GPU Benchmarks NVIDIA A100 80 GB (SXM4) vs. NVIDIA H100 NVL (SXM5)

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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 A100 80 GB (SXM4) vs NVIDIA H100 NVL (SXM5) 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 May 2025

Resnet50 (FP16)

1 GPU
NVIDIA A100 80 GB (SXM4)
2606 points
NVIDIA H100 NVL (SXM5)
4197 points
4 GPU
NVIDIA A100 80 GB (SXM4)
9835 points
NVIDIA H100 NVL (SXM5)
15945 points
8 GPU
NVIDIA A100 80 GB (SXM4)
22552 points
NVIDIA H100 NVL (SXM5)
41496 points
higher is better

Resnet50 (FP32)

1 GPU
NVIDIA A100 80 GB (SXM4)
1189 points
NVIDIA H100 NVL (SXM5)
1903 points
4 GPU
NVIDIA A100 80 GB (SXM4)
4487 points
NVIDIA H100 NVL (SXM5)
7828 points
8 GPU
NVIDIA A100 80 GB (SXM4)
10240 points
NVIDIA H100 NVL (SXM5)
20616 points
higher is better

Resnet152 (FP16)

1 GPU
NVIDIA A100 80 GB (SXM4)
1056 points
NVIDIA H100 NVL (SXM5)
1701 points
4 GPU
NVIDIA A100 80 GB (SXM4)
3985 points
NVIDIA H100 NVL (SXM5)
6461 points
8 GPU
NVIDIA A100 80 GB (SXM4)
9308 points
NVIDIA H100 NVL (SXM5)
17128 points
higher is better

Resnet152 (FP32)

1 GPU
NVIDIA A100 80 GB (SXM4)
458 points
NVIDIA H100 NVL (SXM5)
733 points
4 GPU
NVIDIA A100 80 GB (SXM4)
1728 points
NVIDIA H100 NVL (SXM5)
3015 points
8 GPU
NVIDIA A100 80 GB (SXM4)
4138 points
NVIDIA H100 NVL (SXM5)
8331 points
higher is better

Inception V3 (FP16)

1 GPU
NVIDIA A100 80 GB (SXM4)
1572 points
NVIDIA H100 NVL (SXM5)
2532 points
4 GPU
NVIDIA A100 80 GB (SXM4)
5932 points
NVIDIA H100 NVL (SXM5)
9618 points
8 GPU
NVIDIA A100 80 GB (SXM4)
11871 points
NVIDIA H100 NVL (SXM5)
21842 points
higher is better

Inception V3 (FP32)

1 GPU
NVIDIA A100 80 GB (SXM4)
752 points
NVIDIA H100 NVL (SXM5)
1204 points
4 GPU
NVIDIA A100 80 GB (SXM4)
2839 points
NVIDIA H100 NVL (SXM5)
4952 points
8 GPU
NVIDIA A100 80 GB (SXM4)
6840 points
NVIDIA H100 NVL (SXM5)
13771 points
higher is better

Inception V4 (FP16)

1 GPU
NVIDIA A100 80 GB (SXM4)
727 points
NVIDIA H100 NVL (SXM5)
1170 points
4 GPU
NVIDIA A100 80 GB (SXM4)
2742 points
NVIDIA H100 NVL (SXM5)
4446 points
8 GPU
NVIDIA A100 80 GB (SXM4)
5115 points
NVIDIA H100 NVL (SXM5)
9411 points
higher is better

Inception V4 (FP32)

1 GPU
NVIDIA A100 80 GB (SXM4)
334 points
NVIDIA H100 NVL (SXM5)
535 points
4 GPU
NVIDIA A100 80 GB (SXM4)
1262 points
NVIDIA H100 NVL (SXM5)
2202 points
8 GPU
NVIDIA A100 80 GB (SXM4)
3126 points
NVIDIA H100 NVL (SXM5)
6294 points
higher is better

VGG16 (FP16)

1 GPU
NVIDIA A100 80 GB (SXM4)
930 points
NVIDIA H100 NVL (SXM5)
1497 points
4 GPU
NVIDIA A100 80 GB (SXM4)
3508 points
NVIDIA H100 NVL (SXM5)
5687 points
8 GPU
NVIDIA A100 80 GB (SXM4)
11931 points
NVIDIA H100 NVL (SXM5)
21953 points
higher is better

VGG16 (FP32)

1 GPU
NVIDIA A100 80 GB (SXM4)
684 points
NVIDIA H100 NVL (SXM5)
1095 points
4 GPU
NVIDIA A100 80 GB (SXM4)
2581 points
NVIDIA H100 NVL (SXM5)
4503 points
8 GPU
NVIDIA A100 80 GB (SXM4)
6093 points
NVIDIA H100 NVL (SXM5)
12267 points
higher is better

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

As of May 2025

Blender

1 GPU
NVIDIA A100 80 GB (SXM4)
3841.95 score
NVIDIA H100 NVL (SXM5)
n/a
higher is better

Technical Specifications

Board Design

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
OutputsNo outputsNo outputs-
Power ConnectorsNoneNone-
Slot widthN/AN/A-
TDP400 W700 W300 W (75%)

Clock Speeds

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
Boost Clock1410 MHz1837 MHz427 MHz (30%)
GPU Clock1275 MHz1665 MHz390 MHz (31%)
Memory Clock3200 MHz5300 MHz2100 MHz (66%)

Graphics Card

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
Bus InterfacePCIe 4.0 x16PCIe 5.0 x16
GenerationTesla (Axx)Server Hopper (Hxx)

Graphics Features

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
OpenCL33-
CUDA89

Graphics Processor

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
ArchitectureAmpereHopper
Die Size826 mm2814 mm2-12 mm2 (-1%)
GPU NameGA100GH100
Process Size7 nm5 nm-2 nm (-29%)
Transistors54200 million80000 million25800 million (48%)

Memory

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
Bandwidth2039 GB/s3360 GB/s1321 GB/s (65%)
Memory Bus5120 bit5120 bit-
Memory Size80 GB96 GB16 GB (20%)
Memory TypeHBM2eHBM3

Render Config

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
ROPs16024-136 (-85%)
Shading Units/ CUDA Cores6912168969984 (144%)
TMUs43252896 (22%)
Tensor Cores43252896 (22%)

Theoretical Performance

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
FP16 (half) performance77.97 TFLOPS248.3 TFLOPS170.33 TFLOPS (218%)
FP32 (float) performance19.49 TFLOPS62.08 TFLOPS42.59 TFLOPS (219%)
FP64 (double) performance9746 GFLOPS31040 GFLOPS21294 GFLOPS (218%)
Pixel Rate225.6 GPixel/s44.09 GPixel/s-181.51 GPixel/s (-80%)
Texture Rate609.1 GTexel/s969.9 GTexel/s360.8 GTexel/s (59%)

Price

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
Release DateNov 16th, 2020Mar 21st, 2023

Test bench configuration

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
HardwareBIZON X9000 More detailsBIZON X5000 More details
Software3D Rendering:
Nvidia Driver: 461.09
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

Recommended hardware

NVIDIA A100 80 GB (SXM4)NVIDIA H100 NVL (SXM5)Difference
Best NVIDIA GPU serversBIZON X9000-
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