FoldPipe: Bounded Remote Streaming of Native Molecular Shards with Asynchronous Prefetch

arXiv:2608.27029 · cs.PF, cs.LG · Submitted 2026-08-27 · Read on arXiv

cs.PF, cs.LG

Submitted: 2026-08-27

Updated: 2026-08-27

Comments: 4 pages, 2 figures. Source code and reproducibility artifacts: https://github.com/aviatorlf/FoldPipe

Code: https://github.com/aviatorlf/FoldPipe

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 15× in this paper · explained in 2 episodes
• Trace — 4× in this paper · explained in 2 episodes
• Adam — 2× in this paper · explained in 2 episodes
• Abstraction — 1× in this paper · explained in 1 episode
• Core — 1× in this paper · explained in 2 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes

Sources

• Fast Graph Representation Learning with PyTorch Geometric
• High Performance I/O For Large Scale Deep Learning

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