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Huawei unveils 245TB AI SSDs to bypass costly HBM restrictions
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Huawei has unveiled three new AI SSDs designed to reduce reliance on expensive high-bandwidth memory (HBM), addressing supply restrictions that Chinese firms face in accessing advanced memory chips. The OceanDisk series includes the industry’s largest SSD at 245TB capacity, positioning solid-state storage as a partial alternative to costly HBM in AI workloads.

What you should know: Huawei’s new OceanDisk series targets the “memory wall” and “capacity wall” problems that currently bottleneck AI training and inference performance.

  • The OceanDisk EX 560 delivers extreme performance with 1,500K IOPS write speeds, sub-7µs latency, and can increase fine-tunable model parameters on a single machine sixfold for LLM training.
  • The SP 560 focuses on cost-effectiveness for inference scenarios, offering 600K IOPS while claiming to reduce first-token latency by 75% and double throughput.
  • The LC 560 represents the largest SSD ever made at 245TB capacity with 14.7GB/s read bandwidth, targeting massive multimodal datasets in cluster training.

In plain English: Think of HBM as expensive, high-speed memory that AI systems use to process data quickly—like having a small but lightning-fast workspace. SSDs are larger but slower storage devices, like having a huge filing cabinet. Huawei is essentially creating super-fast filing cabinets that can partially substitute for the expensive workspace, helping AI systems handle more data without breaking the budget.

The big picture: This launch represents Huawei’s strategic response to U.S. restrictions on advanced HBM chip exports to Chinese companies, emphasizing domestic NAND flash technology over imported memory solutions.

How it works: Huawei’s DiskBooster software coordinates AI SSDs with both HBM and DDR memory to expand pooled memory capacity twentyfold.

  • Multi-stream technology aims to reduce write amplification, potentially extending drive longevity in AI workloads.
  • The approach follows a “system supplementing single points” philosophy, where different storage layers balance out HBM limitations rather than replacing it entirely.

What they’re saying: “The increasingly severe ‘memory wall’ and ‘capacity wall’ have become key bottlenecks to AI training efficiency and user experience,” said Zhou Yuefeng, vice-president and head of Huawei’s data storage product line.

  • “This creates challenges for the performance and cost of IT infrastructure, affecting the positive AI business cycle.”

Why this matters: While these SSDs won’t fully replace HBM in LLM training, they offer Chinese AI companies a domestic alternative to reduce dependence on restricted imports, though the effectiveness of this approach remains to be proven at scale.

Huawei says its latest AI SSD breakthrough reshapes model training, raising doubts about whether HBM is still essential

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