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GPU Benchmarks NVIDIA Tesla V100 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 NVIDIA Tesla V100 vs NVIDIA RTX 3090 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 April 2025

Resnet50 (FP16)

1 GPU
NVIDIA Tesla V100
706.07 points
NVIDIA RTX 3090
1071 points
4 GPU
NVIDIA Tesla V100
2309.02 points
NVIDIA RTX 3090
2922 points
higher is better

Resnet50 (FP16 XLA)

1 GPU
NVIDIA Tesla V100
1071.32 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Tesla V100
3562.89 points
NVIDIA RTX 3090
n/a
higher is better

Resnet50 (FP32)

1 GPU
NVIDIA Tesla V100
321.57 points
NVIDIA RTX 3090
596 points
4 GPU
NVIDIA Tesla V100
1141.56 points
NVIDIA RTX 3090
1625 points
higher is better

Resnet50 (FP32 XLA)

1 GPU
NVIDIA Tesla V100
351.14 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Tesla V100
1202.04 points
NVIDIA RTX 3090
n/a
higher is better

Resnet152 (FP16)

1 GPU
NVIDIA Tesla V100
308.35 points
NVIDIA RTX 3090
491 points
4 GPU
NVIDIA Tesla V100
984.5 points
NVIDIA RTX 3090
1029 points
higher is better

Resnet152 (FP16 XLA)

1 GPU
NVIDIA Tesla V100
419.46 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Tesla V100
1412.1 points
NVIDIA RTX 3090
n/a
higher is better

Resnet152 (FP32)

1 GPU
NVIDIA Tesla V100
134.94 points
NVIDIA RTX 3090
223 points
4 GPU
NVIDIA Tesla V100
452.05 points
NVIDIA RTX 3090
434 points
higher is better

Resnet152 (FP32 XLA)

1 GPU
NVIDIA Tesla V100
143.28 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Tesla V100
519.5 points
NVIDIA RTX 3090
n/a
higher is better

Inception V3 (FP16)

1 GPU
NVIDIA Tesla V100
424.55 points
NVIDIA RTX 3090
715 points
4 GPU
NVIDIA Tesla V100
1490.05 points
NVIDIA RTX 3090
1720 points
higher is better

Inception V3 (FP16 XLA)

1 GPU
NVIDIA Tesla V100
585.31 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Tesla V100
2121.59 points
NVIDIA RTX 3090
n/a
higher is better

Inception V3 (FP32)

1 GPU
NVIDIA Tesla V100
211.08 points
NVIDIA RTX 3090
399 points
4 GPU
NVIDIA Tesla V100
785.13 points
NVIDIA RTX 3090
1267 points
higher is better

Inception V3 (FP32 XLA)

1 GPU
NVIDIA Tesla V100
228.85 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Tesla V100
820.35 points
NVIDIA RTX 3090
n/a
higher is better

Inception V4 (FP16)

1 GPU
NVIDIA Tesla V100
225.21 points
NVIDIA RTX 3090
383 points
4 GPU
NVIDIA Tesla V100
816.02 points
NVIDIA RTX 3090
1022 points
higher is better

Inception V4 (FP16 XLA)

1 GPU
NVIDIA Tesla V100
318.96 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Tesla V100
1142.94 points
NVIDIA RTX 3090
n/a
higher is better

Inception V4 (FP32)

1 GPU
NVIDIA Tesla V100
102.53 points
NVIDIA RTX 3090
156 points
4 GPU
NVIDIA Tesla V100
383.89 points
NVIDIA RTX 3090
319 points
higher is better

Inception V4 (FP32 XLA)

1 GPU
NVIDIA Tesla V100
108.26 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Tesla V100
415.26 points
NVIDIA RTX 3090
n/a
higher is better

VGG16 (FP16)

1 GPU
NVIDIA Tesla V100
381.74 points
NVIDIA RTX 3090
577 points
4 GPU
NVIDIA Tesla V100
835.56 points
NVIDIA RTX 3090
1004 points
higher is better

VGG16 (FP16 XLA)

1 GPU
NVIDIA Tesla V100
469.5 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Tesla V100
1338.8 points
NVIDIA RTX 3090
n/a
higher is better

VGG16 (FP32)

1 GPU
NVIDIA Tesla V100
189.68 points
NVIDIA RTX 3090
341 points
4 GPU
NVIDIA Tesla V100
480.12 points
NVIDIA RTX 3090
1077 points
higher is better

VGG16 (FP32 XLA)

1 GPU
NVIDIA Tesla V100
206.92 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Tesla V100
560.94 points
NVIDIA RTX 3090
n/a
higher is better

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

As of April 2025

V-Ray

1 GPU
NVIDIA Tesla V100
505 points
NVIDIA RTX 3090
2185 points
higher is better

Octane

1 GPU
NVIDIA Tesla V100
356 points
NVIDIA RTX 3090
769 points
higher is better

Redshift

1 GPU
NVIDIA Tesla V100
8.24 minutes
NVIDIA RTX 3090
2.3 minutes
lower is better

Blender

1 GPU
NVIDIA Tesla V100
2075.51 score
NVIDIA RTX 3090
6010.36 score
higher is better

Luxmark

1 GPU
NVIDIA Tesla V100
35698 points
NVIDIA RTX 3090
95123 points
higher is better

Unreal Engine

1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX 3090
47.6 FPS
higher is better

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

As of April 2025

Total run time

1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX 3090
165.9 Min
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX 3090
57.1 Min
lower is better

Technical Specifications

Board Design

NVIDIA Tesla V100NVIDIA RTX 3090Difference
Length11 in / 267 mm13 in / 336 mm3 in / 69 mm (26%)
OutputsNo outputs1x HDMI, 3x DisplayPort
Power Connectors2x 8-pin1x 12-pin
Slot widthDual-slotTriple-slot
TDP250 W350 W100 W (40%)

Clock Speeds

NVIDIA Tesla V100NVIDIA RTX 3090Difference
Boost Clock1380 MHz1695 MHz315 MHz (23%)
GPU Clock1230 MHz1395 MHz165 MHz (13%)
Memory Clock1752 MHz19500 MHz17748 MHz (1013%)

Graphics Card

NVIDIA Tesla V100NVIDIA RTX 3090Difference
Bus InterfacePCIe 3.0 x16PCIe 4.0 x16
GenerationTesla (Vxx)GeForce 30

Graphics Features

NVIDIA Tesla V100NVIDIA RTX 3090Difference
DirectX12 Ultimate (12_1)12 Ultimate (12_2)
OpenCL1.23
OpenGL4.64.6-
Shader Model6.46.6
CUDA78.6

Graphics Processor

NVIDIA Tesla V100NVIDIA RTX 3090Difference
ArchitectureVoltaAmpere
Die Size815 mm2628 mm2-187 mm2 (-23%)
GPU NameGV100GA102-300-A1
Process Size12 nm8 nm-4 nm (-33%)
Transistors21100 million28300 million7200 million (34%)

Memory

NVIDIA Tesla V100NVIDIA RTX 3090Difference
Bandwidth897 GB/s936.2 GB/s39.2 GB/s (4%)
Memory Bus4096 bit384 bit-3712 bit (-91%)
Memory Size32 GB24 GB-8 GB (-25%)
Memory TypeHBM2GDDR6X

Render Config

NVIDIA Tesla V100NVIDIA RTX 3090Difference
ROPs128112-16 (-12%)
Shading Units/ CUDA Cores5120104965376 (105%)
TMUs3203288 (3%)
Tensor Cores640328-312 (-49%)
RT Cores-82

Theoretical Performance

NVIDIA Tesla V100NVIDIA RTX 3090Difference
FP16 (half) performance28.26 TFLOPS35.58 TFLOPS7.32 TFLOPS (26%)
FP32 (float) performance14.13 TFLOPS35.58 TFLOPS21.45 TFLOPS (152%)
FP64 (double) performance7066 GFLOPS556 GFLOPS-6510 GFLOPS (-92%)
Pixel Rate176.6 GPixel/s189.8 GPixel/s13.2 GPixel/s (7%)
Texture Rate441.6 GTexel/s556 GTexel/s114.4 GTexel/s (26%)

Price

NVIDIA Tesla V100NVIDIA RTX 3090Difference
MSRP$11,459.00$1,499.00-$9,960.00 (-87%)
Release DateMar 27th, 2018Sep 1st, 2020

Test bench configuration

NVIDIA Tesla V100NVIDIA RTX 3090Difference
HardwareBIZON X5000 More detailsBIZON X5000 More details-
SoftwareDeep 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 Tesla V100NVIDIA RTX 3090Difference
Best GPU workstations-BIZON X5500
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