b9891e2c04cf415d95d47c0dfa2df603a2ac88da
17
Commits
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  dtourolleandClaude Opus 5
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b9891e2c04 |
Merge master into tablet-selection
Two real conflicts, both from work that landed either side of the same lines rather than against them. `lib.rs`: the settings controller was hoisted above the People screen's wiring, and Android's thumbnail-tier eviction registered itself at the same point. Independent, so both stay. `library.rs`: manual collection ordering and burst folding each added a clause to the same two queries. The scoped range read now carries both — the folding matters there for one step further on than it does in the grid, because a collapsed burst is one cell, so an ordinal counted over a list still holding every frame names a photograph several places away from the one the user pointed at. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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23c74d7063 |
Put the grouping dials where the regrouping is
The merge probability was `dr_face`'s constant and the smallest group was a bare `< 2` in the clustering pass. Both were tuned on one library — 1,813 faces of one photographer's family — and the quantity they optimise is a property of the population, not of the model. A household at close family resemblance and two thousand strangers at a wedding want different answers, and neither of them is the reference library. The doc comment already conceded the point and pointed at `face_index --tune`; a photographer does not have a terminal. So they are `FaceSettings` now, saved per device beside the cache budgets and edited from the People screen — beside the Regroup button that applies them and the rail that shows what they did, because a value changed three screens away from its effect is one nobody can tune. Moving them is safe by construction, which is why nothing asks for confirmation: a regroup writes only the suggested half, and confirmations, names and ignores enter as anchors and come back unchanged. The smallest-group rule is applied only to groups the system invented — a group the user named or set aside survives it whatever its size, because a display preference does not overrule a judgement. **Withdrawal, without which the setting does nothing visible.** Raising the smallest group stops the pass creating small groups; it does not remove the ones a previous pass made, because those still hold their suggestions, so they are not empty, so the prune leaves them. The pass now releases every unanchored face it did not place before pruning. And a dial you cannot see the effect of is not a dial. "What would this do?" runs the same population through the clusterer without opening a transaction and reports groups, faces grouped and largest group — one row of `--tune`'s table, on the user's own library, on a worker thread. The line leads with the group count because that is the number that says which side of the right setting you are on: it climbs as fragments are gathered into people and falls as separate people start being welded, while the grouped-face count rises straight through both. The preview parks its poll timer in a slot of its own. A preview and a regroup are allowed to be in flight together, and sharing the sweep's single slot would have the second to start drop the first's timer — visible as a Regroup that finished on its worker and never said so. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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2b812ebe21 |
Give memory back in the order the user will miss it least
FR-PLAT-AND-5. Android asks for memory back through onTrimMemory and kills the process if it is not given; until now nothing listened, so the answer was always "no". A tiered registry answers instead: GPU caches first, then proxies, then thumbnails, driven from android_main on MainEvent::LowMemory and MainEvent::Stop. The order is the argument. A backgrounded app has no window to draw and therefore no use for a render pipeline, while its thumbnails are exactly what the user will be looking at half a second after they come back -- so going into the background frees only the GPU tier, and only being measured against death frees everything. Sinks register beside the cache they free and hold weak handles, so the registry cannot keep a controller -- and every decoded portrait in it -- alive past the interface it belonged to. `try_borrow_mut` and skip: a warning can land mid-render, freeing textures under the code drawing with them is worse than missing one, and a warning not acted on is always followed by another. The GPU test is the one that matters: an eviction must change no pixel. A freed intermediate pool whose `colour_key` promise still stands renders an empty texture, and nothing else would have caught it. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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da20d42d33 |
Merge master: pluggable storage, and a name that anchors
Conflicts were docs/traceability.md alone, and it is generated — so it was regenerated rather than hand-merged. dr-face was untouched on the other side; ui/dr-ui/src/faces.rs and identity_ui.rs auto-merged, the first around recluster's anchoring and the second around load_faces. Worth recording because the two branches met on the same problem from different ends. Master's "Let a name hold a group together" is the fix for the sixteen Catherines — fourteen of them empty — that this branch found while measuring the library and reported without fixing. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolle
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f12aece07e |
Make storage pluggable, and prove it with a folder backend
`RemoteBackend` existed from the first release and bought nothing it was
designed for. Seven files in `dr-ui` constructed a `NextcloudBackend`
directly, an account *was* a server URL beside a DAV user id, the local
cache directory was named after a hostname, and the launch screen knew
that signing in meant a browser handshake. The trait was real; the seam
was documentation.
A trait over operations is only a quarter of it. Pluggable storage needs
four things, and this adds the other three:
- **Capabilities** — already there, and the reason the engine can drive
two backends at the speed each actually runs at.
- **Configuration** — `dr_sync::Account`: where a library lives, in
whatever form its connector addresses, with no server in it. Loads
every existing config unchanged (`backend` defaults to `nextcloud`,
`endpoint` is stored under its historical `server` key), and
`Account::namespace()` reproduces the old catalog directory byte for
byte, because changing it would abandon a catalog, its thumbnail
shards, and the sidecars holding unsynced offline work.
- **Registration** — `BackendProvider` and `BackendRegistry`.
`ui/dr-ui/src/remote.rs` is now the only file above `dr-sync` that
names a connector.
`Connection` (an account plus an optional `Secret`) replaces the
credentials-and-user-id pair that was threaded through fifteen
signatures in an order that could be swapped. `Secret`'s inner string is
reachable only through `expose()` and its `Debug` prints `Secret(***)`,
so the indirect leak — a `{:?}` on anything holding one — no longer
compiles into a leak.
Nextcloud is unchanged and keeps every peculiarity: propagating ETags,
chunked upload v2, `oc:fileid`, the `oc:permissions` probe on a refused
PUT, the 423 retry classification, Login Flow v2. Those are what the
capability model exists to serve, not something to hide.
`dr-sync-folder` is the second connector: a local disk, a network mount,
an external drive, or a folder a Nextcloud client already syncs. No
account, no credential — the route that works where no secrets daemon
does. It declares `LocalEtags` rather than claiming propagation a POSIX
directory cannot provide, which costs nothing because 50k `stat` calls
are not 50k PROPFINDs. Identity is a path hash, not an inode: an inode
survives a rename but differs between devices and is reused after a
delete, so two machines would disagree about which photograph a
thumbnail belonged to. Re-deriving a thumbnail is a cost; showing the
wrong one is a bug.
docs/storage.md is the contract — the traits, the four steps to add a
backend, and what each connector declares. ARCH §8.0 and §8.4a, and
FR-NC-13, say why.
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dtourolleandClaude Opus 5
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c8e05831f4 |
Show the confidence, and say which curve it came from
FR-CULL-9 was read as "no fit, no number", so every library without 200 confirmed positive pairs showed "Confidence unavailable" on every suggestion — which is every library, until enough confirmations exist to fit one. The confirmations are made on this screen, ranked by the number it was withholding, so the degraded state was also the permanent one. There has always been a curve: Calibration::default is the reference implementation's fitted MBF sigmoid, which is what clustering already operates at. It is a published operating point, not an invention, and what the requirement forbids is presenting it *as though it were measured on this library*. So the percentage is shown, and the screen says once, above the grid, where the curve came from. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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d6380fecc8 |
Make the People screen a place work can be done
Five faults, all on one screen, and the Slint and Rust halves of each have to land together. **Regroup froze the window.** It ran inside the Slint callback, on the UI thread. It is much faster now, but fast is not bounded — the work grows with the library, and the one thing that must not grow with the library is how long the window stops answering. It runs on a worker thread with an mpsc channel and a 250ms poll, like every other long pass in this module, and the button says what it is doing instead of the window going quiet. Cancellation is dropping the receiver. Reclustering also prunes the empty groups the previous pass left, so pressing the button twice no longer fills the rail with "Unnamed (0 faces)". **The faces were a single row running off the screen.** The comment on the layout claimed to be a wrapping row; Slint has no flow layout and a HorizontalLayout does not wrap, so a person with forty faces was a person whose faces could not be reviewed past the fifth. It is now laid out the way the library grid lays out thumbnails, with the same arithmetic: choose how many columns of roughly the requested size fit, then divide the width between them so the cells fill the row exactly and nothing overhangs. **The header did not fit a phone.** A 240px name field beside five buttons is wider than an Android screen — and worse than not fitting, a layout cannot be narrower than its children's minimums, so the row reported that oversized minimum upwards and inflated the whole screen. The faces grid is its sibling, so it would have been measured against a width that was never on the display. The header is now two rows, the actions sit in a Flickable that scrolls rather than overflowing, and the rail narrows to 132px on the compact class. **Strangers crowded out the people who matter.** Most clusters in a real library are passers-by and other people's guests. "Not interested" sets a group aside; the rail hides it and says how many are hidden, with one button to bring them back. Reversible, and never a deletion — see the catalog commit for why. **A face was a dead end.** Identifying someone and then having no way to see their photographs is a filing cabinet with no drawer handles. "Show photos" narrows the library grid to that person and leaves a chip on the filter bar saying so, which is also how it is cleared. It is a term on `RatingFilter` rather than a grid scope of its own, exactly as that struct's own doc says new narrowing terms should be — so the count and the cells are narrowed by the same thing, and it composes with the others for free. Suggested faces count, not only confirmed ones, or a freshly grouped person would show an empty grid. Crops are read from where they are now stored, falling back to cutting one out of the proxy for faces indexed before that existed. 480 tests pass. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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051447bda6 |
Keep the proxy a found face will be cropped from
Every cell on the People screen read "no preview" while the sweep was happily reporting 893 faces found. Both were true. Faces were being detected and stored correctly; there was simply nothing left to draw them from. A face is stored normalised and drawn by cropping the proxy it was found on — `identity::decode_proxy` reads `FACE_TIER` out of the thumbnail store. The fetching sweep fetched a preview, detected on it, wrote the faces and dropped the pixels. So every face it found pointed at a proxy that had never been stored, and the grid had nothing to cut. Worse, that state could not repair itself: the image has its `face_index` row, so it is not outstanding work and no later pass would look at it again. Two fixes, and the first is nearly free. The sweep now keeps the proxy — it has already paid the round trip and the decode, and the crop needs those same pixels the moment the user opens the person. Kept **only where a face was found**: two thirds of a personal library is landscapes and documents (docs/faces.md §7a), those will never be cropped, and skipping them keeps this well clear of the whole-library cost `SWEEP_THUMB_SIZE` deliberately avoids. The downscale to the large class happens after detection, which is the last use of the full buffer. Second, the sweep now picks up images that have faces with no proxy, whatever put them in that state — this bug, or an ordinary cache eviction, which would have produced exactly the same empty grid. Re-running detection repairs it and loses nothing: `record_detections` replaces rather than appends and carries the user's confirmations across the replacement. That makes the screen self-healing rather than dependent on nobody ever evicting a thumbnail. The proxy is stored *before* the detections. A kill between the two then leaves a proxy with no faces — which the next pass simply re-indexes — rather than faces with no proxy, which is the state that cannot recover. Note for the library already part way through a sweep: the 986 images indexed before this will be picked up by the repair route on the next run. 470 tests pass, including one that a face whose proxy is gone becomes work again. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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c8c6368542 |
Index the whole library by fetching what it has not seen
"Index faces in the whole library" could not. Its work list was intersected
with the thumbnail store at `ThumbSize::Large`, and nothing fills that class for
a whole library — `SWEEP_THUMB_SIZE` is deliberately `Grid`, because the large
class is ~860 MB of shards against ~200 MB and every syncing device pays it. So
the only images with a large proxy were the ones the user had personally zoomed
into or opened in the loupe. On this library that was 220 of 23,529.
The comment defending it misread the requirement:
// Requesting one here would put face indexing on the network path,
// which FR-CULL-8 explicitly keeps it off.
FR-CULL-8 keeps indexing off the **full decode**, not the network, and then says
the opposite in the same paragraph: "where no proxy exists, the job requests one
at background priority rather than decoding inline". faces.md §7 repeats it.
Neither was implemented.
So the pass fetches. Same two-stage route the thumbnail sweep uses — the header,
then the located preview's own byte range (FR-NC-3) — so no whole file is pulled
and no RAW is decoded, because an embedded preview is a JPEG. The work list is
now every visible image with no `face_index` row for the model: 23,308 here,
against nearly none before.
**It indexes at the resolution the preview actually has**, not the 1024 the old
tier would have given. `locate_preview` already picks the largest embedded
preview, and the thumbnail sweep was decoding it and throwing the detail away at
`downscale_to(256)`. A face 2% across the frame is 5 px on a grid thumbnail and
~61 px at the cap here — and 112 is what the embedder samples, so this is the
difference between an upsampled crop and a real one. `crop_px` records which,
per face, as §7 intended.
Capped at 3072 rather than truly full: `index_proxy` needs packed `f32` RGB at
12 bytes a pixel, so a 24 MP frame is ~288 MB and the fetch lanes hold one each.
The constant is named and sits next to the reason.
Orientation is applied **before** detection, not after downscaling. That costs a
permutation of a larger buffer — ~15 ms against a ~150 ms decode — and buys the
entire class of bug this codebase keeps having: detection then runs on the
photograph rather than the sensor, so every box and landmark is already in the
space the catalog stores and the overlay draws, with no second mapping to get
backwards.
One detector and one embedder serve every lane. The lanes are concurrent futures
on a single thread, not threads, and inference contains no await, so a `RefCell`
borrow never overlaps another — a pair per lane would duplicate ~16 MB of
weights for no parallelism.
Images with no face in them are recorded too. `face_index` records that
detection *ran*, and zero is its most valuable value: without the row every
landscape and document scan returns on every pass, for ever, and in a personal
library that is most of it (§7a).
The old store-only pass survives as `spawn_store_face_sweep` for
`examples/face_index.rs`, which indexes a local store with no network. The
settings copy no longer claims indexing reads "the photographs already
thumbnailed above", and the audit line says "to fetch" rather than "awaiting a
proxy", which had become a blocker that no longer blocks.
Verified against the real catalog: the new work list returns 23,308 where the
old one returned effectively nothing. 469 tests pass.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
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dtourolleandClaude Opus 5
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57c0cc0d35 |
Keep the name typed into a cluster when the next one is opened
Naming a cluster and moving straight to the next is the gesture this screen
exists for, and it discarded the name every time. Two causes, both in the same
four lines.
`Field.text` is two-way bound to its `TextInput`. Binding it to `selected-name`
therefore works exactly once: the first keystroke writes through the `<=>` and
**replaces** the declarative binding, after which the field follows nothing.
Switching clusters left the previous cluster's half-typed text on screen,
attached to the new person.
And `Field` only reported `accepted`, which is Enter. A name typed and then
abandoned by clicking the next face never reached Rust at all.
So `Field` gains an `edited` callback, the screen keeps the draft with the
person it was typed for, and the draft is written when the selection moves or
the screen closes. The field is then reset from a revision counter the screen
watches.
A counter rather than `changed selected-name`, because the name is not a key:
naming six clusters "Anna" in a row never changes `selected-name`, and the field
would keep the half-typed text from the cluster before. Nor `changed
selected-person`, since accepting a namesake merge lands the user back on a
person they may already have been on.
The draft carries its `PersonId`. A reload can move the selection out from under
a half-typed name — a merge arriving through a sync, a deletion — and applying
it to whoever is selected now would rename a stranger. If the person is gone
when the draft lands, it is dropped rather than resurrecting a row the rail no
longer shows.
`None` and `Some("")` are kept distinct. A user who cleared the field means to
clear the name; a user who never touched it means to leave it alone. Collapsing
those two erases names by walking past them.
An implicit commit does not raise the namesake merge offer. That question is
about a screen the user has already left, and answering it on their behalf while
they look at the next cluster is not a question at all — the offer stays on the
explicit submit.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
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dtourolleandClaude Opus 5
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725f7bf77f |
Offer the merge when two people turn out to share a name
Over-clustering is the normal state of a freshly indexed library — FR-CULL-10 says so — which means one person arrives as several groups and the user names each of them the same thing. Until now that produced several people called Anna and no way to join them: `identity::merge` existed, `faces::merge_people` existed with its redirect tombstone, and `merge-into(int)` sat in identity.slint declared, never emitted and never wired. The screen had a split button and no merge. So a rename that collides now offers one. Type a name another person already carries and a strip appears under the field: "Someone else is already called Anna (14 faces). Merge them?" Offered, not performed. `people.uuid` is the identity and the name is not — the schema comment on that column is explicit that two devices naming the same cluster independently is the case it was built for — so two people sharing a name is legal, and folding them together on a keystroke would be the screen making an identity decision on the user's behalf. That is the thing this screen spends a whole button avoiding. The rename always lands first, and declining leaves it exactly as typed. There is nothing to undo because nothing was done. Details that are not arbitrary: The comparison is trimmed and case-insensitive. "anna" on a phone keyboard and "Anna" on a desktop are one intention, and an offer that appeared only when the capitalisation matched would read as a bug. An empty name collides with nothing. Every unnamed cluster renders as "Unnamed (n faces)"; if that counted as a collision the offer would appear on every cluster in a fresh library, and accepting it would fold the library into one person. The newly-named person folds into the one that already held the name, not the reverse. The older person is the one other devices have seen and the one whose confirmations are more likely to be real. Selection follows the merge, because landing on an empty screen after a successful action reads as a failure. The offer is retired when the person changes, and when a refresh finds its target gone — merged from the other side of a sync, or deleted. An offer left standing would fold whoever happens to be selected now. A merged-away person is not a namesake: `faces::people` already excludes redirects, so the offer does not reappear the instant it is accepted. Four tests over the collision rules, and the existing 467 still pass. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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b846b312b8 |
Run the formatter over the face branch before it reaches CI
🐳 Android image / Build and push (push) Successful in 2s
Build and test / android-image (push) Successful in 2s
Build and test / Desktop (Linux) (push) Successful in 1h21m32s
Build and test / Layer separation (push) Successful in 37s
Traceability / Requirement traces (push) Successful in 25s
Build and test / Android (aarch64) (push) Failing after 33m58s
The merge of the SCRFD/MobileFaceNet work brought 69 rustfmt diffs across
dr-catalog, dr-face and dr-ui with it, so `cargo fmt --all -- --check` fails
on master and the Desktop job stops at its Format step — before clippy, the
tests or the release build have run at all. That makes the whole desktop
half of CI blind: a real compile error behind this would look exactly the
same from the outside. There was nothing behind it, as it turns out — with
the formatting fixed, clippy, the test suite and the release build all pass.
Every .rs hunk is `cargo fmt --all` on the pinned 1.92.0 toolchain, not a
hand edit, but it is worth being precise about what that moved, because it
is more than whitespace. Besides reflowing signatures and call chains,
rustfmt reordered the `pub mod` and `pub use` items in dr-face/src/lib.rs so
the `#[cfg(feature = "inference")]` entries sort in place, added the trailing
semicolon inside `let ... else { return }` bodies in identity_ui.rs, wrapped
a bare closure body in braces in cluster.rs, adjusted trailing commas, and
dropped a stray blank line at the end of identity_ui.rs. All of it is
semantically inert; none of it changes behaviour.
docs/traceability.md rides along because it has to. The matrix records each
TRACES tag by line number, and reflowing develop.rs, lib.rs, faces.rs,
identity.rs and identity_ui.rs moved them — FR-CAT-8, FR-CAT-9, FR-CULL-10,
FR-DEV-3, FR-DEV-3a and FR-DEV-3c all shift by a line or two. The matrix was
verified up to date on
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dtourolleandClaude Opus 5
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25c88d9dbd |
Start face indexing from Settings
Beside the thumbnail sweep, because it is the same kind of thing: a job that runs for an hour, is asked for once, and reports into the activity list above it. It is also downstream of that sweep -- detection reads the proxies it builds -- so the two belong in that order, and the coverage line says how many images are waiting on a proxy rather than only how many are left to index. The button drives the Identity Manager's own state rather than a second copy, so it cannot disagree with that screen about whether a pass is running, and either place can start or stop it. The pass now opens an activity row. The caption promises progress will appear in the list above, and without a row it would not: the button would be the only sign anything was happening, invisible from every other screen. Coverage is read when the Settings page opens. The figures live in the catalog and this page deliberately holds no session, so they arrive through a closure rather than being kept current -- they are only ever looked at while the page is on screen, and the check is two counts and an indexed scan. Also adds DARKROOM_NO_SYNC. Redirecting XDG_DATA_HOME isolates a test launch's catalog and thumbnails but not its server, and I found that out by pushing a test catalog over the live one. The guard sits in start_derived_sync rather than at its three call sites, because the sweep firing a sync is correct and a flag checked in three places is one that gets missed in a fourth. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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61c4547b9c |
Make the Identity Manager a peer of the library and develop
It was reachable only from the library header, which made it a side trip rather than a mode. It is now reachable from develop's header too, beside the way back, because that is the same kind of move -- leaving this photograph for somewhere else in the library -- and a screen you can only reach from one of the other two is not a peer of them. Leaving returns to whichever screen opened it, and the button says which. A back button that read "Library" while returning to develop would be lying about the one thing a back button has to be right about. The develop session is only hidden, never torn down, so returning to it costs nothing and keeps the photographer's place. The header now matches the other two screens rather than using a close cross: three screens whose headers disagree read as three applications. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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d562ceaaf4 |
Show a face beside each name in the people rail
The rail was drawing an empty square for every person: cover was hardcoded to a default image. That is the one place a portrait matters most, because the rail is how the user decides which unnamed group to open first, and a list of "Unnamed (24 faces)" rows tells them nothing. The portrait is the person's confirmed face with the largest crop_px -- the most source pixels the face actually occupied, so the one they have the best chance of recognising -- falling back to a suggestion so a freshly clustered group still has a face beside it. Cached in the controller, because every mutating action reloads the whole screen and cutting a portrait costs a JPEG decode per person. Without the cache, confirming one face would re-decode a proxy for every person in the library, and the rail does not change when a suggestion is accepted. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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26a1eb7e28 |
Record that face detection has run, not just what it found
An image with no faces in it was indistinguishable from one that had never been looked at, so every landscape, still life and document scan in the library was re-detected on every pass, for ever. In a real library that is most of it: on the 23,527-image test library, 64 of the first 110 images indexed contain no face at all. Schema v9 adds face_index, a run marker per (image, model) carrying the face count and the proxy edge it read. Keyed on the model, so a model change puts every image back in the queue by itself. That makes a coverage figure possible, which is the thing a user actually wants to see. The audit also splits the outstanding set by whether a proxy exists, because 23,417 awaiting a proxy and 110 ready to index are different problems, and telling the user to run indexing again would not fix the first. The Identity screen gains Index faces, Stop, and the coverage line. examples/face_index.rs is the same check and sweep without a window, which is the right shape for an overnight pass. Measured on the real library in release: 3.5 images/second, 110 images and 125 faces in 30 seconds, and a second run correctly finds nothing left to do. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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dtourolleandClaude Opus 5
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10b10569e2 |
Add the Identity screen
A third top-level screen beside the library and develop, because naming a cluster and pulling a stranger out of it are tasks with their own rhythm and need the whole window. The screen is designed around the clustering being wrong, which is FR-CULL-10 rather than pessimism: grouping over-merges on siblings, on parents and children, and on the same person a decade apart. So Split off sits next to Confirm all rather than behind a menu, the confirm/reject pair is on the face itself, and a group the system found is drawn differently from a person the user has vouched for. Splitting rejects before it confirms. Without that the next clustering pass suggests the face straight back and the user's correction becomes an argument they keep having. Face crops come from the proxies the grid already built, one decode per image rather than per face -- a group photograph holding six faces of one family is one JPEG. Where the calibration is not fitted the screen says confidence is unavailable instead of printing a percentage that looks measured, which is FR-CULL-9's rule at the point it becomes visible. The verdict controls use drawn icons, not tick and cross characters: ui/icons.slint exists because those render as tofu on Android. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |