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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.


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Featured GPU benchmarks:

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

Llama3 70B Inference Benchmark 2024 [Updated]

Eval rate

1 GPU
NVIDIA Titan RTX
n/a
NVIDIA RTX 3090
n/a
NVIDIA RTX A4000
n/a
2 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

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
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