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Average Ratings 0 Ratings

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ease
features
design
support

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Description

Luminal is a high-performance machine-learning framework designed with an emphasis on speed, simplicity, and composability, which utilizes static graphs and compiler-driven optimization to effectively manage complex neural networks. By transforming models into a set of minimal "primops"—comprising only 12 fundamental operations—Luminal can then implement compiler passes that swap these with optimized kernels tailored for specific devices, facilitating efficient execution across GPUs and other hardware. The framework incorporates modules, which serve as the foundational components of networks equipped with a standardized forward API, as well as the GraphTensor interface, allowing for typed tensors and graphs to be defined and executed at compile time. Maintaining a deliberately compact and modifiable core, Luminal encourages extensibility through the integration of external compilers that cater to various datatypes, devices, training methods, and quantization techniques. A quick-start guide is available to assist users in cloning the repository, constructing a simple "Hello World" model, or executing larger models like LLaMA 3 with GPU capabilities, thereby making it easier for developers to harness its potential. With its versatile design, Luminal stands out as a powerful tool for both novice and experienced practitioners in machine learning.

Description

Distcc is a system designed for distributed compilation that speeds up the build process for C, C++, Objective-C, and Fortran by distributing compile tasks across various networked machines. This tool works effectively with both GCC and Clang toolchains, seamlessly intercepting compiler commands and redistributing them to remote daemons while maintaining optimization settings, include directories, and tracking of dependencies. The architecture is client-server based, featuring a lightweight listener that oversees job queues, prioritizes local compilation as necessary, and easily identifies available hosts through straightforward configuration or DNS. Additionally, Distcc accommodates cross-compilation setups, offers SSH tunneling for secure clusters, allows for the blacklisting of unreliable servers, and integrates well with modern build systems such as Make, CMake, and Ninja. It also includes monitoring tools that supply real-time data on job distribution and performance, and its compatibility with compilation databases (compdb) permits detailed management of distributed workloads. Overall, Distcc is a powerful solution that significantly enhances build efficiency across diverse development environments.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

C
C++
Fortran
Hugging Face
Llama 3
Make
Objective-C

Integrations

C
C++
Fortran
Hugging Face
Llama 3
Make
Objective-C

Pricing Details

No price information available.
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

Luminal

Country

United States

Website

luminalai.com

Vendor Details

Company Name

distcc

Founded

2002

Country

United States

Website

www.distcc.org

Product Features

Deep Learning

Convolutional Neural Networks
Document Classification
Image Segmentation
ML Algorithm Library
Model Training
Neural Network Modeling
Self-Learning
Visualization

Product Features

Build Automation

Automated Testing
Build Cache
Build Management Tools
Build Metrics
Change Only Compiling
Debugging Tools
Dependency Management
IDE Compatibility
Parallel Testing
Plugin Library
Source Code Management
Version Conflict Resolution

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