DEPLOYDatabase

Chip comparison

AWS Trainium 2 vs Cambricon MLU370-X8

Side-by-side specs

Straight from each vendor's datasheet. Winner in bold: higher throughput, memory, or transistor count; lower power draw or price. Sparse (2:4) throughput roughly doubles the FP8/INT8 numbers shown.

FieldAWS Trainium 2Cambricon MLU370-X8
Process nodeTSMC N5TSMC N7
TDP500 W250 W
Memory96 GB HBM348 GB LPDDR5
Memory bandwidth2,900 GB/s
FP16 (dense)96 TFLOPS
BF16 (dense)667 TFLOPS
FP8 (dense)1,300 TFLOPS
INT8 (dense)1,300 TOPS256 TOPS
Form factorAWS Neuron 2 (Trn2 UltraServer with 64 chips per unit)PCIe
Announced2024-12-032022-03-25
Released2025-01-01

Robots running AWS Trainium 2

No robots publicly running it yet.

Robots running Cambricon MLU370-X8

No robots publicly running it yet.

Data centers with Cambricon MLU370-X8

No data centers publicly running it yet.

Common questions

AWS Trainium 2 vs Cambricon MLU370-X8: which is faster for training?

AWS Trainium 2 has 13.54x the dense FP16/BF16 throughput of the other (AWS Trainium 2: 1,300 TFLOPS; Cambricon MLU370-X8: 96 TFLOPS). Real-world training speed also depends on memory bandwidth, interconnect, and software stack: see the spec diff for those inputs.

AWS Trainium 2 vs Cambricon MLU370-X8: which has more memory?

AWS Trainium 2 carries more HBM (AWS Trainium 2: 96 GB HBM3; Cambricon MLU370-X8: 48 GB LPDDR5). Memory capacity sets the largest model that fits on one chip without partitioning; memory bandwidth sets inference throughput.

AWS Trainium 2 vs Cambricon MLU370-X8: which is more power-efficient?

Dense FP16/BF16 TFLOPS per watt: AWS Trainium 2 2.60 (1,300 ÷ 500 W); Cambricon MLU370-X8 0.38 (96 ÷ 250 W). AWS Trainium 2 wins at the die level; system-level efficiency also depends on cooling and interconnect.

AWS Trainium 2 vs Cambricon MLU370-X8: which is more widely used?

AWS Trainium 2: 0 robots and 3 data centers publicly running it. Cambricon MLU370-X8: 0 robots and 0 data centers. Empty here means no operator has said publicly, not zero adoption in the market.

See also: every chip comparison · AWS Trainium 2 full page · Cambricon MLU370-X8 full page.