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NVIDIA Quadro RTX 8000 vs NVIDIA Tesla V100
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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.
Looking for a GPU workstation or server for AI/ML, design, rendering, simulation or molecular dynamics? Explore BIZON AI workstations or GPU servers. Contact us today or explore our various customizable AI solutions.
Featured GPU benchmarks:
- 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
Benchmarks
Deep Learning GPU Benchmarks 2023–2024 [Updated]
Resnet50 (FP16)
1 GPU
NVIDIA Quadro RTX 8000
571.49
NVIDIA Tesla V100
706.07
4 GPU
NVIDIA Quadro RTX 8000
1933.29
NVIDIA Tesla V100
2309.02
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Resnet50 (FP16 XLA)
1 GPU
NVIDIA Quadro RTX 8000
903.51
NVIDIA Tesla V100
1071.32
4 GPU
NVIDIA Quadro RTX 8000
3084.11
NVIDIA Tesla V100
3562.89
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Resnet50 (FP32)
1 GPU
NVIDIA Quadro RTX 8000
369.64
NVIDIA Tesla V100
321.57
4 GPU
NVIDIA Quadro RTX 8000
1180.79
NVIDIA Tesla V100
1141.56
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Resnet50 (FP32 XLA)
1 GPU
NVIDIA Quadro RTX 8000
350.23
NVIDIA Tesla V100
351.14
4 GPU
NVIDIA Quadro RTX 8000
1244.23
NVIDIA Tesla V100
1202.04
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Resnet152 (FP16)
1 GPU
NVIDIA Quadro RTX 8000
253.91
NVIDIA Tesla V100
308.35
4 GPU
NVIDIA Quadro RTX 8000
882.63
NVIDIA Tesla V100
984.5
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Resnet152 (FP16 XLA)
1 GPU
NVIDIA Quadro RTX 8000
355.48
NVIDIA Tesla V100
419.46
4 GPU
NVIDIA Quadro RTX 8000
1213.04
NVIDIA Tesla V100
1412.1
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Resnet152 (FP32)
1 GPU
NVIDIA Quadro RTX 8000
130.9
NVIDIA Tesla V100
134.94
4 GPU
NVIDIA Quadro RTX 8000
482.25
NVIDIA Tesla V100
452.05
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Resnet152 (FP32 XLA)
1 GPU
NVIDIA Quadro RTX 8000
140.65
NVIDIA Tesla V100
143.28
4 GPU
NVIDIA Quadro RTX 8000
502.4
NVIDIA Tesla V100
519.5
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Inception V3 (FP16)
1 GPU
NVIDIA Quadro RTX 8000
350.25
NVIDIA Tesla V100
424.55
4 GPU
NVIDIA Quadro RTX 8000
1247.69
NVIDIA Tesla V100
1490.05
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Inception V3 (FP16 XLA)
1 GPU
NVIDIA Quadro RTX 8000
511
NVIDIA Tesla V100
585.31
4 GPU
NVIDIA Quadro RTX 8000
1877.79
NVIDIA Tesla V100
2121.59
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Inception V3 (FP32)
1 GPU
NVIDIA Quadro RTX 8000
210.81
NVIDIA Tesla V100
211.08
4 GPU
NVIDIA Quadro RTX 8000
779.33
NVIDIA Tesla V100
785.13
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Inception V3 (FP32 XLA)
1 GPU
NVIDIA Quadro RTX 8000
228.5
NVIDIA Tesla V100
228.85
4 GPU
NVIDIA Quadro RTX 8000
847.31
NVIDIA Tesla V100
820.35
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Inception V4 (FP16)
1 GPU
NVIDIA Quadro RTX 8000
185.84
NVIDIA Tesla V100
225.21
4 GPU
NVIDIA Quadro RTX 8000
672.85
NVIDIA Tesla V100
816.02
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Inception V4 (FP16 XLA)
1 GPU
NVIDIA Quadro RTX 8000
280.98
NVIDIA Tesla V100
318.96
4 GPU
NVIDIA Quadro RTX 8000
1023.63
NVIDIA Tesla V100
1142.94
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Inception V4 (FP32)
1 GPU
NVIDIA Quadro RTX 8000
102.88
NVIDIA Tesla V100
102.53
4 GPU
NVIDIA Quadro RTX 8000
387.63
NVIDIA Tesla V100
383.89
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Inception V4 (FP32 XLA)
1 GPU
NVIDIA Quadro RTX 8000
109.39
NVIDIA Tesla V100
108.26
4 GPU
NVIDIA Quadro RTX 8000
408.84
NVIDIA Tesla V100
415.26
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
VGG16 (FP16)
1 GPU
NVIDIA Quadro RTX 8000
349.14
NVIDIA Tesla V100
381.74
4 GPU
NVIDIA Quadro RTX 8000
782.19
NVIDIA Tesla V100
835.56
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
VGG16 (FP16 XLA)
1 GPU
NVIDIA Quadro RTX 8000
475.88
NVIDIA Tesla V100
469.5
4 GPU
NVIDIA Quadro RTX 8000
1397.85
NVIDIA Tesla V100
1338.8
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
VGG16 (FP32)
1 GPU
NVIDIA Quadro RTX 8000
190.63
NVIDIA Tesla V100
189.68
4 GPU
NVIDIA Quadro RTX 8000
537.38
NVIDIA Tesla V100
480.12
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
VGG16 (FP32 XLA)
1 GPU
NVIDIA Quadro RTX 8000
210.58
NVIDIA Tesla V100
206.92
4 GPU
NVIDIA Quadro RTX 8000
624.84
NVIDIA Tesla V100
560.94
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Googlenet (FP16)
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Googlenet (FP32)
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
3D, GPU Rendering Benchmarks 2023–2024 [Updated]
V-Ray
1 GPU
NVIDIA Quadro RTX 8000
373
NVIDIA Tesla V100
505
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Octane
1 GPU
NVIDIA Quadro RTX 8000
323
NVIDIA Tesla V100
356
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Redshift
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
8.24
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Blender
1 GPU
NVIDIA Quadro RTX 8000
3405.61
NVIDIA Tesla V100
2075.51
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Luxmark
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
35698
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Unreal Engine
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
RELION Cryo-EM Benchmarks 2023-2024 [Updated]
Total run time
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
BERT LARGE Training, Inference Benchmark 2023-2024 [Updated]
Training Time (FP16)
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Performance (FP16)
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Training Time (FP32)
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Performance (FP32)
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Llama3 70B Inference Benchmark 2024 [Updated]
Eval rate
1 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
2 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
NVIDIA Tesla V100
n/a
Technical Specifications
Board Design
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| Length | 267 mm | 267 mm |
| Outputs | 4x DisplayPort, 1x USB Type-C | No outputs |
| Power Connectors | 1x 6-pin + 1x 8-pin | 2x 8-pin |
| Slot width | Dual-slot | Dual-slot |
| TDP | 260 W | 250 W |
Clock Speeds
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| Boost Clock | 1770 MHz | 1380 MHz |
| GPU Clock | 1395 MHz | 1230 MHz |
| Memory Clock | 14000 MHz | 1752 MHz |
Graphics Card
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| Bus Interface | PCIe 3.0 x16 | PCIe 3.0 x16 |
| Generation | Quadro RTX | Tesla (Vxx) |
Graphics Features
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| DirectX | 12 Ultimate (12_1) | 12 Ultimate (12_1) |
| OpenCL | 2.0 | 1.2 |
| OpenGL | 4.6 | 4.6 |
| Shader Model | 6.5 | 6.4 |
| CUDA | 7.5 | 7.0 |
Graphics Processor
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| Architecture | Turing | Volta |
| Die Size | 754 mm2 | 815 mm2 |
| GPU Name | TU102-875-A1 | GV100 |
| Process Size | 12 nm | 12 nm |
| Transistors | 18600 million | 21100 million |
Memory
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| Bandwidth | 672 GB/s | 897 GB/s |
| Memory Bus | 384 bit | 4096 bit |
| Memory Size | 48 GB | 32 GB |
| Memory Type | GDDR6 | HBM2 |
Render Config
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| ROPs | 96 | 128 |
| RT Cores | 72 | |
| Shading Units/ CUDA Cores | 4608 | 5120 |
| TMUs | 288 | 320 |
| Tensor Cores | 576 | 640 |
Theoretical Performance
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| FP16 (half) performance | 32.62 TFLOPS | 28.26 TFLOPS |
| FP32 (float) performance | 16.31 TFLOPS | 14.13 TFLOPS |
| FP64 (double) performance | 509.8 GFLOPS | 7066 GFLOPS |
| Pixel Rate | 169.9 GPixel/s | 176.6 GPixel/s |
| Texture Rate | 509.8 GTexel/s | 441.6 GTexel/s |
Price
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| MSRP | 5499 $ | 11459 $ |
| Release Date | Aug 13th, 2018 | Mar 27th, 2018 |
Test bench configuration
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| Hardware | BIZON G3000 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 |
Recommended hardware
| NVIDIA Quadro RTX 8000 | NVIDIA Tesla V100 | |
|---|---|---|
| Best GPU workstations | BIZON X5500 | |
| Best NVIDIA GPU servers | BIZON X7000 |