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NVIDIA Quadro RTX 8000 vs NVIDIA RTX A6000 vs NVIDIA RTX A5000

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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 2023–2024 [Updated]

Resnet50 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
571.49
NVIDIA RTX A6000
1424
NVIDIA RTX A5000
1061
4 GPU
NVIDIA Quadro RTX 8000
1933.29
NVIDIA RTX A6000
5383
NVIDIA RTX A5000
4127
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
11610
NVIDIA RTX A5000
7965

Resnet50 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
903.51
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
4 GPU
NVIDIA Quadro RTX 8000
3084.11
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Resnet50 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
369.64
NVIDIA RTX A6000
558
NVIDIA RTX A5000
372
4 GPU
NVIDIA Quadro RTX 8000
1180.79
NVIDIA RTX A6000
2126
NVIDIA RTX A5000
1388
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
4494
NVIDIA RTX A5000
3299

Resnet50 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
350.23
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
4 GPU
NVIDIA Quadro RTX 8000
1244.23
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Resnet152 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
253.91
NVIDIA RTX A6000
577
NVIDIA RTX A5000
430
4 GPU
NVIDIA Quadro RTX 8000
882.63
NVIDIA RTX A6000
2181
NVIDIA RTX A5000
1673
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
4792
NVIDIA RTX A5000
3391

Resnet152 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
355.48
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
4 GPU
NVIDIA Quadro RTX 8000
1213.04
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Resnet152 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
130.9
NVIDIA RTX A6000
215
NVIDIA RTX A5000
143
4 GPU
NVIDIA Quadro RTX 8000
482.25
NVIDIA RTX A6000
819
NVIDIA RTX A5000
533
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
1816
NVIDIA RTX A5000
1387

Resnet152 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
140.65
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
4 GPU
NVIDIA Quadro RTX 8000
502.4
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Inception V3 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
350.25
NVIDIA RTX A6000
859
NVIDIA RTX A5000
640
4 GPU
NVIDIA Quadro RTX 8000
1247.69
NVIDIA RTX A6000
3247
NVIDIA RTX A5000
2490
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
6111
NVIDIA RTX A5000
5525

Inception V3 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
511
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
4 GPU
NVIDIA Quadro RTX 8000
1877.79
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Inception V3 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
210.81
NVIDIA RTX A6000
353
NVIDIA RTX A5000
235
4 GPU
NVIDIA Quadro RTX 8000
779.33
NVIDIA RTX A6000
1345
NVIDIA RTX A5000
877
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
3002
NVIDIA RTX A5000
2343

Inception V3 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
228.5
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
4 GPU
NVIDIA Quadro RTX 8000
847.31
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Inception V4 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
185.84
NVIDIA RTX A6000
397
NVIDIA RTX A5000
296
4 GPU
NVIDIA Quadro RTX 8000
672.85
NVIDIA RTX A6000
1501
NVIDIA RTX A5000
1151
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
2633
NVIDIA RTX A5000
n/a

Inception V4 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
280.98
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
4 GPU
NVIDIA Quadro RTX 8000
1023.63
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Inception V4 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
102.88
NVIDIA RTX A6000
157
NVIDIA RTX A5000
105
4 GPU
NVIDIA Quadro RTX 8000
387.63
NVIDIA RTX A6000
598
NVIDIA RTX A5000
392
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
1372
NVIDIA RTX A5000
n/a

Inception V4 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
109.39
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
4 GPU
NVIDIA Quadro RTX 8000
408.84
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

VGG16 (FP16)

1 GPU
NVIDIA Quadro RTX 8000
349.14
NVIDIA RTX A6000
508
NVIDIA RTX A5000
378
4 GPU
NVIDIA Quadro RTX 8000
782.19
NVIDIA RTX A6000
1920
NVIDIA RTX A5000
1470
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
6142
NVIDIA RTX A5000
n/a

VGG16 (FP16 XLA)

1 GPU
NVIDIA Quadro RTX 8000
475.88
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
4 GPU
NVIDIA Quadro RTX 8000
1397.85
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

VGG16 (FP32)

1 GPU
NVIDIA Quadro RTX 8000
190.63
NVIDIA RTX A6000
321
NVIDIA RTX A5000
214
4 GPU
NVIDIA Quadro RTX 8000
537.38
NVIDIA RTX A6000
1223
NVIDIA RTX A5000
798
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
2674
NVIDIA RTX A5000
n/a

VGG16 (FP32 XLA)

1 GPU
NVIDIA Quadro RTX 8000
210.58
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
4 GPU
NVIDIA Quadro RTX 8000
624.84
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Googlenet (FP16)

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
2138
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
7751
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
15728

Googlenet (FP32)

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
1080
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
3866
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
7225

3D, GPU Rendering Benchmarks 2023–2024 [Updated]

V-Ray

1 GPU
NVIDIA Quadro RTX 8000
373
NVIDIA RTX A6000
2599
NVIDIA RTX A5000
2265
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Octane

1 GPU
NVIDIA Quadro RTX 8000
323
NVIDIA RTX A6000
644
NVIDIA RTX A5000
699
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Redshift

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
3.01
NVIDIA RTX A5000
3.06
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Blender

1 GPU
NVIDIA Quadro RTX 8000
3405.61
NVIDIA RTX A6000
5301.36
NVIDIA RTX A5000
4739.82
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Luxmark

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
83609
NVIDIA RTX A5000
73789
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Unreal Engine

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
48.6
NVIDIA RTX A5000
36.7
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

RELION Cryo-EM Benchmarks 2023-2024 [Updated]

Total run time

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
197.6
NVIDIA RTX A5000
167.7
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
59.4
NVIDIA RTX A5000
53.6
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
43.2

BERT LARGE Training, Inference Benchmark 2023-2024 [Updated]

Training Time (FP16)

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
1.11
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
0.6
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Performance (FP16)

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
51.17
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
106.77
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Training Time (FP32)

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
1.36
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
0.57
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Performance (FP32)

1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
40.44
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
118.1
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA RTX A6000
n/a
NVIDIA RTX A5000
n/a

Technical Specifications

Board Design

NVIDIA Quadro RTX 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
Length 267 mm 267 mm 267 mm
Outputs 4x DisplayPort, 1x USB Type-C 4x DisplayPort 4x DisplayPort
Power Connectors 1x 6-pin + 1x 8-pin 8-pin EPS 1x 8-pin
Slot width Dual-slot Dual-slot Dual-slot
TDP 260 W 300 W 230 W

Clock Speeds

NVIDIA Quadro RTX 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
Boost Clock 1770 MHz 1860 MHz 1695 MHz
GPU Clock 1395 MHz 1455 MHz 1170 MHz
Memory Clock 14000 MHz 16000 MHz 16000 MHz

Graphics Card

NVIDIA Quadro RTX 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
Bus Interface PCIe 3.0 x16 PCIe 4.0 x16 PCIe 4.0 x16
Generation Quadro RTX Quadro (Ax000) Quadro (Ax000)

Graphics Features

NVIDIA Quadro RTX 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
DirectX 12 Ultimate (12_1) 12 Ultimate (12_2) 12 Ultimate (12_2)
OpenCL 2.0 3.0 3.0
OpenGL 4.6 4.6 4.6
Shader Model 6.5 6.6 6.6
CUDA 7.5 8.6 8.6

Graphics Processor

NVIDIA Quadro RTX 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
Architecture Turing Ampere Ampere
Die Size 754 mm2 628 mm2 628 mm2
GPU Name TU102-875-A1 GA102 GA102
Process Size 12 nm 8 nm 8 nm
Transistors 18600 million 28300 million 28300 million

Memory

NVIDIA Quadro RTX 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
Bandwidth 672 GB/s 768 GB/s 768 GB/s
Memory Bus 384 bit 384 bit 384 bit
Memory Size 48 GB 48 GB 24 GB
Memory Type GDDR6 GDDR6 GDDR6

Render Config

NVIDIA Quadro RTX 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
ROPs 96 112 96
RT Cores 72 84 64
Shading Units/ CUDA Cores 4608 10752 8192
TMUs 288 336 256
Tensor Cores 576 336 256

Theoretical Performance

NVIDIA Quadro RTX 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
FP16 (half) performance 32.62 TFLOPS 38.71 TFLOPS 27.77 TFLOPS
FP32 (float) performance 16.31 TFLOPS 38.71 TFLOPS 27.77 TFLOPS
FP64 (double) performance 509.8 GFLOPS 1210 GFLOPS 867.8 GFLOPS
Pixel Rate 169.9 GPixel/s 201.6 GPixel/s 162.7 GPixel/s
Texture Rate 509.8 GTexel/s 604.8 GTexel/s 433.9 GTexel/s

Price

NVIDIA Quadro RTX 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
MSRP 5499 $ 4649 $ 2299 $
Release Date Aug 13th, 2018 Oct 5th, 2020 Apr 12th, 2021

Test bench configuration

NVIDIA Quadro RTX 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
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
3D Rendering:
Nvidia Driver: 461.40
VRay Benchmark: 5
Octane Benchmark: 2020.1.5
Redshift Benchmark: 3.0.28 Demo
Blender: 2.90
Luxmark: 3.1
3D Rendering:
Nvidia Driver: 461.40
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 8000 NVIDIA RTX A6000 NVIDIA RTX A5000
Best GPU workstations BIZON X5500 BIZON X5500 BIZON X5500
Best NVIDIA GPU servers BIZON X7000 BIZON X7000 BIZON X7000
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