BALANCING PIPELINE PARALLELISM WITH VOCABULARY PARALLELISM
from Arxiv Papers Hosted by Igor Melnyk
This paper addresses imbalanced computation and memory in pipeline parallelism for large language models by partitioning vocabulary layers, reducing communication barriers, and achieving improved throughput and memory balance. https://arxiv.org/abs//2411.05288 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts.apple.com/us/podcast/arxiv-papers/id1692476016 Spotify: https://podcasters.spotify.com/pod/show/arxiv-papers
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This episode was published on November 11, 2024.
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