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What Is a GPU? How Graphics Processors Work and When You Need One

A GPU is a processor specialised for graphics and parallel workloads. Here's how it works with the CPU, how integrated and discrete GPUs differ, and what to weigh when choosing one.
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A GPU (graphics processing unit) is a processor built to do graphics work, and other work that can be split into many small operations running at the same time. It draws the images you see in games, video and apps. It also runs some AI, simulation and scientific software. It works alongside the CPU and doesn’t replace it. Whether you need a separate graphics card depends on what you run, not on a rule that applies to everyone.

What a GPU actually does

Drawing a 3D scene means calculating enormous numbers of similar things: where vertices sit, how light falls on surfaces, how textures map onto shapes, what colour each pixel should be. Most of these calculations are independent of one another, so they can run side by side. A GPU is designed around that idea. It has many parallel execution resources that apply the same kind of operation across lots of data at once.

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The same trait is useful outside graphics. If a program’s task can be divided into many parallel pieces, a GPU can take that work on. That is why GPUs appear in deep learning, scientific computing and high-performance computing, which NVIDIA’s CUDA programming guide presents as GPU-accelerated fields.

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GPU vs CPU: a team, not a rivalry

The CPU is the general-purpose coordinator. It runs the operating system and your applications, prepares data and commands, and decides what to hand off. The GPU is a specialist that processes suitable work in bulk.

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NVIDIA’s CUDA guide describes this as a heterogeneous system: code runs on the CPU (the “host”), and GPU code runs on the GPU (the “device”). The host code moves data, launches work on the GPU, and can wait for it to finish or carry on with other tasks. A GPU job, called a kernel in CUDA, runs across many threads. NVIDIA describes its hardware in terms of streaming multiprocessors and functional units. That is NVIDIA’s vocabulary. Other vendors organise and name their hardware differently, so treat it as one worked example, not a map of every GPU.

A GPU is not a “better CPU.” It helps only when the work can be parallelised and the software is written to use it. Many everyday tasks, such as a lot of ordinary program logic, gain nothing from having one.

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Why memory matters as much as processing units

In systems with a discrete GPU, the CPU and GPU generally use separate memory. NVIDIA’s guide calls the CPU’s DRAM host memory and the GPU’s DRAM device (or global) memory. On the GPU chip there are also registers and shared memory, which are smaller but faster and are used while work is executing.

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The practical consequence is that data has to be moved and managed, and that affects speed. This is why comparing GPUs by the number of processing units alone doesn’t tell you how fast a real application will run.

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Integrated vs discrete GPUs

Integrated GPU Discrete GPU
Where it lives Built into the processor or system-on-chip Separate; commonly an add-in graphics card in desktops, and also present in some laptops
Memory Typically shares system memory with the CPU Has its own dedicated graphics memory
Power and heat Usually lower, which can help battery life Typically higher
Performance Handles everyday graphics and display tasks; capability varies by processor Typically higher

These characteristics come from Intel’s support article on the topic (last reviewed September 4, 2024). They are broad tendencies, not guarantees for every chip, generation or price point.

Do you need a dedicated graphics card?

Not necessarily. Integrated graphics can drive displays and handle ordinary graphics tasks without a separate card, and it’s common in smaller, power-conscious systems. A discrete GPU makes more sense if you play demanding games, do heavy video or creative work, or run GPU-accelerated compute software, and you can accommodate the extra power draw, cooling, size and cost. If your use is browsing, documents and video playback, integrated graphics may be all you need.

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Where GPUs are used

Gaming and real-time graphics

Rendering 3D scenes, lighting and effects for display is the classic job. Current gaming GPU families from NVIDIA (GeForce) and AMD (Radeon) also advertise ray tracing and AI-assisted image or frame processing. Support and results vary by model, driver, software and game, and the manufacturers’ performance statements are vendor claims. For example, AMD’s RDNA architecture page states generation-to-generation comparisons along with their comparison basis.

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Video and creative work

Graphics hardware can speed up video processing and some creative applications, including video encoding and decoding, which NVIDIA’s architecture material describes. How much it helps depends on the application, codec, driver and the specific GPU.

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AI and scientific computing

Supported AI, simulation and scientific workloads use GPU parallelism. Again, the software must be built to take advantage of it.

Everyday display and media

Even without a separate card, an integrated GPU is what puts the image on your screen and decodes ordinary media.

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How to compare GPUs if you’re shopping

Raw specifications are a starting point only. Weigh these factors:

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  • Your workload: the specific games or applications you use, and the resolution you run them at.
  • Independent benchmarks: results for that workload from independent testers, rather than headline numbers from the manufacturer.
  • Memory: dedicated or shared, plus capacity and bandwidth.
  • Power and cooling: what your power supply, case and (in a laptop) battery and thermals can sustain.
  • Physical fit and compatibility: card dimensions and the system it must work with.
  • Features and software support: ray tracing, AI features, media encoding and application compatibility.
  • Total cost.

NVIDIA and AMD publish current model specifications and feature descriptions on their own sites. Model lineups change, so check those pages for what is on sale now rather than relying on any list in an explainer.

Quick Recap

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Bestseller No. 3
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Common misconceptions

  • “GPUs are only for games.” They’re also used for video work, AI and scientific computing.
  • “A GPU always makes a computer faster.” Only for workloads and software that can use it.
  • “Integrated graphics is unusable.” It covers everyday display and media needs for many people.
  • “Everyone needs a discrete card.” Only if your workload and system justify the extra power, heat and cost.

Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.

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