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TRMT

2 articles · Page 1 of 1
Smart Era Software Development
Smart Era Software Development
May 30, 2025 · Artificial Intelligence

How Tencent’s TRMT Boosted DeepSeek’s Communication: A Chinese Open‑Source Success

Tencent’s Star‑Network team partnered with DeepSeek to open‑source the DeepEP communication library, then used its self‑developed TRMT stack to overcome RoCE limitations, achieving up to 100% speedup on RoCEv2 and 30% on InfiniBand, cutting training costs and inference latency for large MoE models.

AI trainingDeepEPDeepSeek
0 likes · 8 min read
How Tencent’s TRMT Boosted DeepSeek’s Communication: A Chinese Open‑Source Success
Linux Kernel Journey
Linux Kernel Journey
May 8, 2025 · Artificial Intelligence

How Tencent’s TRMT Tech Delivered a Huge Speedup to DeepSeek’s Large‑Model Network

DeepSeek engineers highlighted Tencent’s open‑source TRMT and DeepEP contributions that boost GPU‑to‑GPU communication by up to 300%, double RoCE performance and add a further 30% gain on InfiniBand, while addressing lane‑utilization and CPU‑control bottlenecks through three targeted optimizations.

DeepEPDeepSeekGPU communication
0 likes · 6 min read
How Tencent’s TRMT Tech Delivered a Huge Speedup to DeepSeek’s Large‑Model Network