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Learn/Blog/RTX 4090 vs. L40S: Which GPU is the Best Choice for AI?

FeaturedRTX 4090 vs. L40S: Which GPU is the Best Choice for AI?

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mimicpc
08/21/2024
Choose the ultimate GPU for AI research and HPC with NVIDIA L40S. Boasting more CUDA & Tensor Cores, double the VRAM, and lower TDP, L40S outperforms RTX 4090 for demanding AI workloads.

At MimicPC, our mission is to provide cutting-edge hardware solutions tailored to the evolving needs of our users. As the demands of AI research, high-performance computing (HPC), and advanced simulations grow, selecting the right GPU becomes crucial. Today, we’re excited to introduce the NVIDIA L40S to our lineup, a powerful contender in the realm of AI and professional workloads. But how does it stack up against the popular RTX 4090? Let’s dive into the comparison.

NVIDIA RTX 4090 vs. L40S: A Detailed Comparison

The NVIDIA RTX 4090 is a powerhouse in the gaming world, renowned for its exceptional performance in rendering and real-time ray tracing. However, when it comes to professional applications, particularly in AI, the L40S brings a unique set of strengths that make it a superior choice for specific workloads. Below is a comparison of the key specifications:

Feature

NVIDIA RTX 4090

NVIDIA L40S

CUDA Cores

14,592

18,176

Tensor Cores

456

568

FP32 Performance

73.54 TFLOPS

91.61 TFLOPS (+24%)

Memory

24 GB GDDR6X

48 GB GDDR6

Memory Bandwidth

1008 GB/s

864 GB/s

TDP

425W

300W

Bus Interface

PCIe 4.0 x16

PCIe 4.0 x16

Target Audience

Gamers, Creative Professionals

AI Researchers, HPC, Simulation Experts

Release Date

December 2023

October 2022

Performance in AI and Deep Learning

  1. CUDA and Tensor Cores:
    • The L40S boasts 18,176 CUDA cores and 568 Tensor Cores, compared to the RTX 4090's 14,592 CUDA cores and 456 Tensor Cores. This makes the L40S significantly more capable in handling complex AI and deep learning tasks, offering up to 24% more FP32 performance.
  2. Memory Capacity and Bandwidth:
    • The L40S is equipped with 48 GB of GDDR6 VRAM, double the 24 GB available in the RTX 4090. This larger memory capacity is crucial for handling larger datasets and more complex models, which is essential for advanced AI research and professional-grade simulations.
    • Although the RTX 4090 has a higher memory bandwidth at 1008 GB/s, the L40S’s 864 GB/s is still substantial for most professional workloads, particularly where higher memory capacity is more beneficial than bandwidth.
  3. Energy Efficiency:
    • The L40S operates at a lower TDP of 300W, compared to the 425W of the RTX 4090. This lower power consumption makes the L40S more suitable for data centers and prolonged operations, where energy efficiency is crucial.
  4. Versatility and Application:
    • The RTX 4090 is primarily designed for gaming and high-end rendering, making it an excellent choice for gamers and creative professionals. However, the L40S is engineered for a broader range of professional tasks, including AI model training, HPC, and complex simulations. Its versatility allows it to handle multi-modal workloads with ease.

The Ideal Choice for AI: L40S

When it comes to AI and professional workloads, the NVIDIA L40S stands out as the superior option. Its combination of high CUDA and Tensor Core counts, large VRAM, and energy efficiency make it the ideal GPU for those working in AI research, 3D rendering, and data-intensive simulations.

How the L40S Meets the Demands of Flux.1

For our users working with Flux.1, one of the most advanced and demanding platforms in the market, the L40S offers the perfect balance of power and efficiency. Flux.1’s extensive AI workloads, including complex simulations and real-time processing, require a GPU that can handle significant computational demands without compromising on performance. The L40S meets these needs with its superior AI inference capabilities and large memory capacity, ensuring smooth and efficient operations.

The MimicPC Advantage

By adding the NVIDIA L40S to our GPU lineup, we are equipping our users with the tools they need to tackle the most demanding projects. Whether you’re delving into AI research, conducting high-performance simulations, or pushing the boundaries of 3D rendering, the L40S is ready to elevate your work to new heights.

At MimicPC, we’re committed to providing you with the very best in technology. Explore the capabilities of the NVIDIA L40S and see how it can transform your workflow, all while ensuring you get the best performance possible for your specific needs.

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