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NVIDIA Titan RTX vs NVIDIA Quadro RTX 6000 vs NVIDIA Quadro RTX 8000
Best GPUs for Deep Learning, AI, compute in 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 6000 Ada, RTX3090, 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.- NVIDIA H100 vs. A100 vs. RTX 6000 Ada
- NVIDIA RTX 4090 vs. RTX 4080 vs. RTX 3090
- NVIDIA RTX 3080 vs. 3080 Ti vs. RTX 3090
- NVIDIA RTX 3090 vs. NVIDIA A6000
- NVIDIA A6000 vs. A5000 vs. NVIDIA RTX 3090
- NVIDIA A100 vs. NVIDIA A6000
- NVIDIA RTX 2080 Ti vs. Titan RTX vs Quadro RTX8000
- NVIDIA Titan RTX vs. Quadro RTX6000 vs. Quadro RTX8000
- NVIDIA GTX 1080 Ti vs RTX 2080 Ti
Benchmarks
Deep Learning GPU Benchmarks 2022-2023
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
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
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
Googlenet (FP16)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
Googlenet (FP32)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
3D, GPU Rendering Benchmarks 2022-2023
V-Ray
1 GPU
NVIDIA Titan RTX
382
NVIDIA Quadro RTX 6000
366
NVIDIA Quadro RTX 8000
373
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
Octane
1 GPU
NVIDIA Titan RTX
377
NVIDIA Quadro RTX 6000
324
NVIDIA Quadro RTX 8000
323
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
Redshift
1 GPU
NVIDIA Titan RTX
8.2
NVIDIA Quadro RTX 6000
8.47
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
Blender
1 GPU
NVIDIA Titan RTX
3434.73
NVIDIA Quadro RTX 6000
3423.87
NVIDIA Quadro RTX 8000
3405.61
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
Luxmark
1 GPU
NVIDIA Titan RTX
36654
NVIDIA Quadro RTX 6000
30433
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
Unreal Engine
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
33.3
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
RELION Cryo-EM Benchmarks 2022-2023
Total run time
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
BERT LARGE Training, Inference Benchmark 2022-2023
Training Time (FP16)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
Performance (FP16)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
Training Time (FP32)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
Performance (FP32)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
n/a
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 |
Recommended hardware
| NVIDIA Titan RTX | NVIDIA Quadro RTX 6000 | NVIDIA Quadro RTX 8000 | |
|---|---|---|---|
| Best GPU workstations | BIZON X5500 | BIZON X5500 | BIZON X5500 |
| Best NVIDIA GPU servers | BIZON X7000 | BIZON X7000 |