What is recorded here?
Combined all-to-all head redistribution with ring-based sequence exchange and analyzed compatibility with tensor, data, pipeline and ZeRO parallelism for topology-aware hybrid training.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Explicitly combines inherited Ulysses and Ring rather than inventing their components. Reported86percent MFU is for a specified LLaMA3-8B,208K-token,16-A800 setup; not a general utilization guarantee. Parallel degrees and architecture/network constraints remain.
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People and systems
Jiarui Fang; Shangchun Zhao
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
Unified Sequence Parallelism: composing Ulysses and Ring Attention
Combined all-to-all head redistribution with ring-based sequence exchange and analyzed compatibility with tensor, data, pipeline and ZeRO parallelism for topology-aware hybrid training.
Scientific scope
Explicitly combines inherited Ulysses and Ring rather than inventing their components. Reported86percent MFU is for a specified LLaMA3-8B,208K-token,16-A800 setup; not a general utilization guarantee. Parallel degrees and architecture/network constraints remain.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Jiarui Fang; Shangchun Zhao
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.