Parallax by Gradient

Deploys and optimizes LLMs across diverse hardware for efficient, decentralized inference.

Decentralized Inference Engine
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What is Parallax by Gradient?

Parallax by Gradient is an open-source framework. It lets you run large language models on many different computers. It uses smart tech to make models work well on various devices, from powerful GPUs to everyday laptops. This helps anyone do AI tasks easily, without needing expensive centralized servers.

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Key Features

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    Intelligent Two-Phase Scheduling.
    Parallax uses a clever two-phase scheduling system. This system figures out the best way to spread out parts of an LLM across different graphics cards. It aims for the fastest response times and highest output. This smart approach makes Parallax much faster and more efficient than older methods for distributed AI.

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    Supports All Kinds of Hardware.
    You can use Parallax with almost any type of computing hardware. It works with NVIDIA GPUs, AMD systems, Apple Silicon, and even regular computer processors. It doesn't need all your machines to be the same, which means you can use your existing devices. This saves you money and makes it easy to get started.

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    Smart Network Optimization.
    Parallax is designed to work well even when internet connections aren't perfect. It smartly places parts of the LLM closer to where they're needed, reducing how much data has to travel long distances. This makes it practical to run distributed AI even across different locations or with slower internet.

     

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    Handles Changing Systems.
    Your setup might change, and Parallax can handle it. If new graphics cards join or leave your network, Parallax adjusts automatically. It quickly updates how it uses resources to keep things running smoothly. This means your AI system stays stable, even with computers coming and going.

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    Wide Range of Model Support.
    Parallax already works with over 40 different open

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Frequent questions for Parallax by Gradient

  • What is Parallax?

    Parallax is an open-source system. It helps you run big AI models on many different computers. It's like an operating system for AI on decentralized networks.

  • Does Parallax work with different kinds of computers?

    Yes, it does! Parallax works with NVIDIA graphics cards, Apple Silicon chips, and even regular computer processors. It can use many different types of hardware together.

  • How does Parallax help reduce costs?

    It lets you use your own computers and hardware to run AI models. This means you don't have to pay for expensive cloud services or big data centers. You can use what you already have.

  • Is Parallax free to use?

    Yes, Parallax is completely free. It's an open-source project, so anyone can download and use it without paying.

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