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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 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 2024–2025 [Updated]

Resnet50 (FP16)

1 GPU
NVIDIA Quadro RTX 6000
542.92
NVIDIA Tesla V100
706.07
NVIDIA RTX 3080
1022
4 GPU
NVIDIA Quadro RTX 6000
1836.63
NVIDIA Tesla V100
2309.02
NVIDIA RTX 3080
1809
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Resnet50 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 6000
858.33
NVIDIA Tesla V100
1071.32
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
2929.9
NVIDIA Tesla V100
3562.89
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Resnet50 (FP32)

1 GPU
NVIDIA Quadro RTX 6000
316.09
NVIDIA Tesla V100
321.57
NVIDIA RTX 3080
464
4 GPU
NVIDIA Quadro RTX 6000
1059.46
NVIDIA Tesla V100
1141.56
NVIDIA RTX 3080
822
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Resnet50 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 6000
346.54
NVIDIA Tesla V100
351.14
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
1180.63
NVIDIA Tesla V100
1202.04
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Resnet152 (FP16)

1 GPU
NVIDIA Quadro RTX 6000
241.21
NVIDIA Tesla V100
308.35
NVIDIA RTX 3080
256.9
4 GPU
NVIDIA Quadro RTX 6000
838.5
NVIDIA Tesla V100
984.5
NVIDIA RTX 3080
454.7
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Resnet152 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 6000
337.71
NVIDIA Tesla V100
419.46
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
1152.39
NVIDIA Tesla V100
1412.1
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Resnet152 (FP32)

1 GPU
NVIDIA Quadro RTX 6000
129.45
NVIDIA Tesla V100
134.94
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
433.65
NVIDIA Tesla V100
452.05
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Resnet152 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 6000
137.45
NVIDIA Tesla V100
143.28
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
498.36
NVIDIA Tesla V100
519.5
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Inception V3 (FP16)

1 GPU
NVIDIA Quadro RTX 6000
332.74
NVIDIA Tesla V100
424.55
NVIDIA RTX 3080
359
4 GPU
NVIDIA Quadro RTX 6000
1185.31
NVIDIA Tesla V100
1490.05
NVIDIA RTX 3080
635.5
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Inception V3 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 6000
485.45
NVIDIA Tesla V100
585.31
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
1783.9
NVIDIA Tesla V100
2121.59
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Inception V3 (FP32)

1 GPU
NVIDIA Quadro RTX 6000
207.65
NVIDIA Tesla V100
211.08
NVIDIA RTX 3080
280.6
4 GPU
NVIDIA Quadro RTX 6000
732.54
NVIDIA Tesla V100
785.13
NVIDIA RTX 3080
496.7
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Inception V3 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 6000
219.26
NVIDIA Tesla V100
228.85
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
838.46
NVIDIA Tesla V100
820.35
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Inception V4 (FP16)

1 GPU
NVIDIA Quadro RTX 6000
176.55
NVIDIA Tesla V100
225.21
NVIDIA RTX 3080
192.7
4 GPU
NVIDIA Quadro RTX 6000
639.21
NVIDIA Tesla V100
816.02
NVIDIA RTX 3080
341
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Inception V4 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 6000
266.93
NVIDIA Tesla V100
318.96
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
972.45
NVIDIA Tesla V100
1142.94
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Inception V4 (FP32)

1 GPU
NVIDIA Quadro RTX 6000
98.36
NVIDIA Tesla V100
102.53
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
368.27
NVIDIA Tesla V100
383.89
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Inception V4 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 6000
103.85
NVIDIA Tesla V100
108.26
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
398.36
NVIDIA Tesla V100
415.26
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

VGG16 (FP16)

1 GPU
NVIDIA Quadro RTX 6000
331.68
NVIDIA Tesla V100
381.74
NVIDIA RTX 3080
351.9
4 GPU
NVIDIA Quadro RTX 6000
743.08
NVIDIA Tesla V100
835.56
NVIDIA RTX 3080
622.9
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

VGG16 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 6000
452.09
NVIDIA Tesla V100
469.5
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
1327.96
NVIDIA Tesla V100
1338.8
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

VGG16 (FP32)

1 GPU
NVIDIA Quadro RTX 6000
191.03
NVIDIA Tesla V100
189.68
NVIDIA RTX 3080
247.6
4 GPU
NVIDIA Quadro RTX 6000
547.92
NVIDIA Tesla V100
480.12
NVIDIA RTX 3080
438.3
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

VGG16 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 6000
205.36
NVIDIA Tesla V100
206.92
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
612.36
NVIDIA Tesla V100
560.94
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Googlenet (FP16)

1 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Googlenet (FP32)

1 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

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

V-Ray

1 GPU
NVIDIA Quadro RTX 6000
366
NVIDIA Tesla V100
505
NVIDIA RTX 3080
1821
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Octane

1 GPU
NVIDIA Quadro RTX 6000
324
NVIDIA Tesla V100
356
NVIDIA RTX 3080
635
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Redshift

1 GPU
NVIDIA Quadro RTX 6000
8.47
NVIDIA Tesla V100
8.24
NVIDIA RTX 3080
3.12
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Blender

1 GPU
NVIDIA Quadro RTX 6000
3423.87
NVIDIA Tesla V100
2075.51
NVIDIA RTX 3080
4931.88
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Luxmark

1 GPU
NVIDIA Quadro RTX 6000
30433
NVIDIA Tesla V100
35698
NVIDIA RTX 3080
72914
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Unreal Engine

1 GPU
NVIDIA Quadro RTX 6000
33.3
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
39.7
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

RELION Cryo-EM Benchmarks 2024-2025 [Updated]

Total run time

1 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

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

Training Time (FP16)

1 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Performance (FP16)

1 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Training Time (FP32)

1 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Performance (FP32)

1 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
8 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Llama3 70B Inference Benchmark 2024–2025 [Updated]

Eval rate

1 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
2 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a
4 GPU
NVIDIA Quadro RTX 6000
n/a
NVIDIA Tesla V100
n/a
NVIDIA RTX 3080
n/a

Technical Specifications

Board Design

NVIDIA Quadro RTX 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
Length 267 mm 267 mm 285 mm
Outputs 4x DisplayPort, 1x USB Type-C No outputs 1x HDMI, 3x DisplayPort
Power Connectors 1x 6-pin + 1x 8-pin 2x 8-pin 2x 8-pin
Slot width Dual-slot Dual-slot Dual-slot
TDP 260 W 250 W 320 W

Clock Speeds

NVIDIA Quadro RTX 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
Boost Clock 1770 MHz 1380 MHz 1710 MHz
GPU Clock 1440 MHz 1230 MHz 1440 MHz
Memory Clock 14000 MHz 1752 MHz 19000 MHz

Graphics Card

NVIDIA Quadro RTX 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
Bus Interface PCIe 3.0 x16 PCIe 3.0 x16 PCIe 4.0 x16
Generation Quadro RTX Tesla (Vxx) GeForce 30

Graphics Features

NVIDIA Quadro RTX 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
DirectX 12 Ultimate (12_1) 12 Ultimate (12_1) 12 Ultimate (12_2)
OpenCL 2.0 1.2 3.0
OpenGL 4.6 4.6 4.6
Shader Model 6.5 6.4 6.6
CUDA 7.5 7.0 8.6

Graphics Processor

NVIDIA Quadro RTX 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
Architecture Turing Volta Ampere
Die Size 754 mm2 815 mm2 627 mm2
GPU Name TU102-875-A1 GV100 GA102-200-K1-A1
Process Size 12 nm 12 nm 8 nm
Transistors 18600 million 21100 million 28000 million

Memory

NVIDIA Quadro RTX 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
Bandwidth 672 GB/s 897 GB/s 760 GB/s
Memory Bus 384 bit 4096 bit 320 bit
Memory Size 24 GB 32 GB 10 GB
Memory Type GDDR6 HBM2 GDDR6X

Render Config

NVIDIA Quadro RTX 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
ROPs 96 128 88
RT Cores 72 68
Shading Units/ CUDA Cores 4608 5120 8704
TMUs 288 320 272
Tensor Cores 576 640 272

Theoretical Performance

NVIDIA Quadro RTX 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
FP16 (half) performance 32.62 TFLOPS 28.26 TFLOPS 59.54 TFLOPS
FP32 (float) performance 16.31 TFLOPS 14.13 TFLOPS 29.77 TFLOPS
FP64 (double) performance 509.8 GFLOPS 7066 GFLOPS 930.2 GFLOPS
Pixel Rate 169.9 GPixel/s 176.6 GPixel/s 150.5 GPixel/s
Texture Rate 509.8 GTexel/s 441.6 GTexel/s 465.1 GTexel/s

Price

NVIDIA Quadro RTX 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
MSRP 3999 $ 11459 $ 699 $
Release Date Aug 13th, 2018 Mar 27th, 2018 Sep 1st, 2020

Test bench configuration

NVIDIA Quadro RTX 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
Hardware BIZON G3000 More details BIZON X5000 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
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 6000 NVIDIA Tesla V100 NVIDIA RTX 3080
Best GPU workstations BIZON X5500 BIZON X5500
Best NVIDIA GPU servers BIZON X7000
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