dtourolleandClaude Opus 5 3944e17aa5 Merge: face confidences that mean something, and a regroup three times faster
Two things the People screen was getting wrong, and then the arithmetic
underneath it.

It refused to show a confidence at all until the library had fitted its own
calibration, which needs 200 confirmed positive pairs — made on the screen that
was withholding the number used to rank them. The default curve is the
reference implementation's fitted one, a published operating point rather than
an invention, so the percentage is shown and the screen says which curve it
came from.

The number itself was the mean similarity between a face and every other member
of its group, which punished well-photographed people and never asked who else
the face might be. It is now the mean of the best ten matches into the identity,
times that identity's share of the evidence against every other identity the
user has ruled on. Leave-one-out over this library's 2,702 confirmations across
54 named people: 99.33% placed on the right person, and the number shown for the
right person moves from a median of 90.4% to 99.3%.

Both of those were measured rather than argued, on a copy of a real 18,143-face
library, and the instrument is committed with them.

Measuring is also what found the rest. A regroup went from 10.0s to 3.1s: the
similarity scan was walking the whole embedding array once per row and not
vectorising at all, and the agglomeration was spending 3.06s having every
component scan the entire pair list for its own pairs. The scan now picks its
kernel per machine — AVX2 where the CPU has it, NEON on the tablet, where the
whole suite and a full regroup have both now been run.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-29 12:32:54 +02:00
2026-08-26 10:08:51 +02:00
2026-08-27 19:33:37 +02:00

DarkRoom

A cross-platform, non-destructive RAW photo editor for Linux and Android.

Status: early. v0.1 is a remote library viewer — see docs/milestone-v0.1.md.

Documentation

Document Contents
requirements.md What the software must do — 122 numbered requirements
architecture.md How it is built — crates, GPU pipeline, data model, sync
milestone-v0.1.md The first buildable milestone
faces.md Face detection and identity — the models, the licence problem, and what S14 measures

Building

Desktop:

cargo run -p darkroom-desktop

Android (containerised toolchain, see docker/android):

./docker/android/build.sh cargo ndk -t arm64-v8a build --release

Current state

Working: workspace, GPU context and compute pass, adaptive Slint shell, Android cross-compilation of the core crates.

Not yet working: the zero-copy display path. The build currently uploads frames through the CPU, which is exactly what ARCH §6.1 forbids — measured at 96% of frame time at 4K. Replacing it is spike S1, the project's highest priority.

cargo run -p dr-gpu --example bench --features readback

reproduces that measurement.

Licence

GPL-3.0-or-later.

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