NVIDIA RTX 2080 Ti vs NVIDIA Titan RTX vs NVIDIA Quadro RTX 8000
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 6000
NVIDIA Quadro RTX 8000
NVIDIA GTX 1080 Ti
NVIDIA Titan V
NVIDIA Tesla V100
NVIDIA GTX 780
NVIDIA GTX 780 Ti
NVIDIA GTX 960
NVIDIA GTX 980
NVIDIA GTX 980 Ti
NVIDIA GTX 1050
NVIDIA GTX 1050 Ti
NVIDIA GTX 1060
NVIDIA GTX 1070
NVIDIA GTX 1070 Ti
NVIDIA GTX 1080
NVIDIA GTX 1650
NVIDIA GTX 1660
NVIDIA GTX 1660 Ti
NVIDIA RTX 2060
NVIDIA RTX 2060 Super
NVIDIA RTX 2070
NVIDIA RTX 2070 Super
NVIDIA RTX 2080
NVIDIA RTX 2080 Super
NVIDIA Titan Xp
NVIDIA Quadro M6000
NVIDIA Quadro P1000
NVIDIA Quadro P2000
NVIDIA Quadro P4000
NVIDIA Quadro P5000
NVIDIA Quadro P6000
NVIDIA Quadro GP100
NVIDIA Quadro GV100
NVIDIA Quadro RTX 4000
NVIDIA Quadro RTX 5000
NVIDIA RTX 3070
NVIDIA RTX 3080
NVIDIA RTX 3090
NVIDIA RTX A6000
NVIDIA RTX 3060
NVIDIA RTX 3060 Ti
NVIDIA A100 40 GB (PCIe)
NVIDIA A40
NVIDIA A10
NVIDIA A16
NVIDIA A30
NVIDIA RTX A4000
NVIDIA RTX A5000
NVIDIA RTX 3070 Ti
NVIDIA RTX 3080 Ti
NVIDIA A100 80 GB (PCIe)
NVIDIA A100 80 GB (SXM4)
NVIDIA RTX A4500
NVIDIA T400
NVIDIA T600
NVIDIA T1000
NVIDIA RTX A5500
NVIDIA RTX A2000
NVIDIA H100 (PCIe)
NVIDIA H100 (SXM5)
NVIDIA H100 CNX
NVIDIA RTX 3090 Ti
NVIDIA RTX 4090
NVIDIA RTX 4080
NVIDIA RTX 4070 Ti
NVIDIA RTX 6000 Ada
NVIDIA L40
NVIDIA RTX 4090 Ti (Unreleased)
NVIDIA RTX 4000 SFF Ada
NVIDIA RTX 4070
NVIDIA L40s
NVIDIA RTX 4000 Ada
NVIDIA RTX 4500 Ada
NVIDIA RTX 5000 Ada
NVIDIA A800 40 GB (PCIe)
NVIDIA A800 40 GB Active
NVIDIA H200 (SXM5)
NVIDIA GH200
NVIDIA L4
NVIDIA B200 (SXM)
NVIDIA RTX 5090 (Unreleased)
NVIDIA H200 (PCIe)
NVIDIA RTX 5080 (Unreleased)
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Quick links:
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:
Deep Learning GPU Benchmarks 2023–2024 [Updated]
Resnet50 (FP16)
1 GPU
NVIDIA RTX 2080 Ti
488.56
NVIDIA Quadro RTX 8000
571.49
4 GPU
NVIDIA RTX 2080 Ti
1597.66
NVIDIA Quadro RTX 8000
1933.29
8 GPU
NVIDIA Quadro RTX 8000
n/a
Resnet50 (FP16 XLA)
1 GPU
NVIDIA RTX 2080 Ti
741.26
NVIDIA Quadro RTX 8000
903.51
4 GPU
NVIDIA RTX 2080 Ti
2465.23
NVIDIA Quadro RTX 8000
3084.11
8 GPU
NVIDIA Quadro RTX 8000
n/a
Resnet50 (FP32)
1 GPU
NVIDIA RTX 2080 Ti
302.88
NVIDIA Quadro RTX 8000
369.64
4 GPU
NVIDIA RTX 2080 Ti
1075.19
NVIDIA Quadro RTX 8000
1180.79
8 GPU
NVIDIA Quadro RTX 8000
n/a
Resnet50 (FP32 XLA)
1 GPU
NVIDIA RTX 2080 Ti
330.72
NVIDIA Quadro RTX 8000
350.23
4 GPU
NVIDIA RTX 2080 Ti
1132.16
NVIDIA Quadro RTX 8000
1244.23
8 GPU
NVIDIA Quadro RTX 8000
n/a
Resnet152 (FP16)
1 GPU
NVIDIA RTX 2080 Ti
213.35
NVIDIA Quadro RTX 8000
253.91
4 GPU
NVIDIA RTX 2080 Ti
681.19
NVIDIA Quadro RTX 8000
882.63
8 GPU
NVIDIA Quadro RTX 8000
n/a
Resnet152 (FP16 XLA)
1 GPU
NVIDIA RTX 2080 Ti
290.23
NVIDIA Quadro RTX 8000
355.48
4 GPU
NVIDIA RTX 2080 Ti
977.06
NVIDIA Quadro RTX 8000
1213.04
8 GPU
NVIDIA Quadro RTX 8000
n/a
Resnet152 (FP32)
1 GPU
NVIDIA Quadro RTX 8000
130.9
4 GPU
NVIDIA Quadro RTX 8000
482.25
8 GPU
NVIDIA Quadro RTX 8000
n/a
Resnet152 (FP32 XLA)
1 GPU
NVIDIA Quadro RTX 8000
140.65
4 GPU
NVIDIA Quadro RTX 8000
502.4
8 GPU
NVIDIA Quadro RTX 8000
n/a
Inception V3 (FP16)
1 GPU
NVIDIA RTX 2080 Ti
293.76
NVIDIA Quadro RTX 8000
350.25
4 GPU
NVIDIA Quadro RTX 8000
1247.69
8 GPU
NVIDIA Quadro RTX 8000
n/a
Inception V3 (FP16 XLA)
1 GPU
NVIDIA RTX 2080 Ti
404.99
NVIDIA Quadro RTX 8000
511
4 GPU
NVIDIA RTX 2080 Ti
1467.97
NVIDIA Quadro RTX 8000
1877.79
8 GPU
NVIDIA Quadro RTX 8000
n/a
Inception V3 (FP32)
1 GPU
NVIDIA RTX 2080 Ti
198.81
NVIDIA Quadro RTX 8000
210.81
4 GPU
NVIDIA RTX 2080 Ti
739.49
NVIDIA Quadro RTX 8000
779.33
8 GPU
NVIDIA Quadro RTX 8000
n/a
Inception V3 (FP32 XLA)
1 GPU
NVIDIA RTX 2080 Ti
215.54
NVIDIA Quadro RTX 8000
228.5
4 GPU
NVIDIA RTX 2080 Ti
772.66
NVIDIA Quadro RTX 8000
847.31
8 GPU
NVIDIA Quadro RTX 8000
n/a
Inception V4 (FP16)
1 GPU
NVIDIA RTX 2080 Ti
155.84
NVIDIA Quadro RTX 8000
185.84
4 GPU
NVIDIA RTX 2080 Ti
564.62
NVIDIA Quadro RTX 8000
672.85
8 GPU
NVIDIA Quadro RTX 8000
n/a
Inception V4 (FP16 XLA)
1 GPU
NVIDIA Quadro RTX 8000
280.98
4 GPU
NVIDIA RTX 2080 Ti
790.82
NVIDIA Quadro RTX 8000
1023.63
8 GPU
NVIDIA Quadro RTX 8000
n/a
Inception V4 (FP32)
1 GPU
NVIDIA Quadro RTX 8000
102.88
4 GPU
NVIDIA Quadro RTX 8000
387.63
8 GPU
NVIDIA Quadro RTX 8000
n/a
Inception V4 (FP32 XLA)
1 GPU
NVIDIA Quadro RTX 8000
109.39
4 GPU
NVIDIA Quadro RTX 8000
408.84
8 GPU
NVIDIA Quadro RTX 8000
n/a
VGG16 (FP16)
1 GPU
NVIDIA RTX 2080 Ti
264.14
NVIDIA Quadro RTX 8000
349.14
4 GPU
NVIDIA RTX 2080 Ti
578.14
NVIDIA Quadro RTX 8000
782.19
8 GPU
NVIDIA Quadro RTX 8000
n/a
VGG16 (FP16 XLA)
1 GPU
NVIDIA RTX 2080 Ti
324.85
NVIDIA Quadro RTX 8000
475.88
4 GPU
NVIDIA RTX 2080 Ti
926.34
NVIDIA Quadro RTX 8000
1397.85
8 GPU
NVIDIA Quadro RTX 8000
n/a
VGG16 (FP32)
1 GPU
NVIDIA RTX 2080 Ti
178.65
NVIDIA Quadro RTX 8000
190.63
4 GPU
NVIDIA Quadro RTX 8000
537.38
8 GPU
NVIDIA Quadro RTX 8000
n/a
VGG16 (FP32 XLA)
1 GPU
NVIDIA RTX 2080 Ti
194.89
NVIDIA Quadro RTX 8000
210.58
4 GPU
NVIDIA RTX 2080 Ti
528.33
NVIDIA Quadro RTX 8000
624.84
8 GPU
NVIDIA Quadro RTX 8000
n/a
Googlenet (FP16)
1 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
Googlenet (FP32)
1 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
3D, GPU Rendering Benchmarks 2023–2024 [Updated]
V-Ray
1 GPU
NVIDIA Quadro RTX 8000
373
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
Octane
1 GPU
NVIDIA Quadro RTX 8000
323
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
Redshift
1 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
Blender
1 GPU
NVIDIA RTX 2080 Ti
3163.85
NVIDIA Quadro RTX 8000
3405.61
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
Luxmark
1 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
Unreal Engine
1 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
RELION Cryo-EM Benchmarks 2023-2024 [Updated]
Total run time
1 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
BERT LARGE Training, Inference Benchmark 2023-2024 [Updated]
Training Time (FP16)
1 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
Performance (FP16)
1 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
Training Time (FP32)
1 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
Performance (FP32)
1 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
8 GPU
NVIDIA Quadro RTX 8000
n/a
Llama3 70B Inference Benchmark 2024 [Updated]
Eval rate
1 GPU
NVIDIA Quadro RTX 8000
n/a
2 GPU
NVIDIA Quadro RTX 8000
n/a
4 GPU
NVIDIA Quadro RTX 8000
n/a
Board Design
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 8000
Length
267 mm
267 mm
267 mm
Outputs
1x HDMI, 3x DisplayPort, 1x USB Type-C
1x HDMI, 3x DisplayPort, 1x USB Type-C
4x DisplayPort, 1x USB Type-C
Power Connectors
2x 8-pin
2x 8-pin
1x 6-pin + 1x 8-pin
Slot width
Dual-slot
Dual-slot
Dual-slot
TDP
250 W
280 W
260 W
Clock Speeds
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 8000
Boost Clock
1545 MHz
1770 MHz
1770 MHz
GPU Clock
1350 MHz
1350 MHz
1395 MHz
Memory Clock
14000 MHz
14000 MHz
14000 MHz
Graphics Card
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 8000
Bus Interface
PCIe 3.0 x16
PCIe 3.0 x16
PCIe 3.0 x16
Generation
GeForce 20
GeForce 20
Quadro RTX
Graphics Features
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 8000
DirectX
12 Ultimate (12_1)
12 Ultimate (12_1)
12 Ultimate (12_1)
OpenCL
2.0
2.0
2.0
OpenGL
4.6
4.6
4.6
Shader Model
6.5
6.5
6.5
CUDA
7.5
7.5
7.5
Graphics Processor
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 8000
Architecture
Turing
Turing
Turing
Die Size
754 mm2
754 mm2
754 mm2
GPU Name
TU102-300A-K1-A1
TU102-400-A1
TU102-875-A1
Process Size
12 nm
12 nm
12 nm
Transistors
18600 million
18600 million
18600 million
Memory
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 8000
Bandwidth
616 GB/s
672 GB/s
672 GB/s
Memory Bus
352 bit
384 bit
384 bit
Memory Size
11 GB
24 GB
48 GB
Memory Type
GDDR6
GDDR6
GDDR6
Render Config
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 8000
ROPs
88
96
96
RT Cores
68
72
72
Shading Units/ CUDA Cores
4352
4608
4608
TMUs
272
288
288
Tensor Cores
544
576
576
Theoretical Performance
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 8000
FP16 (half) performance
26.9 TFLOPS
32.62 TFLOPS
32.62 TFLOPS
FP32 (float) performance
13.45 TFLOPS
16.31 TFLOPS
16.31 TFLOPS
FP64 (double) performance
420.2 GFLOPS
509.8 GFLOPS
509.8 GFLOPS
Pixel Rate
136 GPixel/s
169.9 GPixel/s
169.9 GPixel/s
Texture Rate
420.2 GTexel/s
509.8 GTexel/s
509.8 GTexel/s
Price
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 8000
MSRP
1199 $
2499 $
5499 $
Release Date
Sep 20th, 2018
Dec 18th, 2018
Aug 13th, 2018
Test bench configuration
NVIDIA RTX 2080 Ti
NVIDIA Titan RTX
NVIDIA Quadro RTX 8000
Hardware
BIZON G3000 More details
BIZON ZX5000 More details
BIZON G3000 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
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
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