan/HunyuanVision

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Categories and Features

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