docs(sparse-sfm): freeze Gate E BA contract
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@ -125,8 +125,8 @@ are inferred from focal pixels, image resolution or baseline normalization.
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## Reconstruction strategy
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**DECISION: incremental SfM with bounded local refinement and optional final
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global refinement.** It matches the expected sequential vehicle/phone capture,
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**DECISION: incremental SfM followed by final per-component refinement.** It
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matches the expected sequential vehicle/phone capture,
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allows unregistered images to remain visible as a scientific result, and keeps
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the active problem bounded. Global-only rotation/translation averaging would
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add a larger initialization and robustness surface without a current project
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@ -192,27 +192,285 @@ only on geometry; multi-view Tracks use all valid observations rather than a
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random pair. Robust observation dropping is deferred: v1 rejects the landmark
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as a whole, so Track identity and observation ownership remain simple.
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## Bundle Adjustment decision
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## Gate E v1 — Final Bundle Adjustment decision
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**DECISION: BA is required for a useful final reconstruction but is not part of
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the first pure-geometry gate.** The later BA gate will use a block-sparse
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camera/landmark problem with binary64 poses and points, fixed or explicitly
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fingerprinted calibration variables, and a robust loss whose kind/scale belong
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to scientific identity. Dense camera×landmark Jacobians are forbidden.
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**DECISION: Gate E v1 is a synchronous, independent final per-component Bundle
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Adjustment applied as post-processing to a copy of the immutable final Gate D
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result.** It consumes two caller-owned immutable views that must remain coherent
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for the complete call: that final Gate D result, and the same resolved
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observation/calibration view used to construct the scientific Gate D input. It
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never mutates either view, never creates constraints between disconnected
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components, preserves each component's independent gauge, and produces a
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distinct in-memory BA result.
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Ceres is not available in the current host pkg-config environment and is not a
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Lardon3D production dependency. It is a **NEW_CANDIDATE**, not silently added.
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Its sparse Schur solvers and block structure make it the leading BA study
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candidate; Eigen is host-available, while SuiteSparse is not detected. A later
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gate must prove license, reproducibility, thread behavior, memory scaling and
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fallback before adding Ceres. OpenCV remains appropriate for small relative
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pose/PnP/triangulation primitives, not as an implicit BA architecture.
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The Gate D result alone is authoritative for final components, registered
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cameras, initial poses, landmarks and the observations associated with each
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landmark. The second view only resolves an observation already published by
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Gate D. Its canonical key is `(feature_set_id, feature_index)`; resolution must
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return the matching `image_id`, source keypoint `x,y` and immutable calibration,
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and must also agree with the published Track and image identities. Missing,
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ambiguous, duplicate or inconsistent resolution is a Gate E input error. Gate E
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must not use array position, proximity or another heuristic fallback, add an
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observation, restore a rejected association or camera, or rerun incremental SfM.
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The first BA implementation should be local-window BA after registration,
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followed by at most one explicitly admitted global BA at finalization. No two
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heavy global BAs run concurrently. Global BA is allowed to be deferred by the
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Resource Governor. The trigger, window selection, robust loss, convergence and
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thread policy are configuration fields, not runtime identity.
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Source keypoint coordinates are the Feature File binary32 `x,y` in decoded-image
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pixels, with top-left origin, +x right and +y down. Gate E converts them to
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binary64 for computation; it does not treat them as already undistorted or
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normalized. Given `Xc = R_cw * Xw + t_cw`, define `xn = Xc.x / Xc.z`,
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`yn = Xc.y / Xc.z`, and `r2 = xn*xn + yn*yn`. The canonical OpenCV-compatible
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forward model is:
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```text
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radial = 1 + k1*r2 + k2*r2*r2
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xd = xn*radial + 2*p1*xn*yn + p2*(r2 + 2*xn*xn)
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yd = yn*radial + p1*(r2 + 2*yn*yn) + 2*p2*xn*yn
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u = fx*xd + cx
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v = fy*yd + cy
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residual = [u - observed_x, v - observed_y]
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```
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The residual is therefore binary64 in source pixels and uses the complete
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canonical calibration model. A private Gate D validation helper that omits
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distortion does not redefine this contract and is not a precedent for Gate E.
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The second immutable view is an explicit scientific input, not persistence,
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Project DB integration, a loader, resolver subsystem, cache, handle or Resource
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System.
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### Scientific and numerical contract
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Gate E processes every reconstructed Gate D component independently. It
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resolves the selected observations, copies the component poses and landmarks
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into a private working set, builds and solves one BA problem, validates the
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complete candidate, then either publishes that candidate in the distinct Gate
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E result or preserves the original Gate D component. No component constrains or
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influences another component.
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Gate E v1 optimizes only camera extrinsic rotations, camera centers and
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landmark positions. The known `fx`, `fy`, `cx`, `cy`, `k1`, `k2`, `p1`, `p2`,
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observations, Track membership, identities and observation/landmark
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associations are fixed and immutable. Future intrinsic optimization requires a
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separate scientific and identity decision.
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The public boundary remains solver-independent and world-to-camera. The private
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C++ adapter uses a unit quaternion for `R_cw`, with an appropriate quaternion
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manifold, and world camera center `Cw`:
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```text
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Xc = R_cw * (Xw - Cw)
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t_cw = -R_cw * Cw
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```
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Conversion to or from public rotation matrices canonicalizes quaternion sign,
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so `q` and `-q` cannot produce distinct observable representations. No Ceres
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type crosses the future C17 ABI.
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### Gate E gauge
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Gate E derives deterministic BA anchors from the final Gate D result and does
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not depend on historical seed IDs. In each component, the registered camera
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with the lowest `image_id` is the pose anchor; its complete initial Gate D
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rotation and camera center are fixed.
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Among the other registered cameras, the scale anchor is the camera whose
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binary64 Euclidean distance from the pose anchor is greatest. An exact distance
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tie selects the lowest `image_id`; no hidden tolerance participates. For
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`delta = C_scale - C_anchor`, the coordinate with greatest absolute value is
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the scale axis, with exact ties resolved X, then Y, then Z. That one initial
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Gate D coordinate of `C_scale` is fixed. Its other two center coordinates and
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its rotation remain variable. The fixed pose removes the six rigid degrees of
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freedom and the fixed nonzero scale coordinate removes the scale degree of
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freedom without fixing a second pose.
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The scale anchor is degenerate when:
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```text
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max(abs(delta.x), abs(delta.y), abs(delta.z)) <= 1e-9
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```
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Gate D fixes each valid component to a unit seed baseline, so `1e-9` world
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units is a numerically negligible separation in that scientific gauge. A
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component with no second valid camera or a degenerate scale anchor is not
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optimized; its Gate D data is retained with a gauge/degenerate diagnostic.
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### Objective and solver
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Every valid observation contributes the two-dimensional source-pixel residual
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defined above. Gate E uses binary64 throughout and minimizes their robustified
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sum with Huber loss and `delta = 2.0` source pixels. The Huber kind and scale are
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Gate E scientific policy, not Governor parameters, Resource parameters or a
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Gate E fingerprint. Non-finite poses, landmarks, projections, residuals or
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costs, and camera-frame depth invalid under the frozen camera invariants,
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reject the candidate.
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Gate E v1 selects the Ceres Solver 2.2.x API, CPU-only, with these explicit
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options:
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```text
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minimizer_type = TRUST_REGION
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trust_region_strategy_type = LEVENBERG_MARQUARDT
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linear_solver_type = ITERATIVE_SCHUR
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preconditioner_type = SCHUR_JACOBI
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num_threads = 1
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max_num_iterations = 50
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function_tolerance = 1e-6
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gradient_tolerance = 1e-10
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parameter_tolerance = 1e-8
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```
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Landmark parameter blocks form elimination group 0 in increasing canonical
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Track/landmark identity; camera blocks form group 1 in increasing `image_id`.
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Components, cameras, landmarks, observations and residual blocks are all built
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in canonical identity order. Automatic Ceres ordering is not used when the API
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accepts an explicit ordering.
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There is exactly one solver attempt per eligible component, with no automatic
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retry, wall-clock timeout or `max_solver_time`. Environment variables, hardware
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profiles, Tasks, schedulers and the Governor cannot change the single-thread
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reference. `ITERATIVE_SCHUR` with `SCHUR_JACOBI` provides the required
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block-sparse path without a functional SuiteSparse dependency; `SPARSE_SCHUR`,
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CUDA and GPU execution are not Gate E v1.
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### Eligibility, bounds and acceptance
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An eligible component has at least two registered cameras, at least one valid
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BA landmark, exactly resolved observations and calibrations, finite inputs, a
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valid gauge, overflow-safe dimensions and no manifest underconstraint after
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the anchors. Gate D already guarantees multi-view support for every published
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landmark, so Gate E introduces no separate support threshold.
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Gate E retains the identically-scoped Gate D bounds of at most 4096 registered
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cameras, 250,000 Tracks/landmarks and 1,000,000 observations. The Gate D
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landmarks-per-growth-round bound is not a Gate E bound. All allocation and
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dimension arithmetic is overflow-checked. The architecture is block-sparse;
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no dense camera-count × landmark-count allocation or Jacobian is permitted.
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Ceres `NO_CONVERGENCE` is rejection even if an intermediate candidate has
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lower cost. Only a termination classified as successful convergence by the
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private Ceres adapter is acceptable. The robust-cost comparison uses exactly:
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```text
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cost_tolerance = 1e-12 * max(1.0, abs(initial_robust_cost))
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final_robust_cost <= initial_robust_cost + cost_tolerance
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```
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This comparison tolerance absorbs insignificant binary64 noise and is not a
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Ceres convergence tolerance. A component is published only when its inputs are
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coherent and eligible, termination is accepted, all candidate poses,
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landmarks, required projections and robust costs are finite, both gauge anchors
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are strictly preserved in their contract representations, the cost condition
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holds, and no consumed frozen invariant is violated. Otherwise the original
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Gate D component is preserved exactly and accompanied by a rejection
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diagnostic. All optimization occurs on a private copy, so publication is atomic
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per component and requires no in-place rollback.
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### Result and diagnostics
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The future solver-independent Gate E result has these conceptual states:
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- `COMPLETE`: at least one component is eligible and every eligible component
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is optimized and accepted;
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- `PARTIAL`: at least one component is accepted and at least one other eligible
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component is rejected or fails;
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- `FAILED`: no eligible component produces an accepted BA result, including an
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input with no eligible component.
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Ineligible and rejected components retain their Gate D data. Each component
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diagnostic contains at least component key, camera/landmark/observation counts,
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pose-anchor and scale-anchor `image_id`, scale axis X/Y/Z, initial and final
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robust cost, initial and final reprojection RMSE, iteration count, solver
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termination class, accepted/rejected state and rejection reason. It exposes no
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Ceres pointer or type.
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Diagnostic reprojection RMSE is non-robust:
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```text
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sqrt(sum(dx*dx + dy*dy) / observation_count)
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```
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Acceptance remains based on robust cost and all contract invariants. Raw RMSE
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is not required to improve universally in the presence of outliers.
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### Reproducibility
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For identical input, executable, build, dependency versions and machine with
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one solver thread, component order, anchors, parameter/residual ordering,
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states, accept/reject decisions and structural diagnostics are deterministic.
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Comparable binary64 geometric scalars satisfy:
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```text
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abs(a - b) <= 1e-12 * max(1.0, abs(a), abs(b))
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```
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Rotations are compared geometrically rather than by raw quaternion sign. If
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fresh-process tests in an identical environment cannot meet this tolerance,
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implementation stops for contract review; tests must not widen it silently.
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### Canonical Gate E validation matrix
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| Case | Contract evidence |
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| E01 Null/invalid input | Safe rejection; no exception crosses C |
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| E02 Empty/non-eligible result | Deterministic `FAILED` with diagnostics |
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| E03 Clean synthetic component | Finite accepted result, gauge held, cost non-regression |
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| E04 Perturbed poses | Fixture-defined measurable improvement |
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| E05 Perturbed landmarks | Fixture-defined measurable improvement |
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| E06 Perturbed poses and landmarks | Convergence and fixture-defined improvement |
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| E07 Noise 0.5 px | Finite accepted result or contractually justified rejection |
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| E08 Noise 1.0 px | Finite accepted result or contractually justified rejection |
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| E09 Noise 2.0 px | Finite accepted result or contractually justified rejection |
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| E10 Outliers 10% | Huber active; finite result or clean rejection; no invariant violation |
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| E11 Outliers 20% | Huber active; finite result or clean rejection; no invariant violation |
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| E12 Outliers 40% | Huber active; finite result or clean rejection; no invariant violation |
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| E13 Disconnected components | Independent optimization and gauges |
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| E14 One success, one failure | Global `PARTIAL` |
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| E15 Pose anchor | Initial rotation and center strictly preserved |
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| E16 Scale anchor | Selected center coordinate strictly preserved |
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| E17 Deterministic anchors | Exact distance/ID and X/Y/Z ties; `1e-9` degeneracy boundary |
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| E18 Insufficient cameras | No solve; Gate D data retained |
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| E19 Underconstrained geometry | No solve; Gate D data retained |
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| E20 Non-finite input | Input rejection |
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| E21 Non-finite projection candidate | Atomic candidate rejection |
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| E22 Forced non-convergence | Private summary interpreter rejects `NO_CONVERGENCE` |
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| E23 Candidate regression | Cost condition prevents publication |
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| E24 Atomic rejection | Original component preserved exactly |
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| E25 Canonical ordering | Explicit groups and parameter/residual order |
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| E26 Same-process repeats | Structural equality and numeric tolerance |
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| E27 Fresh-process repeats | At least 20 processes in one identical environment |
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| E28 Ownership/destruction | Caller inputs retained; owned result safely destroyed |
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| E29 Null/repeated destroy | Required only if E1 adopts the existing null-safe convention |
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| E30 Allocation/overflow | Checked rejection before allocation |
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| E31 Maximum boundary guards | Exact documented limits without a giant solve where isolatable |
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| E32 Sparse architecture | No dense camera-count × landmark-count allocation |
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| E33 Calibration immutability | Before/after identical |
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| E34 Track/observation immutability | Before/after identical |
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| E35 Gate D immutability | Input unchanged after success and every failure path |
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E22 tests the private solver-summary-to-decision interpreter directly. It does
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not expose an iteration override, add a production behavior for testing or
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change `max_num_iterations = 50`. Synthetic ground-truth fixtures measure
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pre/post geometric error and robust cost. Fixtures intended to improve define
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their own scientifically measurable improvement; no universal pose or landmark
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threshold is invented.
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Local BA after registration is deferred. Gate D exposes no intermediate
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scientific seam or complete registration history, and an interleaved BA could
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change its subsequent growth. Introducing that policy requires a future
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explicit scientific seam/version architecture decision; Gate E v1 does not
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create or name such a version.
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Gate E v1 remains independent of Project DB, Task Runtime, the Resource
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Governor and any Resource System. It neither computes nor carries a parameter
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fingerprint, defines no persistent identity, and publishes nothing. Gate F
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retains project/task orchestration and persistence; Gate G retains Resource
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Governor integration and final resource validation.
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Ceres availability on a host must be distinguished from Lardon3D dependency
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declaration. Gate E selects the Ceres Solver 2.2.x API scientifically, but
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Lardon3D currently declares no production Ceres dependency in Meson. A future
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dependency slice must verify the used API, licensing, CPU-only construction and
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a build without required SuiteSparse or CUDA. Package discovery may use CMake;
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a pkg-config miss alone does not prove host unavailability, and an installed
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host package is not a declared Lardon3D dependency.
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## Determinism and scientific identity
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@ -267,13 +525,13 @@ working set. It forbids a dense `C×P`, `C×C` or co-visibility matrix. Track
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length has no arbitrary 256 cap; long Tracks are iterated through checked
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bounded storage.
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Triangulation/registration are light CPU units and can be batched. Local BA is
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bounded by an active camera/landmark window and needs a Governor reservation.
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Global BA is one heavy job at a time, with explicit admission and a conservative
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thread cap. Future reservation inputs are `C`, `P`, `O`, active window size,
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solver mode and calibration-variable count. The existing Resource Governor
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owns RAM/PSI/swap policy; Sparse SfM adds no thresholds. Swap is never normal
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working memory, and UMA RAM must preserve several GiB of desktop/iGPU headroom.
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Triangulation/registration are light CPU units and can be batched. Gate E v1
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uses local scientific limits for its final per-component BA and does not query
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the Governor. Future Gate G admission may use `C`, `P`, `O`, solver mode and
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calibration-variable count without changing scientific results. The existing
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Resource Governor owns RAM/PSI/swap policy; Sparse SfM adds no system-pressure
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thresholds. Swap is never normal working memory, and UMA RAM must preserve
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several GiB of desktop/iGPU headroom.
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## Hardware and probe study
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@ -282,11 +540,10 @@ Gate A preflight measured 16 logical CPUs, `MemTotal=15597716 KiB`,
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zram device, and zero current memory/IO PSI average. The host is the Ryzen 7
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8845HS/Radeon 780M UMA target described by the performance document.
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The project already links OpenCV 5.0.0. Eigen 5.0.1 and Ceres 3.12.0 are
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available through host pkg-config but are not current production dependencies;
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SuiteSparse/BLAS/LAPACK availability is host capability only. TBB 2023.1 is
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present through the existing OpenCV stack. No package, system setting, swap
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device or GPU mode was changed.
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The project already links OpenCV 5.0.0. Host-installed libraries and their
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pkg-config or CMake discovery metadata are capabilities, not Lardon3D
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production dependencies. Lardon3D currently declares no Ceres dependency in
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Meson. No package, system setting, swap device or GPU mode was changed.
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Gate A probes use deterministic synthetic camera arcs, controlled noise and
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degenerate planar/pure-rotation cases. Every RSS probe is a separate normal
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@ -304,8 +561,9 @@ production Sparse SfM code is created by this gate.
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deterministic seed, triangulation and PnP with synthetic ground truth.
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- **Gate D — Incremental core:** registration ordering, components,
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unregistered-image policy and deterministic reconstruction output.
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- **Gate E — BA integration:** sparse BA candidate, robust loss, local/global
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policy, numerical reproducibility and solver dependency decision.
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- **Gate E — Final Bundle Adjustment:** synchronous final per-component BA on a
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copy of the immutable Gate D result, with its scientific and numerical
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contract frozen here; interleaved local BA is deferred.
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- **Gate F — Project orchestration:** explicit Track Set/calibration input,
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atomic publication and durable runtime integration.
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- **Gate G — Resource/freeze:** Governor admission, sustained hardware safety,
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@ -317,7 +575,7 @@ production Sparse SfM code is created by this gate.
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Seed/order risk is controlled by deterministic policy. It is robust for
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sequential capture, has canonical queues and seeds, moderate complexity, and
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sparse `C,T,O` scaling with local BA. **SELECTED v1.**
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sparse `C,T,O` scaling followed by final per-component BA. **SELECTED v1.**
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### Global SfM
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@ -342,7 +600,7 @@ Triangulation candidates:
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|---|---|---|---|
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| Dense normal equations | Prohibited for serious `C×P` problems | No | Rejected |
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| OpenCV generic optimization | Not a sparse BA contract | Present, wrong abstraction | Rejected |
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| Ceres sparse Schur | Appropriate block structure | New candidate dependency | **Later-gate candidate** |
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| Ceres 2.2.x iterative Schur | Block-sparse | Scientific selection; not in Meson | **Selected Gate E v1** |
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### Synthetic geometry probe
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@ -365,23 +623,23 @@ checks before accepting a component.
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The project already links OpenCV 5.0.0. Host probes found Eigen 5.0.1, BLAS
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3.12.0, LAPACK 3.12.0 and TBB 2023.1 as host capabilities or transitive
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facilities rather than current Lardon3D production dependencies. Ceres and
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SuiteSparse are not available through the current host pkg-config environment;
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Ceres remains a new dependency candidate, not an installed fact. No new
|
||||
dependency is added by Gate A. The measured machine has 16 logical CPUs,
|
||||
facilities rather than current Lardon3D production dependencies. Ceres may use
|
||||
CMake discovery, so pkg-config alone does not establish host availability.
|
||||
Ceres 2.2.x is the selected Gate E scientific API, but Lardon3D declares no
|
||||
production Ceres dependency yet. No new dependency is added by this contract
|
||||
slice. The measured machine has 16 logical CPUs,
|
||||
`MemTotal=15597716 KiB`, `MemAvailable=8245288 KiB` at preflight, an 8 GiB
|
||||
swapfile, 6 GiB zram and zero memory/IO PSI averages at the probe start. A
|
||||
single heavy BA and a future solver thread cap of 4 are the conservative
|
||||
resource candidates; these are not yet Governor settings.
|
||||
swapfile, 6 GiB zram and zero memory/IO PSI averages at the probe start. Gate E
|
||||
uses one solver thread; future Gate G resource admission cannot change that
|
||||
scientific setting.
|
||||
|
||||
## Gate A unresolved boundaries
|
||||
|
||||
The following remain deliberately deferred to later gates rather than hidden:
|
||||
exact numeric parallax/reprojection thresholds, Ceres licensing/dependency
|
||||
adoption, robust-loss scale, local-window selection, BA convergence criteria,
|
||||
metric alignment, persistent reconstruction schema and durable SfM checkpoints.
|
||||
Their semantic ownership is decided here; their final numeric values require
|
||||
the synthetic ground-truth and sparse-solver gates.
|
||||
The following remain deliberately deferred rather than hidden: Ceres
|
||||
licensing/dependency integration, metric alignment, persistent orchestration
|
||||
and durable SfM checkpoints. Gate E freezes its own robust loss, convergence,
|
||||
ordering and acceptance policy here without introducing persistence or a
|
||||
fingerprint.
|
||||
|
||||
## Gate C — pure calibrated geometry
|
||||
|
||||
|
|
@ -439,7 +697,7 @@ parameters and do not alter Project DB identity.
|
|||
|
||||
## Gate D — incremental Sparse SfM core
|
||||
|
||||
**GATE D — PASS.** Gate D is the first executable link
|
||||
**GATE D — PASS / FROZEN.** Gate D is the first executable link
|
||||
between the immutable Track/Calibration contracts and the Gate C primitives.
|
||||
The reference implementation is synchronous, deterministic, CPU-only,
|
||||
in-memory, bounded and independent of Project DB, Task Runtime, Resource
|
||||
|
|
|
|||
Loading…
Reference in a new issue