diff --git a/.gitattributes b/.gitattributes index ef35e2dc2252e1081204a8286db7e082e54cfffc..c9900d17954248691e56c3a5558afac85069c248 100644 --- a/.gitattributes +++ b/.gitattributes @@ -847,3 +847,6 @@ sessions/session_20260921_233248_177244/preprocessing/chain-prior-centerline-var sessions/session_20260921_233248_177244/preprocessing/chain-prior-lower-curvature-v2/native/rerun/appearance_spline_prior.rrd filter=lfs diff=lfs merge=lfs -text sessions/session_20260921_233248_177244/preprocessing/chain-prior-stronger-reprojection-v2/native/rerun/appearance_spline_prior.rrd filter=lfs diff=lfs merge=lfs -text sessions/session_20260921_233248_177244/preprocessing/chain-prior-v1/native/rerun/appearance_spline_prior.rrd filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_train_v1/input_case/session_20260921_233248_177244/points3D.ply filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_train_v1/model/point_cloud/iteration_10000/point_cloud.ply filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_train_v1/model/point_cloud/iteration_7000/point_cloud.ply filter=lfs diff=lfs merge=lfs -text diff --git a/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/APPEARANCE_REVIEW_c6a_v1.md b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/APPEARANCE_REVIEW_c6a_v1.md new file mode 100644 index 0000000000000000000000000000000000000000..a08c9788a6f1f178044c7641abe84ab0f6c771d2 --- /dev/null +++ b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/APPEARANCE_REVIEW_c6a_v1.md @@ -0,0 +1,29 @@ +# 233248: static appearance review + +**Reference training and review are complete; the owner accepted this appearance on 2026-10-28.** This uses the exact accepted variant B prior: 18 controls, curvature weight 5e-9 and 4.75 mm tube radius. The original prior remains preserved. + +[Rotation video](appearance_train_v1/review/novel_view.mp4) · [Loss curves](appearance_train_v1/review/loss_curves.png) + +- [Camera 12540311: observed/rendered RGB, masks and depth](appearance_train_v1/review/iteration_10000/view_0_sheet.png) +- [Camera 12933256: observed/rendered RGB, masks and depth](appearance_train_v1/review/iteration_10000/view_1_sheet.png) +- [Camera 17736741: observed/rendered RGB, masks and depth](appearance_train_v1/review/iteration_10000/view_2_sheet.png) +- [Camera 23007103: observed/rendered RGB, masks and depth](appearance_train_v1/review/iteration_10000/view_3_sheet.png) + +The visible chain links and main arcs align in the four training views. Hand-hidden intervals remain inferred. The upper grip is visibly open in 12540311 and 17736741; the foreground grip contains a dark diffuse lobe with speckled downward protrusions. Camera 12933256 has a broad mottled and fringed sleeve-hidden arc. Camera 23007103 has smaller dark contact patches and a local spur. All eight sampled rotations contain the object without gross collapse; the gaps and local fringe persist. + +The unchanged reference loop used **10,000 iterations / 9,999 optimizer updates**, masks, hybrid initialization and isotropic scales, with depth/normal/anisotropic/segmentation weights 0.001/0/0/1. Final spherical-harmonic degree is 3. The recorded native-loader and depth-loss runtime overrides are retained. + +- Initial hybrid seeds: **122,092**. Final saved Gaussians: **123,823**; reference strict-opacity >0.1 export: **91,047**. +- Mean same-training-view source total: **0.006486710 → 0.000248587**. This is the four-view masked, occlusion-aware source objective, not held-out reconstruction or physical accuracy. +- All 12 saved view arrays, three PLY payloads and three complete scalar histories are finite; every scalar step 1–10000 is present. Check, train and review stages returned zero. +- All four final sheets, loss curves and orbit frames 0/25/50/75/100/125/150/175 of 200 were inspected individually. The losses settle after brief transients near 3000/6000/9000. + +The black background is an object-only diagnostic. Full-scene raw residuals are not the masked objective, and stored/rendered depth does not establish hidden geometry or contact accuracy. + +[Saved findings and inspection coverage](appearance_train_v1/review/agent_findings.json) · [Saved summary](appearance_train_v1/review/summary.json) · [Run record](appearance_train_v1/run_record.json) + +Appearance acceptance is separate from the accepted initial prior and any future physical fitting. No training rerun, observation repair or dynamic validation was performed by this review. + +## Owner appearance decision + +The owner accepted this exact static appearance on2026-10-28, including the disclosed hidden gaps, diffuse grip lobe and fringe. No physical fitting is authorized. diff --git a/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/PRIOR_REVIEW_c6a_v1.md b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/PRIOR_REVIEW_c6a_v1.md new file mode 100644 index 0000000000000000000000000000000000000000..f866378dd3316cc66d42f5db835ff7975ac1f669 --- /dev/null +++ b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/PRIOR_REVIEW_c6a_v1.md @@ -0,0 +1,29 @@ +# 233248 chain prior — owner decision pending + +This is the current C2 chain prior for your accepted **208–747** window and masks. The initial reference images are converted **208** / native-container **209** in all four cameras; [exact local indices and capture timestamps](prior_review_v1/source_frame_mapping.json) are retained. + +The closed spline follows the visible chain while preserving its bends. The two hand-hidden sections are inferred. This is the approved **continuous tube approximation, radius 4.75 mm**, not individual chain links. No mechanical inputs, trained static appearance or physical fit have been produced from this prior. + +| Camera | Visible centreline samples inside mask | Native-image overlays | +|---|---|---| +| 12540311 | 96.36% | [centreline](prior_chain_v1/review/spline/centerline_0_with_masks.png) · [tube](prior_chain_v1/review/tube/silhouette_0_unmasked.png) | +| 12933256 | 94.07% | [centreline](prior_chain_v1/review/spline/centerline_1_with_masks.png) · [tube](prior_chain_v1/review/tube/silhouette_1_unmasked.png) | +| 17736741 | 96.23% | [centreline](prior_chain_v1/review/spline/centerline_2_with_masks.png) · [tube](prior_chain_v1/review/tube/silhouette_2_unmasked.png) | +| 23007103 | 98.45% | [centreline](prior_chain_v1/review/spline/centerline_3_with_masks.png) · [tube](prior_chain_v1/review/tube/silhouette_3_unmasked.png) | + +[Rotation video](prior_chain_v1/review/tube/orbit.mp4) · [eight sampled angles](prior_review_v1/orbit_samples.png) · [tube and observed depth cloud](prior_chain_v1/review/tube/tube_scale_views.png) · [tracking/lift review](review_v1/REVIEW.md) + +The fit converged in **two solver rounds**, with length **585.394 mm**, maximum curvature **92.251/m**, and gradient norm **8.69e-5**. The length is 0.394 mm above the soft upper length bound; no clamp or changed solver setting was applied. Geometry checks passed: 864 vertices / 1,728 triangles, one watertight component and no confirmed surface intersection. The 8.103 mm minimum nonadjacent ring-centre distance is diagnostic under the approved Q8 rule, not a rejection threshold. + +Per-view median depth-cloud distance to the centreline is **8.38 / 5.76 / 6.42 / 10.79 mm**. These are not measured surface errors. View-dependent depth spread remains, especially under partial occlusion. The lowest tube vertex is 6.897 mm above the table plane; no flattening or vertical adjustment was applied. + +The prescribed 20-neighbour/2-sigma filter kept 18,412 of 18,889 eroded points. The appearance initializer contains 18,412 observed + 51,840 mesh samples =**70,252** seeds. Of 864 mesh vertices, 500 have observed colours and 364 use the reference median-colour fill. These are appearance seeds, not mechanical particle counts. + +[Agent inspection and limitations](prior_review_v1/agent_findings.json) · [Fit metrics](prior_chain_v1/steps/fit.json) · [Geometry checks](prior_chain_v1/tube/tube_checks.json) · [Manifest](prior_chain_v1/manifest.json) + +Accepting this prior permits the reference mechanical input construction and static appearance training. It does not accept future trained appearance or authorize physical fitting. + +Candidate identities (not yet owner accepted): + +- Prior manifest SHA256: `8a2748dd8555f95fd651c2cb13800ecde5b7d1c13f21dc1a0b9947a6b6d08533` +- Tube GLB SHA256: `2c9722285018e8835442f04348063ace8cb2c110da1800d7feac39ce794a2c3c` diff --git a/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_check_v1.log b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_check_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..c826a74d03ef5d8042e4095f67b1c0408da21854 --- /dev/null +++ b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_check_v1.log @@ -0,0 +1,57 @@ +Found metadata.json file, assuming customized QQTT dataset! [28/10 18:02:39] +Init points from pcd... [28/10 18:02:39] +Init points from mesh... [28/10 18:02:39] +Loading Training Cameras [28/10 18:02:39] +Loading Test Cameras [28/10 18:02:39] +Number of points at initialisation : 122092 [28/10 18:02:39] +Sampling 100000 points from mesh [28/10 18:02:39] +{ + "cameras": [ + { + "id": 0, + "width": 1920, + "height": 1080, + "object_px": 9097, + "occlusion_px": 328308, + "valid_depth_px": 1925442, + "boundary_px": 3021, + "projection_max_error_px": 2.324412154569293e-05 + }, + { + "id": 1, + "width": 1920, + "height": 1080, + "object_px": 3588, + "occlusion_px": 347384, + "valid_depth_px": 2027899, + "boundary_px": 1307, + "projection_max_error_px": 2.0672598774492376e-06 + }, + { + "id": 2, + "width": 1920, + "height": 1080, + "object_px": 9984, + "occlusion_px": 385574, + "valid_depth_px": 1973114, + "boundary_px": 3594, + "projection_max_error_px": 7.733793223199456e-06 + }, + { + "id": 3, + "width": 1920, + "height": 1080, + "object_px": 6650, + "occlusion_px": 201282, + "valid_depth_px": 1905754, + "boundary_px": 2508, + "projection_max_error_px": 3.768487712545901e-06 + } + ], + "hybrid": { + "vertex_color_branch": true, + "mesh": 103680, + "observed": 18412, + "total": 122092 + } +} [28/10 18:02:39] diff --git a/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_check_v1_argv.json b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_check_v1_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..26b695323dac6d6d80151b2f4703f19b0d7a3d4c --- /dev/null +++ b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_check_v1_argv.json @@ -0,0 +1,18 @@ +{ + "argv": [ + "/mnt/data0/magna/belt_perception_wt_c6a_lab_input_preparation_20261027/scripts/real_rgbd_gs_train_env/.venv/bin/python", + "scripts/real_rgbd_appearance_train.py", + "check", + "--prior", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233248_177244/window_anchor0208-0747/accepted_input_preparation_c6a_v1/chain_centerline_comparison_v1/variant_b", + "--accepted-prior-manifest-sha256", + "6bae8ff984f579cef97ccf1543097d97047be94573a7e372c60f6719799e5e7d", + "--output", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233248_177244/window_anchor0208-0747/accepted_input_preparation_c6a_v1/appearance_check_v1" + ], + "cwd": "/mnt/data0/magna/belt_perception_wt_c6a_lab_input_preparation_20261027", + "environment": { + "PYTHONDONTWRITEBYTECODE": "1", + "MPLBACKEND": "Agg" + } +} diff --git a/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_check_v1_result.json b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_check_v1_result.json new file mode 100644 index 0000000000000000000000000000000000000000..005b2b8dfc5a091855d9786946fa1632dcdf5111 --- /dev/null +++ b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_check_v1_result.json @@ -0,0 +1,4 @@ +{ + "returncode": 0, + "elapsed_s": 158.5859648820042 +} diff --git a/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_review_v1.log b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_review_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..40ef37e5e49e88d5d947ea7a169294c3607c5540 --- /dev/null +++ b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_review_v1.log @@ -0,0 +1,32 @@ +/mnt/data0/magna/belt_perception_wt_c6a_lab_input_preparation_20261027/scripts/real_rgbd_gs_train_env/.venv/lib/python3.10/site-packages/torch/utils/cpp_extension.py:1965: UserWarning: TORCH_CUDA_ARCH_LIST is not set, all archs for visible cards are included for compilation. +If this is not desired, please set os.environ['TORCH_CUDA_ARCH_LIST']. + warnings.warn( +Found metadata.json file, assuming customized QQTT dataset! [28/10 18:10:10] +Init points from pcd... [28/10 18:10:10] +Init points from mesh... [28/10 18:10:10] +Loading Training Cameras [28/10 18:10:10] +Loading Test Cameras [28/10 18:10:10] +Number of points at initialisation : 122092 [28/10 18:10:10] +Sampling 100000 points from mesh [28/10 18:10:10] +Loading trained model at iteration 7000 [28/10 18:10:13] [28/10 18:10:13] +Found metadata.json file, assuming customized QQTT dataset! [28/10 18:10:13] [28/10 18:10:13] +Init points from pcd... [28/10 18:10:13] [28/10 18:10:13] +Init points from mesh... [28/10 18:10:13] [28/10 18:10:13] +Loading Training Cameras [28/10 18:10:13] [28/10 18:10:13] +Loading Test Cameras [28/10 18:10:13] [28/10 18:10:13] +Sampling 100000 points from mesh [28/10 18:10:13] [28/10 18:10:13] +Loading trained model at iteration 10000 [28/10 18:10:15] [28/10 18:10:15] [28/10 18:10:15] +Found metadata.json file, assuming customized QQTT dataset! [28/10 18:10:15] [28/10 18:10:15] [28/10 18:10:15] +Init points from pcd... [28/10 18:10:15] [28/10 18:10:15] [28/10 18:10:15] +Init points from mesh... [28/10 18:10:15] [28/10 18:10:15] [28/10 18:10:15] +Loading Training Cameras [28/10 18:10:15] [28/10 18:10:15] [28/10 18:10:15] +Loading Test Cameras [28/10 18:10:15] [28/10 18:10:15] [28/10 18:10:15] +Sampling 100000 points from mesh [28/10 18:10:15] [28/10 18:10:15] [28/10 18:10:15] +{ + "snapshots": [ + "0", + "7000", + "10000" + ], + "review": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233248_177244/window_anchor0208-0747/accepted_input_preparation_c6a_v1/appearance_train_v1/review" +} [28/10 18:10:21] [28/10 18:10:21] [28/10 18:10:21] diff --git a/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_review_v1_argv.json b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_review_v1_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..f059f0e11cccfb0d5e4bf8872906671c5bd5bebe --- /dev/null +++ b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_review_v1_argv.json @@ -0,0 +1,13 @@ +{ + "argv": [ + "/mnt/data0/magna/belt_perception_wt_c6a_lab_input_preparation_20261027/scripts/real_rgbd_gs_train_env/.venv/bin/python", + "scripts/real_rgbd_appearance_review.py", + "--run", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233248_177244/window_anchor0208-0747/accepted_input_preparation_c6a_v1/appearance_train_v1" + ], + "cwd": "/mnt/data0/magna/belt_perception_wt_c6a_lab_input_preparation_20261027", + "environment": { + "PYTHONDONTWRITEBYTECODE": "1", + "MPLBACKEND": "Agg" + } +} diff --git a/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_review_v1_result.json b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_review_v1_result.json new file mode 100644 index 0000000000000000000000000000000000000000..1828864b06670a137c72128c729cee827c1bd4ad --- /dev/null +++ b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_review_v1_result.json @@ -0,0 +1,4 @@ +{ + "returncode": 0, + "elapsed_s": 149.826011223995 +} diff --git a/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_train_v1.log b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_train_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..7a25b11d73e472c9f026ee06e62371cf753e5007 --- /dev/null +++ b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_train_v1.log @@ -0,0 +1,19 @@ +Optimizing /mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233248_177244/window_anchor0208-0747/accepted_input_preparation_c6a_v1/appearance_train_v1/model +Output folder: /mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233248_177244/window_anchor0208-0747/accepted_input_preparation_c6a_v1/appearance_train_v1/model [28/10 18:05:39] +Found metadata.json file, assuming customized QQTT dataset! [28/10 18:05:39] +Init points from pcd... [28/10 18:05:39] +Init points from mesh... [28/10 18:05:39] +Loading Training Cameras [28/10 18:05:39] +Loading Test Cameras [28/10 18:05:39] +Number of points at initialisation : 122092 [28/10 18:05:39] +Sampling 100000 points from mesh [28/10 18:05:39] + Training progress: 0%| | 0/10000 [00:000.1" + }, + "limitations": [ + "Inferred hidden arcs retain gaps, diffuse lobes and fringe.", + "Training-view losses are not held-out or dynamic accuracy." + ], + "physical_fitting_authorized": false +} diff --git a/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_train_v1/review/curves.json b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_train_v1/review/curves.json new file mode 100644 index 0000000000000000000000000000000000000000..d25b29a92ef4529d02ea2a1113d1e7ce86846044 --- /dev/null +++ b/sessions/session_20260921_233248_177244/preprocessing/chain-stronger-reprojection-v2/native/appearance_train_v1/review/curves.json @@ 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