Machine-learning potential for silver sulfide: From CHGNet pretraining to DFT-refined phase stability

· · 来源:user资讯

Bit flips manifest in many ways - computer clusters suddenly dying, data silently being corrupted, and even squatting on domain names that are a bit adjacent.

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Git packfiles use delta compression, storing only the diff when a 10MB file changes by one line, while the objects table stores each version in full. A file modified 100 times takes about 1GB in Postgres versus maybe 50MB in a packfile. Postgres does TOAST and compress large values, but that’s compressing individual objects in isolation, not delta-compressing across versions the way packfiles do, so the storage overhead is real. A delta-compression layer that periodically repacks objects within Postgres, or offloads large blobs to S3 the way LFS does, is a natural next step. For most repositories it still won’t matter since the median repo is small and disk is cheap, and GitHub’s Spokes system made a similar trade-off years ago, storing three full uncompressed copies of every repository across data centres because redundancy and operational simplicity beat storage efficiency even at hundreds of exabytes.

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RadialB says when he generates the AI content he doesn't intend for the people portrayed to be a certain race or ethnicity, but just uses the prompt "roadmen wearing puffer jackets, track suits, and balaclavas" because that makes the "funniest" characters.