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GPU Benchmarks NVIDIA Quadro RTX 8000 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 Quadro RTX 8000 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 June 2025

Resnet50 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
571.49 points
NVIDIA RTX 3090
1071 points
4 GPU
NVIDIA Quadro RTX 8000
1933.29 points
NVIDIA RTX 3090
2922 points
higher is better

Resnet50 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
903.51 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Quadro RTX 8000
3084.11 points
NVIDIA RTX 3090
n/a
higher is better

Resnet50 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
369.64 points
NVIDIA RTX 3090
596 points
4 GPU
NVIDIA Quadro RTX 8000
1180.79 points
NVIDIA RTX 3090
1625 points
higher is better

Resnet50 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
350.23 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1244.23 points
NVIDIA RTX 3090
n/a
higher is better

Resnet152 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
253.91 points
NVIDIA RTX 3090
491 points
4 GPU
NVIDIA Quadro RTX 8000
882.63 points
NVIDIA RTX 3090
1029 points
higher is better

Resnet152 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
355.48 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1213.04 points
NVIDIA RTX 3090
n/a
higher is better

Resnet152 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
130.9 points
NVIDIA RTX 3090
223 points
4 GPU
NVIDIA Quadro RTX 8000
482.25 points
NVIDIA RTX 3090
434 points
higher is better

Resnet152 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
140.65 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Quadro RTX 8000
502.4 points
NVIDIA RTX 3090
n/a
higher is better

Inception V3 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
350.25 points
NVIDIA RTX 3090
715 points
4 GPU
NVIDIA Quadro RTX 8000
1247.69 points
NVIDIA RTX 3090
1720 points
higher is better

Inception V3 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
511 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1877.79 points
NVIDIA RTX 3090
n/a
higher is better

Inception V3 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
210.81 points
NVIDIA RTX 3090
399 points
4 GPU
NVIDIA Quadro RTX 8000
779.33 points
NVIDIA RTX 3090
1267 points
higher is better

Inception V3 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
228.5 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Quadro RTX 8000
847.31 points
NVIDIA RTX 3090
n/a
higher is better

Inception V4 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
185.84 points
NVIDIA RTX 3090
383 points
4 GPU
NVIDIA Quadro RTX 8000
672.85 points
NVIDIA RTX 3090
1022 points
higher is better

Inception V4 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
280.98 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1023.63 points
NVIDIA RTX 3090
n/a
higher is better

Inception V4 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
102.88 points
NVIDIA RTX 3090
156 points
4 GPU
NVIDIA Quadro RTX 8000
387.63 points
NVIDIA RTX 3090
319 points
higher is better

Inception V4 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
109.39 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Quadro RTX 8000
408.84 points
NVIDIA RTX 3090
n/a
higher is better

VGG16 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
349.14 points
NVIDIA RTX 3090
577 points
4 GPU
NVIDIA Quadro RTX 8000
782.19 points
NVIDIA RTX 3090
1004 points
higher is better

VGG16 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
475.88 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1397.85 points
NVIDIA RTX 3090
n/a
higher is better

VGG16 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
190.63 points
NVIDIA RTX 3090
341 points
4 GPU
NVIDIA Quadro RTX 8000
537.38 points
NVIDIA RTX 3090
1077 points
higher is better

VGG16 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
210.58 points
NVIDIA RTX 3090
n/a
4 GPU
NVIDIA Quadro RTX 8000
624.84 points
NVIDIA RTX 3090
n/a
higher is better

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

As of June 2025

V-Ray

1 GPU
NVIDIA Quadro RTX 8000
373 points
NVIDIA RTX 3090
2185 points
higher is better

Octane

1 GPU
NVIDIA Quadro RTX 8000
323 points
NVIDIA RTX 3090
769 points
higher is better

Redshift

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 3090
2.3 minutes
lower is better

Blender

1 GPU
NVIDIA Quadro RTX 8000
3405.61 score
NVIDIA RTX 3090
6010.36 score
higher is better

Luxmark

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 3090
95123 points
higher is better

Unreal Engine

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 3090
47.6 FPS
higher is better

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

As of June 2025

Total run time

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 3090
165.9 Min
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 3090
57.1 Min
lower is better

Technical Specifications

Board Design

NVIDIA Quadro RTX 8000NVIDIA RTX 3090Difference
Length11 in / 267 mm13 in / 336 mm3 in / 69 mm (26%)
Outputs4x DisplayPort, 1x USB Type-C1x HDMI, 3x DisplayPort
Power Connectors1x 6-pin + 1x 8-pin1x 12-pin
Slot widthDual-slotTriple-slot
TDP260 W350 W90 W (35%)

Clock Speeds

NVIDIA Quadro RTX 8000NVIDIA RTX 3090Difference
Boost Clock1770 MHz1695 MHz-75 MHz (-4%)
GPU Clock1395 MHz1395 MHz-
Memory Clock14000 MHz19500 MHz5500 MHz (39%)

Graphics Card

NVIDIA Quadro RTX 8000NVIDIA RTX 3090Difference
Bus InterfacePCIe 3.0 x16PCIe 4.0 x16
GenerationQuadro RTXGeForce 30

Graphics Features

NVIDIA Quadro RTX 8000NVIDIA RTX 3090Difference
DirectX12 Ultimate (12_1)12 Ultimate (12_2)
OpenCL23
OpenGL4.64.6-
Shader Model6.56.6
CUDA7.58.6

Graphics Processor

NVIDIA Quadro RTX 8000NVIDIA RTX 3090Difference
ArchitectureTuringAmpere
Die Size754 mm2628 mm2-126 mm2 (-17%)
GPU NameTU102-875-A1GA102-300-A1
Process Size12 nm8 nm-4 nm (-33%)
Transistors18600 million28300 million9700 million (52%)

Memory

NVIDIA Quadro RTX 8000NVIDIA RTX 3090Difference
Bandwidth672 GB/s936.2 GB/s264.2 GB/s (39%)
Memory Bus384 bit384 bit-
Memory Size48 GB24 GB-24 GB (-50%)
Memory TypeGDDR6GDDR6X

Render Config

NVIDIA Quadro RTX 8000NVIDIA RTX 3090Difference
ROPs9611216 (17%)
RT Cores728210 (14%)
Shading Units/ CUDA Cores4608104965888 (128%)
TMUs28832840 (14%)
Tensor Cores576328-248 (-43%)

Theoretical Performance

NVIDIA Quadro RTX 8000NVIDIA RTX 3090Difference
FP16 (half) performance32.62 TFLOPS35.58 TFLOPS2.96 TFLOPS (9%)
FP32 (float) performance16.31 TFLOPS35.58 TFLOPS19.27 TFLOPS (118%)
FP64 (double) performance509.8 GFLOPS556 GFLOPS46.2 GFLOPS (9%)
Pixel Rate169.9 GPixel/s189.8 GPixel/s19.9 GPixel/s (12%)
Texture Rate509.8 GTexel/s556 GTexel/s46.2 GTexel/s (9%)

Price

NVIDIA Quadro RTX 8000NVIDIA RTX 3090Difference
MSRP$5,499.00$1,499.00-$4,000.00 (-73%)
Release DateAug 13th, 2018Sep 1st, 2020

Test bench configuration

NVIDIA Quadro RTX 8000NVIDIA RTX 3090Difference
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		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 8000NVIDIA RTX 3090Difference
Best GPU workstationsBIZON X5500BIZON X5500
Best NVIDIA GPU serversBIZON X7000-
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