PCIe显卡被低估了！内核补齐+通信重构，DeepSeek推理吞吐翻近7倍

AI Digest

文章揭示PCIe显卡通过软件优化可大幅提升推理性能，是石科技Meta-Infer引擎通过内核补齐、通信重构等手段，使DeepSeek模型吞吐量近7倍增长，展现算力优化新路径。

The article shows PCIe GPUs can achieve significant performance gains via software optimization. Metastone's Meta-Infer engine boosts DeepSeek throughput by nearly 7x through kernel alignment and communication restructuring, offering new paths for compute optimization.

Key points

• 软件优化可弥补PCIe显卡与主流框架间的性能鸿沟 Software optimization bridges performance gaps between PCIe GPUs and mainstream frameworks
• Meta-Infer引擎通过内核补齐实现算子路径解锁 Meta-Infer unlocks operator paths through kernel alignment
• 通信重构降低PCIe架构的带宽限制影响 Communication restructuring reduces PCIe bandwidth limitations
• 国产GPU同样适用该优化方案 The optimization applies to domestic GPUs as well

Takeaway: 算力优化比单纯追求硬件升级更具成本效益 / Compute optimization offers more cost-effective solutions than hardware upgrades

Why it matters 展示软件层优化在算力受限场景下的突破价值，为成本敏感型部署提供新思路