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GPU Benchmarks NVIDIA Quadro RTX 8000 vs. NVIDIA RTX 4090

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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 4090 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 4090
1720 points
4 GPU
NVIDIA Quadro RTX 8000
1933.29 points
NVIDIA RTX 4090
5934 points
higher is better

Resnet50 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
903.51 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
3084.11 points
NVIDIA RTX 4090
n/a
higher is better

Resnet50 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
369.64 points
NVIDIA RTX 4090
927 points
4 GPU
NVIDIA Quadro RTX 8000
1180.79 points
NVIDIA RTX 4090
1715 points
higher is better

Resnet50 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
350.23 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1244.23 points
NVIDIA RTX 4090
n/a
higher is better

Resnet152 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
253.91 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
882.63 points
NVIDIA RTX 4090
n/a
higher is better

Resnet152 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
355.48 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1213.04 points
NVIDIA RTX 4090
n/a
higher is better

Resnet152 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
130.9 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
482.25 points
NVIDIA RTX 4090
n/a
higher is better

Resnet152 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
140.65 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
502.4 points
NVIDIA RTX 4090
n/a
higher is better

Inception V3 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
350.25 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1247.69 points
NVIDIA RTX 4090
n/a
higher is better

Inception V3 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
511 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1877.79 points
NVIDIA RTX 4090
n/a
higher is better

Inception V3 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
210.81 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
779.33 points
NVIDIA RTX 4090
n/a
higher is better

Inception V3 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
228.5 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
847.31 points
NVIDIA RTX 4090
n/a
higher is better

Inception V4 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
185.84 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
672.85 points
NVIDIA RTX 4090
n/a
higher is better

Inception V4 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
280.98 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1023.63 points
NVIDIA RTX 4090
n/a
higher is better

Inception V4 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
102.88 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
387.63 points
NVIDIA RTX 4090
n/a
higher is better

Inception V4 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
109.39 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
408.84 points
NVIDIA RTX 4090
n/a
higher is better

VGG16 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
349.14 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
782.19 points
NVIDIA RTX 4090
n/a
higher is better

VGG16 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
475.88 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
1397.85 points
NVIDIA RTX 4090
n/a
higher is better

VGG16 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
190.63 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
537.38 points
NVIDIA RTX 4090
n/a
higher is better

VGG16 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
210.58 points
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA Quadro RTX 8000
624.84 points
NVIDIA RTX 4090
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 4090
5556 points
higher is better

Octane

1 GPU
NVIDIA Quadro RTX 8000
323 points
NVIDIA RTX 4090
1445 points
higher is better

Redshift

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 4090
1.16 minutes
lower is better

Blender

1 GPU
NVIDIA Quadro RTX 8000
3405.61 score
NVIDIA RTX 4090
12123.96 score
higher is better

Luxmark

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 4090
158815 points
higher is better

Unreal Engine

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 4090
92.1 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 4090
105.2 Min
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 4090
53.2 Min
lower is better

Llama3 70B Inference Benchmark 2024–2025 [Updated]↑

As of June 2025

Eval rate

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 4090
9.95 tokens/s
2 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX 4090
19.99 tokens/s
higher is better

Technical Specifications

Board Design

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
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 16-pin
Slot widthDual-slotTriple-slot
TDP260 W450 W190 W (73%)

Clock Speeds

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
Boost Clock1770 MHz2520 MHz750 MHz (42%)
GPU Clock1395 MHz2235 MHz840 MHz (60%)
Memory Clock14000 MHz21200 MHz7200 MHz (51%)

Graphics Card

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
Bus InterfacePCIe 3.0 x16PCIe 4.0 x16
GenerationQuadro RTXGeForce 40

Graphics Features

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
DirectX12 Ultimate (12_1)12 Ultimate (12_2)
OpenCL23
OpenGL4.64.6-
Shader Model6.56.7
CUDA7.58.9

Graphics Processor

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
ArchitectureTuringAda Lovelace
Die Size754 mm2608 mm2-146 mm2 (-19%)
GPU NameTU102-875-A1AD102-300-A1
Process Size12 nm5 nm-7 nm (-58%)
Transistors18600 million76300 million57700 million (310%)

Memory

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
Bandwidth672 GB/s1018 GB/s346 GB/s (51%)
Memory Bus384 bit384 bit-
Memory Size48 GB24 GB-24 GB (-50%)
Memory TypeGDDR6GDDR6X

Render Config

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
ROPs9619296 (100%)
RT Cores7212856 (78%)
Shading Units/ CUDA Cores46081638411776 (256%)
TMUs288512224 (78%)
Tensor Cores576512-64 (-11%)

Theoretical Performance

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
FP16 (half) performance32.62 TFLOPS82.58 TFLOPS49.96 TFLOPS (153%)
FP32 (float) performance16.31 TFLOPS82.58 TFLOPS66.27 TFLOPS (406%)
FP64 (double) performance509.8 GFLOPS1290 GFLOPS780.2 GFLOPS (153%)
Pixel Rate169.9 GPixel/s483.8 GPixel/s313.9 GPixel/s (185%)
Texture Rate509.8 GTexel/s1290 GTexel/s780.2 GTexel/s (153%)

Price

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
MSRP$5,499.00$1,599.00-$3,900.00 (-71%)
Release DateAug 13th, 2018Oct 12th, 2022

Test bench configuration

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
HardwareBIZON G3000 More detailsBIZON X5500 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:
VRay Benchmark:
Octane Benchmark:
Redshift Benchmark:
Blender:
Luxmark:

Recommended hardware

NVIDIA Quadro RTX 8000NVIDIA RTX 4090Difference
Best GPU workstationsBIZON X5500BIZON X5500-
Best NVIDIA GPU serversBIZON X7000-
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