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NVIDIA Tesla V100 vs NVIDIA RTX A6000 vs NVIDIA H100 NVL (PCIe)
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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 2024–2025 [Updated]
Resnet50 (FP16)
1 GPU
NVIDIA Tesla V100
706.07
NVIDIA RTX A6000
1424
NVIDIA H100 NVL (PCIe)
3042
4 GPU
NVIDIA Tesla V100
2309.02
NVIDIA RTX A6000
5383
NVIDIA H100 NVL (PCIe)
11989
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
11610
NVIDIA H100 NVL (PCIe)
30070
Resnet50 (FP16 XLA)
1 GPU
NVIDIA Tesla V100
1071.32
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
3562.89
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Resnet50 (FP32)
1 GPU
NVIDIA Tesla V100
321.57
NVIDIA RTX A6000
558
NVIDIA H100 NVL (PCIe)
1350
4 GPU
NVIDIA Tesla V100
1141.56
NVIDIA RTX A6000
2126
NVIDIA H100 NVL (PCIe)
5513
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
4494
NVIDIA H100 NVL (PCIe)
14725
Resnet50 (FP32 XLA)
1 GPU
NVIDIA Tesla V100
351.14
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
1202.04
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Resnet152 (FP16)
1 GPU
NVIDIA Tesla V100
308.35
NVIDIA RTX A6000
577
NVIDIA H100 NVL (PCIe)
1232
4 GPU
NVIDIA Tesla V100
984.5
NVIDIA RTX A6000
2181
NVIDIA H100 NVL (PCIe)
4858
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
4792
NVIDIA H100 NVL (PCIe)
12411
Resnet152 (FP16 XLA)
1 GPU
NVIDIA Tesla V100
419.46
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
1412.1
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Resnet152 (FP32)
1 GPU
NVIDIA Tesla V100
134.94
NVIDIA RTX A6000
215
NVIDIA H100 NVL (PCIe)
520
4 GPU
NVIDIA Tesla V100
452.05
NVIDIA RTX A6000
819
NVIDIA H100 NVL (PCIe)
2124
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
1816
NVIDIA H100 NVL (PCIe)
5950
Resnet152 (FP32 XLA)
1 GPU
NVIDIA Tesla V100
143.28
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
519.5
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Inception V3 (FP16)
1 GPU
NVIDIA Tesla V100
424.55
NVIDIA RTX A6000
859
NVIDIA H100 NVL (PCIe)
1835
4 GPU
NVIDIA Tesla V100
1490.05
NVIDIA RTX A6000
3247
NVIDIA H100 NVL (PCIe)
7232
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
6111
NVIDIA H100 NVL (PCIe)
15827
Inception V3 (FP16 XLA)
1 GPU
NVIDIA Tesla V100
585.31
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
2121.59
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Inception V3 (FP32)
1 GPU
NVIDIA Tesla V100
211.08
NVIDIA RTX A6000
353
NVIDIA H100 NVL (PCIe)
854
4 GPU
NVIDIA Tesla V100
785.13
NVIDIA RTX A6000
1345
NVIDIA H100 NVL (PCIe)
3487
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
3002
NVIDIA H100 NVL (PCIe)
9837
Inception V3 (FP32 XLA)
1 GPU
NVIDIA Tesla V100
228.85
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
820.35
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Inception V4 (FP16)
1 GPU
NVIDIA Tesla V100
225.21
NVIDIA RTX A6000
397
NVIDIA H100 NVL (PCIe)
848
4 GPU
NVIDIA Tesla V100
816.02
NVIDIA RTX A6000
1501
NVIDIA H100 NVL (PCIe)
3343
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
2633
NVIDIA H100 NVL (PCIe)
6819
Inception V4 (FP16 XLA)
1 GPU
NVIDIA Tesla V100
318.96
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
1142.94
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Inception V4 (FP32)
1 GPU
NVIDIA Tesla V100
102.53
NVIDIA RTX A6000
157
NVIDIA H100 NVL (PCIe)
380
4 GPU
NVIDIA Tesla V100
383.89
NVIDIA RTX A6000
598
NVIDIA H100 NVL (PCIe)
1551
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
1372
NVIDIA H100 NVL (PCIe)
4496
Inception V4 (FP32 XLA)
1 GPU
NVIDIA Tesla V100
108.26
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
415.26
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
VGG16 (FP16)
1 GPU
NVIDIA Tesla V100
381.74
NVIDIA RTX A6000
508
NVIDIA H100 NVL (PCIe)
1085
4 GPU
NVIDIA Tesla V100
835.56
NVIDIA RTX A6000
1920
NVIDIA H100 NVL (PCIe)
4276
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
6142
NVIDIA H100 NVL (PCIe)
15908
VGG16 (FP16 XLA)
1 GPU
NVIDIA Tesla V100
469.5
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
1338.8
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
VGG16 (FP32)
1 GPU
NVIDIA Tesla V100
189.68
NVIDIA RTX A6000
321
NVIDIA H100 NVL (PCIe)
776
4 GPU
NVIDIA Tesla V100
480.12
NVIDIA RTX A6000
1223
NVIDIA H100 NVL (PCIe)
3171
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
2674
NVIDIA H100 NVL (PCIe)
8762
VGG16 (FP32 XLA)
1 GPU
NVIDIA Tesla V100
206.92
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
560.94
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Googlenet (FP16)
1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Googlenet (FP32)
1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
3D, GPU Rendering Benchmarks 2024–2025 [Updated]
V-Ray
1 GPU
NVIDIA Tesla V100
505
NVIDIA RTX A6000
2599
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Octane
1 GPU
NVIDIA Tesla V100
356
NVIDIA RTX A6000
644
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Redshift
1 GPU
NVIDIA Tesla V100
8.24
NVIDIA RTX A6000
3.01
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Blender
1 GPU
NVIDIA Tesla V100
2075.51
NVIDIA RTX A6000
5301.36
NVIDIA H100 NVL (PCIe)
5069.86
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Luxmark
1 GPU
NVIDIA Tesla V100
35698
NVIDIA RTX A6000
83609
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Unreal Engine
1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
48.6
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
RELION Cryo-EM Benchmarks 2024-2025 [Updated]
Total run time
1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
197.6
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
59.4
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
BERT LARGE Training, Inference Benchmark 2024-2025 [Updated]
Training Time (FP16)
1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Performance (FP16)
1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Training Time (FP32)
1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Performance (FP32)
1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Llama3 70B Inference Benchmark 2024–2025 [Updated]
Eval rate
1 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
14.82
NVIDIA H100 NVL (PCIe)
n/a
2 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA Tesla V100
n/a
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Technical Specifications
Board Design
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| Length | 267 mm | 267 mm | 268 mm |
| Outputs | No outputs | 4x DisplayPort | No outputs |
| Power Connectors | 2x 8-pin | 8-pin EPS | 8-pin EPS |
| Slot width | Dual-slot | Dual-slot | Dual-slot |
| TDP | 250 W | 300 W | 700 W |
Clock Speeds
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| Boost Clock | 1380 MHz | 1860 MHz | 1837 MHz |
| GPU Clock | 1230 MHz | 1455 MHz | 1665 MHz |
| Memory Clock | 1752 MHz | 16000 MHz | 5300 MHz |
Graphics Card
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| Bus Interface | PCIe 3.0 x16 | PCIe 4.0 x16 | PCIe 5.0 x16 |
| Generation | Tesla (Vxx) | Quadro (Ax000) | Server Hopper (Hxx) |
Graphics Features
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| DirectX | 12 Ultimate (12_1) | 12 Ultimate (12_2) | |
| OpenCL | 1.2 | 3.0 | 3.0 |
| OpenGL | 4.6 | 4.6 | |
| Shader Model | 6.4 | 6.6 | |
| CUDA | 7.0 | 8.6 | 9.0 |
Graphics Processor
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| Architecture | Volta | Ampere | Hopper |
| Die Size | 815 mm2 | 628 mm2 | 814 mm2 |
| GPU Name | GV100 | GA102 | GH100 |
| Process Size | 12 nm | 8 nm | 5 nm |
| Transistors | 21100 million | 28300 million | 80000 million |
Memory
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| Bandwidth | 897 GB/s | 768 GB/s | 3360 GB/s |
| Memory Bus | 4096 bit | 384 bit | 5120 bit |
| Memory Size | 32 GB | 48 GB | 96 GB |
| Memory Type | HBM2 | GDDR6 | HBM3 |
Render Config
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| ROPs | 128 | 112 | 24 |
| Shading Units/ CUDA Cores | 5120 | 10752 | 16896 |
| TMUs | 320 | 336 | 528 |
| Tensor Cores | 640 | 336 | 528 |
| RT Cores | 84 |
Theoretical Performance
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| FP16 (half) performance | 28.26 TFLOPS | 38.71 TFLOPS | 248.3 TFLOPS |
| FP32 (float) performance | 14.13 TFLOPS | 38.71 TFLOPS | 62.08 TFLOPS |
| FP64 (double) performance | 7066 GFLOPS | 1210 GFLOPS | 31040 GFLOPS |
| Pixel Rate | 176.6 GPixel/s | 201.6 GPixel/s | 44.09 GPixel/s |
| Texture Rate | 441.6 GTexel/s | 604.8 GTexel/s | 969.9 GTexel/s |
Price
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| MSRP | 11459 $ | 4649 $ | $ |
| Release Date | Mar 27th, 2018 | Oct 5th, 2020 | Mar 21st, 2023 |
Test bench configuration
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| Hardware | BIZON X5000 More details | BIZON X5000 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 | 3D Rendering: Nvidia Driver: 461.40 VRay Benchmark: 5 Octane Benchmark: 2020.1.5 Redshift Benchmark: 3.0.28 Demo Blender: 2.90 Luxmark: 3.1 | 3D Rendering: VRay Benchmark: 5 Octane Benchmark: 2020.1.5 Redshift Benchmark: 3.0.28 Demo Blender: 2.90 Luxmark: 3.1 |
Recommended hardware
| NVIDIA Tesla V100 | NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|---|
| Best GPU workstations | BIZON X5500 | BIZON X5500 | |
| Best NVIDIA GPU servers | BIZON X7000 | BIZON X7000 |