GPU Benchmarks NVIDIA Quadro RTX 6000 vs. NVIDIA Tesla V100 vs. NVIDIA RTX 3080

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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 Quadro RTX 6000 vs NVIDIA Tesla V100 vs NVIDIA RTX 3080 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 May 2025

Resnet50 (FP16)

1 GPU
NVIDIA Quadro RTX 6000
542.92 points
NVIDIA Tesla V100
706.07 points
NVIDIA RTX 3080
1022 points
4 GPU
NVIDIA Quadro RTX 6000
1836.63 points
NVIDIA Tesla V100
2309.02 points
NVIDIA RTX 3080
1809 points
higher is better

Resnet50 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 6000
858.33 points
NVIDIA Tesla V100
1071.32 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
2929.9 points
NVIDIA Tesla V100
3562.89 points
NVIDIA RTX 3080
n/a
higher is better

Resnet50 (FP32)

1 GPU
NVIDIA Quadro RTX 6000
316.09 points
NVIDIA Tesla V100
321.57 points
NVIDIA RTX 3080
464 points
4 GPU
NVIDIA Quadro RTX 6000
1059.46 points
NVIDIA Tesla V100
1141.56 points
NVIDIA RTX 3080
822 points
higher is better

Resnet50 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 6000
346.54 points
NVIDIA Tesla V100
351.14 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
1180.63 points
NVIDIA Tesla V100
1202.04 points
NVIDIA RTX 3080
n/a
higher is better

Resnet152 (FP16)

1 GPU
NVIDIA Quadro RTX 6000
241.21 points
NVIDIA Tesla V100
308.35 points
NVIDIA RTX 3080
256.9 points
4 GPU
NVIDIA Quadro RTX 6000
838.5 points
NVIDIA Tesla V100
984.5 points
NVIDIA RTX 3080
454.7 points
higher is better

Resnet152 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 6000
337.71 points
NVIDIA Tesla V100
419.46 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
1152.39 points
NVIDIA Tesla V100
1412.1 points
NVIDIA RTX 3080
n/a
higher is better

Resnet152 (FP32)

1 GPU
NVIDIA Quadro RTX 6000
129.45 points
NVIDIA Tesla V100
134.94 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
433.65 points
NVIDIA Tesla V100
452.05 points
NVIDIA RTX 3080
n/a
higher is better

Resnet152 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 6000
137.45 points
NVIDIA Tesla V100
143.28 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
498.36 points
NVIDIA Tesla V100
519.5 points
NVIDIA RTX 3080
n/a
higher is better

Inception V3 (FP16)

1 GPU
NVIDIA Quadro RTX 6000
332.74 points
NVIDIA Tesla V100
424.55 points
NVIDIA RTX 3080
359 points
4 GPU
NVIDIA Quadro RTX 6000
1185.31 points
NVIDIA Tesla V100
1490.05 points
NVIDIA RTX 3080
635.5 points
higher is better

Inception V3 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 6000
485.45 points
NVIDIA Tesla V100
585.31 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
1783.9 points
NVIDIA Tesla V100
2121.59 points
NVIDIA RTX 3080
n/a
higher is better

Inception V3 (FP32)

1 GPU
NVIDIA Quadro RTX 6000
207.65 points
NVIDIA Tesla V100
211.08 points
NVIDIA RTX 3080
280.6 points
4 GPU
NVIDIA Quadro RTX 6000
732.54 points
NVIDIA Tesla V100
785.13 points
NVIDIA RTX 3080
496.7 points
higher is better

Inception V3 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 6000
219.26 points
NVIDIA Tesla V100
228.85 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
838.46 points
NVIDIA Tesla V100
820.35 points
NVIDIA RTX 3080
n/a
higher is better

Inception V4 (FP16)

1 GPU
NVIDIA Quadro RTX 6000
176.55 points
NVIDIA Tesla V100
225.21 points
NVIDIA RTX 3080
192.7 points
4 GPU
NVIDIA Quadro RTX 6000
639.21 points
NVIDIA Tesla V100
816.02 points
NVIDIA RTX 3080
341 points
higher is better

Inception V4 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 6000
266.93 points
NVIDIA Tesla V100
318.96 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
972.45 points
NVIDIA Tesla V100
1142.94 points
NVIDIA RTX 3080
n/a
higher is better

Inception V4 (FP32)

1 GPU
NVIDIA Quadro RTX 6000
98.36 points
NVIDIA Tesla V100
102.53 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
368.27 points
NVIDIA Tesla V100
383.89 points
NVIDIA RTX 3080
n/a
higher is better

Inception V4 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 6000
103.85 points
NVIDIA Tesla V100
108.26 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
398.36 points
NVIDIA Tesla V100
415.26 points
NVIDIA RTX 3080
n/a
higher is better

VGG16 (FP16)

1 GPU
NVIDIA Quadro RTX 6000
331.68 points
NVIDIA Tesla V100
381.74 points
NVIDIA RTX 3080
351.9 points
4 GPU
NVIDIA Quadro RTX 6000
743.08 points
NVIDIA Tesla V100
835.56 points
NVIDIA RTX 3080
622.9 points
higher is better

VGG16 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 6000
452.09 points
NVIDIA Tesla V100
469.5 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
1327.96 points
NVIDIA Tesla V100
1338.8 points
NVIDIA RTX 3080
n/a
higher is better

VGG16 (FP32)

1 GPU
NVIDIA Quadro RTX 6000
191.03 points
NVIDIA Tesla V100
189.68 points
NVIDIA RTX 3080
247.6 points
4 GPU
NVIDIA Quadro RTX 6000
547.92 points
NVIDIA Tesla V100
480.12 points
NVIDIA RTX 3080
438.3 points
higher is better

VGG16 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 6000
205.36 points
NVIDIA Tesla V100
206.92 points
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
612.36 points
NVIDIA Tesla V100
560.94 points
NVIDIA RTX 3080
n/a
higher is better

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

As of May 2025

V-Ray

1 GPU
NVIDIA Quadro RTX 6000
366 points
NVIDIA Tesla V100
505 points
NVIDIA RTX 3080
1821 points
higher is better

Octane

1 GPU
NVIDIA Quadro RTX 6000
324 points
NVIDIA Tesla V100
356 points
NVIDIA RTX 3080
635 points
higher is better

Redshift

1 GPU
NVIDIA Quadro RTX 6000
8.47 minutes
NVIDIA Tesla V100
8.24 minutes
NVIDIA RTX 3080
3.12 minutes
lower is better

Blender

1 GPU
NVIDIA Quadro RTX 6000
3423.87 score
NVIDIA Tesla V100
2075.51 score
NVIDIA RTX 3080
4931.88 score
higher is better

Luxmark

1 GPU
NVIDIA Quadro RTX 6000
30433 points
NVIDIA Tesla V100
35698 points
NVIDIA RTX 3080
72914 points
higher is better

Unreal Engine

1 GPU
NVIDIA Quadro RTX 6000
33.3 FPS
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
39.7 FPS
higher is better

Technical Specifications

Board Design

NVIDIA Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
Length11 in / 267 mm11 in / 267 mm11 in / 285 mm
Outputs4x DisplayPort, 1x USB Type-CNo outputs1x HDMI, 3x DisplayPort
Power Connectors1x 6-pin + 1x 8-pin2x 8-pin2x 8-pin
Slot widthDual-slotDual-slotDual-slot
TDP260 W250 W320 W

Clock Speeds

NVIDIA Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
Boost Clock1770 MHz1380 MHz1710 MHz
GPU Clock1440 MHz1230 MHz1440 MHz
Memory Clock14000 MHz1752 MHz19000 MHz

Graphics Card

NVIDIA Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
Bus InterfacePCIe 3.0 x16PCIe 3.0 x16PCIe 4.0 x16
GenerationQuadro RTXTesla (Vxx)GeForce 30

Graphics Features

NVIDIA Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
DirectX12 Ultimate (12_1)12 Ultimate (12_1)12 Ultimate (12_2)
OpenCL21.23
OpenGL4.64.64.6
Shader Model6.56.46.6
CUDA7.578.6

Graphics Processor

NVIDIA Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
ArchitectureTuringVoltaAmpere
Die Size754 mm2815 mm2627 mm2
GPU NameTU102-875-A1GV100GA102-200-K1-A1
Process Size12 nm12 nm8 nm
Transistors18600 million21100 million28000 million

Memory

NVIDIA Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
Bandwidth672 GB/s897 GB/s760 GB/s
Memory Bus384 bit4096 bit320 bit
Memory Size24 GB32 GB10 GB
Memory TypeGDDR6HBM2GDDR6X

Render Config

NVIDIA Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
ROPs9612888
RT Cores72-68
Shading Units/ CUDA Cores460851208704
TMUs288320272
Tensor Cores576640272

Theoretical Performance

NVIDIA Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
FP16 (half) performance32.62 TFLOPS28.26 TFLOPS59.54 TFLOPS
FP32 (float) performance16.31 TFLOPS14.13 TFLOPS29.77 TFLOPS
FP64 (double) performance509.8 GFLOPS7066 GFLOPS930.2 GFLOPS
Pixel Rate169.9 GPixel/s176.6 GPixel/s150.5 GPixel/s
Texture Rate509.8 GTexel/s441.6 GTexel/s465.1 GTexel/s

Price

NVIDIA Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
MSRP$3,999.00$11,459.00$699.00
Release DateAug 13th, 2018Mar 27th, 2018Sep 1st, 2020

Test bench configuration

NVIDIA Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
HardwareBIZON G3000 More detailsBIZON 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
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 Quadro RTX 6000NVIDIA Tesla V100NVIDIA RTX 3080
Best GPU workstationsBIZON X5500-BIZON X5500
Best NVIDIA GPU serversBIZON X7000--
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