NVIDIA A100 80 GB (PCIe) vs NVIDIA H100 (PCIe) vs NVIDIA RTX 6000 Ada
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 6000
NVIDIA Quadro RTX 8000
NVIDIA GTX 1080 Ti
NVIDIA Titan V
NVIDIA Tesla V100
NVIDIA GTX 780
NVIDIA GTX 780 Ti
NVIDIA GTX 960
NVIDIA GTX 980
NVIDIA GTX 980 Ti
NVIDIA GTX 1050
NVIDIA GTX 1050 Ti
NVIDIA GTX 1060
NVIDIA GTX 1070
NVIDIA GTX 1070 Ti
NVIDIA GTX 1080
NVIDIA GTX 1650
NVIDIA GTX 1660
NVIDIA GTX 1660 Ti
NVIDIA RTX 2060
NVIDIA RTX 2060 Super
NVIDIA RTX 2070
NVIDIA RTX 2070 Super
NVIDIA RTX 2080
NVIDIA RTX 2080 Super
NVIDIA Titan Xp
NVIDIA Quadro M6000
NVIDIA Quadro P1000
NVIDIA Quadro P2000
NVIDIA Quadro P4000
NVIDIA Quadro P5000
NVIDIA Quadro P6000
NVIDIA Quadro GP100
NVIDIA Quadro GV100
NVIDIA Quadro RTX 4000
NVIDIA Quadro RTX 5000
NVIDIA RTX 3070
NVIDIA RTX 3080
NVIDIA RTX 3090
NVIDIA RTX A6000
NVIDIA RTX 3060
NVIDIA RTX 3060 Ti
NVIDIA A100 40 GB (PCIe)
NVIDIA A40
NVIDIA A10
NVIDIA A16
NVIDIA A30
NVIDIA RTX A4000
NVIDIA RTX A5000
NVIDIA RTX 3070 Ti
NVIDIA RTX 3080 Ti
NVIDIA A100 80 GB (PCIe)
NVIDIA A100 80 GB (SXM4)
NVIDIA RTX A4500
NVIDIA T400
NVIDIA T600
NVIDIA T1000
NVIDIA RTX A5500
NVIDIA RTX A2000
NVIDIA H100 (PCIe)
NVIDIA H100 (SXM5)
NVIDIA H100 CNX
NVIDIA RTX 3090 Ti
NVIDIA RTX 4090
NVIDIA RTX 4080
NVIDIA RTX 4070 Ti
NVIDIA RTX 6000 Ada
NVIDIA L40
NVIDIA RTX 4090 Ti (Unreleased)
NVIDIA RTX 4000 SFF Ada
NVIDIA RTX 4070
NVIDIA L40s
NVIDIA RTX 4000 Ada
NVIDIA RTX 4500 Ada
NVIDIA RTX 5000 Ada
NVIDIA A800 40 GB (PCIe)
NVIDIA A800 40 GB Active
NVIDIA H200 (SXM5)
NVIDIA GH200
NVIDIA L4
NVIDIA B200 (SXM)
NVIDIA RTX 5090 (Unreleased)
NVIDIA H200 (PCIe)
NVIDIA RTX 5080 (Unreleased)
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Quick links:
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:
Deep Learning GPU Benchmarks 2023–2024 [Updated]
Resnet50 (FP16)
1 GPU
NVIDIA A100 80 GB (PCIe)
2535
4 GPU
NVIDIA A100 80 GB (PCIe)
9366
8 GPU
NVIDIA A100 80 GB (PCIe)
21479
NVIDIA RTX 6000 Ada
16968
Resnet50 (FP16 XLA)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Resnet50 (FP32)
1 GPU
NVIDIA A100 80 GB (PCIe)
1144
4 GPU
NVIDIA A100 80 GB (PCIe)
4273
8 GPU
NVIDIA A100 80 GB (PCIe)
9752
Resnet50 (FP32 XLA)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Resnet152 (FP16)
1 GPU
NVIDIA A100 80 GB (PCIe)
1027
4 GPU
NVIDIA A100 80 GB (PCIe)
3795
8 GPU
NVIDIA A100 80 GB (PCIe)
8865
Resnet152 (FP16 XLA)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Resnet152 (FP32)
1 GPU
NVIDIA A100 80 GB (PCIe)
441
4 GPU
NVIDIA A100 80 GB (PCIe)
1646
8 GPU
NVIDIA A100 80 GB (PCIe)
3941
Resnet152 (FP32 XLA)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Inception V3 (FP16)
1 GPU
NVIDIA A100 80 GB (PCIe)
1529
4 GPU
NVIDIA A100 80 GB (PCIe)
5650
8 GPU
NVIDIA A100 80 GB (PCIe)
11305
Inception V3 (FP16 XLA)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Inception V3 (FP32)
1 GPU
NVIDIA A100 80 GB (PCIe)
724
4 GPU
NVIDIA A100 80 GB (PCIe)
2703
8 GPU
NVIDIA A100 80 GB (PCIe)
6514
Inception V3 (FP32 XLA)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Inception V4 (FP16)
1 GPU
NVIDIA A100 80 GB (PCIe)
707
4 GPU
NVIDIA A100 80 GB (PCIe)
2612
8 GPU
NVIDIA A100 80 GB (PCIe)
4871
Inception V4 (FP16 XLA)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Inception V4 (FP32)
1 GPU
NVIDIA A100 80 GB (PCIe)
322
4 GPU
NVIDIA A100 80 GB (PCIe)
1202
8 GPU
NVIDIA A100 80 GB (PCIe)
2977
Inception V4 (FP32 XLA)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
VGG16 (FP16)
1 GPU
NVIDIA A100 80 GB (PCIe)
904
4 GPU
NVIDIA A100 80 GB (PCIe)
3341
8 GPU
NVIDIA A100 80 GB (PCIe)
11363
VGG16 (FP16 XLA)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
VGG16 (FP32)
1 GPU
NVIDIA A100 80 GB (PCIe)
658
4 GPU
NVIDIA A100 80 GB (PCIe)
2458
8 GPU
NVIDIA A100 80 GB (PCIe)
5803
VGG16 (FP32 XLA)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Googlenet (FP16)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Googlenet (FP32)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
3D, GPU Rendering Benchmarks 2023–2024 [Updated]
V-Ray
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Octane
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Redshift
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
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
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Luxmark
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Unreal Engine
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
RELION Cryo-EM Benchmarks 2023-2024 [Updated]
Total run time
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
BERT LARGE Training, Inference Benchmark 2023-2024 [Updated]
Training Time (FP16)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Performance (FP16)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Training Time (FP32)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Performance (FP32)
1 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
8 GPU
NVIDIA A100 80 GB (PCIe)
n/a
Llama3 70B Inference Benchmark 2024 [Updated]
Eval rate
1 GPU
NVIDIA A100 80 GB (PCIe)
25.35
NVIDIA RTX 6000 Ada
18.06
2 GPU
NVIDIA A100 80 GB (PCIe)
n/a
4 GPU
NVIDIA A100 80 GB (PCIe)
n/a
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: