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docs(register): record the quality vector, the benchmark, and what lossless fanout costs

Browse Source 
Status for the two changes just landed, plus the consequence AR-004's
fix has for the scene join.

The annotator's old comment said blocking there was safe because the
branches are independent. That stopped being true when the fanout became
lossless: it now stops popping once one branch stops taking, so a
starved detector and a waiting annotator would wedge. What actually
makes it safe is join depth -- the fanout can run the dense branch ahead
by the whole of the sampled branch's buffering, which at kSceneJoinDepth
256 and sample_fps 5 against a 25 fps source is ~1200 dense frames
against TransNetV2's 100-frame window. Cutting kSceneJoinDepth below the
window would reintroduce the wedge, so it is now a correctness
precondition rather than a tuning knob.

TRACES: AR-004, AR-010, AR-028, AR-029 | VR-015 | SR-002
This commit is contained in:
dtourolle
2026-08-05 14:38:42 +02:00
parent a5ee3c05ce
commit 718dad688d
4 changed files with 521 additions and 136 deletions
Download Patch File Download Diff File Expand all files Collapse all files
docs/traceability.md
+388 -114
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@@ -3,7 +3,7 @@
<!-- GENERATED FILE - do not edit by hand. -->
<!-- Regenerate: scripts/traceability/traceability-gate.sh -->
**Generated:** 2026-07-31T20:39:35+00:00
**Generated:** 2026-08-05T12:38:33+00:00
Denominators are read from [`requirements.md`](requirements.md) at run time, never hardcoded. Coverage counts a requirement only when it is tagged in source **and** has a verification tier this repo's CI host can execute (`T1, T2, T3, static`).
@@ -11,27 +11,27 @@ Denominators are read from [`requirements.md`](requirements.md) at run time, nev
| Metric | Value |
|---|---|
| Source files scanned | 112 |
| TRACES tags found | 148 |
| Source files scanned | 117 |
| TRACES tags found | 195 |
| EXCEPTION tags found | 0 |
| Requirements defined | 69 |
| Requirements covered | 38 |
| **Coverage** | **55.1%** (38/69) |
| Coverage of CI-executable scope | 67.9% (38/56) |
| Tagged but unexecuted in CI | 8 |
| Requirements defined | 70 |
| Requirements covered | 42 |
| **Coverage** | **60.0%** (42/70) |
| Coverage of CI-executable scope | 75.0% (42/56) |
| Tagged but unexecuted in CI | 9 |
| Orphan tags | 0 |
### By type
| Type | Covered | Tagged but unexecuted | Defined |
|---|---|---|---|
| AR | 22 | 1 | 30 |
| AR | 26 | 1 | 30 |
| DP | 2 | 0 | 8 |
| IR | 8 | 0 | 8 |
| GR | 5 | 0 | 9 |
| VR | 1 | 7 | 14 |
| VR | 1 | 8 | 15 |
- **UT** tags present (separate taxonomy, not counted in coverage): UT-001, UT-101, UT-102, UT-103, UT-104, UT-105, UT-106, UT-107, UT-108
- **UT** tags present (separate taxonomy, not counted in coverage): UT-001, UT-002, UT-003, UT-004, UT-005, UT-101, UT-102, UT-103, UT-104, UT-105, UT-106, UT-107, UT-108, UT-120, UT-121, UT-122, UT-123, UT-124, UT-130, UT-131, UT-132, UT-133, UT-134, UT-135, UT-136, UT-137, UT-138, UT-139, UT-140, UT-141
- **IT** tags present (separate taxonomy, not counted in coverage): IT-001
- **PR** tags present (separate taxonomy, not counted in coverage): PR-002, PR-004
- **SR** tags present (separate taxonomy, not counted in coverage): SR-001, SR-002, SR-003, SR-005
@@ -55,8 +55,9 @@ These requirements have no verification tier this repo's CI host can run, so a t
| VR-011 | out-of-ci | no | Rewrite the replay harness for the post-AR-012 output contract |
| VR-012 | T4, out-of-ci | no | Quality-knee study — TPI/FPI vs sharpness and vs pose, as VR-005 did … |
| VR-013 | T4, out-of-ci | yes | Cross-source identification probe — gallery from one recording, probe… |
| VR-015 | out-of-ci | yes | Per-node cost and bottleneck attribution for a run — where the time a… |
**Tagged but unexecuted:** AR-027, VR-001, VR-002, VR-003, VR-004, VR-005, VR-010, VR-013 — a test exists and is tagged, but this CI host cannot run it. Report those runs separately.
**Tagged but unexecuted:** AR-027, VR-001, VR-002, VR-003, VR-004, VR-005, VR-010, VR-013, VR-015 — a test exists and is tagged, but this CI host cannot run it. Report those runs separately.
## Orphan tags
@@ -81,16 +82,16 @@ _None._
| ID | Status | Tier | Traces to | Trace state | Tagged in | Requirement |
|---|---|---|---|---|---|---|
| AR-001 | Done | T3 | SR-002 | covered | `src/nodes/face_detector_node.hpp` | Detect faces in sampled frames; emit bbox, confidence, 5-point landma… |
| AR-002 | Planned | T2 | SR-002 | untagged | - | Minimum face size **40×40 px** (VR-013 measured end to end; VR-005's … |
| AR-002 | **Done** — `FaceDet… | T2 | SR-002 | covered | `src/nodes/face_detector_node.hpp`, `tests/test_face_detector_node.cpp`, `tests/test_replay_fixtures.cpp` | Minimum face size **40×40 px** (VR-013 measured end to end; VR-005's … |
| AR-003 | **Done** — `max_fac… | T1, T2, T4 | SR-002 | covered | `src/config.hpp`, `src/nodes/face_detector_node.hpp`, `src/nodes/identity_matcher_node.hpp` | No fixed per-frame face cap — crowd scenes must not lose background c… |
| AR-004 | **Done** — KPN node… | T1, T4 | SR-002 | covered | `src/main.cpp`, `src/nodes/identity_matcher_node.hpp`, `tests/test_replay_fixtures.cpp` | Backpressure: unbounded faces/frame absorbed by slowing, never by dro… |
| AR-004 | **Mostly** — node o… | T1, T4 | SR-002 | covered | `src/benchmark.hpp`, `src/main.cpp`, `src/nodes/identity_matcher_node.hpp`, `tests/test_replay_fixtures.cpp` | Backpressure: unbounded faces/frame absorbed by slowing, never by dro… |
| AR-005 | **Done** — `umeyama… | T1, T3 | SR-002 | covered | `src/face_utils.hpp`, `src/nodes/face_aligner_node.hpp`, `tests/test_face_utils.cpp` | Align to 112×112 via ArcFace 5-point similarity transform, fitted by … |
| AR-006 | Done | T3 | SR-002 | covered | `src/nodes/embedder_node.hpp` | 512-d L2-normalised embeddings, batched |
| AR-007 | **Done** — `track_a… | T2 | SR-002 | covered | `src/config.hpp`, `src/main.cpp`, `src/nodes/face_tracker_node.hpp`, `tests/test_face_tracker.cpp` | Associate detections by IoU + embedding, with **frame-dependent** wei… |
| AR-008 | **Done** — one pool… | T2 | SR-002 | covered | `src/config.hpp`, `src/main.cpp`, `src/nodes/face_tracker_node.hpp`, `tests/test_face_tracker.cpp` | One track pool keyed on `last_seen`; no separate revival path |
| AR-009 | Done | T2 | SR-002 | covered | `src/nodes/camera_position_change_detector_node.hpp` | Camera-cut detection (histogram) as an association hint |
| AR-010 | **Done** — decode b… | T2 | SR-002 | covered | `src/main.cpp`, `src/nodes/scene_boundary_annotator_node.hpp`, `src/nodes/scene_detector_node.hpp`, `src/scene_boundaries.hpp` | Scene-boundary detection (TransNetV2) as an association hint |
| AR-011 | Planned | T1, T2 | SR-002 | untagged | - | **Every model is fed the input it was trained for** — cost reduced by… |
| AR-011 | **Done** — both vio… | T1, T2 | SR-002 | covered | `src/config.hpp`, `src/nodes/scene_detector_node.hpp`, `tests/test_scene_detector_node.cpp` | **Every model is fed the input it was trained for** — cost reduced by… |
| AR-012 | **Done** — `src/tra… | T2 | **SR-002** | covered | `src/main.cpp`, `src/nodes/identity_matcher_node.hpp`, `src/nodes/result_sink_node.hpp`, `src/track_registry.hpp`, `tests/test_replay_fixtures.cpp`, `tests/test_track_registry.cpp` | Presence follows **track extent**, not per-frame recognition |
| AR-013 | **Done** — `last_se… | T2 | SR-002 | covered | `src/track_registry.hpp`, `tests/test_replay_fixtures.cpp`, `tests/test_track_registry.cpp` | `last_seen` optional state machine; window ends at last sighting, nev… |
| AR-014 | **Done** — swap clo… | T2 | SR-002 | covered | `src/track_registry.hpp`, `tests/test_track_registry.cpp` | Belief swap A→B terminates the track and starts a new one |
@@ -105,10 +106,10 @@ _None._
| AR-023 | Done | T1 | SR-002 | covered | `src/gallery/gallery_calibration.hpp`, `src/nodes/identity_matcher_node.hpp`, `tests/test_calibration.cpp` | Fit sigmoid calibration from intra/inter similarity distributions |
| AR-024 | **Done** — associat… | T1, static | SR-002 | covered | `src/config.hpp`, `src/evidence_discount.hpp`, `src/gallery/gallery_calibration.hpp`, `src/gallery/track_gallery.hpp`, `src/main.cpp`, `src/nodes/face_tracker_node.hpp`, `src/nodes/identity_matcher_node.hpp`, `tests/test_track_gallery.cpp` | **Always the calibrated probability, never a raw cosine** — exception… |
| AR-025 | **Done** — log-odds… | T1 | SR-002 | covered | `src/evidence_discount.hpp`, `src/nodes/identity_matcher_node.hpp` | Per-track Bayesian accumulation in log-odds, with correlated-observat… |
| AR-026 | In Progress | T1, T4 | SR-001 | covered | `src/backends/gemm_backend.cpp`, `tests/test_similarity.cpp` | All similarity computed as GEMM, including annex and deferred pass |
| AR-026 | **In Progress** — t… | T1, T4 | SR-001 | covered | `src/backends/gemm_backend.cpp`, `src/gallery/track_gallery.hpp`, `src/inference/similarity.hpp`, `src/nodes/identity_matcher_node.hpp`, `tests/test_similarity.cpp`, `tests/test_track_gallery.cpp` | All similarity computed as GEMM, including annex and deferred pass |
| AR-027 | Planned | T4 | SR-001 | tagged, unexecuted | `src/backends/gemm_backend.cpp` | Throughput acceptable for **arbitrary** gallery size |
| AR-028 | Planned | T2 | SR-002 | untagged | - | **Embedding input quality assessed and carried** — every face scored … |
| AR-029 | Planned | T1 | SR-002 | untagged | - | Sharpness measure on the **aligned crop** (scale-normalised, so it ca… |
| AR-028 | **Done** — filled i… | T2 | SR-002 | covered | `scripts/optimizer/replay.py`, `src/nodes/embedding_dump_node.hpp`, `src/nodes/face_aligner_node.hpp`, `src/types.hpp`, `tests/test_embedding_dump.cpp`, `tests/test_face_utils.cpp` | **Embedding input quality assessed and carried** — every face scored … |
| AR-029 | **Done** — `crop_sh… | T1 | SR-002 | covered | `src/face_utils.hpp`, `src/nodes/face_aligner_node.hpp`, `tests/test_face_utils.cpp` | Sharpness measure on the **aligned crop** (scale-normalised, so it ca… |
| AR-030 | **In Progress** — m… | T1 | SR-002 | covered | `src/face_utils.hpp`, `src/nodes/face_aligner_node.hpp`, `tests/test_face_utils.cpp` | Visibility measure from the AR-001 5-point landmarks — extreme pose o… |
| DP-001 | Done | T1, manual | PR-004 | covered | `src/main.cpp` | One analysis core; modes are front-ends and must not fork pipeline lo… |
| DP-002 | Done | T1, manual | PR-004 | covered | `src/main.cpp` | Batch CLI over one title |
@@ -135,12 +136,12 @@ _None._
| GR-007 | Planned | T1 | SR-005 | untagged | - | Persist harvested embeddings **flagged and reviewable**, never silent… |
| GR-008 | Planned | T1 | SR-005 | untagged | - | Flag distributional outliers among an actor's references (poisoning g… |
| GR-009 | TBD | T1 | §4 | untagged | - | Human-confirmed associations persist and improve future extractions |
| VR-001 | Done | out-of-ci | PR-002 | tagged, unexecuted | `src/nodes/embedding_dump_node.hpp`, `tests/test_replay_fixtures.cpp` | HDF5 post-inference dump at the embedded-frame boundary |
| VR-001 | Done | out-of-ci | PR-002 | tagged, unexecuted | `src/nodes/embedding_dump_node.hpp`, `tests/test_embedding_dump.cpp`, `tests/test_replay_fixtures.cpp` | HDF5 post-inference dump at the embedded-frame boundary |
| VR-002 | **Done** — replay d… | out-of-ci | PR-002 | tagged, unexecuted | `scripts/optimizer/replay.py`, `tests/test_replay_fixtures.cpp` | Replay drives the **real** KPN nodes, not a reimplementation |
| VR-003 | Done | out-of-ci | PR-002 | tagged, unexecuted | `scripts/optimizer/second_score.py` | Scoring: micro-F1 against X-Ray, precision/recall logged at every eva… |
| VR-004 | Done | out-of-ci | PR-002 | tagged, unexecuted | `scripts/validation/ground_truth.py` | Reproducible validation corpus with ground truth |
| VR-005 | **Done** — knee at … | out-of-ci | PR-002 | tagged, unexecuted | `scripts/validation/min_face_size.py` | Minimum face size study — TPI/FPI vs probe size, gallery held at nati… |
| VR-006 | Planned | out-of-ci | PR-002 | untagged | - | Re-tune `scene_threshold` once native-rate decode lands |
| VR-006 | **Planned, now unbl… | out-of-ci | PR-002 | untagged | - | Re-tune `scene_threshold` once native-rate decode lands |
| VR-007 | Planned | out-of-ci | PR-002 | untagged | - | Expansion band, clustering threshold, and deferred-pass ablation |
| VR-008 | Planned | out-of-ci | PR-002 | untagged | - | Gallery scaling benchmark — throughput vs gallery size |
| VR-009 | Planned | T1, out-of-ci | PR-002 | untagged | - | Verify accumulated posteriors are calibrated against held-out tracks |
@@ -149,6 +150,7 @@ _None._
| VR-012 | Planned | T4, out-of-ci | PR-002 | untagged | - | Quality-knee study — TPI/FPI vs sharpness and vs pose, as VR-005 did … |
| VR-013 | **In Progress** — h… | T4, out-of-ci | PR-002 | tagged, unexecuted | `experiments/xsource/resolution_sweep.py`, `experiments/xsource/verify_labels.py` | Cross-source identification probe — gallery from one recording, probe… |
| VR-014 | **Done** — 40 rando… | T2, out-of-ci | PR-002 | covered | `scripts/validation/test_audio_offset.py` | Audio-signature **offset recovery on real content** — a known trim re… |
| VR-015 | **Done** — `--bench… | out-of-ci | PR-004 | tagged, unexecuted | `src/backends/trt_backend.cpp`, `src/benchmark.hpp`, `src/config.hpp`, `src/main.cpp`, `tests/test_benchmark.cpp` | Per-node cost and bottleneck attribution for a run — where the time a… |
## Detailed mapping
@@ -158,21 +160,34 @@ _None._
- [`src/nodes/face_detector_node.hpp:2`](../src/nodes/face_detector_node.hpp#L2) — `Unknown`
### AR-002
**Locations:** 3
- [`src/nodes/face_detector_node.hpp:26`](../src/nodes/face_detector_node.hpp#L26) — `explicit FaceDetectorFunc(const Config& cfg)`
- [`tests/test_face_detector_node.cpp:3`](../tests/test_face_detector_node.cpp#L3) — `Unknown`
- [`tests/test_replay_fixtures.cpp:3`](../tests/test_replay_fixtures.cpp#L3) — `Unknown`
### AR-003
**Locations:** 3
- [`src/config.hpp:44`](../src/config.hpp#L44) — `Unknown`
- [`src/nodes/face_detector_node.hpp:47`](../src/nodes/face_detector_node.hpp#L47) — `private:`
- [`src/nodes/identity_matcher_node.hpp:166`](../src/nodes/identity_matcher_node.hpp#L166) — `std::vector<float> host_query(static_cast<size_t>(kMaxFaces) * 512);`
- [`src/config.hpp:52`](../src/config.hpp#L52) — `Unknown`
- [`src/nodes/face_detector_node.hpp:64`](../src/nodes/face_detector_node.hpp#L64) — `private:`
- [`src/nodes/identity_matcher_node.hpp:173`](../src/nodes/identity_matcher_node.hpp#L173) — `std::vector<float> host_query(static_cast<size_t>(kMaxFaces) * 512);`
### AR-004
**Locations:** 4
**Locations:** 9
- [`src/main.cpp:86`](../src/main.cpp#L86) — `static constexpr std::size_t kSceneJoinDepth = 256;`
- [`src/main.cpp:319`](../src/main.cpp#L319) — `Unknown`
- [`src/nodes/identity_matcher_node.hpp:166`](../src/nodes/identity_matcher_node.hpp#L166) — `std::vector<float> host_query(static_cast<size_t>(kMaxFaces) * 512);`
- [`src/benchmark.hpp:176`](../src/benchmark.hpp#L176) — `Unknown`
- [`src/benchmark.hpp:472`](../src/benchmark.hpp#L472) — `void print(std::ostream& os, double film_sec) const`
- [`src/benchmark.hpp:522`](../src/benchmark.hpp#L522) — `else if (c.in_fill_pct > 50.0)`
- [`src/main.cpp:97`](../src/main.cpp#L97) — `static constexpr std::size_t kSceneJoinDepth = 256;`
- [`src/main.cpp:109`](../src/main.cpp#L109) — `static std::shared_ptr<SceneBoundaries> scene_stats;`
- [`src/main.cpp:380`](../src/main.cpp#L380) — `Unknown`
- [`src/main.cpp:423`](../src/main.cpp#L423) — `std::ofstream bf(cfg.benchmark_path);`
- [`src/nodes/identity_matcher_node.hpp:173`](../src/nodes/identity_matcher_node.hpp#L173) — `std::vector<float> host_query(static_cast<size_t>(kMaxFaces) * 512);`
- [`tests/test_replay_fixtures.cpp:3`](../tests/test_replay_fixtures.cpp#L3) — `Unknown`
### AR-005
@@ -180,7 +195,7 @@ _None._
**Locations:** 3
- [`src/face_utils.hpp:2`](../src/face_utils.hpp#L2) — `Unknown`
- [`src/nodes/face_aligner_node.hpp:7`](../src/nodes/face_aligner_node.hpp#L7) — `struct FaceAlignerFunc`
- [`src/nodes/face_aligner_node.hpp:8`](../src/nodes/face_aligner_node.hpp#L8) — `Unknown`
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### AR-006
@@ -193,8 +208,8 @@ _None._
**Locations:** 4
- [`src/config.hpp:108`](../src/config.hpp#L108) — `Unknown`
- [`src/main.cpp:213`](../src/main.cpp#L213) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/config.hpp:127`](../src/config.hpp#L127) — `Unknown`
- [`src/main.cpp:255`](../src/main.cpp#L255) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/nodes/face_tracker_node.hpp:2`](../src/nodes/face_tracker_node.hpp#L2) — `Unknown`
- [`tests/test_face_tracker.cpp:1`](../tests/test_face_tracker.cpp#L1) — `Unknown`
@@ -202,8 +217,8 @@ _None._
**Locations:** 4
- [`src/config.hpp:108`](../src/config.hpp#L108) — `Unknown`
- [`src/main.cpp:213`](../src/main.cpp#L213) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/config.hpp:127`](../src/config.hpp#L127) — `Unknown`
- [`src/main.cpp:255`](../src/main.cpp#L255) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/nodes/face_tracker_node.hpp:2`](../src/nodes/face_tracker_node.hpp#L2) — `Unknown`
- [`tests/test_face_tracker.cpp:1`](../tests/test_face_tracker.cpp#L1) — `Unknown`
@@ -217,24 +232,33 @@ _None._
**Locations:** 9
- [`src/main.cpp:86`](../src/main.cpp#L86) — `static constexpr std::size_t kSceneJoinDepth = 256;`
- [`src/main.cpp:329`](../src/main.cpp#L329) — `Unknown`
- [`src/main.cpp:399`](../src/main.cpp#L399) — `return run_net(std::move(net));`
- [`src/main.cpp:431`](../src/main.cpp#L431) — `Unknown`
- [`src/main.cpp:97`](../src/main.cpp#L97) — `static constexpr std::size_t kSceneJoinDepth = 256;`
- [`src/main.cpp:433`](../src/main.cpp#L433) — `Unknown`
- [`src/main.cpp:503`](../src/main.cpp#L503) — `return run_net(std::move(net));`
- [`src/main.cpp:535`](../src/main.cpp#L535) — `Unknown`
- [`src/nodes/scene_boundary_annotator_node.hpp:2`](../src/nodes/scene_boundary_annotator_node.hpp#L2) — `Unknown`
- [`src/nodes/scene_detector_node.hpp:36`](../src/nodes/scene_detector_node.hpp#L36) — `static constexpr std::string_view label() { return "scene_detector"; }`
- [`src/nodes/scene_detector_node.hpp:110`](../src/nodes/scene_detector_node.hpp#L110) — `void flush_remaining()`
- [`src/nodes/scene_detector_node.hpp:144`](../src/nodes/scene_detector_node.hpp#L144) — `void write_output()`
- [`src/nodes/scene_detector_node.hpp:147`](../src/nodes/scene_detector_node.hpp#L147) — `void flush_remaining()`
- [`src/nodes/scene_detector_node.hpp:181`](../src/nodes/scene_detector_node.hpp#L181) — `void write_output()`
- [`src/scene_boundaries.hpp:2`](../src/scene_boundaries.hpp#L2) — `Unknown`
### AR-011
**Locations:** 4
- [`src/config.hpp:105`](../src/config.hpp#L105) — `Unknown`
- [`src/nodes/scene_detector_node.hpp:70`](../src/nodes/scene_detector_node.hpp#L70) — `void operator()(Frame f)`
- [`src/nodes/scene_detector_node.hpp:93`](../src/nodes/scene_detector_node.hpp#L93) — `Unknown`
- [`tests/test_scene_detector_node.cpp:4`](../tests/test_scene_detector_node.cpp#L4) — `Unknown`
### AR-012
**Locations:** 9
- [`src/main.cpp:213`](../src/main.cpp#L213) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/main.cpp:230`](../src/main.cpp#L230) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/nodes/identity_matcher_node.hpp:125`](../src/nodes/identity_matcher_node.hpp#L125) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`src/nodes/identity_matcher_node.hpp:272`](../src/nodes/identity_matcher_node.hpp#L272) — `Unknown`
- [`src/main.cpp:255`](../src/main.cpp#L255) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/main.cpp:272`](../src/main.cpp#L272) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/nodes/identity_matcher_node.hpp:132`](../src/nodes/identity_matcher_node.hpp#L132) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`src/nodes/identity_matcher_node.hpp:280`](../src/nodes/identity_matcher_node.hpp#L280) — `Unknown`
- [`src/nodes/result_sink_node.hpp:49`](../src/nodes/result_sink_node.hpp#L49) — `static constexpr std::string_view label() { return "result_sink"; }`
- [`src/nodes/result_sink_node.hpp:161`](../src/nodes/result_sink_node.hpp#L161) — `struct ActorMeta { std::string name, imdb_id, tmdb_id, jellyfin_id; };`
- [`src/track_registry.hpp:2`](../src/track_registry.hpp#L2) — `Unknown`
@@ -267,7 +291,7 @@ _None._
**Locations:** 4
- [`src/main.cpp:230`](../src/main.cpp#L230) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/main.cpp:272`](../src/main.cpp#L272) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/nodes/result_sink_node.hpp:63`](../src/nodes/result_sink_node.hpp#L63) — `void set_pre_write_hook(std::function<void(double)> fn) { pre_write_ = std::move(fn); }`
- [`src/track_registry.hpp:2`](../src/track_registry.hpp#L2) — `Unknown`
- [`tests/test_track_registry.cpp:3`](../tests/test_track_registry.cpp#L3) — `Unknown`
@@ -284,19 +308,19 @@ _None._
**Locations:** 5
- [`src/config.hpp:152`](../src/config.hpp#L152) — `Unknown`
- [`src/gallery/track_gallery.hpp:164`](../src/gallery/track_gallery.hpp#L164) — `struct TrackState`
- [`src/gallery/track_gallery.hpp:274`](../src/gallery/track_gallery.hpp#L274) — `static int plurality_actor(const TrackState& ts)`
- [`src/nodes/identity_matcher_node.hpp:110`](../src/nodes/identity_matcher_node.hpp#L110) — `std::vector<float> host_gallery(static_cast<size_t>(n_gallery_) * 512);`
- [`src/config.hpp:171`](../src/config.hpp#L171) — `Unknown`
- [`src/gallery/track_gallery.hpp:196`](../src/gallery/track_gallery.hpp#L196) — `struct TrackState`
- [`src/gallery/track_gallery.hpp:309`](../src/gallery/track_gallery.hpp#L309) — `static int plurality_actor(const TrackState& ts)`
- [`src/nodes/identity_matcher_node.hpp:117`](../src/nodes/identity_matcher_node.hpp#L117) — `std::vector<float> host_gallery(static_cast<size_t>(n_gallery_) * 512);`
- [`tests/test_track_gallery.cpp:1`](../tests/test_track_gallery.cpp#L1) — `Unknown`
### AR-019
**Locations:** 4
- [`src/gallery/track_gallery.hpp:123`](../src/gallery/track_gallery.hpp#L123) — `void forget(int track_id) { tracks_.erase(track_id); }`
- [`src/nodes/identity_matcher_node.hpp:147`](../src/nodes/identity_matcher_node.hpp#L147) — `MatchedSceneFrame operator()(TrackedSceneFrame tf)`
- [`src/nodes/identity_matcher_node.hpp:285`](../src/nodes/identity_matcher_node.hpp#L285) — `Unknown`
- [`src/gallery/track_gallery.hpp:155`](../src/gallery/track_gallery.hpp#L155) — `void forget(int track_id) { tracks_.erase(track_id); }`
- [`src/nodes/identity_matcher_node.hpp:154`](../src/nodes/identity_matcher_node.hpp#L154) — `MatchedSceneFrame operator()(TrackedSceneFrame tf)`
- [`src/nodes/identity_matcher_node.hpp:293`](../src/nodes/identity_matcher_node.hpp#L293) — `Unknown`
- [`tests/test_track_gallery.cpp:1`](../tests/test_track_gallery.cpp#L1) — `Unknown`
### AR-023
@@ -305,24 +329,24 @@ _None._
- [`src/gallery/gallery_calibration.hpp:2`](../src/gallery/gallery_calibration.hpp#L2) — `Unknown`
- [`src/gallery/gallery_calibration.hpp:53`](../src/gallery/gallery_calibration.hpp#L53) — `float boundary_at(float p = 0.5f, float log_prior_odds = 0.f) const`
- [`src/nodes/identity_matcher_node.hpp:117`](../src/nodes/identity_matcher_node.hpp#L117) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`src/nodes/identity_matcher_node.hpp:124`](../src/nodes/identity_matcher_node.hpp#L124) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`tests/test_calibration.cpp:1`](../tests/test_calibration.cpp#L1) — `Unknown`
### AR-024
**Locations:** 12
- [`src/config.hpp:108`](../src/config.hpp#L108) — `Unknown`
- [`src/config.hpp:152`](../src/config.hpp#L152) — `Unknown`
- [`src/config.hpp:127`](../src/config.hpp#L127) — `Unknown`
- [`src/config.hpp:171`](../src/config.hpp#L171) — `Unknown`
- [`src/evidence_discount.hpp:2`](../src/evidence_discount.hpp#L2) — `Unknown`
- [`src/gallery/gallery_calibration.hpp:53`](../src/gallery/gallery_calibration.hpp#L53) — `float boundary_at(float p = 0.5f, float log_prior_odds = 0.f) const`
- [`src/gallery/track_gallery.hpp:133`](../src/gallery/track_gallery.hpp#L133) — `void set_calibration(std::function<float(float)> c) { calibrate_ = std::move(c); }`
- [`src/gallery/track_gallery.hpp:164`](../src/gallery/track_gallery.hpp#L164) — `struct TrackState`
- [`src/gallery/track_gallery.hpp:274`](../src/gallery/track_gallery.hpp#L274) — `static int plurality_actor(const TrackState& ts)`
- [`src/main.cpp:213`](../src/main.cpp#L213) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/gallery/track_gallery.hpp:165`](../src/gallery/track_gallery.hpp#L165) — `void set_calibration(std::function<float(float)> c) { calibrate_ = std::move(c); }`
- [`src/gallery/track_gallery.hpp:196`](../src/gallery/track_gallery.hpp#L196) — `struct TrackState`
- [`src/gallery/track_gallery.hpp:309`](../src/gallery/track_gallery.hpp#L309) — `static int plurality_actor(const TrackState& ts)`
- [`src/main.cpp:255`](../src/main.cpp#L255) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/nodes/face_tracker_node.hpp:2`](../src/nodes/face_tracker_node.hpp#L2) — `Unknown`
- [`src/nodes/identity_matcher_node.hpp:110`](../src/nodes/identity_matcher_node.hpp#L110) — `std::vector<float> host_gallery(static_cast<size_t>(n_gallery_) * 512);`
- [`src/nodes/identity_matcher_node.hpp:117`](../src/nodes/identity_matcher_node.hpp#L117) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`src/nodes/identity_matcher_node.hpp:117`](../src/nodes/identity_matcher_node.hpp#L117) — `std::vector<float> host_gallery(static_cast<size_t>(n_gallery_) * 512);`
- [`src/nodes/identity_matcher_node.hpp:124`](../src/nodes/identity_matcher_node.hpp#L124) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`tests/test_track_gallery.cpp:1`](../tests/test_track_gallery.cpp#L1) — `Unknown`
### AR-025
@@ -330,15 +354,30 @@ _None._
**Locations:** 3
- [`src/evidence_discount.hpp:2`](../src/evidence_discount.hpp#L2) — `Unknown`
- [`src/nodes/identity_matcher_node.hpp:125`](../src/nodes/identity_matcher_node.hpp#L125) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`src/nodes/identity_matcher_node.hpp:272`](../src/nodes/identity_matcher_node.hpp#L272) — `Unknown`
- [`src/nodes/identity_matcher_node.hpp:132`](../src/nodes/identity_matcher_node.hpp#L132) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`src/nodes/identity_matcher_node.hpp:280`](../src/nodes/identity_matcher_node.hpp#L280) — `Unknown`
### AR-026
**Locations:** 2
**Locations:** 17
- [`src/backends/gemm_backend.cpp:44`](../src/backends/gemm_backend.cpp#L44) — `constexpr int kDim = 512;`
- [`src/backends/gemm_backend.cpp:80`](../src/backends/gemm_backend.cpp#L80) — `int n_gallery() const override { return n_gallery_; }`
- [`src/backends/gemm_backend.cpp:256`](../src/backends/gemm_backend.cpp#L256) — `int n_gallery() const override { return n_gallery_; }`
- [`src/gallery/track_gallery.hpp:49`](../src/gallery/track_gallery.hpp#L49) — `struct TrackGallery`
- [`src/gallery/track_gallery.hpp:84`](../src/gallery/track_gallery.hpp#L84) — `bool enabled() const { return enabled_; }`
- [`src/gallery/track_gallery.hpp:99`](../src/gallery/track_gallery.hpp#L99) — `const float* annex_row(int i) const`
- [`src/gallery/track_gallery.hpp:357`](../src/gallery/track_gallery.hpp#L357) — `static constexpr int kEmbDim = 512;`
- [`src/inference/similarity.hpp:19`](../src/inference/similarity.hpp#L19) — `struct ISimilarityEngine`
- [`src/inference/similarity.hpp:39`](../src/inference/similarity.hpp#L39) — `virtual int n_gallery() const = 0;`
- [`src/nodes/identity_matcher_node.hpp:43`](../src/nodes/identity_matcher_node.hpp#L43) — `struct IdentityMatcherFunc`
- [`src/nodes/identity_matcher_node.hpp:193`](../src/nodes/identity_matcher_node.hpp#L193) — `std::vector<float> host_query(static_cast<size_t>(kMaxFaces) * 512);`
- [`src/nodes/identity_matcher_node.hpp:316`](../src/nodes/identity_matcher_node.hpp#L316) — `private:`
- [`tests/test_similarity.cpp:1`](../tests/test_similarity.cpp#L1) — `Unknown`
- [`tests/test_similarity.cpp:85`](../tests/test_similarity.cpp#L85) — `Unknown`
- [`tests/test_track_gallery.cpp:1`](../tests/test_track_gallery.cpp#L1) — `Unknown`
- [`tests/test_track_gallery.cpp:48`](../tests/test_track_gallery.cpp#L48) — `Embedding annex_view(const TrackGallery& tg, int row)`
- [`tests/test_track_gallery.cpp:341`](../tests/test_track_gallery.cpp#L341) — `TrackGallery tg(expand_cfg());`
### AR-027
@@ -346,12 +385,34 @@ _None._
- [`src/backends/gemm_backend.cpp:44`](../src/backends/gemm_backend.cpp#L44) — `constexpr int kDim = 512;`
### AR-028
**Locations:** 8
- [`src/nodes/embedding_dump_node.hpp:2`](../src/nodes/embedding_dump_node.hpp#L2) — `Unknown`
- [`src/nodes/embedding_dump_node.hpp:181`](../src/nodes/embedding_dump_node.hpp#L181) — `Unknown`
- [`src/nodes/embedding_dump_node.hpp:296`](../src/nodes/embedding_dump_node.hpp#L296) — `Unknown`
- [`src/nodes/face_aligner_node.hpp:8`](../src/nodes/face_aligner_node.hpp#L8) — `Unknown`
- [`src/types.hpp:62`](../src/types.hpp#L62) — `struct DetectedFace`
- [`tests/test_embedding_dump.cpp:1`](../tests/test_embedding_dump.cpp#L1) — `Unknown`
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
- [`scripts/optimizer/replay.py:66`](../scripts/optimizer/replay.py#L66) — `for i in range(len(ts)):`
### AR-029
**Locations:** 4
- [`src/face_utils.hpp:2`](../src/face_utils.hpp#L2) — `Unknown`
- [`src/face_utils.hpp:147`](../src/face_utils.hpp#L147) — `Unknown`
- [`src/nodes/face_aligner_node.hpp:8`](../src/nodes/face_aligner_node.hpp#L8) — `Unknown`
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### AR-030
**Locations:** 3
- [`src/face_utils.hpp:2`](../src/face_utils.hpp#L2) — `Unknown`
- [`src/nodes/face_aligner_node.hpp:7`](../src/nodes/face_aligner_node.hpp#L7) — `struct FaceAlignerFunc`
- [`src/nodes/face_aligner_node.hpp:8`](../src/nodes/face_aligner_node.hpp#L8) — `Unknown`
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### DP-001
@@ -382,7 +443,7 @@ _None._
**Locations:** 16
- [`src/build_gallery.cpp:83`](../src/build_gallery.cpp#L83) — `Unknown`
- [`src/build_gallery.cpp:87`](../src/build_gallery.cpp#L87) — `Unknown`
- [`src/gallery/gallery_calibration.hpp:80`](../src/gallery/gallery_calibration.hpp#L80) — `struct GalleryCalibrationStats`
- [`src/gallery/gallery_calibration.hpp:145`](../src/gallery/gallery_calibration.hpp#L145) — `std::vector<bool> actor_eligible(n_actors, false);`
- [`src/gallery/gallery_calibration.hpp:294`](../src/gallery/gallery_calibration.hpp#L294) — `Unknown`
@@ -403,20 +464,20 @@ _None._
**Locations:** 44
- [`src/config.hpp:54`](../src/config.hpp#L54) — `Unknown`
- [`src/config.hpp:62`](../src/config.hpp#L62) — `Unknown`
- [`src/gallery/embedder_stamp.cpp:1`](../src/gallery/embedder_stamp.cpp#L1) — `Unknown`
- [`src/gallery/embedder_stamp.hpp:2`](../src/gallery/embedder_stamp.hpp#L2) — `Unknown`
- [`src/gallery/gallery_builder.cpp:45`](../src/gallery/gallery_builder.cpp#L45) — `ActorGallery build_gallery(const BuildConfig& cfg)`
- [`src/gallery/gallery_store.cpp:82`](../src/gallery/gallery_store.cpp#L82) — `H5::StrType str(H5::PredType::C_S1, H5T_VARIABLE);`
- [`src/gallery/gallery_store.cpp:167`](../src/gallery/gallery_store.cpp#L167) — `H5::DataSpace scalar(H5S_SCALAR);`
- [`src/gallery/gallery_store.cpp:219`](../src/gallery/gallery_store.cpp#L219) — `Unknown`
- [`src/kpn_bindings.cpp:167`](../src/kpn_bindings.cpp#L167) — `Unknown`
- [`src/kpn_bindings.cpp:217`](../src/kpn_bindings.cpp#L217) — `Unknown`
- [`src/main.cpp:188`](../src/main.cpp#L188) — `Unknown`
- [`src/kpn_bindings.cpp:186`](../src/kpn_bindings.cpp#L186) — `Unknown`
- [`src/kpn_bindings.cpp:236`](../src/kpn_bindings.cpp#L236) — `Unknown`
- [`src/main.cpp:230`](../src/main.cpp#L230) — `Unknown`
- [`src/nodes/embedding_dump_node.hpp:127`](../src/nodes/embedding_dump_node.hpp#L127) — `static constexpr std::string_view label() { return "embedding_dump"; }`
- [`src/nodes/embedding_dump_node.hpp:238`](../src/nodes/embedding_dump_node.hpp#L238) — `H5::H5File file(path_, H5F_ACC_TRUNC);`
- [`src/nodes/embedding_dump_node.hpp:257`](../src/nodes/embedding_dump_node.hpp#L257) — `H5::H5File file(path_, H5F_ACC_TRUNC);`
- [`src/scene_preview.cpp:133`](../src/scene_preview.cpp#L133) — `int main(int argc, char** argv)`
- [`src/types.hpp:148`](../src/types.hpp#L148) — `struct Actor`
- [`src/types.hpp:173`](../src/types.hpp#L173) — `struct Actor`
- [`tests/test_gallery_store.cpp:182`](../tests/test_gallery_store.cpp#L182) — `TempFile tf("gallery_stamped.h5");`
- [`tests/test_gallery_store.cpp:201`](../tests/test_gallery_store.cpp#L201) — `TempFile tf("gallery_stamped.h5");`
- [`tests/test_gallery_store.cpp:219`](../tests/test_gallery_store.cpp#L219) — `TempFile tf("gallery_unstamped.h5");`
@@ -440,8 +501,8 @@ _None._
- [`scripts/optimizer/optimize.py:186`](../scripts/optimizer/optimize.py#L186) — `Unknown`
- [`scripts/optimizer/optimize.py:202`](../scripts/optimizer/optimize.py#L202) — `if not Path(f["dump"]).exists():`
- [`scripts/optimizer/reembed_gallery.py:62`](../scripts/optimizer/reembed_gallery.py#L62) — `for i, a in enumerate(ref["actors"], 1):`
- [`scripts/optimizer/replay.py:113`](../scripts/optimizer/replay.py#L113) — `Unknown`
- [`scripts/optimizer/replay.py:253`](../scripts/optimizer/replay.py#L253) — `Unknown`
- [`scripts/optimizer/replay.py:125`](../scripts/optimizer/replay.py#L125) — `Unknown`
- [`scripts/optimizer/replay.py:265`](../scripts/optimizer/replay.py#L265) — `Unknown`
- [`scripts/sae_embed_loader.py:23`](../scripts/sae_embed_loader.py#L23) — `def resolve_arcface(models_dir: str, arcface: str \| None = None) -> str:`
- [`scripts/sae_gallery.py:171`](../scripts/sae_gallery.py#L171) — `if not _stamp_empty(embedder):`
- [`scripts/sae_gallery.py:200`](../scripts/sae_gallery.py#L200) — `for a in range(len(offset)):`
@@ -465,7 +526,7 @@ _None._
**Locations:** 5
- [`src/config.hpp:20`](../src/config.hpp#L20) — `struct Config`
- [`src/main.cpp:230`](../src/main.cpp#L230) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/main.cpp:272`](../src/main.cpp#L272) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/nodes/result_sink_node.hpp:49`](../src/nodes/result_sink_node.hpp#L49) — `static constexpr std::string_view label() { return "result_sink"; }`
- [`src/nodes/result_sink_node.hpp:122`](../src/nodes/result_sink_node.hpp#L122) — `void write_output()`
- [`src/nodes/result_sink_node.hpp:161`](../src/nodes/result_sink_node.hpp#L161) — `struct ActorMeta { std::string name, imdb_id, tmdb_id, jellyfin_id; };`
@@ -474,7 +535,7 @@ _None._
**Locations:** 1
- [`src/main.cpp:230`](../src/main.cpp#L230) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/main.cpp:272`](../src/main.cpp#L272) — `reg_cfg, EvidenceDiscounter(same_person));`
### IR-004
@@ -555,7 +616,7 @@ _None._
- [`src/nodes/embedding_dump_node.hpp:18`](../src/nodes/embedding_dump_node.hpp#L18) — `Unknown`
- [`src/nodes/embedding_dump_node.hpp:133`](../src/nodes/embedding_dump_node.hpp#L133) — `static constexpr std::string_view label() { return "embedding_dump"; }`
- [`src/nodes/embedding_dump_node.hpp:159`](../src/nodes/embedding_dump_node.hpp#L159) — `void operator()(EmbeddedSceneFrame ef)`
- [`src/nodes/embedding_dump_node.hpp:242`](../src/nodes/embedding_dump_node.hpp#L242) — `H5::H5File file(path_, H5F_ACC_TRUNC);`
- [`src/nodes/embedding_dump_node.hpp:261`](../src/nodes/embedding_dump_node.hpp#L261) — `H5::H5File file(path_, H5F_ACC_TRUNC);`
- [`scripts/optimizer/replay.py:5`](../scripts/optimizer/replay.py#L5) — `Reads an embedding dump (scripts/optimizer/SCHEMA.md), feeds each frame as an`
- [`scripts/optimizer/second_score.py:5`](../scripts/optimizer/second_score.py#L5) — `Unknown`
- [`scripts/validation/ground_truth.py:24`](../scripts/validation/ground_truth.py#L24) — `Unknown`
@@ -564,17 +625,40 @@ _None._
### PR-004
**Locations:** 1
**Locations:** 22
- [`src/backends/trt_backend.cpp:49`](../src/backends/trt_backend.cpp#L49) — `throw CudaError(std::string(what) + ": " + cudaGetErrorString(e));`
- [`src/benchmark.hpp:2`](../src/benchmark.hpp#L2) — `Unknown`
- [`src/benchmark.hpp:86`](../src/benchmark.hpp#L86) — `namespace sae::bench`
- [`src/benchmark.hpp:107`](../src/benchmark.hpp#L107) — `struct ChannelOccupancy`
- [`src/benchmark.hpp:141`](../src/benchmark.hpp#L141) — `struct NodeCost`
- [`src/benchmark.hpp:176`](../src/benchmark.hpp#L176) — `Unknown`
- [`src/benchmark.hpp:185`](../src/benchmark.hpp#L185) — `Unknown`
- [`src/benchmark.hpp:267`](../src/benchmark.hpp#L267) — `inline std::string verdict(const std::vector<NodeCost>& costs)`
- [`src/benchmark.hpp:315`](../src/benchmark.hpp#L315) — `class BenchmarkRecorder`
- [`src/benchmark.hpp:384`](../src/benchmark.hpp#L384) — `return attribute_cost(final_.nodes, channels(), final_.elapsed_s);`
- [`src/benchmark.hpp:465`](../src/benchmark.hpp#L465) — `void print(std::ostream& os, double film_sec) const`
- [`src/benchmark.hpp:472`](../src/benchmark.hpp#L472) — `void print(std::ostream& os, double film_sec) const`
- [`src/benchmark.hpp:522`](../src/benchmark.hpp#L522) — `else if (c.in_fill_pct > 50.0)`
- [`src/config.hpp:35`](../src/config.hpp#L35) — `Unknown`
- [`src/main.cpp:3`](../src/main.cpp#L3) — `Unknown`
- [`src/main.cpp:109`](../src/main.cpp#L109) — `static std::shared_ptr<SceneBoundaries> scene_stats;`
- [`src/main.cpp:203`](../src/main.cpp#L203) — `int main(int argc, char** argv)`
- [`src/main.cpp:280`](../src/main.cpp#L280) — `Unknown`
- [`src/main.cpp:354`](../src/main.cpp#L354) — `std::lock_guard<std::mutex> lk(event_mtx);`
- [`src/main.cpp:380`](../src/main.cpp#L380) — `Unknown`
- [`src/main.cpp:393`](../src/main.cpp#L393) — `Unknown`
- [`tests/test_benchmark.cpp:3`](../tests/test_benchmark.cpp#L3) — `Unknown`
### SR-001
**Locations:** 64
**Locations:** 79
- [`src/backends/gemm_backend.cpp:44`](../src/backends/gemm_backend.cpp#L44) — `constexpr int kDim = 512;`
- [`src/build_gallery.cpp:83`](../src/build_gallery.cpp#L83) — `Unknown`
- [`src/config.hpp:54`](../src/config.hpp#L54) — `Unknown`
- [`src/backends/gemm_backend.cpp:80`](../src/backends/gemm_backend.cpp#L80) — `int n_gallery() const override { return n_gallery_; }`
- [`src/backends/gemm_backend.cpp:256`](../src/backends/gemm_backend.cpp#L256) — `int n_gallery() const override { return n_gallery_; }`
- [`src/build_gallery.cpp:87`](../src/build_gallery.cpp#L87) — `Unknown`
- [`src/config.hpp:62`](../src/config.hpp#L62) — `Unknown`
- [`src/gallery/embedder_stamp.cpp:1`](../src/gallery/embedder_stamp.cpp#L1) — `Unknown`
- [`src/gallery/embedder_stamp.hpp:2`](../src/gallery/embedder_stamp.hpp#L2) — `Unknown`
- [`src/gallery/gallery_builder.cpp:45`](../src/gallery/gallery_builder.cpp#L45) — `ActorGallery build_gallery(const BuildConfig& cfg)`
@@ -593,13 +677,22 @@ _None._
- [`src/gallery/gallery_store.cpp:82`](../src/gallery/gallery_store.cpp#L82) — `H5::StrType str(H5::PredType::C_S1, H5T_VARIABLE);`
- [`src/gallery/gallery_store.cpp:167`](../src/gallery/gallery_store.cpp#L167) — `H5::DataSpace scalar(H5S_SCALAR);`
- [`src/gallery/gallery_store.cpp:219`](../src/gallery/gallery_store.cpp#L219) — `Unknown`
- [`src/kpn_bindings.cpp:167`](../src/kpn_bindings.cpp#L167) — `Unknown`
- [`src/kpn_bindings.cpp:217`](../src/kpn_bindings.cpp#L217) — `Unknown`
- [`src/main.cpp:188`](../src/main.cpp#L188) — `Unknown`
- [`src/gallery/track_gallery.hpp:49`](../src/gallery/track_gallery.hpp#L49) — `struct TrackGallery`
- [`src/gallery/track_gallery.hpp:84`](../src/gallery/track_gallery.hpp#L84) — `bool enabled() const { return enabled_; }`
- [`src/gallery/track_gallery.hpp:99`](../src/gallery/track_gallery.hpp#L99) — `const float* annex_row(int i) const`
- [`src/gallery/track_gallery.hpp:357`](../src/gallery/track_gallery.hpp#L357) — `static constexpr int kEmbDim = 512;`
- [`src/inference/similarity.hpp:19`](../src/inference/similarity.hpp#L19) — `struct ISimilarityEngine`
- [`src/inference/similarity.hpp:39`](../src/inference/similarity.hpp#L39) — `virtual int n_gallery() const = 0;`
- [`src/kpn_bindings.cpp:186`](../src/kpn_bindings.cpp#L186) — `Unknown`
- [`src/kpn_bindings.cpp:236`](../src/kpn_bindings.cpp#L236) — `Unknown`
- [`src/main.cpp:230`](../src/main.cpp#L230) — `Unknown`
- [`src/nodes/embedding_dump_node.hpp:127`](../src/nodes/embedding_dump_node.hpp#L127) — `static constexpr std::string_view label() { return "embedding_dump"; }`
- [`src/nodes/embedding_dump_node.hpp:238`](../src/nodes/embedding_dump_node.hpp#L238) — `H5::H5File file(path_, H5F_ACC_TRUNC);`
- [`src/nodes/embedding_dump_node.hpp:257`](../src/nodes/embedding_dump_node.hpp#L257) — `H5::H5File file(path_, H5F_ACC_TRUNC);`
- [`src/nodes/identity_matcher_node.hpp:43`](../src/nodes/identity_matcher_node.hpp#L43) — `struct IdentityMatcherFunc`
- [`src/nodes/identity_matcher_node.hpp:193`](../src/nodes/identity_matcher_node.hpp#L193) — `std::vector<float> host_query(static_cast<size_t>(kMaxFaces) * 512);`
- [`src/nodes/identity_matcher_node.hpp:316`](../src/nodes/identity_matcher_node.hpp#L316) — `private:`
- [`src/scene_preview.cpp:133`](../src/scene_preview.cpp#L133) — `int main(int argc, char** argv)`
- [`src/types.hpp:148`](../src/types.hpp#L148) — `struct Actor`
- [`src/types.hpp:173`](../src/types.hpp#L173) — `struct Actor`
- [`tests/test_calibration.cpp:192`](../tests/test_calibration.cpp#L192) — `Embedding unit_axis(int slot)`
- [`tests/test_calibration.cpp:222`](../tests/test_calibration.cpp#L222) — `Unknown`
- [`tests/test_calibration.cpp:248`](../tests/test_calibration.cpp#L248) — `Unknown`
@@ -616,6 +709,10 @@ _None._
- [`tests/test_gallery_store.cpp:367`](../tests/test_gallery_store.cpp#L367) — `Unknown`
- [`tests/test_gallery_store.cpp:384`](../tests/test_gallery_store.cpp#L384) — `TempFile tf("fake_model.onnx");`
- [`tests/test_similarity.cpp:1`](../tests/test_similarity.cpp#L1) — `Unknown`
- [`tests/test_similarity.cpp:85`](../tests/test_similarity.cpp#L85) — `Unknown`
- [`tests/test_track_gallery.cpp:1`](../tests/test_track_gallery.cpp#L1) — `Unknown`
- [`tests/test_track_gallery.cpp:48`](../tests/test_track_gallery.cpp#L48) — `Embedding annex_view(const TrackGallery& tg, int row)`
- [`tests/test_track_gallery.cpp:341`](../tests/test_track_gallery.cpp#L341) — `TrackGallery tg(expand_cfg());`
- [`scripts/filter_gallery.py:80`](../scripts/filter_gallery.py#L80) — `if actor_jellyfin_id(a) in cast_ids]`
- [`scripts/make_gallery.py:181`](../scripts/make_gallery.py#L181) — `Unknown`
- [`scripts/make_jellyfin_gallery.py:4`](../scripts/make_jellyfin_gallery.py#L4) — `Unknown`
@@ -628,8 +725,8 @@ _None._
- [`scripts/optimizer/optimize.py:186`](../scripts/optimizer/optimize.py#L186) — `Unknown`
- [`scripts/optimizer/optimize.py:202`](../scripts/optimizer/optimize.py#L202) — `if not Path(f["dump"]).exists():`
- [`scripts/optimizer/reembed_gallery.py:62`](../scripts/optimizer/reembed_gallery.py#L62) — `for i, a in enumerate(ref["actors"], 1):`
- [`scripts/optimizer/replay.py:113`](../scripts/optimizer/replay.py#L113) — `Unknown`
- [`scripts/optimizer/replay.py:253`](../scripts/optimizer/replay.py#L253) — `Unknown`
- [`scripts/optimizer/replay.py:125`](../scripts/optimizer/replay.py#L125) — `Unknown`
- [`scripts/optimizer/replay.py:265`](../scripts/optimizer/replay.py#L265) — `Unknown`
- [`scripts/run_from_jellyfin.py:4`](../scripts/run_from_jellyfin.py#L4) — `Unknown`
- [`scripts/sae_embed_loader.py:23`](../scripts/sae_embed_loader.py#L23) — `def resolve_arcface(models_dir: str, arcface: str \| None = None) -> str:`
- [`scripts/sae_gallery.py:171`](../scripts/sae_gallery.py#L171) — `if not _stamp_empty(embedder):`
@@ -639,43 +736,55 @@ _None._
### SR-002
**Locations:** 35
**Locations:** 47
- [`src/config.hpp:44`](../src/config.hpp#L44) — `Unknown`
- [`src/config.hpp:108`](../src/config.hpp#L108) — `Unknown`
- [`src/config.hpp:52`](../src/config.hpp#L52) — `Unknown`
- [`src/config.hpp:105`](../src/config.hpp#L105) — `Unknown`
- [`src/config.hpp:127`](../src/config.hpp#L127) — `Unknown`
- [`src/evidence_discount.hpp:2`](../src/evidence_discount.hpp#L2) — `Unknown`
- [`src/face_utils.hpp:2`](../src/face_utils.hpp#L2) — `Unknown`
- [`src/face_utils.hpp:147`](../src/face_utils.hpp#L147) — `Unknown`
- [`src/gallery/gallery_calibration.hpp:2`](../src/gallery/gallery_calibration.hpp#L2) — `Unknown`
- [`src/gallery/gallery_calibration.hpp:53`](../src/gallery/gallery_calibration.hpp#L53) — `float boundary_at(float p = 0.5f, float log_prior_odds = 0.f) const`
- [`src/main.cpp:86`](../src/main.cpp#L86) — `static constexpr std::size_t kSceneJoinDepth = 256;`
- [`src/main.cpp:213`](../src/main.cpp#L213) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/main.cpp:230`](../src/main.cpp#L230) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/main.cpp:319`](../src/main.cpp#L319) — `Unknown`
- [`src/main.cpp:329`](../src/main.cpp#L329) — `Unknown`
- [`src/main.cpp:399`](../src/main.cpp#L399) — `return run_net(std::move(net));`
- [`src/main.cpp:431`](../src/main.cpp#L431) — `Unknown`
- [`src/main.cpp:97`](../src/main.cpp#L97) — `static constexpr std::size_t kSceneJoinDepth = 256;`
- [`src/main.cpp:255`](../src/main.cpp#L255) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/main.cpp:272`](../src/main.cpp#L272) — `reg_cfg, EvidenceDiscounter(same_person));`
- [`src/main.cpp:423`](../src/main.cpp#L423) — `std::ofstream bf(cfg.benchmark_path);`
- [`src/main.cpp:433`](../src/main.cpp#L433) — `Unknown`
- [`src/main.cpp:503`](../src/main.cpp#L503) — `return run_net(std::move(net));`
- [`src/main.cpp:535`](../src/main.cpp#L535) — `Unknown`
- [`src/nodes/camera_position_change_detector_node.hpp:30`](../src/nodes/camera_position_change_detector_node.hpp#L30) — `struct CameraPositionChangeDetectorFunc`
- [`src/nodes/embedder_node.hpp:21`](../src/nodes/embedder_node.hpp#L21) — `struct EmbedderFunc`
- [`src/nodes/face_aligner_node.hpp:7`](../src/nodes/face_aligner_node.hpp#L7) — `struct FaceAlignerFunc`
- [`src/nodes/embedding_dump_node.hpp:181`](../src/nodes/embedding_dump_node.hpp#L181) — `Unknown`
- [`src/nodes/embedding_dump_node.hpp:296`](../src/nodes/embedding_dump_node.hpp#L296) — `Unknown`
- [`src/nodes/face_aligner_node.hpp:8`](../src/nodes/face_aligner_node.hpp#L8) — `Unknown`
- [`src/nodes/face_detector_node.hpp:2`](../src/nodes/face_detector_node.hpp#L2) — `Unknown`
- [`src/nodes/face_detector_node.hpp:47`](../src/nodes/face_detector_node.hpp#L47) — `private:`
- [`src/nodes/face_detector_node.hpp:26`](../src/nodes/face_detector_node.hpp#L26) — `explicit FaceDetectorFunc(const Config& cfg)`
- [`src/nodes/face_detector_node.hpp:64`](../src/nodes/face_detector_node.hpp#L64) — `private:`
- [`src/nodes/face_tracker_node.hpp:2`](../src/nodes/face_tracker_node.hpp#L2) — `Unknown`
- [`src/nodes/identity_matcher_node.hpp:117`](../src/nodes/identity_matcher_node.hpp#L117) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`src/nodes/identity_matcher_node.hpp:125`](../src/nodes/identity_matcher_node.hpp#L125) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`src/nodes/identity_matcher_node.hpp:166`](../src/nodes/identity_matcher_node.hpp#L166) — `std::vector<float> host_query(static_cast<size_t>(kMaxFaces) * 512);`
- [`src/nodes/identity_matcher_node.hpp:272`](../src/nodes/identity_matcher_node.hpp#L272) — `Unknown`
- [`src/nodes/identity_matcher_node.hpp:124`](../src/nodes/identity_matcher_node.hpp#L124) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`src/nodes/identity_matcher_node.hpp:132`](../src/nodes/identity_matcher_node.hpp#L132) — `const GalleryCalibration& calibration() const { return cal_; }`
- [`src/nodes/identity_matcher_node.hpp:173`](../src/nodes/identity_matcher_node.hpp#L173) — `std::vector<float> host_query(static_cast<size_t>(kMaxFaces) * 512);`
- [`src/nodes/identity_matcher_node.hpp:280`](../src/nodes/identity_matcher_node.hpp#L280) — `Unknown`
- [`src/nodes/result_sink_node.hpp:49`](../src/nodes/result_sink_node.hpp#L49) — `static constexpr std::string_view label() { return "result_sink"; }`
- [`src/nodes/result_sink_node.hpp:63`](../src/nodes/result_sink_node.hpp#L63) — `void set_pre_write_hook(std::function<void(double)> fn) { pre_write_ = std::move(fn); }`
- [`src/nodes/result_sink_node.hpp:161`](../src/nodes/result_sink_node.hpp#L161) — `struct ActorMeta { std::string name, imdb_id, tmdb_id, jellyfin_id; };`
- [`src/nodes/scene_boundary_annotator_node.hpp:2`](../src/nodes/scene_boundary_annotator_node.hpp#L2) — `Unknown`
- [`src/nodes/scene_detector_node.hpp:36`](../src/nodes/scene_detector_node.hpp#L36) — `static constexpr std::string_view label() { return "scene_detector"; }`
- [`src/nodes/scene_detector_node.hpp:110`](../src/nodes/scene_detector_node.hpp#L110) — `void flush_remaining()`
- [`src/nodes/scene_detector_node.hpp:144`](../src/nodes/scene_detector_node.hpp#L144) — `void write_output()`
- [`src/nodes/scene_detector_node.hpp:70`](../src/nodes/scene_detector_node.hpp#L70) — `void operator()(Frame f)`
- [`src/nodes/scene_detector_node.hpp:93`](../src/nodes/scene_detector_node.hpp#L93) — `Unknown`
- [`src/nodes/scene_detector_node.hpp:147`](../src/nodes/scene_detector_node.hpp#L147) — `void flush_remaining()`
- [`src/nodes/scene_detector_node.hpp:181`](../src/nodes/scene_detector_node.hpp#L181) — `void write_output()`
- [`src/scene_boundaries.hpp:2`](../src/scene_boundaries.hpp#L2) — `Unknown`
- [`src/track_registry.hpp:2`](../src/track_registry.hpp#L2) — `Unknown`
- [`src/types.hpp:62`](../src/types.hpp#L62) — `struct DetectedFace`
- [`tests/test_calibration.cpp:1`](../tests/test_calibration.cpp#L1) — `Unknown`
- [`tests/test_embedding_dump.cpp:1`](../tests/test_embedding_dump.cpp#L1) — `Unknown`
- [`tests/test_face_detector_node.cpp:3`](../tests/test_face_detector_node.cpp#L3) — `Unknown`
- [`tests/test_face_tracker.cpp:1`](../tests/test_face_tracker.cpp#L1) — `Unknown`
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
- [`tests/test_scene_detector_node.cpp:4`](../tests/test_scene_detector_node.cpp#L4) — `Unknown`
- [`scripts/optimizer/replay.py:66`](../scripts/optimizer/replay.py#L66) — `for i in range(len(ts)):`
### SR-003
@@ -693,15 +802,15 @@ _None._
**Locations:** 11
- [`src/config.hpp:152`](../src/config.hpp#L152) — `Unknown`
- [`src/config.hpp:171`](../src/config.hpp#L171) — `Unknown`
- [`src/gallery/gallery_store.hpp:15`](../src/gallery/gallery_store.hpp#L15) — `Unknown`
- [`src/gallery/track_gallery.hpp:123`](../src/gallery/track_gallery.hpp#L123) — `void forget(int track_id) { tracks_.erase(track_id); }`
- [`src/gallery/track_gallery.hpp:133`](../src/gallery/track_gallery.hpp#L133) — `void set_calibration(std::function<float(float)> c) { calibrate_ = std::move(c); }`
- [`src/gallery/track_gallery.hpp:164`](../src/gallery/track_gallery.hpp#L164) — `struct TrackState`
- [`src/gallery/track_gallery.hpp:274`](../src/gallery/track_gallery.hpp#L274) — `static int plurality_actor(const TrackState& ts)`
- [`src/nodes/identity_matcher_node.hpp:110`](../src/nodes/identity_matcher_node.hpp#L110) — `std::vector<float> host_gallery(static_cast<size_t>(n_gallery_) * 512);`
- [`src/nodes/identity_matcher_node.hpp:147`](../src/nodes/identity_matcher_node.hpp#L147) — `MatchedSceneFrame operator()(TrackedSceneFrame tf)`
- [`src/nodes/identity_matcher_node.hpp:285`](../src/nodes/identity_matcher_node.hpp#L285) — `Unknown`
- [`src/gallery/track_gallery.hpp:155`](../src/gallery/track_gallery.hpp#L155) — `void forget(int track_id) { tracks_.erase(track_id); }`
- [`src/gallery/track_gallery.hpp:165`](../src/gallery/track_gallery.hpp#L165) — `void set_calibration(std::function<float(float)> c) { calibrate_ = std::move(c); }`
- [`src/gallery/track_gallery.hpp:196`](../src/gallery/track_gallery.hpp#L196) — `struct TrackState`
- [`src/gallery/track_gallery.hpp:309`](../src/gallery/track_gallery.hpp#L309) — `static int plurality_actor(const TrackState& ts)`
- [`src/nodes/identity_matcher_node.hpp:117`](../src/nodes/identity_matcher_node.hpp#L117) — `std::vector<float> host_gallery(static_cast<size_t>(n_gallery_) * 512);`
- [`src/nodes/identity_matcher_node.hpp:154`](../src/nodes/identity_matcher_node.hpp#L154) — `MatchedSceneFrame operator()(TrackedSceneFrame tf)`
- [`src/nodes/identity_matcher_node.hpp:293`](../src/nodes/identity_matcher_node.hpp#L293) — `Unknown`
- [`tests/test_track_gallery.cpp:1`](../tests/test_track_gallery.cpp#L1) — `Unknown`
- [`scripts/make_jellyfin_gallery.py:4`](../scripts/make_jellyfin_gallery.py#L4) — `Unknown`
@@ -711,6 +820,32 @@ _None._
- [`tests/test_track_registry.cpp:3`](../tests/test_track_registry.cpp#L3) — `Unknown`
### UT-002
**Locations:** 1
- [`tests/test_face_detector_node.cpp:3`](../tests/test_face_detector_node.cpp#L3) — `Unknown`
### UT-003
**Locations:** 1
- [`tests/test_scene_detector_node.cpp:4`](../tests/test_scene_detector_node.cpp#L4) — `Unknown`
### UT-004
**Locations:** 2
- [`tests/test_similarity.cpp:1`](../tests/test_similarity.cpp#L1) — `Unknown`
- [`tests/test_similarity.cpp:85`](../tests/test_similarity.cpp#L85) — `Unknown`
### UT-005
**Locations:** 2
- [`tests/test_track_gallery.cpp:1`](../tests/test_track_gallery.cpp#L1) — `Unknown`
- [`tests/test_track_gallery.cpp:341`](../tests/test_track_gallery.cpp#L341) — `TrackGallery tg(expand_cfg());`
### UT-101
**Locations:** 5
@@ -772,11 +907,114 @@ _None._
- [`scripts/validation/test_audio_offset.py:5`](../scripts/validation/test_audio_offset.py#L5) — `The golden vector (IR-005) proves the *arithmetic* is identical in both`
### UT-120
**Locations:** 1
- [`tests/test_benchmark.cpp:3`](../tests/test_benchmark.cpp#L3) — `Unknown`
### UT-121
**Locations:** 1
- [`tests/test_benchmark.cpp:3`](../tests/test_benchmark.cpp#L3) — `Unknown`
### UT-122
**Locations:** 1
- [`tests/test_benchmark.cpp:3`](../tests/test_benchmark.cpp#L3) — `Unknown`
### UT-123
**Locations:** 1
- [`tests/test_benchmark.cpp:3`](../tests/test_benchmark.cpp#L3) — `Unknown`
### UT-124
**Locations:** 1
- [`tests/test_benchmark.cpp:3`](../tests/test_benchmark.cpp#L3) — `Unknown`
### UT-130
**Locations:** 1
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### UT-131
**Locations:** 1
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### UT-132
**Locations:** 1
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### UT-133
**Locations:** 1
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### UT-134
**Locations:** 1
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### UT-135
**Locations:** 1
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### UT-136
**Locations:** 1
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### UT-137
**Locations:** 1
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### UT-138
**Locations:** 1
- [`tests/test_face_utils.cpp:1`](../tests/test_face_utils.cpp#L1) — `Unknown`
### UT-139
**Locations:** 1
- [`tests/test_embedding_dump.cpp:1`](../tests/test_embedding_dump.cpp#L1) — `Unknown`
### UT-140
**Locations:** 1
- [`tests/test_embedding_dump.cpp:1`](../tests/test_embedding_dump.cpp#L1) — `Unknown`
### UT-141
**Locations:** 1
- [`tests/test_embedding_dump.cpp:1`](../tests/test_embedding_dump.cpp#L1) — `Unknown`
### VR-001
**Locations:** 2
**Locations:** 3
- [`src/nodes/embedding_dump_node.hpp:2`](../src/nodes/embedding_dump_node.hpp#L2) — `Unknown`
- [`tests/test_embedding_dump.cpp:1`](../tests/test_embedding_dump.cpp#L1) — `Unknown`
- [`tests/test_replay_fixtures.cpp:3`](../tests/test_replay_fixtures.cpp#L3) — `Unknown`
### VR-002
@@ -812,7 +1050,7 @@ _None._
- [`src/nodes/embedding_dump_node.hpp:18`](../src/nodes/embedding_dump_node.hpp#L18) — `Unknown`
- [`src/nodes/embedding_dump_node.hpp:133`](../src/nodes/embedding_dump_node.hpp#L133) — `static constexpr std::string_view label() { return "embedding_dump"; }`
- [`src/nodes/embedding_dump_node.hpp:159`](../src/nodes/embedding_dump_node.hpp#L159) — `void operator()(EmbeddedSceneFrame ef)`
- [`src/nodes/embedding_dump_node.hpp:242`](../src/nodes/embedding_dump_node.hpp#L242) — `H5::H5File file(path_, H5F_ACC_TRUNC);`
- [`src/nodes/embedding_dump_node.hpp:261`](../src/nodes/embedding_dump_node.hpp#L261) — `H5::H5File file(path_, H5F_ACC_TRUNC);`
### VR-013
@@ -827,3 +1065,39 @@ _None._
- [`scripts/validation/test_audio_offset.py:5`](../scripts/validation/test_audio_offset.py#L5) — `The golden vector (IR-005) proves the *arithmetic* is identical in both`
### VR-015
**Locations:** 21
- [`src/backends/trt_backend.cpp:49`](../src/backends/trt_backend.cpp#L49) — `throw CudaError(std::string(what) + ": " + cudaGetErrorString(e));`
- [`src/benchmark.hpp:2`](../src/benchmark.hpp#L2) — `Unknown`
- [`src/benchmark.hpp:86`](../src/benchmark.hpp#L86) — `namespace sae::bench`
- [`src/benchmark.hpp:107`](../src/benchmark.hpp#L107) — `struct ChannelOccupancy`
- [`src/benchmark.hpp:141`](../src/benchmark.hpp#L141) — `struct NodeCost`
- [`src/benchmark.hpp:176`](../src/benchmark.hpp#L176) — `Unknown`
- [`src/benchmark.hpp:185`](../src/benchmark.hpp#L185) — `Unknown`
- [`src/benchmark.hpp:267`](../src/benchmark.hpp#L267) — `inline std::string verdict(const std::vector<NodeCost>& costs)`
- [`src/benchmark.hpp:315`](../src/benchmark.hpp#L315) — `class BenchmarkRecorder`
- [`src/benchmark.hpp:384`](../src/benchmark.hpp#L384) — `return attribute_cost(final_.nodes, channels(), final_.elapsed_s);`
- [`src/benchmark.hpp:465`](../src/benchmark.hpp#L465) — `void print(std::ostream& os, double film_sec) const`
- [`src/benchmark.hpp:472`](../src/benchmark.hpp#L472) — `void print(std::ostream& os, double film_sec) const`
- [`src/benchmark.hpp:522`](../src/benchmark.hpp#L522) — `else if (c.in_fill_pct > 50.0)`
- [`src/config.hpp:35`](../src/config.hpp#L35) — `Unknown`
- [`src/main.cpp:109`](../src/main.cpp#L109) — `static std::shared_ptr<SceneBoundaries> scene_stats;`
- [`src/main.cpp:203`](../src/main.cpp#L203) — `int main(int argc, char** argv)`
- [`src/main.cpp:280`](../src/main.cpp#L280) — `Unknown`
- [`src/main.cpp:354`](../src/main.cpp#L354) — `std::lock_guard<std::mutex> lk(event_mtx);`
- [`src/main.cpp:380`](../src/main.cpp#L380) — `Unknown`
- [`src/main.cpp:393`](../src/main.cpp#L393) — `Unknown`
- [`tests/test_benchmark.cpp:3`](../tests/test_benchmark.cpp#L3) — `Unknown`
## Tag diagnostics
**Groups mixing requirement types (pipe separates types):**
- `src/benchmark.hpp:176` — {'group': ['VR-015', 'AR-004']}
- `src/benchmark.hpp:472` — {'group': ['VR-015', 'AR-004']}
- `src/benchmark.hpp:522` — {'group': ['VR-015', 'AR-004']}
- `src/main.cpp:109` — {'group': ['VR-015', 'AR-004']}
- `src/main.cpp:380` — {'group': ['VR-015', 'AR-004']}