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NVIDIA RTX 4090 vs NVIDIA RTX 6000 Ada vs NVIDIA RTX 5000 Ada

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Best GPUs for deep learning, AI development, compute in 2023–2024. Recommended GPU & hardware for AI training, inference (LLMs, generative AI). GPU training, inference benchmarks using PyTorch, TensorFlow for computer vision (CV), NLP, text-to-speech, etc.

We benchmark these GPUs and compare AI performance (deep learning training; FP16, FP32, PyTorch, TensorFlow), 3d rendering, Cryo-EM performance in the most popular apps (Octane, VRay, Redshift, Blender, Luxmark, Unreal Engine, Relion Cryo-EM).

Our benchmarks will help you decide which GPU (NVIDIA RTX 4090/4080, H100 Hopper, H200, A100, RTX 6000 Ada, A6000, A5000, or RTX 6000 ADA Lovelace) is the best GPU for your needs. We provide an in-depth analysis of the AI performance of each graphic card's performance so you can make the most informed decision possible. We offer deep learning and 3d rendering benchmarks that will help you get the most out of your hardware.


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Featured GPU benchmarks:

Benchmarks

Deep Learning AI GPU Benchmarks 2025 [Updated]

Resnet50 (FP16)

1 GPU
NVIDIA RTX 4090
1720
NVIDIA RTX 6000 Ada
1800
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
5934
NVIDIA RTX 6000 Ada
6369
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
16968
NVIDIA RTX 5000 Ada
n/a

Resnet50 (FP16 XLA)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Resnet50 (FP32)

1 GPU
NVIDIA RTX 4090
927
NVIDIA RTX 6000 Ada
709
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
1715
NVIDIA RTX 6000 Ada
2692
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
7607
NVIDIA RTX 5000 Ada
n/a

Resnet50 (FP32 XLA)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Resnet152 (FP16)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
729
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
2581
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
7004
NVIDIA RTX 5000 Ada
n/a

Resnet152 (FP16 XLA)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Resnet152 (FP32)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
273
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
1037
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
3074
NVIDIA RTX 5000 Ada
n/a

Resnet152 (FP32 XLA)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Inception V3 (FP16)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
1086
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
3842
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
8931
NVIDIA RTX 5000 Ada
n/a

Inception V3 (FP16 XLA)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Inception V3 (FP32)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
449
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
1703
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
5081
NVIDIA RTX 5000 Ada
n/a

Inception V3 (FP32 XLA)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Inception V4 (FP16)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
502
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
1776
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
3848
NVIDIA RTX 5000 Ada
n/a

Inception V4 (FP16 XLA)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Inception V4 (FP32)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
200
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
757
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
2322
NVIDIA RTX 5000 Ada
n/a

Inception V4 (FP32 XLA)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

VGG16 (FP16)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
642
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
2272
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
8977
NVIDIA RTX 5000 Ada
n/a

VGG16 (FP16 XLA)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

VGG16 (FP32)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
408
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
1549
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
4526
NVIDIA RTX 5000 Ada
n/a

VGG16 (FP32 XLA)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Googlenet (FP16)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Googlenet (FP32)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

(copy)

3D, GPU Rendering Benchmarks 2025 [Updated]

V-Ray

1 GPU
NVIDIA RTX 4090
5556
NVIDIA RTX 6000 Ada
4798
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Octane

1 GPU
NVIDIA RTX 4090
1445
NVIDIA RTX 6000 Ada
1140
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Redshift

1 GPU
NVIDIA RTX 4090
1.16
NVIDIA RTX 6000 Ada
1.27
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Blender

1 GPU
NVIDIA RTX 4090
12123.96
NVIDIA RTX 6000 Ada
11864.76
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Luxmark

1 GPU
NVIDIA RTX 4090
158815
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Unreal Engine

1 GPU
NVIDIA RTX 4090
92.1
NVIDIA RTX 6000 Ada
78.5
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

RELION Cryo-EM Benchmarks 2025 [Updated]

Total run time

1 GPU
NVIDIA RTX 4090
105.2
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
53.2
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

BERT LARGE Training, Inference Benchmark 2025 [Updated]

Training Time (FP16)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Performance (FP16)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Training Time (FP32)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Performance (FP32)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

LLM Inference Benchmark 2025 [Updated]

Llama3.1 70B

1 GPU
NVIDIA RTX 4090
10
NVIDIA RTX 6000 Ada
20.2
NVIDIA RTX 5000 Ada
n/a
2 GPU
NVIDIA RTX 4090
20.3
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
20
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Llama3.1 405B

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
2 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

OpenAI gpt-oss-20b (FP4)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
88
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

OpenAI gpt-oss-120b (FP4)

1 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
4 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a
8 GPU
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
NVIDIA RTX 5000 Ada
n/a

Technical Specifications

Board Design

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
Length 336 mm 267 mm 267 mm
Outputs 1x HDMI, 3x DisplayPort 4x DisplayPort 4x DisplayPort
Power Connectors 1x 16-pin 1x 16-pin 1x 16-pin
Slot width Triple-slot Dual-slot Dual-slot
TDP 450 W 300 W 250 W

Clock Speeds

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
Boost Clock 2520 MHz 2505 MHz 2550 MHz
GPU Clock 2235 MHz 915 MHz 1155 MHz
Memory Clock 21200 MHz 20000 MHz 18000 MHz

Graphics Card

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
Bus Interface PCIe 4.0 x16 PCIe 4.0 x16 PCIe 4.0 x16
Generation GeForce 40 Quadro Ada (x000A) Quadro Ada (x000A)

Graphics Features

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
DirectX 12 Ultimate (12_2) 12 Ultimate (12_2) 12 Ultimate (12_2)
OpenCL 3.0 3.0 3.0
OpenGL 4.6 4.6 4.6
Shader Model 6.7 6.7 6.7
CUDA 8.9 8.9 8.9

Graphics Processor

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
Architecture Ada Lovelace Ada Lovelace Ada Lovelace
Die Size 608 mm2 608 mm2 608 mm2
GPU Name AD102-300-A1 AD102 AD102
Process Size 5 nm 5 nm 5 nm
Transistors 76300 million 76300 million 76300 million

Memory

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
Bandwidth 1018 GB/s 960 GB/s 576 GB/s
Memory Bus 384 bit 384 bit 256 bit
Memory Size 24 GB 48 GB 32 GB
Memory Type GDDR6X GDDR6 GDDR6

Render Config

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
ROPs 192 192 176
RT Cores 128 142 100
Shading Units/ CUDA Cores 16384 18176 12800
TMUs 512 568 400
Tensor Cores 512 568 400

Theoretical Performance

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
FP16 (half) performance 82.58 TFLOPS 91.06 TFLOPS 65.28 TFLOPS
FP32 (float) performance 82.58 TFLOPS 91.06 TFLOPS 65.28 TFLOPS
FP64 (double) performance 1290 GFLOPS 1423 GFLOPS 1020 GFLOPS
Pixel Rate 483.8 GPixel/s 481 GPixel/s 448.8 GPixel/s
Texture Rate 1290 GTexel/s 1423 GTexel/s 1020 GTexel/s

Price

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
MSRP 1599 $ 6799 $ 4000 $
Release Date Oct 12th, 2022 Jan 20th, 2023 Aug 9th, 2023

Test bench configuration

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
Hardware BIZON X5500 More details BIZON X5500 More details BIZON X5500 More details
Software 3D Rendering:
Nvidia Driver:
VRay Benchmark:
Octane Benchmark:
Redshift Benchmark:
Blender:
Luxmark:
3D Rendering:
Nvidia Driver:
VRay Benchmark:
Octane Benchmark:
Redshift Benchmark:
Blender:
Luxmark:
3D Rendering:
Nvidia Driver:
VRay Benchmark:
Octane Benchmark:
Redshift Benchmark:
Blender:
Luxmark:

Recommended hardware

NVIDIA RTX 4090 NVIDIA RTX 6000 Ada NVIDIA RTX 5000 Ada
Best GPU workstations BIZON X5500 BIZON X5500
Best NVIDIA GPU servers BIZON X7000
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