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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
Yes
API Access
Has API
Yes
Integrations
Kotlin
Yes
Android
No
C++
Yes
Facebook
Yes
Instagram
Yes
Jetpack Compose
No
Kotzilla
No
Ktor
No
LLaVA
Yes
Llama 3.2
Yes
Integrations
Kotlin
Yes
Android
Yes
C++
No
Facebook
No
Instagram
No
Jetpack Compose
Yes
Kotzilla
Yes
Ktor
Yes
LLaVA
No
Llama 3.2
No
Pricing Details
Free
Free Trial
No
Free Version
Yes
Pricing Details
Free
Free Trial
Yes
Free Version
Yes
Deployment
Web-Based
No
On-Premises
Yes
iPhone App
Yes
iPad App
Yes
Android App
Yes
Windows
Yes
Mac
Yes
Linux
Yes
Chromebook
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
Yes
In Person
No
Vendor Details
Company Name
ExecuTorch
Country
United States
Website
executorch.ai/
Vendor Details
Company Name
Kotzilla
Founded
2022
Country
France
Website
kotzilla.io/koin