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NVIDIA Titan RTX vs NVIDIA Quadro RTX 6000 vs NVIDIA Quadro RTX 8000

Best GPUs for Deep Learning in 2022 – Recommended GPUs

Our deep learning and 3d rendering GPU benchmarks will help you decide which NVIDIA RTX 3090, RTX 3080, A6000, A5000, or A4000 is the best GPU for your needs. We provide in-depth analysis of each 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 Titan RTX
599.29
NVIDIA Quadro RTX 6000
542.92
NVIDIA Quadro RTX 8000
571.49
4 GPU
NVIDIA Titan RTX
1793.02
NVIDIA Quadro RTX 6000
1836.63
NVIDIA Quadro RTX 8000
1933.29

Resnet50 (FP16 XLA)

1 GPU
NVIDIA Titan RTX
938.63
NVIDIA Quadro RTX 6000
858.33
NVIDIA Quadro RTX 8000
903.51
4 GPU
NVIDIA Titan RTX
3015.66
NVIDIA Quadro RTX 6000
2929.9
NVIDIA Quadro RTX 8000
3084.11

Resnet50 (FP32)

1 GPU
NVIDIA Titan RTX
330.9
NVIDIA Quadro RTX 6000
316.09
NVIDIA Quadro RTX 8000
369.64
4 GPU
NVIDIA Titan RTX
1111.27
NVIDIA Quadro RTX 6000
1059.46
NVIDIA Quadro RTX 8000
1180.79

Resnet50 (FP32 XLA)

1 GPU
NVIDIA Titan RTX
364.35
NVIDIA Quadro RTX 6000
346.54
NVIDIA Quadro RTX 8000
350.23
4 GPU
NVIDIA Titan RTX
1231.15
NVIDIA Quadro RTX 6000
1180.63
NVIDIA Quadro RTX 8000
1244.23

Resnet152 (FP16)

1 GPU
NVIDIA Titan RTX
267.62
NVIDIA Quadro RTX 6000
241.21
NVIDIA Quadro RTX 8000
253.91
4 GPU
NVIDIA Titan RTX
751.47
NVIDIA Quadro RTX 6000
838.5
NVIDIA Quadro RTX 8000
882.63

Resnet152 (FP16 XLA)

1 GPU
NVIDIA Titan RTX
369.05
NVIDIA Quadro RTX 6000
337.71
NVIDIA Quadro RTX 8000
355.48
4 GPU
NVIDIA Titan RTX
1205.22
NVIDIA Quadro RTX 6000
1152.39
NVIDIA Quadro RTX 8000
1213.04

Resnet152 (FP32)

1 GPU
NVIDIA Titan RTX
139.43
NVIDIA Quadro RTX 6000
129.45
NVIDIA Quadro RTX 8000
130.9
4 GPU
NVIDIA Titan RTX
450.18
NVIDIA Quadro RTX 6000
433.65
NVIDIA Quadro RTX 8000
482.25

Resnet152 (FP32 XLA)

1 GPU
NVIDIA Titan RTX
147.6
NVIDIA Quadro RTX 6000
137.45
NVIDIA Quadro RTX 8000
140.65
4 GPU
NVIDIA Titan RTX
502.34
NVIDIA Quadro RTX 6000
498.36
NVIDIA Quadro RTX 8000
502.4

Inception V3 (FP16)

1 GPU
NVIDIA Titan RTX
374
NVIDIA Quadro RTX 6000
332.74
NVIDIA Quadro RTX 8000
350.25
4 GPU
NVIDIA Titan RTX
1226.21
NVIDIA Quadro RTX 6000
1185.31
NVIDIA Quadro RTX 8000
1247.69

Inception V3 (FP16 XLA)

1 GPU
NVIDIA Titan RTX
543.32
NVIDIA Quadro RTX 6000
485.45
NVIDIA Quadro RTX 8000
511
4 GPU
NVIDIA Titan RTX
1901.16
NVIDIA Quadro RTX 6000
1783.9
NVIDIA Quadro RTX 8000
1877.79

Inception V3 (FP32)

1 GPU
NVIDIA Titan RTX
226.3
NVIDIA Quadro RTX 6000
207.65
NVIDIA Quadro RTX 8000
210.81
4 GPU
NVIDIA Titan RTX
814.29
NVIDIA Quadro RTX 6000
732.54
NVIDIA Quadro RTX 8000
779.33

Inception V3 (FP32 XLA)

1 GPU
NVIDIA Titan RTX
244.12
NVIDIA Quadro RTX 6000
219.26
NVIDIA Quadro RTX 8000
228.5
4 GPU
NVIDIA Titan RTX
967.93
NVIDIA Quadro RTX 6000
838.46
NVIDIA Quadro RTX 8000
847.31

Inception V4 (FP16)

1 GPU
NVIDIA Titan RTX
200.71
NVIDIA Quadro RTX 6000
176.55
NVIDIA Quadro RTX 8000
185.84
4 GPU
NVIDIA Titan RTX
664.39
NVIDIA Quadro RTX 6000
639.21
NVIDIA Quadro RTX 8000
672.85

Inception V4 (FP16 XLA)

1 GPU
NVIDIA Titan RTX
298.5
NVIDIA Quadro RTX 6000
266.93
NVIDIA Quadro RTX 8000
280.98
4 GPU
NVIDIA Titan RTX
1042.2
NVIDIA Quadro RTX 6000
972.45
NVIDIA Quadro RTX 8000
1023.63

Inception V4 (FP32)

1 GPU
NVIDIA Titan RTX
111.56
NVIDIA Quadro RTX 6000
98.36
NVIDIA Quadro RTX 8000
102.88
4 GPU
NVIDIA Titan RTX
394.81
NVIDIA Quadro RTX 6000
368.27
NVIDIA Quadro RTX 8000
387.63

Inception V4 (FP32 XLA)

1 GPU
NVIDIA Titan RTX
118.83
NVIDIA Quadro RTX 6000
103.85
NVIDIA Quadro RTX 8000
109.39
4 GPU
NVIDIA Titan RTX
427.81
NVIDIA Quadro RTX 6000
398.36
NVIDIA Quadro RTX 8000
408.84

VGG16 (FP16)

1 GPU
NVIDIA Titan RTX
366.59
NVIDIA Quadro RTX 6000
331.68
NVIDIA Quadro RTX 8000
349.14
4 GPU
NVIDIA Titan RTX
518.28
NVIDIA Quadro RTX 6000
743.08
NVIDIA Quadro RTX 8000
782.19

VGG16 (FP16 XLA)

1 GPU
NVIDIA Titan RTX
504.48
NVIDIA Quadro RTX 6000
452.09
NVIDIA Quadro RTX 8000
475.88
4 GPU
NVIDIA Titan RTX
1235.83
NVIDIA Quadro RTX 6000
1327.96
NVIDIA Quadro RTX 8000
1397.85

VGG16 (FP32)

1 GPU
NVIDIA Titan RTX
199.68
NVIDIA Quadro RTX 6000
191.03
NVIDIA Quadro RTX 8000
190.63
4 GPU
NVIDIA Titan RTX
400.25
NVIDIA Quadro RTX 6000
547.92
NVIDIA Quadro RTX 8000
537.38

VGG16 (FP32 XLA)

1 GPU
NVIDIA Titan RTX
218.47
NVIDIA Quadro RTX 6000
205.36
NVIDIA Quadro RTX 8000
210.58
4 GPU
NVIDIA Titan RTX
559.34
NVIDIA Quadro RTX 6000
612.36
NVIDIA Quadro RTX 8000
624.84

3D Rendering Benchmarks

V-Ray

1 GPU
NVIDIA Titan RTX
382
NVIDIA Quadro RTX 6000
366
NVIDIA Quadro RTX 8000
373

Octane

1 GPU
NVIDIA Titan RTX
377
NVIDIA Quadro RTX 6000
324
NVIDIA Quadro RTX 8000
323

Redshift

1 GPU
NVIDIA Titan RTX
8.2
NVIDIA Quadro RTX 6000
8.47
NVIDIA Quadro RTX 8000
n/a

Blender

1 GPU
NVIDIA Titan RTX
150.2709
NVIDIA Quadro RTX 6000
185.6605
NVIDIA Quadro RTX 8000
176.8825

Luxmark

1 GPU
NVIDIA Titan RTX
36654
NVIDIA Quadro RTX 6000
30433
NVIDIA Quadro RTX 8000
n/a

Technical Specifications

Board Design

NVIDIA Titan RTX NVIDIA Quadro RTX 6000 NVIDIA Quadro RTX 8000
Length 267 mm 267 mm 267 mm
Outputs 1x HDMI, 3x DisplayPort, 1x USB Type-C 4x DisplayPort, 1x USB Type-C 4x DisplayPort, 1x USB Type-C
Power Connectors 2x 8-pin 1x 6-pin + 1x 8-pin 1x 6-pin + 1x 8-pin
Slot width Dual-slot Dual-slot Dual-slot
TDP 280 W 260 W 260 W

Clock Speeds

NVIDIA Titan RTX NVIDIA Quadro RTX 6000 NVIDIA Quadro RTX 8000
Boost Clock 1770 MHz 1770 MHz 1770 MHz
GPU Clock 1350 MHz 1440 MHz 1395 MHz
Memory Clock 14000 MHz 14000 MHz 14000 MHz

Graphics Card

NVIDIA Titan RTX NVIDIA Quadro RTX 6000 NVIDIA Quadro RTX 8000
Bus Interface PCIe 3.0 x16 PCIe 3.0 x16 PCIe 3.0 x16
Generation GeForce 20 Quadro RTX Quadro RTX

Graphics Features

NVIDIA Titan RTX NVIDIA Quadro RTX 6000 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 Titan RTX NVIDIA Quadro RTX 6000 NVIDIA Quadro RTX 8000
Architecture Turing Turing Turing
Die Size 754 mm2 754 mm2 754 mm2
GPU Name TU102-400-A1 TU102-875-A1 TU102-875-A1
Process Size 12 nm 12 nm 12 nm
Transistors 18600 million 18600 million 18600 million

Memory

NVIDIA Titan RTX NVIDIA Quadro RTX 6000 NVIDIA Quadro RTX 8000
Bandwidth 672 GB/s 672 GB/s 672 GB/s
Memory Bus 384 bit 384 bit 384 bit
Memory Size 24 GB 24 GB 48 GB
Memory Type GDDR6 GDDR6 GDDR6

Render Config

NVIDIA Titan RTX NVIDIA Quadro RTX 6000 NVIDIA Quadro RTX 8000
ROPs 96 96 96
RT Cores 72 72 72
Shading Units/ CUDA Cores 4608 4608 4608
TMUs 288 288 288
Tensor Cores 576 576 576

Theoretical Performance

NVIDIA Titan RTX NVIDIA Quadro RTX 6000 NVIDIA Quadro RTX 8000
FP16 (half) performance 32.62 TFLOPS 32.62 TFLOPS 32.62 TFLOPS
FP32 (float) performance 16.31 TFLOPS 16.31 TFLOPS 16.31 TFLOPS
FP64 (double) performance 509.8 GFLOPS 509.8 GFLOPS 509.8 GFLOPS
Pixel Rate 169.9 GPixel/s 169.9 GPixel/s 169.9 GPixel/s
Texture Rate 509.8 GTexel/s 509.8 GTexel/s 509.8 GTexel/s

Price

NVIDIA Titan RTX NVIDIA Quadro RTX 6000 NVIDIA Quadro RTX 8000
MSRP 2499 $ 3999 $ 5499 $
Release Date Dec 18th, 2018 Aug 13th, 2018 Aug 13th, 2018

Test bench configuration

NVIDIA Titan RTX NVIDIA Quadro RTX 6000 NVIDIA Quadro RTX 8000
Hardware BIZON ZX5000 More details BIZON G3000 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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