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GPU Benchmarks NVIDIA Quadro RTX 8000 vs. NVIDIA Tesla V100

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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 8000 vs NVIDIA Tesla V100 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 Quadro RTX 8000
571.49 points
NVIDIA Tesla V100
706.07 points
4 GPU
NVIDIA Quadro RTX 8000
1933.29 points
NVIDIA Tesla V100
2309.02 points
higher is better

Resnet50 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
903.51 points
NVIDIA Tesla V100
1071.32 points
4 GPU
NVIDIA Quadro RTX 8000
3084.11 points
NVIDIA Tesla V100
3562.89 points
higher is better

Resnet50 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
369.64 points
NVIDIA Tesla V100
321.57 points
4 GPU
NVIDIA Quadro RTX 8000
1180.79 points
NVIDIA Tesla V100
1141.56 points
higher is better

Resnet50 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
350.23 points
NVIDIA Tesla V100
351.14 points
4 GPU
NVIDIA Quadro RTX 8000
1244.23 points
NVIDIA Tesla V100
1202.04 points
higher is better

Resnet152 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
253.91 points
NVIDIA Tesla V100
308.35 points
4 GPU
NVIDIA Quadro RTX 8000
882.63 points
NVIDIA Tesla V100
984.5 points
higher is better

Resnet152 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
355.48 points
NVIDIA Tesla V100
419.46 points
4 GPU
NVIDIA Quadro RTX 8000
1213.04 points
NVIDIA Tesla V100
1412.1 points
higher is better

Resnet152 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
130.9 points
NVIDIA Tesla V100
134.94 points
4 GPU
NVIDIA Quadro RTX 8000
482.25 points
NVIDIA Tesla V100
452.05 points
higher is better

Resnet152 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
140.65 points
NVIDIA Tesla V100
143.28 points
4 GPU
NVIDIA Quadro RTX 8000
502.4 points
NVIDIA Tesla V100
519.5 points
higher is better

Inception V3 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
350.25 points
NVIDIA Tesla V100
424.55 points
4 GPU
NVIDIA Quadro RTX 8000
1247.69 points
NVIDIA Tesla V100
1490.05 points
higher is better

Inception V3 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
511 points
NVIDIA Tesla V100
585.31 points
4 GPU
NVIDIA Quadro RTX 8000
1877.79 points
NVIDIA Tesla V100
2121.59 points
higher is better

Inception V3 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
210.81 points
NVIDIA Tesla V100
211.08 points
4 GPU
NVIDIA Quadro RTX 8000
779.33 points
NVIDIA Tesla V100
785.13 points
higher is better

Inception V3 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
228.5 points
NVIDIA Tesla V100
228.85 points
4 GPU
NVIDIA Quadro RTX 8000
847.31 points
NVIDIA Tesla V100
820.35 points
higher is better

Inception V4 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
185.84 points
NVIDIA Tesla V100
225.21 points
4 GPU
NVIDIA Quadro RTX 8000
672.85 points
NVIDIA Tesla V100
816.02 points
higher is better

Inception V4 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
280.98 points
NVIDIA Tesla V100
318.96 points
4 GPU
NVIDIA Quadro RTX 8000
1023.63 points
NVIDIA Tesla V100
1142.94 points
higher is better

Inception V4 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
102.88 points
NVIDIA Tesla V100
102.53 points
4 GPU
NVIDIA Quadro RTX 8000
387.63 points
NVIDIA Tesla V100
383.89 points
higher is better

Inception V4 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
109.39 points
NVIDIA Tesla V100
108.26 points
4 GPU
NVIDIA Quadro RTX 8000
408.84 points
NVIDIA Tesla V100
415.26 points
higher is better

VGG16 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
349.14 points
NVIDIA Tesla V100
381.74 points
4 GPU
NVIDIA Quadro RTX 8000
782.19 points
NVIDIA Tesla V100
835.56 points
higher is better

VGG16 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
475.88 points
NVIDIA Tesla V100
469.5 points
4 GPU
NVIDIA Quadro RTX 8000
1397.85 points
NVIDIA Tesla V100
1338.8 points
higher is better

VGG16 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
190.63 points
NVIDIA Tesla V100
189.68 points
4 GPU
NVIDIA Quadro RTX 8000
537.38 points
NVIDIA Tesla V100
480.12 points
higher is better

VGG16 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
210.58 points
NVIDIA Tesla V100
206.92 points
4 GPU
NVIDIA Quadro RTX 8000
624.84 points
NVIDIA Tesla V100
560.94 points
higher is better

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

As of April 2025

V-Ray

1 GPU
NVIDIA Quadro RTX 8000
373 points
NVIDIA Tesla V100
505 points
higher is better

Octane

1 GPU
NVIDIA Quadro RTX 8000
323 points
NVIDIA Tesla V100
356 points
higher is better

Redshift

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
8.24 minutes
lower is better

Blender

1 GPU
NVIDIA Quadro RTX 8000
3405.61 score
NVIDIA Tesla V100
2075.51 score
higher is better

Luxmark

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
35698 points
higher is better

Technical Specifications

Board Design

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
Length11 in / 267 mm11 in / 267 mm-
Outputs4x DisplayPort, 1x USB Type-CNo outputs
Power Connectors1x 6-pin + 1x 8-pin2x 8-pin
Slot widthDual-slotDual-slot-
TDP260 W250 W-10 W (-4%)

Clock Speeds

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
Boost Clock1770 MHz1380 MHz-390 MHz (-22%)
GPU Clock1395 MHz1230 MHz-165 MHz (-12%)
Memory Clock14000 MHz1752 MHz-12248 MHz (-87%)

Graphics Card

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
Bus InterfacePCIe 3.0 x16PCIe 3.0 x16-
GenerationQuadro RTXTesla (Vxx)

Graphics Features

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
DirectX12 Ultimate (12_1)12 Ultimate (12_1)-
OpenCL21.2
OpenGL4.64.6-
Shader Model6.56.4
CUDA7.57

Graphics Processor

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
ArchitectureTuringVolta
Die Size754 mm2815 mm261 mm2 (8%)
GPU NameTU102-875-A1GV100
Process Size12 nm12 nm-
Transistors18600 million21100 million2500 million (13%)

Memory

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
Bandwidth672 GB/s897 GB/s225 GB/s (33%)
Memory Bus384 bit4096 bit3712 bit (967%)
Memory Size48 GB32 GB-16 GB (-33%)
Memory TypeGDDR6HBM2

Render Config

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
ROPs9612832 (33%)
RT Cores72-
Shading Units/ CUDA Cores46085120512 (11%)
TMUs28832032 (11%)
Tensor Cores57664064 (11%)

Theoretical Performance

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
FP16 (half) performance32.62 TFLOPS28.26 TFLOPS-4.36 TFLOPS (-13%)
FP32 (float) performance16.31 TFLOPS14.13 TFLOPS-2.18 TFLOPS (-13%)
FP64 (double) performance509.8 GFLOPS7066 GFLOPS6556.2 GFLOPS (1286%)
Pixel Rate169.9 GPixel/s176.6 GPixel/s6.7 GPixel/s (4%)
Texture Rate509.8 GTexel/s441.6 GTexel/s-68.2 GTexel/s (-13%)

Price

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
MSRP$5,499.00$11,459.00$5,960.00 (108%)
Release DateAug 13th, 2018Mar 27th, 2018

Test bench configuration

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
HardwareBIZON G3000 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		-

Recommended hardware

NVIDIA Quadro RTX 8000NVIDIA Tesla V100Difference
Best GPU workstationsBIZON X5500-
Best NVIDIA GPU serversBIZON X7000-
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