LiteRT

LiteRT

Google
+
+

Related Products

  • DXcharts
    28 Ratings
    Visit Website
  • Ganttic
    242 Ratings
    Visit Website
  • Google Cloud Speech-to-Text
    443 Ratings
    Visit Website
  • TelemetryOS
    282 Ratings
    Visit Website
  • Flashcloud
    51 Ratings
    Visit Website
  • LM-Kit.NET
    29 Ratings
    Visit Website
  • Unimus
    34 Ratings
    Visit Website
  • TRACTIAN
    139 Ratings
    Visit Website
  • Okyline
    2 Ratings
    Visit Website
  • Aikido Security
    364 Ratings
    Visit Website

About

LiteRT (Lite Runtime), formerly known as TensorFlow Lite, is Google's high-performance runtime for on-device AI. It enables developers to deploy machine learning models across various platforms and microcontrollers. LiteRT supports models from TensorFlow, PyTorch, and JAX, converting them into the efficient FlatBuffers format (.tflite) for optimized on-device inference. Key features include low latency, enhanced privacy by processing data locally, reduced model and binary sizes, and efficient power consumption. The runtime offers SDKs in multiple languages such as Java/Kotlin, Swift, Objective-C, C++, and Python, facilitating integration into diverse applications. Hardware acceleration is achieved through delegates like GPU and iOS Core ML, improving performance on supported devices. LiteRT Next, currently in alpha, introduces a new set of APIs that streamline on-device hardware acceleration.

About

An end-to-end open source machine learning platform. TensorFlow is an end-to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications. Build and train ML models easily using intuitive high-level APIs like Keras with eager execution, which makes for immediate model iteration and easy debugging. Easily train and deploy models in the cloud, on-prem, in the browser, or on-device no matter what language you use. A simple and flexible architecture to take new ideas from concept to code, to state-of-the-art models, and to publication faster. Build, deploy, and experiment easily with TensorFlow.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Supported
Cloud Not Supported
On-Premises Not Supported
iPhone Supported
iPad Supported
Android Supported
Chromebook Not Supported

Platforms Supported

Windows Supported
Mac Supported
Linux Supported
Cloud Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Mobile application developers in search of a tool to integrate efficient, on-device AI capabilities into their apps

Audience

Organizations interested in a powerful open source machine learning platform

Support

Phone Support Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

Free
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Pros & Cons from Real Users

Pros

  • TensorFlow is awesome for learning and executing machine learning, machine learning models, applications, and more. It's free and open source, and easy to get started.

Cons

  • Not much I don't like about TensorFlow. It's free and open source so how can you dislike it?

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Google
Founded: 1998
United States
ai.google.dev/edge/litert

Company Information

TensorFlow
Founded: 2015
United States
www.tensorflow.org

Alternatives

Alternatives

AWS Neuron

AWS Neuron

Amazon Web Services

Categories

Categories

Machine Learning Features

Deep Learning Not Supported
ML Algorithm Library Not Supported
Model Training Supported
Natural Language Processing (NLP) Not Supported
Predictive Modeling Not Supported
Statistical / Mathematical Tools Supported
Templates Not Supported
Visualization Supported

Integrations

JAX Supported
Python Supported
Apolo Not Supported
Bayesforge Not Supported
Cloudera Data Platform Not Supported
Database Mart Not Supported
GPUonCLOUD Not Supported
Gemini Enterprise Agent Platform Notebooks Not Supported
Google AI Edge Gallery Supported
LiteRT Not Supported
MLReef Not Supported
OpenVINO Not Supported
PredictKube Not Supported
Simplismart Not Supported
SynapseAI Not Supported
TensorWave Not Supported
TrueFoundry Not Supported
Yandex DataSphere Not Supported
navio Not Supported

Integrations

JAX Supported
Python Supported
Apolo Supported
Bayesforge Supported
Cloudera Data Platform Supported
Database Mart Supported
GPUonCLOUD Supported
Gemini Enterprise Agent Platform Notebooks Supported
Google AI Edge Gallery Not Supported
LiteRT Supported
MLReef Supported
OpenVINO Supported
PredictKube Supported
Simplismart Supported
SynapseAI Supported
TensorWave Supported
TrueFoundry Supported
Yandex DataSphere Supported
navio Supported
Claim LiteRT and update features and information
Claim LiteRT and update features and information
Claim TensorFlow and update features and information
Claim TensorFlow and update features and information