| _version_ | 1866901934953201664 |
|---|---|
| author | Kilpatrick, Christian |
| author_facet | Kilpatrick, Christian |
| contents | 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. |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_18728004 |
| institution | Zenodo |
| language | |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | CPU, Memory & Storage Compression Implementation Guide: Dimensional Folding for Container-Based Infrastructure Kilpatrick, Christian CPU compression memory optimization storage optimization dimensional folding container deployment Debian Linux Rocky Linux LXC containers Docker BLSB encoding vector compression implementation guide 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. |
| title | CPU, Memory & Storage Compression Implementation Guide: Dimensional Folding for Container-Based Infrastructure |
| topic | CPU compression memory optimization storage optimization dimensional folding container deployment Debian Linux Rocky Linux LXC containers Docker BLSB encoding vector compression implementation guide |
| url | https://doi.org/10.5281/zenodo.18728004 |