Furkejuvvon:
Bibliográfalaš dieđut
Váldodahkki: Kilpatrick, Christian
Materiálatiipa: Recurso digital
Giella:
Almmustuhtton: Zenodo 2026
Fáttát:
Liŋkkat:https://doi.org/10.5281/zenodo.18728004
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Sisdoallologahallan:
  • Step-by-step implementation guide for deploying the Array Folding Compression Engine to reduce CPU utilization, memory footprint, and storage consumption within container-based infrastructure. The three-stage pipeline (dimensional folding, BLSB bit-level quantization, entropy coding) reduces working memory by up to 48x, cuts CPU cycles for search and comparison operations proportionally, and achieves storage reductions of 72-390x. All operations run exclusively inside containers. Currently validated for Debian 11/12 Linux containers (LXC, Docker). Rocky Linux 8/9 support is under active testing and is not yet validated for production. Covers container setup (Proxmox LXC and Docker), memory compression with fold-on-ingest patterns, CPU optimization for vector search, three levels of storage optimization (fold-only, fold+quantize, fold+quantize+compress), service deployment with systemd, and a production testing checklist.