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NVIDIA RTX 2080 Ti vs NVIDIA Titan RTX

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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 RTX 2080 Ti
488.56
NVIDIA Titan RTX
599.29
4 GPU
NVIDIA RTX 2080 Ti
1597.66
NVIDIA Titan RTX
1793.02
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Resnet50 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
741.26
NVIDIA Titan RTX
938.63
4 GPU
NVIDIA RTX 2080 Ti
2465.23
NVIDIA Titan RTX
3015.66
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Resnet50 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
302.88
NVIDIA Titan RTX
330.9
4 GPU
NVIDIA RTX 2080 Ti
1075.19
NVIDIA Titan RTX
1111.27
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Resnet50 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
330.72
NVIDIA Titan RTX
364.35
4 GPU
NVIDIA RTX 2080 Ti
1132.16
NVIDIA Titan RTX
1231.15
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Resnet152 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
213.35
NVIDIA Titan RTX
267.62
4 GPU
NVIDIA RTX 2080 Ti
681.19
NVIDIA Titan RTX
751.47
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Resnet152 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
290.23
NVIDIA Titan RTX
369.05
4 GPU
NVIDIA RTX 2080 Ti
977.06
NVIDIA Titan RTX
1205.22
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Resnet152 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
139.43
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
450.18
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Resnet152 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
147.6
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
502.34
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Inception V3 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
293.76
NVIDIA Titan RTX
374
4 GPU
NVIDIA RTX 2080 Ti
1031
NVIDIA Titan RTX
1226.21
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Inception V3 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
404.99
NVIDIA Titan RTX
543.32
4 GPU
NVIDIA RTX 2080 Ti
1467.97
NVIDIA Titan RTX
1901.16
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Inception V3 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
198.81
NVIDIA Titan RTX
226.3
4 GPU
NVIDIA RTX 2080 Ti
739.49
NVIDIA Titan RTX
814.29
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Inception V3 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
215.54
NVIDIA Titan RTX
244.12
4 GPU
NVIDIA RTX 2080 Ti
772.66
NVIDIA Titan RTX
967.93
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Inception V4 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
155.84
NVIDIA Titan RTX
200.71
4 GPU
NVIDIA RTX 2080 Ti
564.62
NVIDIA Titan RTX
664.39
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Inception V4 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
220.7
NVIDIA Titan RTX
298.5
4 GPU
NVIDIA RTX 2080 Ti
790.82
NVIDIA Titan RTX
1042.2
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Inception V4 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
111.56
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
394.81
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Inception V4 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
118.83
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
427.81
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

VGG16 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
264.14
NVIDIA Titan RTX
366.59
4 GPU
NVIDIA RTX 2080 Ti
578.14
NVIDIA Titan RTX
518.28
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

VGG16 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
324.85
NVIDIA Titan RTX
504.48
4 GPU
NVIDIA RTX 2080 Ti
926.34
NVIDIA Titan RTX
1235.83
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

VGG16 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
178.65
NVIDIA Titan RTX
199.68
4 GPU
NVIDIA RTX 2080 Ti
452.2
NVIDIA Titan RTX
400.25
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

VGG16 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
194.89
NVIDIA Titan RTX
218.47
4 GPU
NVIDIA RTX 2080 Ti
528.33
NVIDIA Titan RTX
559.34
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Googlenet (FP16)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Googlenet (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

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

V-Ray

1 GPU
NVIDIA RTX 2080 Ti
345
NVIDIA Titan RTX
382
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Octane

1 GPU
NVIDIA RTX 2080 Ti
368
NVIDIA Titan RTX
377
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Redshift

1 GPU
NVIDIA RTX 2080 Ti
8.38
NVIDIA Titan RTX
8.2
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Blender

1 GPU
NVIDIA RTX 2080 Ti
3163.85
NVIDIA Titan RTX
3434.73
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Luxmark

1 GPU
NVIDIA RTX 2080 Ti
33195
NVIDIA Titan RTX
36654
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Unreal Engine

1 GPU
NVIDIA RTX 2080 Ti
30.1
NVIDIA Titan RTX
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

RELION Cryo-EM Benchmarks 2023-2024 [Updated]

Total run time

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

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

Training Time (FP16)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Performance (FP16)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Training Time (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Performance (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Llama3 70B Inference Benchmark 2024 [Updated]

Eval rate

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
2 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
n/a

Technical Specifications

Board Design

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
Length 267 mm 267 mm
Outputs 1x HDMI, 3x DisplayPort, 1x USB Type-C 1x HDMI, 3x DisplayPort, 1x USB Type-C
Power Connectors 2x 8-pin 2x 8-pin
Slot width Dual-slot Dual-slot
TDP 250 W 280 W

Clock Speeds

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
Boost Clock 1545 MHz 1770 MHz
GPU Clock 1350 MHz 1350 MHz
Memory Clock 14000 MHz 14000 MHz

Graphics Card

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
Bus Interface PCIe 3.0 x16 PCIe 3.0 x16
Generation GeForce 20 GeForce 20

Graphics Features

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
DirectX 12 Ultimate (12_1) 12 Ultimate (12_1)
OpenCL 2.0 2.0
OpenGL 4.6 4.6
Shader Model 6.5 6.5
CUDA 7.5 7.5

Graphics Processor

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
Architecture Turing Turing
Die Size 754 mm2 754 mm2
GPU Name TU102-300A-K1-A1 TU102-400-A1
Process Size 12 nm 12 nm
Transistors 18600 million 18600 million

Memory

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
Bandwidth 616 GB/s 672 GB/s
Memory Bus 352 bit 384 bit
Memory Size 11 GB 24 GB
Memory Type GDDR6 GDDR6

Render Config

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
ROPs 88 96
RT Cores 68 72
Shading Units/ CUDA Cores 4352 4608
TMUs 272 288
Tensor Cores 544 576

Theoretical Performance

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
FP16 (half) performance 26.9 TFLOPS 32.62 TFLOPS
FP32 (float) performance 13.45 TFLOPS 16.31 TFLOPS
FP64 (double) performance 420.2 GFLOPS 509.8 GFLOPS
Pixel Rate 136 GPixel/s 169.9 GPixel/s
Texture Rate 420.2 GTexel/s 509.8 GTexel/s

Price

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
MSRP 1199 $ 2499 $
Release Date Sep 20th, 2018 Dec 18th, 2018

Test bench configuration

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
Hardware BIZON G3000 More details BIZON ZX5000 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

Recommended hardware

NVIDIA RTX 2080 Ti NVIDIA Titan RTX
Best GPU workstations BIZON X5500 BIZON X5500
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