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NVIDIA A100 80 GB (PCIe) vs NVIDIA H100 (PCIe) vs NVIDIA RTX 6000 Ada

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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 A100 80 GB (PCIe)
2535
NVIDIA H100 (PCIe)
3042
NVIDIA RTX 6000 Ada
1800
4 GPU
NVIDIA A100 80 GB (PCIe)
9366
NVIDIA H100 (PCIe)
11989
NVIDIA RTX 6000 Ada
6369
8 GPU
NVIDIA A100 80 GB (PCIe)
21479
NVIDIA H100 (PCIe)
30070
NVIDIA RTX 6000 Ada
16968

Resnet50 (FP16 XLA)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Resnet50 (FP32)

1 GPU
NVIDIA A100 80 GB (PCIe)
1144
NVIDIA H100 (PCIe)
1350
NVIDIA RTX 6000 Ada
709
4 GPU
NVIDIA A100 80 GB (PCIe)
4273
NVIDIA H100 (PCIe)
5513
NVIDIA RTX 6000 Ada
2692
8 GPU
NVIDIA A100 80 GB (PCIe)
9752
NVIDIA H100 (PCIe)
14725
NVIDIA RTX 6000 Ada
7607

Resnet50 (FP32 XLA)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Resnet152 (FP16)

1 GPU
NVIDIA A100 80 GB (PCIe)
1027
NVIDIA H100 (PCIe)
1232
NVIDIA RTX 6000 Ada
729
4 GPU
NVIDIA A100 80 GB (PCIe)
3795
NVIDIA H100 (PCIe)
4858
NVIDIA RTX 6000 Ada
2581
8 GPU
NVIDIA A100 80 GB (PCIe)
8865
NVIDIA H100 (PCIe)
12411
NVIDIA RTX 6000 Ada
7004

Resnet152 (FP16 XLA)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Resnet152 (FP32)

1 GPU
NVIDIA A100 80 GB (PCIe)
441
NVIDIA H100 (PCIe)
520
NVIDIA RTX 6000 Ada
273
4 GPU
NVIDIA A100 80 GB (PCIe)
1646
NVIDIA H100 (PCIe)
2124
NVIDIA RTX 6000 Ada
1037
8 GPU
NVIDIA A100 80 GB (PCIe)
3941
NVIDIA H100 (PCIe)
5950
NVIDIA RTX 6000 Ada
3074

Resnet152 (FP32 XLA)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Inception V3 (FP16)

1 GPU
NVIDIA A100 80 GB (PCIe)
1529
NVIDIA H100 (PCIe)
1835
NVIDIA RTX 6000 Ada
1086
4 GPU
NVIDIA A100 80 GB (PCIe)
5650
NVIDIA H100 (PCIe)
7232
NVIDIA RTX 6000 Ada
3842
8 GPU
NVIDIA A100 80 GB (PCIe)
11305
NVIDIA H100 (PCIe)
15827
NVIDIA RTX 6000 Ada
8931

Inception V3 (FP16 XLA)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Inception V3 (FP32)

1 GPU
NVIDIA A100 80 GB (PCIe)
724
NVIDIA H100 (PCIe)
854
NVIDIA RTX 6000 Ada
449
4 GPU
NVIDIA A100 80 GB (PCIe)
2703
NVIDIA H100 (PCIe)
3487
NVIDIA RTX 6000 Ada
1703
8 GPU
NVIDIA A100 80 GB (PCIe)
6514
NVIDIA H100 (PCIe)
9837
NVIDIA RTX 6000 Ada
5081

Inception V3 (FP32 XLA)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Inception V4 (FP16)

1 GPU
NVIDIA A100 80 GB (PCIe)
707
NVIDIA H100 (PCIe)
848
NVIDIA RTX 6000 Ada
502
4 GPU
NVIDIA A100 80 GB (PCIe)
2612
NVIDIA H100 (PCIe)
3343
NVIDIA RTX 6000 Ada
1776
8 GPU
NVIDIA A100 80 GB (PCIe)
4871
NVIDIA H100 (PCIe)
6819
NVIDIA RTX 6000 Ada
3848

Inception V4 (FP16 XLA)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Inception V4 (FP32)

1 GPU
NVIDIA A100 80 GB (PCIe)
322
NVIDIA H100 (PCIe)
380
NVIDIA RTX 6000 Ada
200
4 GPU
NVIDIA A100 80 GB (PCIe)
1202
NVIDIA H100 (PCIe)
1551
NVIDIA RTX 6000 Ada
757
8 GPU
NVIDIA A100 80 GB (PCIe)
2977
NVIDIA H100 (PCIe)
4496
NVIDIA RTX 6000 Ada
2322

Inception V4 (FP32 XLA)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

VGG16 (FP16)

1 GPU
NVIDIA A100 80 GB (PCIe)
904
NVIDIA H100 (PCIe)
1085
NVIDIA RTX 6000 Ada
642
4 GPU
NVIDIA A100 80 GB (PCIe)
3341
NVIDIA H100 (PCIe)
4276
NVIDIA RTX 6000 Ada
2272
8 GPU
NVIDIA A100 80 GB (PCIe)
11363
NVIDIA H100 (PCIe)
15908
NVIDIA RTX 6000 Ada
8977

VGG16 (FP16 XLA)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

VGG16 (FP32)

1 GPU
NVIDIA A100 80 GB (PCIe)
658
NVIDIA H100 (PCIe)
776
NVIDIA RTX 6000 Ada
408
4 GPU
NVIDIA A100 80 GB (PCIe)
2458
NVIDIA H100 (PCIe)
3171
NVIDIA RTX 6000 Ada
1549
8 GPU
NVIDIA A100 80 GB (PCIe)
5803
NVIDIA H100 (PCIe)
8762
NVIDIA RTX 6000 Ada
4526

VGG16 (FP32 XLA)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Googlenet (FP16)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Googlenet (FP32)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

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

V-Ray

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
4798
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Octane

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
1140
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Redshift

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
1.27
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Blender

1 GPU
NVIDIA A100 80 GB (PCIe)
3935.71
NVIDIA H100 (PCIe)
5069.86
NVIDIA RTX 6000 Ada
11864.76
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Luxmark

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Unreal Engine

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
78.5
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

RELION Cryo-EM Benchmarks 2023-2024 [Updated]

Total run time

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

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

Training Time (FP16)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Performance (FP16)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Training Time (FP32)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Performance (FP32)

1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
NVIDIA H100 (PCIe)
n/a
NVIDIA RTX 6000 Ada
n/a

Technical Specifications

Board Design

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
Length 267 mm 268 mm 267 mm
Outputs No outputs No outputs 4x DisplayPort
Power Connectors 8-pin EPS 1x 16-pin 1x 16-pin
Slot width Dual-slot Dual-slot Dual-slot
TDP 250 W 350 W 300 W

Clock Speeds

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
Boost Clock 1410 MHz 1755 MHz 2505 MHz
GPU Clock 1065 MHz 1095 MHz 915 MHz
Memory Clock 3200 MHz 1593 MHz 20000 MHz

Graphics Card

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
Bus Interface PCIe 4.0 x16 PCIe 5.0 x16 PCIe 4.0 x16
Generation Tesla (Axx) Tesla Hopper (Hxx) Quadro Ada (x000A)

Graphics Features

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
OpenCL 3.0 3.0 3.0
CUDA 8.0 9.0 8.9
DirectX 12 Ultimate (12_2)
OpenGL 4.6
Shader Model 6.7

Graphics Processor

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
Architecture Ampere Hopper Ada Lovelace
Die Size 826 mm2 814 mm2 608 mm2
GPU Name GA100 GH100 AD102
Process Size 7 nm 4 nm 5 nm
Transistors 54200 million 80000 million 76300 million

Memory

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
Bandwidth 2039 GB/s 2039 GB/s 960 GB/s
Memory Bus 5120 bit 5120 bit 384 bit
Memory Size 80 GB 80 GB 48 GB
Memory Type HBM2e HBM2e GDDR6

Render Config

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
ROPs 160 24 192
Shading Units/ CUDA Cores 6912 14592 18176
TMUs 432 456 568
Tensor Cores 432 456 568
RT Cores 142

Theoretical Performance

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
FP16 (half) performance 77.97 TFLOPS 204.9 TFLOPS 91.06 TFLOPS
FP32 (float) performance 19.49 TFLOPS 51.22 TFLOPS 91.06 TFLOPS
FP64 (double) performance 9746 GFLOPS 25610 GFLOPS 1423 GFLOPS
Pixel Rate 225.6 GPixel/s 42.12 GPixel/s 481 GPixel/s
Texture Rate 609.1 GTexel/s 800.3 GTexel/s 1423 GTexel/s

Price

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
Release Date Jun 28th, 2021 Mar 22nd, 2022 Jan 20th, 2023
MSRP $ $ 6799 $

Test bench configuration

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
Hardware BIZON X5000 More details BIZON X5000 More details BIZON X5500 More details
Software 3D 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:
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:
Nvidia Driver:
VRay Benchmark:
Octane Benchmark:
Redshift Benchmark:
Blender:
Luxmark:

Recommended hardware

NVIDIA A100 80 GB (PCIe) NVIDIA H100 (PCIe) NVIDIA RTX 6000 Ada
Best GPU workstations BIZON X5500 BIZON X5500 BIZON X5500
Best NVIDIA GPU servers BIZON X7000 BIZON X7000 BIZON X7000
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