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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 AI GPU Benchmarks 2025 [Updated]
Resnet50 (FP16)
1 GPU
NVIDIA RTX A6000
1424
NVIDIA H100 NVL (PCIe)
3042
4 GPU
NVIDIA RTX A6000
5383
NVIDIA H100 NVL (PCIe)
11989
8 GPU
NVIDIA RTX A6000
11610
NVIDIA H100 NVL (PCIe)
30070
Resnet50 (FP16 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Resnet50 (FP32)
1 GPU
NVIDIA RTX A6000
558
NVIDIA H100 NVL (PCIe)
1350
4 GPU
NVIDIA RTX A6000
2126
NVIDIA H100 NVL (PCIe)
5513
8 GPU
NVIDIA RTX A6000
4494
NVIDIA H100 NVL (PCIe)
14725
Resnet50 (FP32 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Resnet152 (FP16)
1 GPU
NVIDIA RTX A6000
577
NVIDIA H100 NVL (PCIe)
1232
4 GPU
NVIDIA RTX A6000
2181
NVIDIA H100 NVL (PCIe)
4858
8 GPU
NVIDIA RTX A6000
4792
NVIDIA H100 NVL (PCIe)
12411
Resnet152 (FP16 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Resnet152 (FP32)
1 GPU
NVIDIA RTX A6000
215
NVIDIA H100 NVL (PCIe)
520
4 GPU
NVIDIA RTX A6000
819
NVIDIA H100 NVL (PCIe)
2124
8 GPU
NVIDIA RTX A6000
1816
NVIDIA H100 NVL (PCIe)
5950
Resnet152 (FP32 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Inception V3 (FP16)
1 GPU
NVIDIA RTX A6000
859
NVIDIA H100 NVL (PCIe)
1835
4 GPU
NVIDIA RTX A6000
3247
NVIDIA H100 NVL (PCIe)
7232
8 GPU
NVIDIA RTX A6000
6111
NVIDIA H100 NVL (PCIe)
15827
Inception V3 (FP16 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Inception V3 (FP32)
1 GPU
NVIDIA RTX A6000
353
NVIDIA H100 NVL (PCIe)
854
4 GPU
NVIDIA RTX A6000
1345
NVIDIA H100 NVL (PCIe)
3487
8 GPU
NVIDIA RTX A6000
3002
NVIDIA H100 NVL (PCIe)
9837
Inception V3 (FP32 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Inception V4 (FP16)
1 GPU
NVIDIA RTX A6000
397
NVIDIA H100 NVL (PCIe)
848
4 GPU
NVIDIA RTX A6000
1501
NVIDIA H100 NVL (PCIe)
3343
8 GPU
NVIDIA RTX A6000
2633
NVIDIA H100 NVL (PCIe)
6819
Inception V4 (FP16 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Inception V4 (FP32)
1 GPU
NVIDIA RTX A6000
157
NVIDIA H100 NVL (PCIe)
380
4 GPU
NVIDIA RTX A6000
598
NVIDIA H100 NVL (PCIe)
1551
8 GPU
NVIDIA RTX A6000
1372
NVIDIA H100 NVL (PCIe)
4496
Inception V4 (FP32 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
VGG16 (FP16)
1 GPU
NVIDIA RTX A6000
508
NVIDIA H100 NVL (PCIe)
1085
4 GPU
NVIDIA RTX A6000
1920
NVIDIA H100 NVL (PCIe)
4276
8 GPU
NVIDIA RTX A6000
6142
NVIDIA H100 NVL (PCIe)
15908
VGG16 (FP16 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
VGG16 (FP32)
1 GPU
NVIDIA RTX A6000
321
NVIDIA H100 NVL (PCIe)
776
4 GPU
NVIDIA RTX A6000
1223
NVIDIA H100 NVL (PCIe)
3171
8 GPU
NVIDIA RTX A6000
2674
NVIDIA H100 NVL (PCIe)
8762
VGG16 (FP32 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Googlenet (FP16)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Googlenet (FP32)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
(copy)
3D, GPU Rendering Benchmarks 2025 [Updated]
V-Ray
1 GPU
NVIDIA RTX A6000
2599
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Octane
1 GPU
NVIDIA RTX A6000
644
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Redshift
1 GPU
NVIDIA RTX A6000
3.01
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Blender
1 GPU
NVIDIA RTX A6000
5301.36
NVIDIA H100 NVL (PCIe)
5069.86
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Luxmark
1 GPU
NVIDIA RTX A6000
83609
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Unreal Engine
1 GPU
NVIDIA RTX A6000
48.6
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
RELION Cryo-EM Benchmarks 2025 [Updated]
Total run time
1 GPU
NVIDIA RTX A6000
197.6
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
59.4
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
BERT LARGE Training, Inference Benchmark 2025 [Updated]
Training Time (FP16)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Performance (FP16)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Training Time (FP32)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Performance (FP32)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
LLM Inference Benchmark 2025 [Updated]
Llama3.1 70B
1 GPU
NVIDIA RTX A6000
14.82
NVIDIA H100 NVL (PCIe)
32
2 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
32
4 GPU
NVIDIA RTX A6000
15.8
NVIDIA H100 NVL (PCIe)
n/a
Llama3.1 405B
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
0.1
2 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
3
NVIDIA H100 NVL (PCIe)
n/a
OpenAI gpt-oss-20b (FP4)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
OpenAI gpt-oss-120b (FP4)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA H100 NVL (PCIe)
n/a
Technical Specifications
Board Design
| NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| Length | 267 mm | 268 mm |
| Outputs | 4x DisplayPort | No outputs |
| Power Connectors | 8-pin EPS | 8-pin EPS |
| Slot width | Dual-slot | Dual-slot |
| TDP | 300 W | 700 W |
Clock Speeds
| NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| Boost Clock | 1860 MHz | 1837 MHz |
| GPU Clock | 1455 MHz | 1665 MHz |
| Memory Clock | 16000 MHz | 5300 MHz |
Graphics Card
| NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| Bus Interface | PCIe 4.0 x16 | PCIe 5.0 x16 |
| Generation | Quadro (Ax000) | Server Hopper (Hxx) |
Graphics Features
| NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| DirectX | 12 Ultimate (12_2) | |
| OpenCL | 3.0 | 3.0 |
| OpenGL | 4.6 | |
| Shader Model | 6.6 | |
| CUDA | 8.6 | 9.0 |
Graphics Processor
| NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| Architecture | Ampere | Hopper |
| Die Size | 628 mm2 | 814 mm2 |
| GPU Name | GA102 | GH100 |
| Process Size | 8 nm | 5 nm |
| Transistors | 28300 million | 80000 million |
Memory
| NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| Bandwidth | 768 GB/s | 3360 GB/s |
| Memory Bus | 384 bit | 5120 bit |
| Memory Size | 48 GB | 96 GB |
| Memory Type | GDDR6 | HBM3 |
Render Config
| NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| ROPs | 112 | 24 |
| RT Cores | 84 | |
| Shading Units/ CUDA Cores | 10752 | 16896 |
| TMUs | 336 | 528 |
| Tensor Cores | 336 | 528 |
Theoretical Performance
| NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| FP16 (half) performance | 38.71 TFLOPS | 248.3 TFLOPS |
| FP32 (float) performance | 38.71 TFLOPS | 62.08 TFLOPS |
| FP64 (double) performance | 1210 GFLOPS | 31040 GFLOPS |
| Pixel Rate | 201.6 GPixel/s | 44.09 GPixel/s |
| Texture Rate | 604.8 GTexel/s | 969.9 GTexel/s |
Price
| NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| MSRP | 4649 $ | $ |
| Release Date | Oct 5th, 2020 | Mar 21st, 2023 |
Test bench configuration
| NVIDIA RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| Hardware | BIZON X5000 More details | BIZON X5000 More details |
| Software | 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 RTX A6000 | NVIDIA H100 NVL (PCIe) | |
|---|---|---|
| Best GPU workstations | BIZON X5500 | BIZON X5500 |
| Best NVIDIA GPU servers | BIZON X7000 | BIZON X7000 |