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NVIDIA RTX 2080 Ti vs NVIDIA Titan RTX vs NVIDIA A800 40 GB (PCIe)

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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 2024–2025 [Updated]

Resnet50 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
488.56
NVIDIA Titan RTX
599.29
NVIDIA A800 40 GB (PCIe)
2179
4 GPU
NVIDIA RTX 2080 Ti
1597.66
NVIDIA Titan RTX
1793.02
NVIDIA A800 40 GB (PCIe)
8561
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
16797

Resnet50 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
741.26
NVIDIA Titan RTX
938.63
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
2465.23
NVIDIA Titan RTX
3015.66
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Resnet50 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
302.88
NVIDIA Titan RTX
330.9
NVIDIA A800 40 GB (PCIe)
1001
4 GPU
NVIDIA RTX 2080 Ti
1075.19
NVIDIA Titan RTX
1111.27
NVIDIA A800 40 GB (PCIe)
3849
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
7557

Resnet50 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
330.72
NVIDIA Titan RTX
364.35
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
1132.16
NVIDIA Titan RTX
1231.15
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Resnet152 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
213.35
NVIDIA Titan RTX
267.62
NVIDIA A800 40 GB (PCIe)
930
4 GPU
NVIDIA RTX 2080 Ti
681.19
NVIDIA Titan RTX
751.47
NVIDIA A800 40 GB (PCIe)
3557
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
6809

Resnet152 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
290.23
NVIDIA Titan RTX
369.05
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
977.06
NVIDIA Titan RTX
1205.22
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Resnet152 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
139.43
NVIDIA A800 40 GB (PCIe)
409
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
450.18
NVIDIA A800 40 GB (PCIe)
1498
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
2851

Resnet152 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
147.6
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
502.34
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Inception V3 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
293.76
NVIDIA Titan RTX
374
NVIDIA A800 40 GB (PCIe)
1283
4 GPU
NVIDIA RTX 2080 Ti
1031
NVIDIA Titan RTX
1226.21
NVIDIA A800 40 GB (PCIe)
5218
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
10122

Inception V3 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
404.99
NVIDIA Titan RTX
543.32
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
1467.97
NVIDIA Titan RTX
1901.16
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Inception V3 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
198.81
NVIDIA Titan RTX
226.3
NVIDIA A800 40 GB (PCIe)
658
4 GPU
NVIDIA RTX 2080 Ti
739.49
NVIDIA Titan RTX
814.29
NVIDIA A800 40 GB (PCIe)
2568
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
5058

Inception V3 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
215.54
NVIDIA Titan RTX
244.12
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
772.66
NVIDIA Titan RTX
967.93
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Inception V4 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
155.84
NVIDIA Titan RTX
200.71
NVIDIA A800 40 GB (PCIe)
616
4 GPU
NVIDIA RTX 2080 Ti
564.62
NVIDIA Titan RTX
664.39
NVIDIA A800 40 GB (PCIe)
2377
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
4532

Inception V4 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
220.7
NVIDIA Titan RTX
298.5
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
790.82
NVIDIA Titan RTX
1042.2
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Inception V4 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
111.56
NVIDIA A800 40 GB (PCIe)
290
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
394.81
NVIDIA A800 40 GB (PCIe)
1031
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
1950

Inception V4 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
118.83
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
427.81
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

VGG16 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
264.14
NVIDIA Titan RTX
366.59
NVIDIA A800 40 GB (PCIe)
1249
4 GPU
NVIDIA RTX 2080 Ti
578.14
NVIDIA Titan RTX
518.28
NVIDIA A800 40 GB (PCIe)
4989
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
10733

VGG16 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
324.85
NVIDIA Titan RTX
504.48
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
926.34
NVIDIA Titan RTX
1235.83
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

VGG16 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
178.65
NVIDIA Titan RTX
199.68
NVIDIA A800 40 GB (PCIe)
529
4 GPU
NVIDIA RTX 2080 Ti
452.2
NVIDIA Titan RTX
400.25
NVIDIA A800 40 GB (PCIe)
2215
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
4278

VGG16 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
194.89
NVIDIA Titan RTX
218.47
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
528.33
NVIDIA Titan RTX
559.34
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Googlenet (FP16)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Googlenet (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

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

V-Ray

1 GPU
NVIDIA RTX 2080 Ti
345
NVIDIA Titan RTX
382
NVIDIA A800 40 GB (PCIe)
1555
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Octane

1 GPU
NVIDIA RTX 2080 Ti
368
NVIDIA Titan RTX
377
NVIDIA A800 40 GB (PCIe)
498
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Redshift

1 GPU
NVIDIA RTX 2080 Ti
8.38
NVIDIA Titan RTX
8.2
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Blender

1 GPU
NVIDIA RTX 2080 Ti
3163.85
NVIDIA Titan RTX
3434.73
NVIDIA A800 40 GB (PCIe)
3788
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Luxmark

1 GPU
NVIDIA RTX 2080 Ti
33195
NVIDIA Titan RTX
36654
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Unreal Engine

1 GPU
NVIDIA RTX 2080 Ti
30.1
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

RELION Cryo-EM Benchmarks 2024-2025 [Updated]

Total run time

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
178.9
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
50.3
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

BERT LARGE Training, Inference Benchmark 2024-2025 [Updated]

Training Time (FP16)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Performance (FP16)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Training Time (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Performance (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Llama3 70B Inference Benchmark 2024–2025 [Updated]

Eval rate

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
2 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
NVIDIA A800 40 GB (PCIe)
n/a

Technical Specifications

Board Design

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
Length 267 mm 267 mm 267 mm
Outputs 1x HDMI, 3x DisplayPort, 1x USB Type-C 1x HDMI, 3x DisplayPort, 1x USB Type-C No outputs
Power Connectors 2x 8-pin 2x 8-pin 8-pin EPS
Slot width Dual-slot Dual-slot Dual-slot
TDP 250 W 280 W 250 W

Clock Speeds

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
Boost Clock 1545 MHz 1770 MHz 1410 MHz
GPU Clock 1350 MHz 1350 MHz 765 MHz
Memory Clock 14000 MHz 14000 MHz 2400 MHz

Graphics Card

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
Bus Interface PCIe 3.0 x16 PCIe 3.0 x16 PCIe 4.0 x16
Generation GeForce 20 GeForce 20 Tesla (Axx)

Graphics Features

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
DirectX 12 Ultimate (12_1) 12 Ultimate (12_1)
OpenCL 2.0 2.0 3.0
OpenGL 4.6 4.6
Shader Model 6.5 6.5
CUDA 7.5 7.5 8.0

Graphics Processor

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
Architecture Turing Turing Ampere
Die Size 754 mm2 754 mm2 826 mm2
GPU Name TU102-300A-K1-A1 TU102-400-A1 GA100
Process Size 12 nm 12 nm 7 nm
Transistors 18600 million 18600 million 54200 million

Memory

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
Bandwidth 616 GB/s 672 GB/s 1555 GB/s
Memory Bus 352 bit 384 bit 5120 bit
Memory Size 11 GB 24 GB 40 GB
Memory Type GDDR6 GDDR6 HBM2e

Render Config

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
ROPs 88 96 160
RT Cores 68 72
Shading Units/ CUDA Cores 4352 4608 6912
TMUs 272 288 432
Tensor Cores 544 576 432

Theoretical Performance

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
FP16 (half) performance 26.9 TFLOPS 32.62 TFLOPS 77.97 TFLOPS
FP32 (float) performance 13.45 TFLOPS 16.31 TFLOPS 19.49 TFLOPS
FP64 (double) performance 420.2 GFLOPS 509.8 GFLOPS 9746 GFLOPS
Pixel Rate 136 GPixel/s 169.9 GPixel/s 225.6 GPixel/s
Texture Rate 420.2 GTexel/s 509.8 GTexel/s 609.1 GTexel/s

Price

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
MSRP 1199 $ 2499 $ $
Release Date Sep 20th, 2018 Dec 18th, 2018 Nov 8th, 2022

Test bench configuration

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
Hardware BIZON G3000 More details BIZON ZX5000 More details BIZON X5000 More details
Software Deep learning:
Nvidia Driver: 440
CUDA: 10.1
TensorFlow: 1.14
Batch size: 64
3D Rendering:
Nvidia Driver: 442.19
VRay Benchmark: 4.10.3
Octane Benchmark: 4.00
Redshift Benchmark: 3.0.x
Blender: 2.81
Luxmark: 3.1
Deep learning:
Nvidia Driver: 440
CUDA: 10.1
TensorFlow: 1.14
Batch size: 64
3D Rendering:
Nvidia Driver: 442.19
VRay Benchmark: 4.10.3
Octane Benchmark: 4.00
Redshift Benchmark: 3.0.x
Blender: 2.81
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 RTX 2080 Ti NVIDIA Titan RTX NVIDIA A800 40 GB (PCIe)
Best GPU workstations BIZON X5500 BIZON X5500 BIZON X5500
Best NVIDIA GPU servers BIZON X7000
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