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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.

What is Core Data?

Leverage Core Data to manage your application's persistent data, allowing for offline access, temporary information caching, and the implementation of undo features on a single device. When it comes to synchronizing data across multiple devices associated with the same iCloud account, Core Data efficiently replicates your schema into a CloudKit container for seamless integration. You can define your data types and their relationships through Core Data’s Data model editor, which also facilitates the automatic generation of corresponding class definitions. During runtime, Core Data effectively manages object instances, allowing for diverse functionalities and interactions. It streamlines the connection between your objects and the storage solution, enabling data saving from both Swift and Objective-C without the need for direct database handling. Additionally, the undo manager in Core Data keeps track of changes, allowing users to revert them individually, as a group, or all at once, thereby simplifying the integration of undo and redo features in your application. It is also beneficial to perform potentially UI-blocking tasks, such as transforming JSON data into objects, in the background to preserve a seamless user experience. By adopting this approach, your application will not only improve its overall performance but will also keep users engaged without any disruptions, enhancing their interaction with the app.

Media

Media

Integrations Supported

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

Integrations Supported

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

API Availability

Has API

API Availability

Has API

Pricing Information

Free
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

Google

Date Founded

1998

Company Location

United States

Company Website

ai.google.dev/edge/litert

Company Facts

Organization Name

Apple

Date Founded

1976

Company Location

United States

Company Website

developer.apple.com/documentation/coredata

Categories and Features

Artificial Intelligence

Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)

Categories and Features

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