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What is Qualcomm Cloud AI SDK?

The Qualcomm Cloud AI SDK is a comprehensive software package designed to improve the efficiency of trained deep learning models for optimized inference on Qualcomm Cloud AI 100 accelerators. It supports a variety of AI frameworks, including TensorFlow, PyTorch, and ONNX, enabling developers to easily compile, optimize, and run their models. The SDK provides a range of tools for onboarding, fine-tuning, and deploying models, effectively simplifying the journey from initial preparation to final production deployment. Additionally, it offers essential resources such as model recipes, tutorials, and sample code, which assist developers in accelerating their AI initiatives. This facilitates smooth integration with current infrastructures, fostering scalable and effective AI inference solutions in cloud environments. By leveraging the Cloud AI SDK, developers can substantially enhance the performance and impact of their AI applications, paving the way for more groundbreaking solutions in technology. The SDK not only streamlines development but also encourages collaboration among developers, fostering a community focused on innovation and advancement in AI.

What is LiteRT?

LiteRT, which was formerly called TensorFlow Lite, is a sophisticated runtime created by Google that delivers enhanced performance for artificial intelligence on various devices. This innovative platform allows developers to effortlessly deploy machine learning models across numerous devices and microcontrollers. It supports models from leading frameworks such as TensorFlow, PyTorch, and JAX, converting them into the FlatBuffers format (.tflite) to ensure optimal inference efficiency. Among its key features are low latency, enhanced privacy through local data processing, compact model and binary sizes, and effective power management strategies. Additionally, LiteRT offers SDKs in a variety of programming languages, including Java/Kotlin, Swift, Objective-C, C++, and Python, facilitating easier integration into diverse applications. To boost performance on compatible devices, the runtime employs hardware acceleration through delegates like GPU and iOS Core ML. The anticipated LiteRT Next, currently in its alpha phase, is set to introduce a new suite of APIs aimed at simplifying on-device hardware acceleration, pushing the limits of mobile AI even further. With these forthcoming enhancements, developers can look forward to improved integration and significant performance gains in their applications, thereby revolutionizing how AI is implemented on mobile platforms.

Media

Media

Integrations Supported

PyTorch
TensorFlow
Airstack
Amazon Web Services (AWS)
Cirrascale
Docker
EndoAim
GIGABYTE Rack Server
HPE Apollo
Hugging Face
ONNX

Integrations Supported

PyTorch
TensorFlow
C++
Google AI Edge Gallery
JAX
Java
Kotlin
Objective-C
Python
Swift

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

Free
Free Version

Supported Platforms

SaaS

Supported Platforms

Android
iPhone
iPad
Linux

Customer Service / Support

Standard Support
Web-Based Support

Customer Service / Support

Standard Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Online Training
On-Site Training

Company Facts

Organization Name

Qualcomm

Company Website

www.qualcomm.com/developer/software/cloud-ai-sdk

Company Facts

Organization Name

Google

Date Founded

1998

Company Location

United States

Company Website

ai.google.dev/edge/litert

Categories and Features

AI Inference

Not specified

AI SDKs

Not specified

Deep Learning

Not specified

Categories and Features

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