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NVIDIA RTX 2080 Ti vs NVIDIA RTX 3090

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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 GPU Benchmarks 2023–2024 [Updated]

Resnet50 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
488.56
NVIDIA RTX 3090
1071
4 GPU
NVIDIA RTX 2080 Ti
1597.66
NVIDIA RTX 3090
2922
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Resnet50 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
741.26
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
2465.23
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Resnet50 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
302.88
NVIDIA RTX 3090
596
4 GPU
NVIDIA RTX 2080 Ti
1075.19
NVIDIA RTX 3090
1625
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Resnet50 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
330.72
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
1132.16
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Resnet152 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
213.35
NVIDIA RTX 3090
491
4 GPU
NVIDIA RTX 2080 Ti
681.19
NVIDIA RTX 3090
1029
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Resnet152 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
290.23
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
977.06
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Resnet152 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
223
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
434
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Resnet152 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Inception V3 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
293.76
NVIDIA RTX 3090
715
4 GPU
NVIDIA RTX 2080 Ti
1031
NVIDIA RTX 3090
1720
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Inception V3 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
404.99
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
1467.97
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Inception V3 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
198.81
NVIDIA RTX 3090
399
4 GPU
NVIDIA RTX 2080 Ti
739.49
NVIDIA RTX 3090
1267
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Inception V3 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
215.54
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
772.66
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Inception V4 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
155.84
NVIDIA RTX 3090
383
4 GPU
NVIDIA RTX 2080 Ti
564.62
NVIDIA RTX 3090
1022
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Inception V4 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
220.7
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
790.82
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Inception V4 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
156
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
319
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Inception V4 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

VGG16 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
264.14
NVIDIA RTX 3090
577
4 GPU
NVIDIA RTX 2080 Ti
578.14
NVIDIA RTX 3090
1004
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

VGG16 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
324.85
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
926.34
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

VGG16 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
178.65
NVIDIA RTX 3090
341
4 GPU
NVIDIA RTX 2080 Ti
452.2
NVIDIA RTX 3090
1077
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

VGG16 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
194.89
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
528.33
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Googlenet (FP16)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Googlenet (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

3D, GPU Rendering Benchmarks 2023–2024 [Updated]

V-Ray

1 GPU
NVIDIA RTX 2080 Ti
345
NVIDIA RTX 3090
2185
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Octane

1 GPU
NVIDIA RTX 2080 Ti
368
NVIDIA RTX 3090
769
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Redshift

1 GPU
NVIDIA RTX 2080 Ti
8.38
NVIDIA RTX 3090
2.3
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Blender

1 GPU
NVIDIA RTX 2080 Ti
3163.85
NVIDIA RTX 3090
6010.36
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Luxmark

1 GPU
NVIDIA RTX 2080 Ti
33195
NVIDIA RTX 3090
95123
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Unreal Engine

1 GPU
NVIDIA RTX 2080 Ti
30.1
NVIDIA RTX 3090
47.6
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

RELION Cryo-EM Benchmarks 2023-2024 [Updated]

Total run time

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
165.9
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
57.1
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

BERT LARGE Training, Inference Benchmark 2023-2024 [Updated]

Training Time (FP16)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Performance (FP16)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Training Time (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Performance (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Llama3 70B Inference Benchmark 2024 [Updated]

Eval rate

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
2 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 3090
n/a

Technical Specifications

Board Design

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
Length 267 mm 336 mm
Outputs 1x HDMI, 3x DisplayPort, 1x USB Type-C 1x HDMI, 3x DisplayPort
Power Connectors 2x 8-pin 1x 12-pin
Slot width Dual-slot Triple-slot
TDP 250 W 350 W

Clock Speeds

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
Boost Clock 1545 MHz 1695 MHz
GPU Clock 1350 MHz 1395 MHz
Memory Clock 14000 MHz 19500 MHz

Graphics Card

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
Bus Interface PCIe 3.0 x16 PCIe 4.0 x16
Generation GeForce 20 GeForce 30

Graphics Features

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
DirectX 12 Ultimate (12_1) 12 Ultimate (12_2)
OpenCL 2.0 3.0
OpenGL 4.6 4.6
Shader Model 6.5 6.6
CUDA 7.5 8.6

Graphics Processor

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
Architecture Turing Ampere
Die Size 754 mm2 628 mm2
GPU Name TU102-300A-K1-A1 GA102-300-A1
Process Size 12 nm 8 nm
Transistors 18600 million 28300 million

Memory

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
Bandwidth 616 GB/s 936.2 GB/s
Memory Bus 352 bit 384 bit
Memory Size 11 GB 24 GB
Memory Type GDDR6 GDDR6X

Render Config

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
ROPs 88 112
RT Cores 68 82
Shading Units/ CUDA Cores 4352 10496
TMUs 272 328
Tensor Cores 544 328

Theoretical Performance

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
FP16 (half) performance 26.9 TFLOPS 35.58 TFLOPS
FP32 (float) performance 13.45 TFLOPS 35.58 TFLOPS
FP64 (double) performance 420.2 GFLOPS 556 GFLOPS
Pixel Rate 136 GPixel/s 189.8 GPixel/s
Texture Rate 420.2 GTexel/s 556 GTexel/s

Price

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
MSRP 1199 $ 1499 $
Release Date Sep 20th, 2018 Sep 1st, 2020

Test bench configuration

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
Hardware BIZON G3000 More details BIZON X5000 More details
Software Deep learning:
Nvidia Driver: 440
CUDA: 10.1
TensorFlow: 1.14
Batch size: 64
3D Rendering:
Nvidia Driver: 442.19
VRay Benchmark: 4.10.3
Octane Benchmark: 4.00
Redshift Benchmark: 3.0.x
Blender: 2.81
Luxmark: 3.1
3D Rendering:
Nvidia Driver: 456.38
VRay Benchmark: 5
Octane Benchmark: 2020.1.5
Redshift Benchmark: 3.0.28 Demo
Blender: 2.90
Luxmark: 3.1

Recommended hardware

NVIDIA RTX 2080 Ti NVIDIA RTX 3090
Best GPU workstations BIZON X5500 BIZON X5500
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