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NVIDIA RTX A6000 vs NVIDIA RTX 4090 vs NVIDIA RTX 6000 Ada
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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 RTX A6000
1424
NVIDIA RTX 4090
1720
NVIDIA RTX 6000 Ada
1800
4 GPU
NVIDIA RTX A6000
5383
NVIDIA RTX 4090
5934
NVIDIA RTX 6000 Ada
6369
8 GPU
NVIDIA RTX A6000
11610
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
16968
Resnet50 (FP16 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Resnet50 (FP32)
1 GPU
NVIDIA RTX A6000
558
NVIDIA RTX 4090
927
NVIDIA RTX 6000 Ada
709
4 GPU
NVIDIA RTX A6000
2126
NVIDIA RTX 4090
1715
NVIDIA RTX 6000 Ada
2692
8 GPU
NVIDIA RTX A6000
4494
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
7607
Resnet50 (FP32 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Resnet152 (FP16)
1 GPU
NVIDIA RTX A6000
577
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
729
4 GPU
NVIDIA RTX A6000
2181
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
2581
8 GPU
NVIDIA RTX A6000
4792
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
7004
Resnet152 (FP16 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Resnet152 (FP32)
1 GPU
NVIDIA RTX A6000
215
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
273
4 GPU
NVIDIA RTX A6000
819
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
1037
8 GPU
NVIDIA RTX A6000
1816
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
3074
Resnet152 (FP32 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Inception V3 (FP16)
1 GPU
NVIDIA RTX A6000
859
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
1086
4 GPU
NVIDIA RTX A6000
3247
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
3842
8 GPU
NVIDIA RTX A6000
6111
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
8931
Inception V3 (FP16 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Inception V3 (FP32)
1 GPU
NVIDIA RTX A6000
353
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
449
4 GPU
NVIDIA RTX A6000
1345
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
1703
8 GPU
NVIDIA RTX A6000
3002
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
5081
Inception V3 (FP32 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Inception V4 (FP16)
1 GPU
NVIDIA RTX A6000
397
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
502
4 GPU
NVIDIA RTX A6000
1501
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
1776
8 GPU
NVIDIA RTX A6000
2633
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
3848
Inception V4 (FP16 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Inception V4 (FP32)
1 GPU
NVIDIA RTX A6000
157
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
200
4 GPU
NVIDIA RTX A6000
598
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
757
8 GPU
NVIDIA RTX A6000
1372
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
2322
Inception V4 (FP32 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
VGG16 (FP16)
1 GPU
NVIDIA RTX A6000
508
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
642
4 GPU
NVIDIA RTX A6000
1920
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
2272
8 GPU
NVIDIA RTX A6000
6142
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
8977
VGG16 (FP16 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
VGG16 (FP32)
1 GPU
NVIDIA RTX A6000
321
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
408
4 GPU
NVIDIA RTX A6000
1223
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
1549
8 GPU
NVIDIA RTX A6000
2674
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
4526
VGG16 (FP32 XLA)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Googlenet (FP16)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Googlenet (FP32)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
3D, GPU Rendering Benchmarks 2024–2025 [Updated]
V-Ray
1 GPU
NVIDIA RTX A6000
2599
NVIDIA RTX 4090
5556
NVIDIA RTX 6000 Ada
4798
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Octane
1 GPU
NVIDIA RTX A6000
644
NVIDIA RTX 4090
1445
NVIDIA RTX 6000 Ada
1140
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Redshift
1 GPU
NVIDIA RTX A6000
3.01
NVIDIA RTX 4090
1.16
NVIDIA RTX 6000 Ada
1.27
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Blender
1 GPU
NVIDIA RTX A6000
5301.36
NVIDIA RTX 4090
12123.96
NVIDIA RTX 6000 Ada
11864.76
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Luxmark
1 GPU
NVIDIA RTX A6000
83609
NVIDIA RTX 4090
158815
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Unreal Engine
1 GPU
NVIDIA RTX A6000
48.6
NVIDIA RTX 4090
92.1
NVIDIA RTX 6000 Ada
78.5
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
RELION Cryo-EM Benchmarks 2024-2025 [Updated]
Total run time
1 GPU
NVIDIA RTX A6000
197.6
NVIDIA RTX 4090
105.2
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
59.4
NVIDIA RTX 4090
53.2
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
BERT LARGE Training, Inference Benchmark 2024-2025 [Updated]
Training Time (FP16)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Performance (FP16)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Training Time (FP32)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Performance (FP32)
1 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
8 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Llama3 70B Inference Benchmark 2024–2025 [Updated]
Eval rate
1 GPU
NVIDIA RTX A6000
14.82
NVIDIA RTX 4090
9.95
NVIDIA RTX 6000 Ada
18.06
2 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
19.99
NVIDIA RTX 6000 Ada
n/a
4 GPU
NVIDIA RTX A6000
n/a
NVIDIA RTX 4090
n/a
NVIDIA RTX 6000 Ada
n/a
Technical Specifications
Board Design
| NVIDIA RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| Length | 267 mm | 336 mm | 267 mm |
| Outputs | 4x DisplayPort | 1x HDMI, 3x DisplayPort | 4x DisplayPort |
| Power Connectors | 8-pin EPS | 1x 16-pin | 1x 16-pin |
| Slot width | Dual-slot | Triple-slot | Dual-slot |
| TDP | 300 W | 450 W | 300 W |
Clock Speeds
| NVIDIA RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| Boost Clock | 1860 MHz | 2520 MHz | 2505 MHz |
| GPU Clock | 1455 MHz | 2235 MHz | 915 MHz |
| Memory Clock | 16000 MHz | 21200 MHz | 20000 MHz |
Graphics Card
| NVIDIA RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| Bus Interface | PCIe 4.0 x16 | PCIe 4.0 x16 | PCIe 4.0 x16 |
| Generation | Quadro (Ax000) | GeForce 40 | Quadro Ada (x000A) |
Graphics Features
| NVIDIA RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| DirectX | 12 Ultimate (12_2) | 12 Ultimate (12_2) | 12 Ultimate (12_2) |
| OpenCL | 3.0 | 3.0 | 3.0 |
| OpenGL | 4.6 | 4.6 | 4.6 |
| Shader Model | 6.6 | 6.7 | 6.7 |
| CUDA | 8.6 | 8.9 | 8.9 |
Graphics Processor
| NVIDIA RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| Architecture | Ampere | Ada Lovelace | Ada Lovelace |
| Die Size | 628 mm2 | 608 mm2 | 608 mm2 |
| GPU Name | GA102 | AD102-300-A1 | AD102 |
| Process Size | 8 nm | 5 nm | 5 nm |
| Transistors | 28300 million | 76300 million | 76300 million |
Memory
| NVIDIA RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| Bandwidth | 768 GB/s | 1018 GB/s | 960 GB/s |
| Memory Bus | 384 bit | 384 bit | 384 bit |
| Memory Size | 48 GB | 24 GB | 48 GB |
| Memory Type | GDDR6 | GDDR6X | GDDR6 |
Render Config
| NVIDIA RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| ROPs | 112 | 192 | 192 |
| RT Cores | 84 | 128 | 142 |
| Shading Units/ CUDA Cores | 10752 | 16384 | 18176 |
| TMUs | 336 | 512 | 568 |
| Tensor Cores | 336 | 512 | 568 |
Theoretical Performance
| NVIDIA RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| FP16 (half) performance | 38.71 TFLOPS | 82.58 TFLOPS | 91.06 TFLOPS |
| FP32 (float) performance | 38.71 TFLOPS | 82.58 TFLOPS | 91.06 TFLOPS |
| FP64 (double) performance | 1210 GFLOPS | 1290 GFLOPS | 1423 GFLOPS |
| Pixel Rate | 201.6 GPixel/s | 483.8 GPixel/s | 481 GPixel/s |
| Texture Rate | 604.8 GTexel/s | 1290 GTexel/s | 1423 GTexel/s |
Price
| NVIDIA RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| MSRP | 4649 $ | 1599 $ | 6799 $ |
| Release Date | Oct 5th, 2020 | Oct 12th, 2022 | Jan 20th, 2023 |
Test bench configuration
| NVIDIA RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| Hardware | BIZON X5000 More details | BIZON X5500 More details | BIZON X5500 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: 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 RTX A6000 | NVIDIA RTX 4090 | NVIDIA RTX 6000 Ada | |
|---|---|---|---|
| Best GPU workstations | BIZON X5500 | BIZON X5500 | BIZON X5500 |
| Best NVIDIA GPU servers | BIZON X7000 | BIZON X7000 |