Integrations

Rust pipeline

let parsed = filefacts::open(&bytes)?;
let feature_row = (
    parsed.fileid(),
    parsed.metrics(),
    parsed.sections(),
    parsed.symbols(),
);

Request only the views your pipeline consumes. This keeps extraction cost and feature contracts explicit.

Process pipeline

filefacts --format json suspect.bin > facts.json

Focused views reduce payload size:

filefacts --format json metrics suspect.bin
filefacts --format json imports suspect.bin

Reproducible datasets

Record these alongside extracted features:

• input SHA-256
• filefacts crate/CLI version and SCHEMA_VERSION
• enabled views and configuration
• Rizin/radare2 presence and version

Use a pinned build and toolchain for train/serve parity. The same bytes can produce additional deep binary facts when Rizin is added or upgraded.

Parser failures are surfaced through the errors view. Preserve them instead of silently treating missing facts as zero; “not present” and “could not extract” are different model inputs.