NVIDIA RTX 3090 vs NVIDIA A100 40 GB (PCIe)
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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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 40 GB (PCIe)
2179
4 GPU
NVIDIA A100 40 GB (PCIe)
8561
8 GPU
NVIDIA A100 40 GB (PCIe)
16797
Resnet50 (FP16 XLA)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Resnet50 (FP32)
1 GPU
NVIDIA A100 40 GB (PCIe)
1001
4 GPU
NVIDIA A100 40 GB (PCIe)
3849
8 GPU
NVIDIA A100 40 GB (PCIe)
7557
Resnet50 (FP32 XLA)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Resnet152 (FP16)
1 GPU
NVIDIA A100 40 GB (PCIe)
930
4 GPU
NVIDIA A100 40 GB (PCIe)
3557
8 GPU
NVIDIA A100 40 GB (PCIe)
6809
Resnet152 (FP16 XLA)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Resnet152 (FP32)
1 GPU
NVIDIA A100 40 GB (PCIe)
409
4 GPU
NVIDIA A100 40 GB (PCIe)
1498
8 GPU
NVIDIA A100 40 GB (PCIe)
2851
Resnet152 (FP32 XLA)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Inception V3 (FP16)
1 GPU
NVIDIA A100 40 GB (PCIe)
1283
4 GPU
NVIDIA A100 40 GB (PCIe)
5218
8 GPU
NVIDIA A100 40 GB (PCIe)
10122
Inception V3 (FP16 XLA)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Inception V3 (FP32)
1 GPU
NVIDIA A100 40 GB (PCIe)
658
4 GPU
NVIDIA A100 40 GB (PCIe)
2568
8 GPU
NVIDIA A100 40 GB (PCIe)
5058
Inception V3 (FP32 XLA)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Inception V4 (FP16)
1 GPU
NVIDIA A100 40 GB (PCIe)
616
4 GPU
NVIDIA A100 40 GB (PCIe)
2377
8 GPU
NVIDIA A100 40 GB (PCIe)
4532
Inception V4 (FP16 XLA)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Inception V4 (FP32)
1 GPU
NVIDIA A100 40 GB (PCIe)
290
4 GPU
NVIDIA A100 40 GB (PCIe)
1031
8 GPU
NVIDIA A100 40 GB (PCIe)
1950
Inception V4 (FP32 XLA)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
VGG16 (FP16)
1 GPU
NVIDIA A100 40 GB (PCIe)
1249
4 GPU
NVIDIA A100 40 GB (PCIe)
4989
8 GPU
NVIDIA A100 40 GB (PCIe)
10733
VGG16 (FP16 XLA)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
VGG16 (FP32)
1 GPU
NVIDIA A100 40 GB (PCIe)
529
4 GPU
NVIDIA A100 40 GB (PCIe)
2215
8 GPU
NVIDIA A100 40 GB (PCIe)
4278
VGG16 (FP32 XLA)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Googlenet (FP16)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Googlenet (FP32)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
3D, GPU Rendering Benchmarks 2023–2024 [Updated]
V-Ray
1 GPU
NVIDIA A100 40 GB (PCIe)
1555
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Octane
1 GPU
NVIDIA A100 40 GB (PCIe)
498
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Redshift
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Blender
1 GPU
NVIDIA A100 40 GB (PCIe)
3788
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Luxmark
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Unreal Engine
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
RELION Cryo-EM Benchmarks 2023-2024 [Updated]
Total run time
1 GPU
NVIDIA A100 40 GB (PCIe)
178.9
4 GPU
NVIDIA A100 40 GB (PCIe)
50.3
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
BERT LARGE Training, Inference Benchmark 2023-2024 [Updated]
Training Time (FP16)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Performance (FP16)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Training Time (FP32)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Performance (FP32)
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
8 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Llama3 70B Inference Benchmark 2024 [Updated]
Eval rate
1 GPU
NVIDIA A100 40 GB (PCIe)
n/a
2 GPU
NVIDIA A100 40 GB (PCIe)
n/a
4 GPU
NVIDIA A100 40 GB (PCIe)
n/a
Board Design
NVIDIA RTX 3090
NVIDIA A100 40 GB (PCIe)
Length
336 mm
267 mm
Outputs
1x HDMI, 3x DisplayPort
No outputs
Power Connectors
1x 12-pin
8-pin EPS
Slot width
Triple-slot
Dual-slot
TDP
350 W
250 W
Clock Speeds
NVIDIA RTX 3090
NVIDIA A100 40 GB (PCIe)
Boost Clock
1695 MHz
1410 MHz
GPU Clock
1395 MHz
765 MHz
Memory Clock
19500 MHz
2400 MHz
Graphics Card
NVIDIA RTX 3090
NVIDIA A100 40 GB (PCIe)
Bus Interface
PCIe 4.0 x16
PCIe 4.0 x16
Generation
GeForce 30
Tesla (Axx)
Graphics Features
NVIDIA RTX 3090
NVIDIA A100 40 GB (PCIe)
DirectX
12 Ultimate (12_2)
OpenCL
3.0
2.0
OpenGL
4.6
Shader Model
6.6
CUDA
8.6
8.0
Graphics Processor
NVIDIA RTX 3090
NVIDIA A100 40 GB (PCIe)
Architecture
Ampere
Ampere
Die Size
628 mm2
826 mm2
GPU Name
GA102-300-A1
GA100
Process Size
8 nm
7 nm
Transistors
28300 million
54200 million
Memory
NVIDIA RTX 3090
NVIDIA A100 40 GB (PCIe)
Bandwidth
936.2 GB/s
1555 GB/s
Memory Bus
384 bit
5120 bit
Memory Size
24 GB
40 GB
Memory Type
GDDR6X
HBM2e
Render Config
NVIDIA RTX 3090
NVIDIA A100 40 GB (PCIe)
ROPs
112
160
RT Cores
82
Shading Units/ CUDA Cores
10496
6912
TMUs
328
432
Tensor Cores
328
432
Theoretical Performance
NVIDIA RTX 3090
NVIDIA A100 40 GB (PCIe)
FP16 (half) performance
35.58 TFLOPS
77.97 TFLOPS
FP32 (float) performance
35.58 TFLOPS
19.49 TFLOPS
FP64 (double) performance
556 GFLOPS
9746 GFLOPS
Pixel Rate
189.8 GPixel/s
225.6 GPixel/s
Texture Rate
556 GTexel/s
609.1 GTexel/s
Price
NVIDIA RTX 3090
NVIDIA A100 40 GB (PCIe)
MSRP
1499 $
$
Release Date
Sep 1st, 2020
Jun 22nd, 2020
Test bench configuration
NVIDIA RTX 3090
NVIDIA A100 40 GB (PCIe)
Hardware
BIZON X5000 More details
BIZON X5000 More details
Software
3D Rendering:
Nvidia Driver: 456.38
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