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GPU Benchmarks NVIDIA RTX 3090 vs. NVIDIA RTX A5000 vs. NVIDIA RTX 4090 vs. NVIDIA RTX 4080

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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 NVIDIA RTX 3090 vs NVIDIA RTX A5000 vs NVIDIA RTX 4090 vs NVIDIA RTX 4080 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 2024–2025 [Updated]↑

As of June 2025

Resnet50 (FP16)

1 GPU
NVIDIA RTX 3090
1071 points
NVIDIA RTX A5000
1061 points
NVIDIA RTX 4090
1720 points
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
2922 points
NVIDIA RTX A5000
4127 points
NVIDIA RTX 4090
5934 points
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
7965 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

Resnet50 (FP32)

1 GPU
NVIDIA RTX 3090
596 points
NVIDIA RTX A5000
372 points
NVIDIA RTX 4090
927 points
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
1625 points
NVIDIA RTX A5000
1388 points
NVIDIA RTX 4090
1715 points
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
3299 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

Resnet152 (FP16)

1 GPU
NVIDIA RTX 3090
491 points
NVIDIA RTX A5000
430 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
1029 points
NVIDIA RTX A5000
1673 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
3391 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

Resnet152 (FP32)

1 GPU
NVIDIA RTX 3090
223 points
NVIDIA RTX A5000
143 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
434 points
NVIDIA RTX A5000
533 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
1387 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

Inception V3 (FP16)

1 GPU
NVIDIA RTX 3090
715 points
NVIDIA RTX A5000
640 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
1720 points
NVIDIA RTX A5000
2490 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
5525 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

Inception V3 (FP32)

1 GPU
NVIDIA RTX 3090
399 points
NVIDIA RTX A5000
235 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
1267 points
NVIDIA RTX A5000
877 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
2343 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

Inception V4 (FP16)

1 GPU
NVIDIA RTX 3090
383 points
NVIDIA RTX A5000
296 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
1022 points
NVIDIA RTX A5000
1151 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

Inception V4 (FP32)

1 GPU
NVIDIA RTX 3090
156 points
NVIDIA RTX A5000
105 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
319 points
NVIDIA RTX A5000
392 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

VGG16 (FP16)

1 GPU
NVIDIA RTX 3090
577 points
NVIDIA RTX A5000
378 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
1004 points
NVIDIA RTX A5000
1470 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

VGG16 (FP32)

1 GPU
NVIDIA RTX 3090
341 points
NVIDIA RTX A5000
214 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
1077 points
NVIDIA RTX A5000
798 points
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

Googlenet (FP16)

1 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
2138 Img/Sec
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
7751 Img/Sec
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
15728 Img/Sec
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

Googlenet (FP32)

1 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
1080 Img/Sec
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
3866 Img/Sec
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
7225 Img/Sec
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
higher is better

3D, GPU Rendering Benchmarks 2024–2025 [Updated]↑

As of June 2025

V-Ray

1 GPU
NVIDIA RTX 3090
2185 points
NVIDIA RTX A5000
2265 points
NVIDIA RTX 4090
5556 points
NVIDIA RTX 4080
4048 points
higher is better

Octane

1 GPU
NVIDIA RTX 3090
769 points
NVIDIA RTX A5000
699 points
NVIDIA RTX 4090
1445 points
NVIDIA RTX 4080
986 points
higher is better

Redshift

1 GPU
NVIDIA RTX 3090
2.3 minutes
NVIDIA RTX A5000
3.06 minutes
NVIDIA RTX 4090
1.16 minutes
NVIDIA RTX 4080
1.47 minutes
lower is better

Blender

1 GPU
NVIDIA RTX 3090
6010.36 score
NVIDIA RTX A5000
4739.82 score
NVIDIA RTX 4090
12123.96 score
NVIDIA RTX 4080
9258.94 score
higher is better

Luxmark

1 GPU
NVIDIA RTX 3090
95123 points
NVIDIA RTX A5000
73789 points
NVIDIA RTX 4090
158815 points
NVIDIA RTX 4080
n/a
higher is better

Unreal Engine

1 GPU
NVIDIA RTX 3090
47.6 FPS
NVIDIA RTX A5000
36.7 FPS
NVIDIA RTX 4090
92.1 FPS
NVIDIA RTX 4080
n/a
higher is better

RELION Cryo-EM Benchmarks 2024-2025 [Updated]↑

As of June 2025

Total run time

1 GPU
NVIDIA RTX 3090
165.9 Min
NVIDIA RTX A5000
167.7 Min
NVIDIA RTX 4090
105.2 Min
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
57.1 Min
NVIDIA RTX A5000
53.6 Min
NVIDIA RTX 4090
53.2 Min
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
43.2 Min
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
lower is better

BERT LARGE Training, Inference Benchmark 2024-2025 [Updated]↑

As of June 2025

Training Time (FP16)

1 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
1.11 Hrs
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
0.6 Hrs
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Seq=128, BS=4

Performance (FP16)

1 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
51.17 sent/sec
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
106.77 sent/sec
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Seq=128, BS=4

Training Time (FP32)

1 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
1.36 Hrs
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
0.57 Hrs
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Seq=384, BS=8

Performance (FP32)

1 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
40.44 sent/sec
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
118.1 sent/sec
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Seq=384, BS=8

Llama3 70B Inference Benchmark 2024–2025 [Updated]↑

As of June 2025

Eval rate

1 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
n/a
NVIDIA RTX 4090
9.95 tokens/s
NVIDIA RTX 4080
n/a
2 GPU
NVIDIA RTX 3090
n/a
NVIDIA RTX A5000
n/a
NVIDIA RTX 4090
19.99 tokens/s
NVIDIA RTX 4080
n/a
higher is better

Technical Specifications

Board Design

NVIDIA RTX 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
Length13 in / 336 mm11 in / 267 mm13 in / 336 mm13 in / 336 mm
Outputs1x HDMI, 3x DisplayPort4x DisplayPort1x HDMI, 3x DisplayPort1x HDMI, 3x DisplayPort
Power Connectors1x 12-pin1x 8-pin1x 16-pin1x 16-pin
Slot widthTriple-slotDual-slotTriple-slotDual-slot
TDP350 W230 W450 W320 W

Clock Speeds

NVIDIA RTX 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
Boost Clock1695 MHz1695 MHz2520 MHz2505 MHz
GPU Clock1395 MHz1170 MHz2235 MHz2205 MHz
Memory Clock19500 MHz16000 MHz21200 MHz23000 MHz

Graphics Card

NVIDIA RTX 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
Bus InterfacePCIe 4.0 x16PCIe 4.0 x16PCIe 4.0 x16PCIe 4.0 x16
GenerationGeForce 30Quadro (Ax000)GeForce 40GeForce 40

Graphics Features

NVIDIA RTX 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
DirectX12 Ultimate (12_2)12 Ultimate (12_2)12 Ultimate (12_2)12 Ultimate (12_2)
OpenCL3333
OpenGL4.64.64.64.6
Shader Model6.66.66.76.7
CUDA8.68.68.98.9

Graphics Processor

NVIDIA RTX 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
ArchitectureAmpereAmpereAda LovelaceAda Lovelace
Die Size628 mm2628 mm2608 mm2379 mm2
GPU NameGA102-300-A1GA102AD102-300-A1AD103-300-A1
Process Size8 nm8 nm5 nm5 nm
Transistors28300 million28300 million76300 million45900 million

Memory

NVIDIA RTX 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
Bandwidth936.2 GB/s768 GB/s1018 GB/s735.7 GB/s
Memory Bus384 bit384 bit384 bit256 bit
Memory Size24 GB24 GB24 GB16 GB
Memory TypeGDDR6XGDDR6GDDR6XGDDR6X

Render Config

NVIDIA RTX 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
ROPs1129619296
RT Cores826412876
Shading Units/ CUDA Cores104968192163849728
TMUs328256512304
Tensor Cores328256512304

Theoretical Performance

NVIDIA RTX 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
FP16 (half) performance35.58 TFLOPS27.77 TFLOPS82.58 TFLOPS48.74 TFLOPS
FP32 (float) performance35.58 TFLOPS27.77 TFLOPS82.58 TFLOPS48.74 TFLOPS
FP64 (double) performance556 GFLOPS867.8 GFLOPS1290 GFLOPS761.5 GFLOPS
Pixel Rate189.8 GPixel/s162.7 GPixel/s483.8 GPixel/s240.5 GPixel/s
Texture Rate556 GTexel/s433.9 GTexel/s1290 GTexel/s761.5 GTexel/s

Price

NVIDIA RTX 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
MSRP$1,499.00$2,299.00$1,599.00$1,199.00
Release DateSep 1st, 2020Apr 12th, 2021Oct 12th, 2022Nov 16th, 2022

Test bench configuration

NVIDIA RTX 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
HardwareBIZON X5000 More detailsBIZON X5000 More detailsBIZON X5500 More detailsBIZON X5500 More details
Software3D 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		3D Rendering:
Nvidia Driver: 461.40
VRay Benchmark: 5
Octane Benchmark: 2020.1.5
Redshift Benchmark: 3.0.28 Demo
Blender: 2.90
Luxmark: 3.1		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 3090NVIDIA RTX A5000NVIDIA RTX 4090NVIDIA RTX 4080
Best GPU workstationsBIZON X5500BIZON X5500BIZON X5500BIZON X5500
Best NVIDIA GPU servers-BIZON X7000--
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