GPU Benchmarks NVIDIA Titan RTX vs. NVIDIA RTX 3090 vs. NVIDIA RTX A4000
NVIDIA Titan RTX
NVIDIA RTX 3090
NVIDIA RTX A4000
Quick links:
- Benchmarks
- Specifications
- Deep Learning GPU Benchmarks 2024–2025
- 3D, GPU Rendering Benchmarks 2024–2025
- RELION Cryo-EM Benchmarks 2024-2025
- BERT LARGE Training, Inference Benchmark 2024-2025
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 NVIDIA Titan RTX vs NVIDIA RTX 3090 vs NVIDIA RTX A4000 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.
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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]↑
As of May 2025
Resnet50 (FP16)
1 GPU
NVIDIA Titan RTX
599.29 points
NVIDIA RTX 3090
1071 points
NVIDIA RTX A4000
604 points
4 GPU
NVIDIA Titan RTX
1793.02 points
NVIDIA RTX 3090
2922 points
NVIDIA RTX A4000
1330 points
higher is better
Resnet50 (FP16 XLA)
1 GPU
NVIDIA Titan RTX
938.63 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
3015.66 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
higher is better
Resnet50 (FP32)
1 GPU
NVIDIA Titan RTX
330.9 points
NVIDIA RTX 3090
596 points
NVIDIA RTX A4000
232 points
4 GPU
NVIDIA Titan RTX
1111.27 points
NVIDIA RTX 3090
1625 points
NVIDIA RTX A4000
510 points
higher is better
Resnet50 (FP32 XLA)
1 GPU
NVIDIA Titan RTX
364.35 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
1231.15 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
higher is better
Resnet152 (FP16)
1 GPU
NVIDIA Titan RTX
267.62 points
NVIDIA RTX 3090
491 points
NVIDIA RTX A4000
245 points
4 GPU
NVIDIA Titan RTX
751.47 points
NVIDIA RTX 3090
1029 points
NVIDIA RTX A4000
539 points
higher is better
Resnet152 (FP16 XLA)
1 GPU
NVIDIA Titan RTX
369.05 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
1205.22 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
higher is better
Resnet152 (FP32)
1 GPU
NVIDIA Titan RTX
139.43 points
NVIDIA RTX 3090
223 points
NVIDIA RTX A4000
89 points
4 GPU
NVIDIA Titan RTX
450.18 points
NVIDIA RTX 3090
434 points
NVIDIA RTX A4000
196 points
higher is better
Resnet152 (FP32 XLA)
1 GPU
NVIDIA Titan RTX
147.6 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
502.34 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
higher is better
Inception V3 (FP16)
1 GPU
NVIDIA Titan RTX
374 points
NVIDIA RTX 3090
715 points
NVIDIA RTX A4000
364 points
4 GPU
NVIDIA Titan RTX
1226.21 points
NVIDIA RTX 3090
1720 points
NVIDIA RTX A4000
802 points
higher is better
Inception V3 (FP16 XLA)
1 GPU
NVIDIA Titan RTX
543.32 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
1901.16 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
higher is better
Inception V3 (FP32)
1 GPU
NVIDIA Titan RTX
226.3 points
NVIDIA RTX 3090
399 points
NVIDIA RTX A4000
146 points
4 GPU
NVIDIA Titan RTX
814.29 points
NVIDIA RTX 3090
1267 points
NVIDIA RTX A4000
322 points
higher is better
Inception V3 (FP32 XLA)
1 GPU
NVIDIA Titan RTX
244.12 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
967.93 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
higher is better
Inception V4 (FP16)
1 GPU
NVIDIA Titan RTX
200.71 points
NVIDIA RTX 3090
383 points
NVIDIA RTX A4000
157 points
4 GPU
NVIDIA Titan RTX
664.39 points
NVIDIA RTX 3090
1022 points
NVIDIA RTX A4000
346 points
higher is better
Inception V4 (FP16 XLA)
1 GPU
NVIDIA Titan RTX
298.5 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
1042.2 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
higher is better
Inception V4 (FP32)
1 GPU
NVIDIA Titan RTX
111.56 points
NVIDIA RTX 3090
156 points
NVIDIA RTX A4000
65 points
4 GPU
NVIDIA Titan RTX
394.81 points
NVIDIA RTX 3090
319 points
NVIDIA RTX A4000
144 points
higher is better
Inception V4 (FP32 XLA)
1 GPU
NVIDIA Titan RTX
118.83 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
427.81 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
higher is better
VGG16 (FP16)
1 GPU
NVIDIA Titan RTX
366.59 points
NVIDIA RTX 3090
577 points
NVIDIA RTX A4000
216 points
4 GPU
NVIDIA Titan RTX
518.28 points
NVIDIA RTX 3090
1004 points
NVIDIA RTX A4000
474 points
higher is better
VGG16 (FP16 XLA)
1 GPU
NVIDIA Titan RTX
504.48 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
1235.83 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
higher is better
VGG16 (FP32)
1 GPU
NVIDIA Titan RTX
199.68 points
NVIDIA RTX 3090
341 points
NVIDIA RTX A4000
133 points
4 GPU
NVIDIA Titan RTX
400.25 points
NVIDIA RTX 3090
1077 points
NVIDIA RTX A4000
293 points
higher is better
VGG16 (FP32 XLA)
1 GPU
NVIDIA Titan RTX
218.47 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
559.34 points
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
higher is better
3D, GPU Rendering Benchmarks 2024–2025 [Updated]↑
As of May 2025
V-Ray
1 GPU
NVIDIA Titan RTX
382 points
NVIDIA RTX 3090
2185 points
NVIDIA RTX A4000
1594 points
higher is better
Octane
1 GPU
NVIDIA Titan RTX
377 points
NVIDIA RTX 3090
769 points
NVIDIA RTX A4000
442 points
higher is better
Redshift
1 GPU
NVIDIA Titan RTX
8.2 minutes
NVIDIA RTX 3090
2.3 minutes
NVIDIA RTX A4000
4.4 minutes
lower is better
Blender
1 GPU
NVIDIA Titan RTX
3434.73 score
NVIDIA RTX 3090
6010.36 score
NVIDIA RTX A4000
3285.59 score
higher is better
Luxmark
1 GPU
NVIDIA Titan RTX
36654 points
NVIDIA RTX 3090
95123 points
NVIDIA RTX A4000
n/a
higher is better
Unreal Engine
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
47.6 FPS
NVIDIA RTX A4000
26.4 FPS
higher is better
RELION Cryo-EM Benchmarks 2024-2025 [Updated]↑
As of May 2025
Total run time
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
165.9 Min
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
57.1 Min
NVIDIA RTX A4000
n/a
lower is better
BERT LARGE Training, Inference Benchmark 2024-2025 [Updated]↑
As of May 2025
Training Time (FP16)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
2.05 Hrs
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
2.63 Hrs
Seq=128, BS=4
Performance (FP16)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
30.59 sent/sec
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
102.85 sent/sec
Seq=128, BS=4
Training Time (FP32)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
3.85 Hrs
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
4.48 Hrs
Seq=384, BS=8
Performance (FP32)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
29.18 sent/sec
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
105.07 sent/sec
Seq=384, BS=8
Technical Specifications
Board Design
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| Length | 11 in / 267 mm | 13 in / 336 mm | 9 in / 241 mm |
| Outputs | 1x HDMI, 3x DisplayPort, 1x USB Type-C | 1x HDMI, 3x DisplayPort | 4x DisplayPort |
| Power Connectors | 2x 8-pin | 1x 12-pin | 1x 6-pin |
| Slot width | Dual-slot | Triple-slot | Single-slot |
| TDP | 280 W | 350 W | 140 W |
Clock Speeds
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| Boost Clock | 1770 MHz | 1695 MHz | 1560 MHz |
| GPU Clock | 1350 MHz | 1395 MHz | 735 MHz |
| Memory Clock | 14000 MHz | 19500 MHz | 16000 MHz |
Graphics Card
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| Bus Interface | PCIe 3.0 x16 | PCIe 4.0 x16 | PCIe 4.0 x16 |
| Generation | GeForce 20 | GeForce 30 | Quadro (Ax000) |
Graphics Features
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| DirectX | 12 Ultimate (12_1) | 12 Ultimate (12_2) | 12 Ultimate (12_2) |
| OpenCL | 2 | 3 | 3 |
| OpenGL | 4.6 | 4.6 | 4.6 |
| Shader Model | 6.5 | 6.6 | 6.6 |
| CUDA | 7.5 | 8.6 | 8.6 |
Graphics Processor
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| Architecture | Turing | Ampere | Ampere |
| Die Size | 754 mm2 | 628 mm2 | 392 mm2 |
| GPU Name | TU102-400-A1 | GA102-300-A1 | GA104 |
| Process Size | 12 nm | 8 nm | 8 nm |
| Transistors | 18600 million | 28300 million | 17400 million |
Memory
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| Bandwidth | 672 GB/s | 936.2 GB/s | 448 GB/s |
| Memory Bus | 384 bit | 384 bit | 256 bit |
| Memory Size | 24 GB | 24 GB | 16 GB |
| Memory Type | GDDR6 | GDDR6X | GDDR6 |
Render Config
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| ROPs | 96 | 112 | 96 |
| RT Cores | 72 | 82 | 48 |
| Shading Units/ CUDA Cores | 4608 | 10496 | 6144 |
| TMUs | 288 | 328 | 192 |
| Tensor Cores | 576 | 328 | 192 |
Theoretical Performance
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| FP16 (half) performance | 32.62 TFLOPS | 35.58 TFLOPS | 19.17 TFLOPS |
| FP32 (float) performance | 16.31 TFLOPS | 35.58 TFLOPS | 19.17 TFLOPS |
| FP64 (double) performance | 509.8 GFLOPS | 556 GFLOPS | 599 GFLOPS |
| Pixel Rate | 169.9 GPixel/s | 189.8 GPixel/s | 149.8 GPixel/s |
| Texture Rate | 509.8 GTexel/s | 556 GTexel/s | 299.5 GTexel/s |
Price
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| MSRP | $2,499.00 | $1,499.00 | $999.00 |
| Release Date | Dec 18th, 2018 | Sep 1st, 2020 | Apr 12th, 2021 |
Test bench configuration
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| Hardware | BIZON ZX5000 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: 456.38 VRay Benchmark: 5 Octane Benchmark: 2020.1.5 Redshift Benchmark: 3.0.28 Demo Blender: 2.90 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 |
Recommended hardware
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| Best GPU workstations | BIZON X5500 | BIZON X5500 | BIZON X5500 |
| Best NVIDIA GPU servers | - | - | BIZON X7000 |
