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NVIDIA H100 NVL (PCIe) vs NVIDIA RTX 4090 vs NVIDIA RTX 4080
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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 H100 NVL (PCIe)
3042
NVIDIA RTX 4090
1720
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
11989
NVIDIA RTX 4090
5934
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
30070
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Resnet50 (FP16 XLA)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Resnet50 (FP32)
1 GPU
NVIDIA H100 NVL (PCIe)
1350
NVIDIA RTX 4090
927
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
5513
NVIDIA RTX 4090
1715
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
14725
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Resnet50 (FP32 XLA)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Resnet152 (FP16)
1 GPU
NVIDIA H100 NVL (PCIe)
1232
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
4858
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
12411
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Resnet152 (FP16 XLA)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Resnet152 (FP32)
1 GPU
NVIDIA H100 NVL (PCIe)
520
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
2124
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
5950
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Resnet152 (FP32 XLA)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Inception V3 (FP16)
1 GPU
NVIDIA H100 NVL (PCIe)
1835
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
7232
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
15827
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Inception V3 (FP16 XLA)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Inception V3 (FP32)
1 GPU
NVIDIA H100 NVL (PCIe)
854
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
3487
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
9837
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Inception V3 (FP32 XLA)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Inception V4 (FP16)
1 GPU
NVIDIA H100 NVL (PCIe)
848
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
3343
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
6819
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Inception V4 (FP16 XLA)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Inception V4 (FP32)
1 GPU
NVIDIA H100 NVL (PCIe)
380
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
1551
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
4496
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Inception V4 (FP32 XLA)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
VGG16 (FP16)
1 GPU
NVIDIA H100 NVL (PCIe)
1085
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
4276
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
15908
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
VGG16 (FP16 XLA)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
VGG16 (FP32)
1 GPU
NVIDIA H100 NVL (PCIe)
776
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
3171
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
8762
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
VGG16 (FP32 XLA)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Googlenet (FP16)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Googlenet (FP32)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
3D, GPU Rendering Benchmarks 2024–2025 [Updated]
V-Ray
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
5556
NVIDIA RTX 4080
4048
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Octane
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
1445
NVIDIA RTX 4080
986
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Redshift
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
1.16
NVIDIA RTX 4080
1.47
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Blender
1 GPU
NVIDIA H100 NVL (PCIe)
5069.86
NVIDIA RTX 4090
12123.96
NVIDIA RTX 4080
9258.94
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Luxmark
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
158815
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Unreal Engine
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
92.1
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
RELION Cryo-EM Benchmarks 2024-2025 [Updated]
Total run time
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
105.2
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
53.2
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
BERT LARGE Training, Inference Benchmark 2024-2025 [Updated]
Training Time (FP16)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Performance (FP16)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Training Time (FP32)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Performance (FP32)
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
8 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Llama3 70B Inference Benchmark 2024–2025 [Updated]
Eval rate
1 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
9.95
NVIDIA RTX 4080
n/a
2 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
19.99
NVIDIA RTX 4080
n/a
4 GPU
NVIDIA H100 NVL (PCIe)
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 4080
n/a
Technical Specifications
Board Design
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| Length | 268 mm | 336 mm | 336 mm |
| Outputs | No outputs | 1x HDMI, 3x DisplayPort | 1x HDMI, 3x DisplayPort |
| Power Connectors | 8-pin EPS | 1x 16-pin | 1x 16-pin |
| Slot width | Dual-slot | Triple-slot | Dual-slot |
| TDP | 700 W | 450 W | 320 W |
Clock Speeds
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| Boost Clock | 1837 MHz | 2520 MHz | 2505 MHz |
| GPU Clock | 1665 MHz | 2235 MHz | 2205 MHz |
| Memory Clock | 5300 MHz | 21200 MHz | 23000 MHz |
Graphics Card
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| Bus Interface | PCIe 5.0 x16 | PCIe 4.0 x16 | PCIe 4.0 x16 |
| Generation | Server Hopper (Hxx) | GeForce 40 | GeForce 40 |
Graphics Features
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| OpenCL | 3.0 | 3.0 | 3.0 |
| CUDA | 9.0 | 8.9 | 8.9 |
| DirectX | 12 Ultimate (12_2) | 12 Ultimate (12_2) | |
| OpenGL | 4.6 | 4.6 | |
| Shader Model | 6.7 | 6.7 |
Graphics Processor
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| Architecture | Hopper | Ada Lovelace | Ada Lovelace |
| Die Size | 814 mm2 | 608 mm2 | 379 mm2 |
| GPU Name | GH100 | AD102-300-A1 | AD103-300-A1 |
| Process Size | 5 nm | 5 nm | 5 nm |
| Transistors | 80000 million | 76300 million | 45900 million |
Memory
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| Bandwidth | 3360 GB/s | 1018 GB/s | 735.7 GB/s |
| Memory Bus | 5120 bit | 384 bit | 256 bit |
| Memory Size | 96 GB | 24 GB | 16 GB |
| Memory Type | HBM3 | GDDR6X | GDDR6X |
Render Config
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| ROPs | 24 | 192 | 96 |
| Shading Units/ CUDA Cores | 16896 | 16384 | 9728 |
| TMUs | 528 | 512 | 304 |
| Tensor Cores | 528 | 512 | 304 |
| RT Cores | 128 | 76 |
Theoretical Performance
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| FP16 (half) performance | 248.3 TFLOPS | 82.58 TFLOPS | 48.74 TFLOPS |
| FP32 (float) performance | 62.08 TFLOPS | 82.58 TFLOPS | 48.74 TFLOPS |
| FP64 (double) performance | 31040 GFLOPS | 1290 GFLOPS | 761.5 GFLOPS |
| Pixel Rate | 44.09 GPixel/s | 483.8 GPixel/s | 240.5 GPixel/s |
| Texture Rate | 969.9 GTexel/s | 1290 GTexel/s | 761.5 GTexel/s |
Price
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| Release Date | Mar 21st, 2023 | Oct 12th, 2022 | Nov 16th, 2022 |
| MSRP | $ | 1599 $ | 1199 $ |
Test bench configuration
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| Hardware | BIZON X5000 More details | BIZON X5500 More details | BIZON X5500 More details |
| Software | 3D Rendering: VRay Benchmark: 5 Octane Benchmark: 2020.1.5 Redshift Benchmark: 3.0.28 Demo Blender: 2.90 Luxmark: 3.1 | 3D Rendering: Nvidia Driver: VRay Benchmark: Octane Benchmark: Redshift Benchmark: Blender: Luxmark: | 3D Rendering: Nvidia Driver: VRay Benchmark: Octane Benchmark: Redshift Benchmark: Blender: Luxmark: |
Recommended hardware
| NVIDIA H100 NVL (PCIe) | NVIDIA RTX 4090 | NVIDIA RTX 4080 | |
|---|---|---|---|
| Best GPU workstations | BIZON X5500 | BIZON X5500 | BIZON X5500 |
| Best NVIDIA GPU servers | BIZON X7000 |