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NVIDIA RTX 2080 Ti vs NVIDIA RTX 4090
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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 2080 Ti
488.56
NVIDIA RTX 4090
1720
4 GPU
NVIDIA RTX 2080 Ti
1597.66
NVIDIA RTX 4090
5934
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Resnet50 (FP16 XLA)
1 GPU
NVIDIA RTX 2080 Ti
741.26
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
2465.23
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Resnet50 (FP32)
1 GPU
NVIDIA RTX 2080 Ti
302.88
NVIDIA RTX 4090
927
4 GPU
NVIDIA RTX 2080 Ti
1075.19
NVIDIA RTX 4090
1715
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Resnet50 (FP32 XLA)
1 GPU
NVIDIA RTX 2080 Ti
330.72
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
1132.16
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Resnet152 (FP16)
1 GPU
NVIDIA RTX 2080 Ti
213.35
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
681.19
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Resnet152 (FP16 XLA)
1 GPU
NVIDIA RTX 2080 Ti
290.23
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
977.06
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Resnet152 (FP32)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Resnet152 (FP32 XLA)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Inception V3 (FP16)
1 GPU
NVIDIA RTX 2080 Ti
293.76
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
1031
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Inception V3 (FP16 XLA)
1 GPU
NVIDIA RTX 2080 Ti
404.99
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
1467.97
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Inception V3 (FP32)
1 GPU
NVIDIA RTX 2080 Ti
198.81
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
739.49
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Inception V3 (FP32 XLA)
1 GPU
NVIDIA RTX 2080 Ti
215.54
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
772.66
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Inception V4 (FP16)
1 GPU
NVIDIA RTX 2080 Ti
155.84
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
564.62
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Inception V4 (FP16 XLA)
1 GPU
NVIDIA RTX 2080 Ti
220.7
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
790.82
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Inception V4 (FP32)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Inception V4 (FP32 XLA)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
VGG16 (FP16)
1 GPU
NVIDIA RTX 2080 Ti
264.14
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
578.14
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
VGG16 (FP16 XLA)
1 GPU
NVIDIA RTX 2080 Ti
324.85
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
926.34
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
VGG16 (FP32)
1 GPU
NVIDIA RTX 2080 Ti
178.65
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
452.2
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
VGG16 (FP32 XLA)
1 GPU
NVIDIA RTX 2080 Ti
194.89
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
528.33
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Googlenet (FP16)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Googlenet (FP32)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
(copy)
3D, GPU Rendering Benchmarks 2025 [Updated]
V-Ray
1 GPU
NVIDIA RTX 2080 Ti
345
NVIDIA RTX 4090
5556
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Octane
1 GPU
NVIDIA RTX 2080 Ti
368
NVIDIA RTX 4090
1445
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Redshift
1 GPU
NVIDIA RTX 2080 Ti
8.38
NVIDIA RTX 4090
1.16
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Blender
1 GPU
NVIDIA RTX 2080 Ti
3163.85
NVIDIA RTX 4090
12123.96
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Luxmark
1 GPU
NVIDIA RTX 2080 Ti
33195
NVIDIA RTX 4090
158815
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Unreal Engine
1 GPU
NVIDIA RTX 2080 Ti
30.1
NVIDIA RTX 4090
92.1
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
RELION Cryo-EM Benchmarks 2025 [Updated]
Total run time
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
105.2
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
53.2
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
BERT LARGE Training, Inference Benchmark 2025 [Updated]
Training Time (FP16)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Performance (FP16)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Training Time (FP32)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Performance (FP32)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
LLM Inference Benchmark 2025 [Updated]
Llama3.1 70B
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
10
2 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
20.3
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
20
Llama3.1 405B
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
2 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
OpenAI gpt-oss-20b (FP4)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
OpenAI gpt-oss-120b (FP4)
1 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
4 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
8 GPU
NVIDIA RTX 2080 Ti
n/a
NVIDIA RTX 4090
n/a
Technical Specifications
Board Design
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| Length | 267 mm | 336 mm |
| Outputs | 1x HDMI, 3x DisplayPort, 1x USB Type-C | 1x HDMI, 3x DisplayPort |
| Power Connectors | 2x 8-pin | 1x 16-pin |
| Slot width | Dual-slot | Triple-slot |
| TDP | 250 W | 450 W |
Clock Speeds
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| Boost Clock | 1545 MHz | 2520 MHz |
| GPU Clock | 1350 MHz | 2235 MHz |
| Memory Clock | 14000 MHz | 21200 MHz |
Graphics Card
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| Bus Interface | PCIe 3.0 x16 | PCIe 4.0 x16 |
| Generation | GeForce 20 | GeForce 40 |
Graphics Features
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| DirectX | 12 Ultimate (12_1) | 12 Ultimate (12_2) |
| OpenCL | 2.0 | 3.0 |
| OpenGL | 4.6 | 4.6 |
| Shader Model | 6.5 | 6.7 |
| CUDA | 7.5 | 8.9 |
Graphics Processor
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| Architecture | Turing | Ada Lovelace |
| Die Size | 754 mm2 | 608 mm2 |
| GPU Name | TU102-300A-K1-A1 | AD102-300-A1 |
| Process Size | 12 nm | 5 nm |
| Transistors | 18600 million | 76300 million |
Memory
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| Bandwidth | 616 GB/s | 1018 GB/s |
| Memory Bus | 352 bit | 384 bit |
| Memory Size | 11 GB | 24 GB |
| Memory Type | GDDR6 | GDDR6X |
Render Config
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| ROPs | 88 | 192 |
| RT Cores | 68 | 128 |
| Shading Units/ CUDA Cores | 4352 | 16384 |
| TMUs | 272 | 512 |
| Tensor Cores | 544 | 512 |
Theoretical Performance
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| FP16 (half) performance | 26.9 TFLOPS | 82.58 TFLOPS |
| FP32 (float) performance | 13.45 TFLOPS | 82.58 TFLOPS |
| FP64 (double) performance | 420.2 GFLOPS | 1290 GFLOPS |
| Pixel Rate | 136 GPixel/s | 483.8 GPixel/s |
| Texture Rate | 420.2 GTexel/s | 1290 GTexel/s |
Price
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| MSRP | 1199 $ | 1599 $ |
| Release Date | Sep 20th, 2018 | Oct 12th, 2022 |
Test bench configuration
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| Hardware | BIZON G3000 More details | BIZON X5500 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: VRay Benchmark: Octane Benchmark: Redshift Benchmark: Blender: Luxmark: |
Recommended hardware
| NVIDIA RTX 2080 Ti | NVIDIA RTX 4090 | |
|---|---|---|
| Best GPU workstations | BIZON X5500 | BIZON X5500 |