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 A10AMD MI250XAWS Inferentia2FuriosaAI WarboyNVIDIA GeForce RTX 4090
ArchitectureAmpereCDNA 2Inferentia Gen2FuriosaAI NPUAda Lovelace
Form FactorPCIeOAM——PCIe
VRAM24 GB128 GB32 GB32 GB24 GB
Memory Bandwidth600 GB/s3,277 GB/s——1,008 GB/s
TFLOPs (FP32)31.247.9——82.6
TFLOPs (FP16)125383——165.2
TFLOPs125383190—165.2
TFLOPs (FP8)—————
TDP150 W560 W150 W80 W450 W
Launch DateApr 2021Nov 2021Nov 2022Oct 2021Oct 2022

Efficiency Metrics

MetricA10MI250XInferentia2WarboyGeForce RTX 4090
TFLOPs per Watt (FP32-eq)0.420.340.63—0.18
Memory Bandwidth per GB25.0 GB/s25.6 GB/s——42.0 GB/s

Performance Equivalence

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

To match 1x NVIDIA A10

AMD MI250X
Compute (FP32-eq)
0.33x
MI250X is 3.06x faster
FP32 Compute
0.65x
MI250X is 1.54x faster
VRAM
0.19x
MI250X has 5.33x more
Memory Bandwidth
0.18x
MI250X has 5.46x more
AWS Inferentia2
Compute (FP32-eq)
0.66x
Inferentia2 is 1.52x faster
VRAM
0.75x
Inferentia2 has 1.33x more
FuriosaAI Warboy
VRAM
0.75x
Warboy has 1.33x more
NVIDIA GeForce RTX 4090
Compute (FP32-eq)
0.76x
GeForce RTX 4090 is 1.32x faster
FP32 Compute
0.38x
GeForce RTX 4090 is 2.65x faster
VRAM
1.00x
GeForce RTX 4090 has 1.00x more
Memory Bandwidth
0.60x
GeForce RTX 4090 has 1.68x more

To match 1x AMD MI250X

NVIDIA A10
Compute (FP32-eq)
3.06x
Need 3.06x A10
FP32 Compute
1.54x
Need 1.54x A10
VRAM
5.33x
Need 5.33x A10
Memory Bandwidth
5.46x
Need 5.46x A10
AWS Inferentia2
Compute (FP32-eq)
2.02x
Need 2.02x Inferentia2
VRAM
4.00x
Need 4.00x Inferentia2
FuriosaAI Warboy
VRAM
4.00x
Need 4.00x Warboy
NVIDIA GeForce RTX 4090
Compute (FP32-eq)
2.32x
Need 2.32x GeForce RTX 4090
FP32 Compute
0.58x
GeForce RTX 4090 is 1.72x faster
VRAM
5.33x
Need 5.33x GeForce RTX 4090
Memory Bandwidth
3.25x
Need 3.25x GeForce RTX 4090

To match 1x AWS Inferentia2

NVIDIA A10
Compute (FP32-eq)
1.52x
Need 1.52x A10
VRAM
1.33x
Need 1.33x A10
AMD MI250X
Compute (FP32-eq)
0.50x
MI250X is 2.02x faster
VRAM
0.25x
MI250X has 4.00x more
FuriosaAI Warboy
VRAM
1.00x
Warboy has 1.00x more
NVIDIA GeForce RTX 4090
Compute (FP32-eq)
1.15x
Need 1.15x GeForce RTX 4090
VRAM
1.33x
Need 1.33x GeForce RTX 4090

To match 1x FuriosaAI Warboy

NVIDIA A10
VRAM
1.33x
Need 1.33x A10
AMD MI250X
VRAM
0.25x
MI250X has 4.00x more
AWS Inferentia2
VRAM
1.00x
Inferentia2 has 1.00x more
NVIDIA GeForce RTX 4090
VRAM
1.33x
Need 1.33x GeForce RTX 4090

To match 1x NVIDIA GeForce RTX 4090

NVIDIA A10
Compute (FP32-eq)
1.32x
Need 1.32x A10
FP32 Compute
2.65x
Need 2.65x A10
VRAM
1.00x
A10 has 1.00x more
Memory Bandwidth
1.68x
Need 1.68x A10
AMD MI250X
Compute (FP32-eq)
0.43x
MI250X is 2.32x faster
FP32 Compute
1.72x
Need 1.72x MI250X
VRAM
0.19x
MI250X has 5.33x more
Memory Bandwidth
0.31x
MI250X has 3.25x more
AWS Inferentia2
Compute (FP32-eq)
0.87x
Inferentia2 is 1.15x faster
VRAM
0.75x
Inferentia2 has 1.33x more
FuriosaAI Warboy
VRAM
0.75x
Warboy has 1.33x more

Pricing

Price TypeA10MI250XInferentia2WarboyGeForce RTX 4090
CAPEX (Street Price)—$12,000———
OPEX (per hour)—$2.00/hr———
Price per TFLOPs (FP32-eq)—$63———