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NVIDIA Titan RTX vs NVIDIA RTX 3090 vs NVIDIA RTX A4000
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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 2023–2024 [Updated]
Resnet50 (FP16)
1 GPU
NVIDIA Titan RTX
599.29
NVIDIA RTX 3090
1071
NVIDIA RTX A4000
604
4 GPU
NVIDIA Titan RTX
1793.02
NVIDIA RTX 3090
2922
NVIDIA RTX A4000
1330
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Resnet50 (FP16 XLA)
1 GPU
NVIDIA Titan RTX
938.63
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
3015.66
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Resnet50 (FP32)
1 GPU
NVIDIA Titan RTX
330.9
NVIDIA RTX 3090
596
NVIDIA RTX A4000
232
4 GPU
NVIDIA Titan RTX
1111.27
NVIDIA RTX 3090
1625
NVIDIA RTX A4000
510
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Resnet50 (FP32 XLA)
1 GPU
NVIDIA Titan RTX
364.35
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
1231.15
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Resnet152 (FP16)
1 GPU
NVIDIA Titan RTX
267.62
NVIDIA RTX 3090
491
NVIDIA RTX A4000
245
4 GPU
NVIDIA Titan RTX
751.47
NVIDIA RTX 3090
1029
NVIDIA RTX A4000
539
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Resnet152 (FP16 XLA)
1 GPU
NVIDIA Titan RTX
369.05
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
1205.22
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Resnet152 (FP32)
1 GPU
NVIDIA Titan RTX
139.43
NVIDIA RTX 3090
223
NVIDIA RTX A4000
89
4 GPU
NVIDIA Titan RTX
450.18
NVIDIA RTX 3090
434
NVIDIA RTX A4000
196
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Resnet152 (FP32 XLA)
1 GPU
NVIDIA Titan RTX
147.6
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
502.34
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Inception V3 (FP16)
1 GPU
NVIDIA Titan RTX
374
NVIDIA RTX 3090
715
NVIDIA RTX A4000
364
4 GPU
NVIDIA Titan RTX
1226.21
NVIDIA RTX 3090
1720
NVIDIA RTX A4000
802
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Inception V3 (FP16 XLA)
1 GPU
NVIDIA Titan RTX
543.32
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
1901.16
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Inception V3 (FP32)
1 GPU
NVIDIA Titan RTX
226.3
NVIDIA RTX 3090
399
NVIDIA RTX A4000
146
4 GPU
NVIDIA Titan RTX
814.29
NVIDIA RTX 3090
1267
NVIDIA RTX A4000
322
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Inception V3 (FP32 XLA)
1 GPU
NVIDIA Titan RTX
244.12
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
967.93
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Inception V4 (FP16)
1 GPU
NVIDIA Titan RTX
200.71
NVIDIA RTX 3090
383
NVIDIA RTX A4000
157
4 GPU
NVIDIA Titan RTX
664.39
NVIDIA RTX 3090
1022
NVIDIA RTX A4000
346
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Inception V4 (FP16 XLA)
1 GPU
NVIDIA Titan RTX
298.5
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
1042.2
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Inception V4 (FP32)
1 GPU
NVIDIA Titan RTX
111.56
NVIDIA RTX 3090
156
NVIDIA RTX A4000
65
4 GPU
NVIDIA Titan RTX
394.81
NVIDIA RTX 3090
319
NVIDIA RTX A4000
144
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Inception V4 (FP32 XLA)
1 GPU
NVIDIA Titan RTX
118.83
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
427.81
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
VGG16 (FP16)
1 GPU
NVIDIA Titan RTX
366.59
NVIDIA RTX 3090
577
NVIDIA RTX A4000
216
4 GPU
NVIDIA Titan RTX
518.28
NVIDIA RTX 3090
1004
NVIDIA RTX A4000
474
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
VGG16 (FP16 XLA)
1 GPU
NVIDIA Titan RTX
504.48
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
1235.83
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
VGG16 (FP32)
1 GPU
NVIDIA Titan RTX
199.68
NVIDIA RTX 3090
341
NVIDIA RTX A4000
133
4 GPU
NVIDIA Titan RTX
400.25
NVIDIA RTX 3090
1077
NVIDIA RTX A4000
293
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
VGG16 (FP32 XLA)
1 GPU
NVIDIA Titan RTX
218.47
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
559.34
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Googlenet (FP16)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Googlenet (FP32)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
3D, GPU Rendering Benchmarks 2023–2024 [Updated]
V-Ray
1 GPU
NVIDIA Titan RTX
382
NVIDIA RTX 3090
2185
NVIDIA RTX A4000
1594
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Octane
1 GPU
NVIDIA Titan RTX
377
NVIDIA RTX 3090
769
NVIDIA RTX A4000
442
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Redshift
1 GPU
NVIDIA Titan RTX
8.2
NVIDIA RTX 3090
2.3
NVIDIA RTX A4000
4.4
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Blender
1 GPU
NVIDIA Titan RTX
3434.73
NVIDIA RTX 3090
6010.36
NVIDIA RTX A4000
3285.59
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Luxmark
1 GPU
NVIDIA Titan RTX
36654
NVIDIA RTX 3090
95123
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Unreal Engine
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
47.6
NVIDIA RTX A4000
26.4
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
RELION Cryo-EM Benchmarks 2023-2024 [Updated]
Total run time
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
165.9
NVIDIA RTX A4000
n/a
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
57.1
NVIDIA RTX A4000
n/a
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
BERT LARGE Training, Inference Benchmark 2023-2024 [Updated]
Training Time (FP16)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
2.05
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
2.63
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Performance (FP16)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
30.59
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
102.85
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Training Time (FP32)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
3.85
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
4.48
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Performance (FP32)
1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
29.18
4 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
105.07
8 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
Technical Specifications
Board Design
| NVIDIA Titan RTX | NVIDIA RTX 3090 | NVIDIA RTX A4000 | |
|---|---|---|---|
| Length | 267 mm | 336 mm | 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 | 2.0 | 3.0 | 3.0 |
| 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 | 2499 $ | 1499 $ | 999 $ |
| 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 |