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NVIDIA RTX A5000 vs NVIDIA H100 NVL (PCIe) 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 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 AI GPU Benchmarks 2025 [Updated]

Resnet50 (FP16)

1 GPU
NVIDIA RTX A5000
1061
NVIDIA H100 NVL (PCIe)
3042
NVIDIA RTX 4090
1720
4 GPU
NVIDIA RTX A5000
4127
NVIDIA H100 NVL (PCIe)
11989
NVIDIA RTX 4090
5934
8 GPU
NVIDIA RTX A5000
7965
NVIDIA H100 NVL (PCIe)
30070
NVIDIA RTX 4090
n/a

Resnet50 (FP16 XLA)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Resnet50 (FP32)

1 GPU
NVIDIA RTX A5000
372
NVIDIA H100 NVL (PCIe)
1350
NVIDIA RTX 4090
927
4 GPU
NVIDIA RTX A5000
1388
NVIDIA H100 NVL (PCIe)
5513
NVIDIA RTX 4090
1715
8 GPU
NVIDIA RTX A5000
3299
NVIDIA H100 NVL (PCIe)
14725
NVIDIA RTX 4090
n/a

Resnet50 (FP32 XLA)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Resnet152 (FP16)

1 GPU
NVIDIA RTX A5000
430
NVIDIA H100 NVL (PCIe)
1232
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
1673
NVIDIA H100 NVL (PCIe)
4858
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
3391
NVIDIA H100 NVL (PCIe)
12411
NVIDIA RTX 4090
n/a

Resnet152 (FP16 XLA)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Resnet152 (FP32)

1 GPU
NVIDIA RTX A5000
143
NVIDIA H100 NVL (PCIe)
520
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
533
NVIDIA H100 NVL (PCIe)
2124
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
1387
NVIDIA H100 NVL (PCIe)
5950
NVIDIA RTX 4090
n/a

Resnet152 (FP32 XLA)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Inception V3 (FP16)

1 GPU
NVIDIA RTX A5000
640
NVIDIA H100 NVL (PCIe)
1835
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
2490
NVIDIA H100 NVL (PCIe)
7232
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
5525
NVIDIA H100 NVL (PCIe)
15827
NVIDIA RTX 4090
n/a

Inception V3 (FP16 XLA)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Inception V3 (FP32)

1 GPU
NVIDIA RTX A5000
235
NVIDIA H100 NVL (PCIe)
854
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
877
NVIDIA H100 NVL (PCIe)
3487
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
2343
NVIDIA H100 NVL (PCIe)
9837
NVIDIA RTX 4090
n/a

Inception V3 (FP32 XLA)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Inception V4 (FP16)

1 GPU
NVIDIA RTX A5000
296
NVIDIA H100 NVL (PCIe)
848
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
1151
NVIDIA H100 NVL (PCIe)
3343
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
6819
NVIDIA RTX 4090
n/a

Inception V4 (FP16 XLA)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Inception V4 (FP32)

1 GPU
NVIDIA RTX A5000
105
NVIDIA H100 NVL (PCIe)
380
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
392
NVIDIA H100 NVL (PCIe)
1551
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
4496
NVIDIA RTX 4090
n/a

Inception V4 (FP32 XLA)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

VGG16 (FP16)

1 GPU
NVIDIA RTX A5000
378
NVIDIA H100 NVL (PCIe)
1085
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
1470
NVIDIA H100 NVL (PCIe)
4276
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
15908
NVIDIA RTX 4090
n/a

VGG16 (FP16 XLA)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

VGG16 (FP32)

1 GPU
NVIDIA RTX A5000
214
NVIDIA H100 NVL (PCIe)
776
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
798
NVIDIA H100 NVL (PCIe)
3171
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
8762
NVIDIA RTX 4090
n/a

VGG16 (FP32 XLA)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Googlenet (FP16)

1 GPU
NVIDIA RTX A5000
2138
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
7751
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
15728
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Googlenet (FP32)

1 GPU
NVIDIA RTX A5000
1080
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
3866
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
7225
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

(copy)

3D, GPU Rendering Benchmarks 2025 [Updated]

V-Ray

1 GPU
NVIDIA RTX A5000
2265
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
5556
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Octane

1 GPU
NVIDIA RTX A5000
699
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
1445
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Redshift

1 GPU
NVIDIA RTX A5000
3.06
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
1.16
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Blender

1 GPU
NVIDIA RTX A5000
4739.82
NVIDIA H100 NVL (PCIe)
5069.86
NVIDIA RTX 4090
12123.96
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Luxmark

1 GPU
NVIDIA RTX A5000
73789
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
158815
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Unreal Engine

1 GPU
NVIDIA RTX A5000
36.7
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
92.1
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

RELION Cryo-EM Benchmarks 2025 [Updated]

Total run time

1 GPU
NVIDIA RTX A5000
167.7
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
105.2
4 GPU
NVIDIA RTX A5000
53.6
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
53.2
8 GPU
NVIDIA RTX A5000
43.2
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

BERT LARGE Training, Inference Benchmark 2025 [Updated]

Training Time (FP16)

1 GPU
NVIDIA RTX A5000
1.11
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
0.6
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Performance (FP16)

1 GPU
NVIDIA RTX A5000
51.17
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
106.77
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Training Time (FP32)

1 GPU
NVIDIA RTX A5000
1.36
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
0.57
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Performance (FP32)

1 GPU
NVIDIA RTX A5000
40.44
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
118.1
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

LLM Inference Benchmark 2025 [Updated]

Llama3.1 70B

1 GPU
NVIDIA RTX A5000
0.4
NVIDIA H100 NVL (PCIe)
32
NVIDIA RTX 4090
10
2 GPU
NVIDIA RTX A5000
15.4
NVIDIA H100 NVL (PCIe)
32
NVIDIA RTX 4090
20.3
4 GPU
NVIDIA RTX A5000
15.8
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
20

Llama3.1 405B

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
0.1
NVIDIA RTX 4090
n/a
2 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

OpenAI gpt-oss-20b (FP4)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

OpenAI gpt-oss-120b (FP4)

1 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX A5000
n/a
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a

Technical Specifications

Board Design

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
Length 267 mm 268 mm 336 mm
Outputs 4x DisplayPort No outputs 1x HDMI, 3x DisplayPort
Power Connectors 1x 8-pin 8-pin EPS 1x 16-pin
Slot width Dual-slot Dual-slot Triple-slot
TDP 230 W 700 W 450 W

Clock Speeds

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
Boost Clock 1695 MHz 1837 MHz 2520 MHz
GPU Clock 1170 MHz 1665 MHz 2235 MHz
Memory Clock 16000 MHz 5300 MHz 21200 MHz

Graphics Card

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
Bus Interface PCIe 4.0 x16 PCIe 5.0 x16 PCIe 4.0 x16
Generation Quadro (Ax000) Server Hopper (Hxx) GeForce 40

Graphics Features

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
DirectX 12 Ultimate (12_2) 12 Ultimate (12_2)
OpenCL 3.0 3.0 3.0
OpenGL 4.6 4.6
Shader Model 6.6 6.7
CUDA 8.6 9.0 8.9

Graphics Processor

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
Architecture Ampere Hopper Ada Lovelace
Die Size 628 mm2 814 mm2 608 mm2
GPU Name GA102 GH100 AD102-300-A1
Process Size 8 nm 5 nm 5 nm
Transistors 28300 million 80000 million 76300 million

Memory

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
Bandwidth 768 GB/s 3360 GB/s 1018 GB/s
Memory Bus 384 bit 5120 bit 384 bit
Memory Size 24 GB 96 GB 24 GB
Memory Type GDDR6 HBM3 GDDR6X

Render Config

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
ROPs 96 24 192
RT Cores 64 128
Shading Units/ CUDA Cores 8192 16896 16384
TMUs 256 528 512
Tensor Cores 256 528 512

Theoretical Performance

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
FP16 (half) performance 27.77 TFLOPS 248.3 TFLOPS 82.58 TFLOPS
FP32 (float) performance 27.77 TFLOPS 62.08 TFLOPS 82.58 TFLOPS
FP64 (double) performance 867.8 GFLOPS 31040 GFLOPS 1290 GFLOPS
Pixel Rate 162.7 GPixel/s 44.09 GPixel/s 483.8 GPixel/s
Texture Rate 433.9 GTexel/s 969.9 GTexel/s 1290 GTexel/s

Price

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
MSRP 2299 $ $ 1599 $
Release Date Apr 12th, 2021 Mar 21st, 2023 Oct 12th, 2022

Test bench configuration

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
Hardware BIZON X5000 More details BIZON X5000 More details BIZON X5500 More details
Software 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:
VRay Benchmark: 5
Octane Benchmark: 2020.1.5
Redshift Benchmark: 3.0.28 Demo
Blender: 2.90
Luxmark: 3.1
3D Rendering:
Nvidia Driver:
VRay Benchmark:
Octane Benchmark:
Redshift Benchmark:
Blender:
Luxmark:

Recommended hardware

NVIDIA RTX A5000 NVIDIA H100 NVL (PCIe) NVIDIA RTX 4090
Best GPU workstations BIZON X5500 BIZON X5500 BIZON X5500
Best NVIDIA GPU servers BIZON X7000 BIZON X7000
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