Compare XPUs

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Showing 72 XPUs • 5 selected

Alibaba

Hanguang 800

AMD

MI100

23.1 TFLOPs

AMD

MI210

181 TFLOPs

AMD

MI250X

383 TFLOPs

AMD

MI300A

980.6 TFLOPs

AMD

MI300X

1,307 TFLOPs

AMD

MI325X

1,400 TFLOPs

AMD

MI350X

2,100 TFLOPs

AMD

Radeon PRO W7900

122 TFLOPs

AMD

Radeon RX 7900 XT

104 TFLOPs

AMD

Radeon RX 7900 XTX

122 TFLOPs

AWS

Inferentia2

190 TFLOPs

AWS

Trainium

190 TFLOPs

AWS

Trainium2

680 TFLOPs

Baidu

Kunlun II

Biren Technology

BR100

Cambricon

MLU370

256 TFLOPs

Cerebras

WSE-3

Enflame Technology

CloudBlazer T20

Etched

Sohu

10,000 TFLOPs

FuriosaAI

Warboy

Google

TPU v4

275 TFLOPs

Google

TPU v5e

197 TFLOPs

Google

TPU v5p

459 TFLOPs

Google

TPU v6e (Trillium)

918 TFLOPs

Graphcore

Bow IPU

Graphcore

IPU-M2000

Groq

LPU Inference Engine

Huawei

Ascend 910B

Iluvatar CoreX

BI-V150

300 TFLOPs

Intel

Data Center GPU Max 1100

177 TFLOPs

Intel

Data Center GPU Max 1550

419 TFLOPs

Intel Habana

Gaudi 2

432 TFLOPs

Intel Habana

Gaudi 3

1,835 TFLOPs

Meta

MTIA v1

Microsoft

Maia 100

700 TFLOPs

Moore Threads

MTT S80

NVIDIA

A10

125 TFLOPs

NVIDIA

A100 SXM

312 TFLOPs

NVIDIA

A40

150 TFLOPs

NVIDIA

B200

2,250 TFLOPs

NVIDIA

GB200 NVL72

360,000 TFLOPs

NVIDIA

GB200 Superchip

5,000 TFLOPs

NVIDIA

GeForce RTX 4060 Ti

44.2 TFLOPs

NVIDIA

GeForce RTX 4070

58.2 TFLOPs

NVIDIA

GeForce RTX 4070 Super

71 TFLOPs

NVIDIA

GeForce RTX 4070 Ti

80.2 TFLOPs

NVIDIA

GeForce RTX 4070 Ti Super

88.2 TFLOPs

NVIDIA

GeForce RTX 4080

97.5 TFLOPs

NVIDIA

GeForce RTX 4080 Super

104.4 TFLOPs

NVIDIA

GeForce RTX 4090

165.2 TFLOPs

NVIDIA

GeForce RTX 5070

61.6 TFLOPs

NVIDIA

GeForce RTX 5070 Ti

88 TFLOPs

NVIDIA

GeForce RTX 5080

112.6 TFLOPs

NVIDIA

GeForce RTX 5090

209.5 TFLOPs

NVIDIA

H100 PCIe

1,513 TFLOPs

NVIDIA

H100 SXM

1,979 TFLOPs

NVIDIA

H200 PCIe

1,513 TFLOPs

NVIDIA

H200 SXM

1,979 TFLOPs

NVIDIA

L4

121 TFLOPs

NVIDIA

L40S

733 TFLOPs

NVIDIA

RTX 4000 Ada Generation

53.4 TFLOPs

NVIDIA

RTX 5000 Ada Generation

130.6 TFLOPs

NVIDIA

RTX 6000 Ada Generation

182.2 TFLOPs

NVIDIA

RTX PRO 6000 Blackwell Max-Q

125 TFLOPs

NVIDIA

RTX PRO 6000 Blackwell Server Edition

250 TFLOPs

NVIDIA

RTX PRO 6000 Blackwell Workstation Edition

250 TFLOPs

Qualcomm

Cloud AI 100

50 TFLOPs

Rebellions

ATOM

SambaNova

SN40L

Tenstorrent

Grayskull

200 TFLOPs

Tenstorrent

Wormhole

364 TFLOPs

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Multi-Metric Comparison

Relative performance across 5 key metrics (normalized to 100 = best in comparison)

Compute Performance (BF16)

Memory Capacity

Power Consumption

Power Efficiency

Specifications

SpecificationNVIDIA L40SNVIDIA L4NVIDIA A40AMD MI325XQualcomm Cloud AI 100
ArchitectureAda LovelaceAda LovelaceAmpereCDNA 3.5Qualcomm AI
Form FactorPCIePCIePCIeOAMPCIe
VRAM48 GB24 GB48 GB256 GB16 GB
Memory Bandwidth864 GB/s300 GB/s696 GB/s6,000 GB/s134 GB/s
TFLOPs (FP32)91.630.337.417550
TFLOPs (FP16)7332421501,400400
TFLOPs7331211501,40050
TFLOPs (FP8)1,466485—2,800—
TDP350 W72 W300 W800 W75 W
Launch DateOct 2023Mar 2023Oct 2020Oct 2024Sep 2020

Efficiency Metrics

MetricL40SL4A40MI325XCloud AI 100
TFLOPs per Watt (FP32-eq)1.050.840.250.880.67
Memory Bandwidth per GB18.0 GB/s12.5 GB/s14.5 GB/s23.4 GB/s8.4 GB/s

Performance Equivalence

How many units of each GPU are needed to match the performance of the others?

To match 1x NVIDIA L40S

NVIDIA L4
Compute (FP32-eq)
6.06x
Need 6.06x L4
FP32 Compute
3.02x
Need 3.02x L4
VRAM
2.00x
Need 2.00x L4
Memory Bandwidth
2.88x
Need 2.88x L4
NVIDIA A40
Compute (FP32-eq)
4.89x
Need 4.89x A40
FP32 Compute
2.45x
Need 2.45x A40
VRAM
1.00x
A40 has 1.00x more
Memory Bandwidth
1.24x
Need 1.24x A40
AMD MI325X
Compute (FP32-eq)
0.52x
MI325X is 1.91x faster
FP32 Compute
0.52x
MI325X is 1.91x faster
VRAM
0.19x
MI325X has 5.33x more
Memory Bandwidth
0.14x
MI325X has 6.94x more
Qualcomm Cloud AI 100
Compute (FP32-eq)
7.33x
Need 7.33x Cloud AI 100
FP32 Compute
1.83x
Need 1.83x Cloud AI 100
VRAM
3.00x
Need 3.00x Cloud AI 100
Memory Bandwidth
6.45x
Need 6.45x Cloud AI 100

To match 1x NVIDIA L4

NVIDIA L40S
Compute (FP32-eq)
0.17x
L40S is 6.06x faster
FP32 Compute
0.33x
L40S is 3.02x faster
VRAM
0.50x
L40S has 2.00x more
Memory Bandwidth
0.35x
L40S has 2.88x more
NVIDIA A40
Compute (FP32-eq)
0.81x
A40 is 1.24x faster
FP32 Compute
0.81x
A40 is 1.23x faster
VRAM
0.50x
A40 has 2.00x more
Memory Bandwidth
0.43x
A40 has 2.32x more
AMD MI325X
Compute (FP32-eq)
0.09x
MI325X is 11.57x faster
FP32 Compute
0.17x
MI325X is 5.78x faster
VRAM
0.09x
MI325X has 10.67x more
Memory Bandwidth
0.05x
MI325X has 20.00x more
Qualcomm Cloud AI 100
Compute (FP32-eq)
1.21x
Need 1.21x Cloud AI 100
FP32 Compute
0.61x
Cloud AI 100 is 1.65x faster
VRAM
1.50x
Need 1.50x Cloud AI 100
Memory Bandwidth
2.24x
Need 2.24x Cloud AI 100

To match 1x NVIDIA A40

NVIDIA L40S
Compute (FP32-eq)
0.20x
L40S is 4.89x faster
FP32 Compute
0.41x
L40S is 2.45x faster
VRAM
1.00x
L40S has 1.00x more
Memory Bandwidth
0.81x
L40S has 1.24x more
NVIDIA L4
Compute (FP32-eq)
1.24x
Need 1.24x L4
FP32 Compute
1.23x
Need 1.23x L4
VRAM
2.00x
Need 2.00x L4
Memory Bandwidth
2.32x
Need 2.32x L4
AMD MI325X
Compute (FP32-eq)
0.11x
MI325X is 9.33x faster
FP32 Compute
0.21x
MI325X is 4.68x faster
VRAM
0.19x
MI325X has 5.33x more
Memory Bandwidth
0.12x
MI325X has 8.62x more
Qualcomm Cloud AI 100
Compute (FP32-eq)
1.50x
Need 1.50x Cloud AI 100
FP32 Compute
0.75x
Cloud AI 100 is 1.34x faster
VRAM
3.00x
Need 3.00x Cloud AI 100
Memory Bandwidth
5.19x
Need 5.19x Cloud AI 100

To match 1x AMD MI325X

NVIDIA L40S
Compute (FP32-eq)
1.91x
Need 1.91x L40S
FP32 Compute
1.91x
Need 1.91x L40S
VRAM
5.33x
Need 5.33x L40S
Memory Bandwidth
6.94x
Need 6.94x L40S
NVIDIA L4
Compute (FP32-eq)
11.57x
Need 11.57x L4
FP32 Compute
5.78x
Need 5.78x L4
VRAM
10.67x
Need 10.67x L4
Memory Bandwidth
20.00x
Need 20.00x L4
NVIDIA A40
Compute (FP32-eq)
9.33x
Need 9.33x A40
FP32 Compute
4.68x
Need 4.68x A40
VRAM
5.33x
Need 5.33x A40
Memory Bandwidth
8.62x
Need 8.62x A40
Qualcomm Cloud AI 100
Compute (FP32-eq)
14.00x
Need 14.00x Cloud AI 100
FP32 Compute
3.50x
Need 3.50x Cloud AI 100
VRAM
16.00x
Need 16.00x Cloud AI 100
Memory Bandwidth
44.78x
Need 44.78x Cloud AI 100

To match 1x Qualcomm Cloud AI 100

NVIDIA L40S
Compute (FP32-eq)
0.14x
L40S is 7.33x faster
FP32 Compute
0.55x
L40S is 1.83x faster
VRAM
0.33x
L40S has 3.00x more
Memory Bandwidth
0.16x
L40S has 6.45x more
NVIDIA L4
Compute (FP32-eq)
0.83x
L4 is 1.21x faster
FP32 Compute
1.65x
Need 1.65x L4
VRAM
0.67x
L4 has 1.50x more
Memory Bandwidth
0.45x
L4 has 2.24x more
NVIDIA A40
Compute (FP32-eq)
0.67x
A40 is 1.50x faster
FP32 Compute
1.34x
Need 1.34x A40
VRAM
0.33x
A40 has 3.00x more
Memory Bandwidth
0.19x
A40 has 5.19x more
AMD MI325X
Compute (FP32-eq)
0.07x
MI325X is 14.00x faster
FP32 Compute
0.29x
MI325X is 3.50x faster
VRAM
0.06x
MI325X has 16.00x more
Memory Bandwidth
0.02x
MI325X has 44.78x more

Pricing

Price TypeL40SL4A40MI325XCloud AI 100
CAPEX (Street Price)$10,000$4,000—$45,000—
OPEX (per hour)$1.50/hr$0.80/hr———
Price per TFLOPs (FP32-eq)$27$66—$64—