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NVIDIA RTX 2080 Ti vs NVIDIA Titan RTX vs NVIDIA Quadro RTX 8000

Best GPUs for Deep Learning, AI, compute in 2022 2023. Recommended GPUs. Recommended hardware for deep learning, AI research

Our deep learning, AI and 3d rendering GPU benchmarks will help you decide which NVIDIA RTX 4090, RTX 4080, RTX 3090, RTX 3080, A6000, A5000, or RTX 6000 ADA Lovelace is the best GPU for your needs. We provide in-depth analysis 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.

Benchmarks

Deep Learning Benchmarks

Resnet50 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
488.56
NVIDIA Titan RTX
599.29
NVIDIA Quadro RTX 8000
571.49
4 GPU
NVIDIA RTX 2080 Ti
1597.66
NVIDIA Titan RTX
1793.02
NVIDIA Quadro RTX 8000
1933.29

Resnet50 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
741.26
NVIDIA Titan RTX
938.63
NVIDIA Quadro RTX 8000
903.51
4 GPU
NVIDIA RTX 2080 Ti
2465.23
NVIDIA Titan RTX
3015.66
NVIDIA Quadro RTX 8000
3084.11

Resnet50 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
302.88
NVIDIA Titan RTX
330.9
NVIDIA Quadro RTX 8000
369.64
4 GPU
NVIDIA RTX 2080 Ti
1075.19
NVIDIA Titan RTX
1111.27
NVIDIA Quadro RTX 8000
1180.79

Resnet50 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
330.72
NVIDIA Titan RTX
364.35
NVIDIA Quadro RTX 8000
350.23
4 GPU
NVIDIA RTX 2080 Ti
1132.16
NVIDIA Titan RTX
1231.15
NVIDIA Quadro RTX 8000
1244.23

Resnet152 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
213.35
NVIDIA Titan RTX
267.62
NVIDIA Quadro RTX 8000
253.91
4 GPU
NVIDIA RTX 2080 Ti
681.19
NVIDIA Titan RTX
751.47
NVIDIA Quadro RTX 8000
882.63

Resnet152 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
290.23
NVIDIA Titan RTX
369.05
NVIDIA Quadro RTX 8000
355.48
4 GPU
NVIDIA RTX 2080 Ti
977.06
NVIDIA Titan RTX
1205.22
NVIDIA Quadro RTX 8000
1213.04

Resnet152 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
139.43
NVIDIA Quadro RTX 8000
130.9
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
450.18
NVIDIA Quadro RTX 8000
482.25

Resnet152 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
147.6
NVIDIA Quadro RTX 8000
140.65
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
502.34
NVIDIA Quadro RTX 8000
502.4

Inception V3 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
293.76
NVIDIA Titan RTX
374
NVIDIA Quadro RTX 8000
350.25
4 GPU
NVIDIA RTX 2080 Ti
1031
NVIDIA Titan RTX
1226.21
NVIDIA Quadro RTX 8000
1247.69

Inception V3 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
404.99
NVIDIA Titan RTX
543.32
NVIDIA Quadro RTX 8000
511
4 GPU
NVIDIA RTX 2080 Ti
1467.97
NVIDIA Titan RTX
1901.16
NVIDIA Quadro RTX 8000
1877.79

Inception V3 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
198.81
NVIDIA Titan RTX
226.3
NVIDIA Quadro RTX 8000
210.81
4 GPU
NVIDIA RTX 2080 Ti
739.49
NVIDIA Titan RTX
814.29
NVIDIA Quadro RTX 8000
779.33

Inception V3 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
215.54
NVIDIA Titan RTX
244.12
NVIDIA Quadro RTX 8000
228.5
4 GPU
NVIDIA RTX 2080 Ti
772.66
NVIDIA Titan RTX
967.93
NVIDIA Quadro RTX 8000
847.31

Inception V4 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
155.84
NVIDIA Titan RTX
200.71
NVIDIA Quadro RTX 8000
185.84
4 GPU
NVIDIA RTX 2080 Ti
564.62
NVIDIA Titan RTX
664.39
NVIDIA Quadro RTX 8000
672.85

Inception V4 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
220.7
NVIDIA Titan RTX
298.5
NVIDIA Quadro RTX 8000
280.98
4 GPU
NVIDIA RTX 2080 Ti
790.82
NVIDIA Titan RTX
1042.2
NVIDIA Quadro RTX 8000
1023.63

Inception V4 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
111.56
NVIDIA Quadro RTX 8000
102.88
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
394.81
NVIDIA Quadro RTX 8000
387.63

Inception V4 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
118.83
NVIDIA Quadro RTX 8000
109.39
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA Titan RTX
427.81
NVIDIA Quadro RTX 8000
408.84

VGG16 (FP16)

1 GPU
NVIDIA RTX 2080 Ti
264.14
NVIDIA Titan RTX
366.59
NVIDIA Quadro RTX 8000
349.14
4 GPU
NVIDIA RTX 2080 Ti
578.14
NVIDIA Titan RTX
518.28
NVIDIA Quadro RTX 8000
782.19

VGG16 (FP16 XLA)

1 GPU
NVIDIA RTX 2080 Ti
324.85
NVIDIA Titan RTX
504.48
NVIDIA Quadro RTX 8000
475.88
4 GPU
NVIDIA RTX 2080 Ti
926.34
NVIDIA Titan RTX
1235.83
NVIDIA Quadro RTX 8000
1397.85

VGG16 (FP32)

1 GPU
NVIDIA RTX 2080 Ti
178.65
NVIDIA Titan RTX
199.68
NVIDIA Quadro RTX 8000
190.63
4 GPU
NVIDIA RTX 2080 Ti
452.2
NVIDIA Titan RTX
400.25
NVIDIA Quadro RTX 8000
537.38

VGG16 (FP32 XLA)

1 GPU
NVIDIA RTX 2080 Ti
194.89
NVIDIA Titan RTX
218.47
NVIDIA Quadro RTX 8000
210.58
4 GPU
NVIDIA RTX 2080 Ti
528.33
NVIDIA Titan RTX
559.34
NVIDIA Quadro RTX 8000
624.84

3D Rendering Benchmarks

V-Ray

1 GPU
NVIDIA RTX 2080 Ti
345
NVIDIA Titan RTX
382
NVIDIA Quadro RTX 8000
373

Octane

1 GPU
NVIDIA RTX 2080 Ti
368
NVIDIA Titan RTX
377
NVIDIA Quadro RTX 8000
323

Redshift

1 GPU
NVIDIA RTX 2080 Ti
8.38
NVIDIA Titan RTX
8.2
NVIDIA Quadro RTX 8000
n/a

Blender

1 GPU
NVIDIA RTX 2080 Ti
142.286
NVIDIA Titan RTX
150.2709
NVIDIA Quadro RTX 8000
176.8825

Luxmark

1 GPU
NVIDIA RTX 2080 Ti
33195
NVIDIA Titan RTX
36654
NVIDIA Quadro RTX 8000
n/a

Technical Specifications

Board Design

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA Quadro RTX 8000
Length 267 mm 267 mm 267 mm
Outputs 1x HDMI, 3x DisplayPort, 1x USB Type-C 1x HDMI, 3x DisplayPort, 1x USB Type-C 4x DisplayPort, 1x USB Type-C
Power Connectors 2x 8-pin 2x 8-pin 1x 6-pin + 1x 8-pin
Slot width Dual-slot Dual-slot Dual-slot
TDP 250 W 280 W 260 W

Clock Speeds

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA Quadro RTX 8000
Boost Clock 1545 MHz 1770 MHz 1770 MHz
GPU Clock 1350 MHz 1350 MHz 1395 MHz
Memory Clock 14000 MHz 14000 MHz 14000 MHz

Graphics Card

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA Quadro RTX 8000
Bus Interface PCIe 3.0 x16 PCIe 3.0 x16 PCIe 3.0 x16
Generation GeForce 20 GeForce 20 Quadro RTX

Graphics Features

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA Quadro RTX 8000
DirectX 12 Ultimate (12_1) 12 Ultimate (12_1) 12 Ultimate (12_1)
OpenCL 2.0 2.0 2.0
OpenGL 4.6 4.6 4.6
Shader Model 6.5 6.5 6.5
CUDA 7.5 7.5 7.5

Graphics Processor

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA Quadro RTX 8000
Architecture Turing Turing Turing
Die Size 754 mm2 754 mm2 754 mm2
GPU Name TU102-300A-K1-A1 TU102-400-A1 TU102-875-A1
Process Size 12 nm 12 nm 12 nm
Transistors 18600 million 18600 million 18600 million

Memory

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA Quadro RTX 8000
Bandwidth 616 GB/s 672 GB/s 672 GB/s
Memory Bus 352 bit 384 bit 384 bit
Memory Size 11 GB 24 GB 48 GB
Memory Type GDDR6 GDDR6 GDDR6

Render Config

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA Quadro RTX 8000
ROPs 88 96 96
RT Cores 68 72 72
Shading Units/ CUDA Cores 4352 4608 4608
TMUs 272 288 288
Tensor Cores 544 576 576

Theoretical Performance

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA Quadro RTX 8000
FP16 (half) performance 26.9 TFLOPS 32.62 TFLOPS 32.62 TFLOPS
FP32 (float) performance 13.45 TFLOPS 16.31 TFLOPS 16.31 TFLOPS
FP64 (double) performance 420.2 GFLOPS 509.8 GFLOPS 509.8 GFLOPS
Pixel Rate 136 GPixel/s 169.9 GPixel/s 169.9 GPixel/s
Texture Rate 420.2 GTexel/s 509.8 GTexel/s 509.8 GTexel/s

Price

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA Quadro RTX 8000
MSRP 1199 $ 2499 $ 5499 $
Release Date Sep 20th, 2018 Dec 18th, 2018 Aug 13th, 2018

Test bench configuration

NVIDIA RTX 2080 Ti NVIDIA Titan RTX NVIDIA Quadro RTX 8000
Hardware BIZON G3000 More details BIZON ZX5000 More details BIZON G3000 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
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
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