Unverified50% confidenceOpinionExact time
This test most likely deploys multiple GPUs using pipeline parallelism, with the first half of the model's layers on the first card and the second half on the second card.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
9/10/2026
First Seen
Valid until: 12/9/2026
Sources
Related Entities
Related Claims
UnverifiedModel parallelism consists of two approaches: tensor parallelism, which splits tensors within a single layer across multiple cards, and pipeline parallelism, which assigns different layers to different devices.77% similarUnverified流水线并行按模型的不同层将计算分配到不同设备，通信量仅为相邻层的激活张量，但存在流水线气泡问题66% similarUnverified张量并行将单层权重切分到多卡，延迟低但通信开销大；流水线并行按层切分，吞吐高但首token延迟长61% similar
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