feat(engine): HDF5-native galleries with embedded calibration; TensorRT backends; scene detection
Gallery format switches from JSON to HDF5 exclusively (JSON read-only kept for back-compat): save_gallery always writes HDF5, and the fitted Platt-sigmoid calibration (a, b, valid, hash) is now embedded directly in the gallery file instead of a sidecar .calib_cache.json — identity_matcher reads it from the loaded gallery and writes back only when the embeddings actually changed (hash mismatch), skipping the O(n^2) refit otherwise. Also includes: TensorRT inference backend support (ort_backend.cpp, trt_backend.cpp), gemm_backend improvements, TransNetV2-based scene-boundary detection wired through frame_source/face_tracker/main, and CMake build target updates for the new sources. Bumps the KPN submodule to feature/persistent-pipeline-reuse (push_blocking backpressure, node_ptr/node_stats introspection, ObjectVariantNodeWrapper for stateful functors) — needed by the optimizer's sae_kpn Python bindings.
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@@ -26,6 +26,10 @@ struct SceneTrackerFunc {
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std::cerr << "[scene_tracker] extinction_sec=" << extinction_sec_ << "\n";
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}
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// Runtime setter for pipeline reuse across a sweep. Also clears the active-actor
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// state so a re-run starts clean (no carry-over from the previous config's film).
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void set_extinction_sec(double s) { extinction_sec_ = s; active_.clear(); }
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SceneAnnotation operator()(MatchedSceneFrame mf) {
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if (mf.source.eof) return {0.0, {}, /*eof=*/true};
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