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Description
ExecuTorch is an open-source framework developed for PyTorch, specifically designed to deploy AI and machine learning models directly onto edge devices, facilitating tasks such as text, vision, speech, recommendation, and multimodal inference without the need for cloud connectivity. This framework allows for the exportation of models from PyTorch without any need for intermediate conversion formats, effectively maintaining ATen operators and employing ahead-of-time compilation to enhance performance tailored to specific hardware prior to deployment. Developers benefit from a modular architecture that offers flexibility in selecting both compile-time and runtime optimizations, all within the well-known PyTorch environment, which includes torchao specifically for quantization. With a lightweight C++ runtime that occupies roughly 50 KB, ExecuTorch is versatile enough to operate on a variety of platforms, including smartphones, desktops, embedded systems, microcontrollers, DSPs, and Cortex-M processors. It is compatible with multiple operating systems such as Android, iOS, Linux, Windows, macOS, and WebAssembly, and offers native APIs in C++, Swift, Kotlin, and Objective-C. As a result, ExecuTorch provides developers with a powerful tool to streamline the deployment of AI models across diverse devices and applications.
Description
Koin streamlines dependency injection (DI) and enhances the experience for developers working within the Kotlin ecosystem. It enables the creation of various applications, spanning from Android mobile to backend Ktor server implementations. Designed to meet the needs of even the most challenging applications, Koin has earned the trust of developers globally. As an open-source framework specifically crafted for Kotlin, Koin features an intuitive domain-specific language (DSL) and a lightweight container that simplifies dependency management for any Kotlin application or SDK. With Koin, developers can effortlessly set up their dependency injection through its straightforward API and Kotlin DSL, allowing them to concentrate on developing complex Android mobile applications rather than getting bogged down by their tools. This framework integrates seamlessly with the broader Kotlin ecosystem, leveraging Kotlin's capabilities to facilitate easy dependency injection across multiple platforms. Already adopted by thousands of companies worldwide, Koin is well-equipped to handle scaling in production environments while continuing to evolve with developer needs. By providing a user-friendly approach to dependency injection, Koin empowers developers to innovate and deliver high-quality applications efficiently.
API Access
Has API
API Access
Has API
Integrations
Kotlin
Android
C++
Facebook
Instagram
Jetpack Compose
Kotzilla
Ktor
LLaVA
Llama 3.2
Integrations
Kotlin
Android
C++
Facebook
Instagram
Jetpack Compose
Kotzilla
Ktor
LLaVA
Llama 3.2
Pricing Details
Free
Free Trial
Free Version
Pricing Details
Free
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
ExecuTorch
Country
United States
Website
executorch.ai/
Vendor Details
Company Name
Kotzilla
Founded
2022
Country
France
Website
kotzilla.io/koin