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 A100 SXMNVIDIA L40SAMD MI250XAMD MI210NVIDIA H100 PCIe
ArchitectureAmpereAda LovelaceCDNA 2CDNA 2Hopper
Form FactorSXMPCIeOAMPCIePCIe
VRAM80 GB48 GB128 GB64 GB80 GB
Memory Bandwidth2,039 GB/s864 GB/s3,277 GB/s1,638 GB/s2,000 GB/s
TFLOPs (FP32)19.591.647.945.351
TFLOPs (FP16)3127333831811,513
TFLOPs3127333831811,513
TFLOPs (FP8)—1,466———
TDP400 W350 W560 W300 W350 W
Launch DateMay 2020Oct 2023Nov 2021Jan 2022Sep 2022

Efficiency Metrics

MetricA100 SXML40SMI250XMI210H100 PCIe
TFLOPs per Watt (FP32-eq)0.391.050.340.302.16
Memory Bandwidth per GB25.5 GB/s18.0 GB/s25.6 GB/s25.6 GB/s25.0 GB/s

Performance Equivalence

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

To match 1x NVIDIA A100 SXM

NVIDIA L40S
Compute (FP32-eq)
0.43x
L40S is 2.35x faster
FP32 Compute
0.21x
L40S is 4.70x faster
VRAM
1.67x
Need 1.67x L40S
Memory Bandwidth
2.36x
Need 2.36x L40S
AMD MI250X
Compute (FP32-eq)
0.81x
MI250X is 1.23x faster
FP32 Compute
0.41x
MI250X is 2.46x faster
VRAM
0.63x
MI250X has 1.60x more
Memory Bandwidth
0.62x
MI250X has 1.61x more
AMD MI210
Compute (FP32-eq)
1.72x
Need 1.72x MI210
FP32 Compute
0.43x
MI210 is 2.32x faster
VRAM
1.25x
Need 1.25x MI210
Memory Bandwidth
1.24x
Need 1.24x MI210
NVIDIA H100 PCIe
Compute (FP32-eq)
0.21x
H100 PCIe is 4.85x faster
FP32 Compute
0.38x
H100 PCIe is 2.62x faster
VRAM
1.00x
H100 PCIe has 1.00x more
Memory Bandwidth
1.02x
Need 1.02x H100 PCIe

To match 1x NVIDIA L40S

NVIDIA A100 SXM
Compute (FP32-eq)
2.35x
Need 2.35x A100 SXM
FP32 Compute
4.70x
Need 4.70x A100 SXM
VRAM
0.60x
A100 SXM has 1.67x more
Memory Bandwidth
0.42x
A100 SXM has 2.36x more
AMD MI250X
Compute (FP32-eq)
1.91x
Need 1.91x MI250X
FP32 Compute
1.91x
Need 1.91x MI250X
VRAM
0.38x
MI250X has 2.67x more
Memory Bandwidth
0.26x
MI250X has 3.79x more
AMD MI210
Compute (FP32-eq)
4.05x
Need 4.05x MI210
FP32 Compute
2.02x
Need 2.02x MI210
VRAM
0.75x
MI210 has 1.33x more
Memory Bandwidth
0.53x
MI210 has 1.90x more
NVIDIA H100 PCIe
Compute (FP32-eq)
0.48x
H100 PCIe is 2.06x faster
FP32 Compute
1.80x
Need 1.80x H100 PCIe
VRAM
0.60x
H100 PCIe has 1.67x more
Memory Bandwidth
0.43x
H100 PCIe has 2.31x more

To match 1x AMD MI250X

NVIDIA A100 SXM
Compute (FP32-eq)
1.23x
Need 1.23x A100 SXM
FP32 Compute
2.46x
Need 2.46x A100 SXM
VRAM
1.60x
Need 1.60x A100 SXM
Memory Bandwidth
1.61x
Need 1.61x A100 SXM
NVIDIA L40S
Compute (FP32-eq)
0.52x
L40S is 1.91x faster
FP32 Compute
0.52x
L40S is 1.91x faster
VRAM
2.67x
Need 2.67x L40S
Memory Bandwidth
3.79x
Need 3.79x L40S
AMD MI210
Compute (FP32-eq)
2.12x
Need 2.12x MI210
FP32 Compute
1.06x
Need 1.06x MI210
VRAM
2.00x
Need 2.00x MI210
Memory Bandwidth
2.00x
Need 2.00x MI210
NVIDIA H100 PCIe
Compute (FP32-eq)
0.25x
H100 PCIe is 3.95x faster
FP32 Compute
0.94x
H100 PCIe is 1.06x faster
VRAM
1.60x
Need 1.60x H100 PCIe
Memory Bandwidth
1.64x
Need 1.64x H100 PCIe

To match 1x AMD MI210

NVIDIA A100 SXM
Compute (FP32-eq)
0.58x
A100 SXM is 1.72x faster
FP32 Compute
2.32x
Need 2.32x A100 SXM
VRAM
0.80x
A100 SXM has 1.25x more
Memory Bandwidth
0.80x
A100 SXM has 1.24x more
NVIDIA L40S
Compute (FP32-eq)
0.25x
L40S is 4.05x faster
FP32 Compute
0.49x
L40S is 2.02x faster
VRAM
1.33x
Need 1.33x L40S
Memory Bandwidth
1.90x
Need 1.90x L40S
AMD MI250X
Compute (FP32-eq)
0.47x
MI250X is 2.12x faster
FP32 Compute
0.95x
MI250X is 1.06x faster
VRAM
0.50x
MI250X has 2.00x more
Memory Bandwidth
0.50x
MI250X has 2.00x more
NVIDIA H100 PCIe
Compute (FP32-eq)
0.12x
H100 PCIe is 8.36x faster
FP32 Compute
0.89x
H100 PCIe is 1.13x faster
VRAM
0.80x
H100 PCIe has 1.25x more
Memory Bandwidth
0.82x
H100 PCIe has 1.22x more

To match 1x NVIDIA H100 PCIe

NVIDIA A100 SXM
Compute (FP32-eq)
4.85x
Need 4.85x A100 SXM
FP32 Compute
2.62x
Need 2.62x A100 SXM
VRAM
1.00x
A100 SXM has 1.00x more
Memory Bandwidth
0.98x
A100 SXM has 1.02x more
NVIDIA L40S
Compute (FP32-eq)
2.06x
Need 2.06x L40S
FP32 Compute
0.56x
L40S is 1.80x faster
VRAM
1.67x
Need 1.67x L40S
Memory Bandwidth
2.31x
Need 2.31x L40S
AMD MI250X
Compute (FP32-eq)
3.95x
Need 3.95x MI250X
FP32 Compute
1.06x
Need 1.06x MI250X
VRAM
0.63x
MI250X has 1.60x more
Memory Bandwidth
0.61x
MI250X has 1.64x more
AMD MI210
Compute (FP32-eq)
8.36x
Need 8.36x MI210
FP32 Compute
1.13x
Need 1.13x MI210
VRAM
1.25x
Need 1.25x MI210
Memory Bandwidth
1.22x
Need 1.22x MI210

Pricing

Price TypeA100 SXML40SMI250XMI210H100 PCIe
CAPEX (Street Price)$15,000$10,000$12,000$6,000—
OPEX (per hour)$4.05/hr$1.50/hr$2.00/hr——
Price per TFLOPs (FP32-eq)$96$27$63$66—