diff --git a/.gitattributes b/.gitattributes index d2640cdb8b2ebf28fb2eaeb51b0c321d582a997b..85f75d656d61a3b447b06963c347b948d5755291 100644 --- a/.gitattributes +++ b/.gitattributes @@ -799,3 +799,7 @@ sessions/session_20260921_231046_597606/preprocessing/c6a-input-preparation-v1/n sessions/session_20260921_231046_597606/preprocessing/c6a-input-preparation-v1/native/appearance_train_v1/model/point_cloud/iteration_10000/point_cloud.ply filter=lfs diff=lfs merge=lfs -text sessions/session_20260921_231046_597606/preprocessing/c6a-input-preparation-v1/native/appearance_train_v1/model/point_cloud/iteration_7000/point_cloud.ply filter=lfs diff=lfs merge=lfs -text sessions/session_20260921_231046_597606/preprocessing/orange-belt-prior-v1/native/rerun/appearance_spline_prior.rrd filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/input_case/session_20260921_232051_069484/observation.ply filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/input_case/session_20260921_232051_069484/points3D.ply filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/model/point_cloud/iteration_10000/point_cloud.ply filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-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_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/APPEARANCE_REVIEW_c6a_v1.md b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/APPEARANCE_REVIEW_c6a_v1.md new file mode 100644 index 0000000000000000000000000000000000000000..a41a80cae07fdf16a50a14dbfbb99f575629be11 --- /dev/null +++ b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/APPEARANCE_REVIEW_c6a_v1.md @@ -0,0 +1,30 @@ +# 232051: static appearance review + +**Status: reference training and agent review complete; owner appearance accepted on 2026-10-29.** + +This appearance uses the accepted window anchored at 260–385, masks and initial orange round-belt prior with 2.95 mm cord radius. It was trained on the four initial reference images using the unchanged recipe: 10,000 loop iterations and 9,999 Gaussian optimizer updates. Each camera's capture mapping remains in the prior packet. The saved run and review match the exact owner-accepted prior manifest and colored GLB. This review assesses static appearance. + +[Rotation video](appearance_train_v1/review/novel_view.mp4) · [loss curves](appearance_train_v1/review/loss_curves.png) + +- [Camera 12540311: observed/rendered RGB, mask/alpha and depth](appearance_train_v1/review/iteration_10000/view_0_sheet.png) +- [Camera 12933256: observed/rendered RGB, mask/alpha and depth](appearance_train_v1/review/iteration_10000/view_1_sheet.png) +- [Camera 17736741: observed/rendered RGB, mask/alpha and depth](appearance_train_v1/review/iteration_10000/view_2_sheet.png) +- [Camera 23007103: observed/rendered RGB, mask/alpha and depth](appearance_train_v1/review/iteration_10000/view_3_sheet.png) + +The rendered orange loop follows the visible belt contour across all four views, including the dark joint mark and local highlights. **Small artifacts remain around the finger-contact region:** a compact fringe or off-contour cluster at the left side in cameras 12540311 and 17736741, the right side in 12933256, and a thin outward spur at the upper-right side in 23007103. Fine edge roughness is also visible in the alpha panels. The eight sampled rotation views preserve a continuous closed loop without a conspicuous global collapse or broad detached cloud. These views do not independently validate the hand-hidden surface or underside. + +The black background is an object-only diagnostic render. The raw RGB residual compares against the full scene and is not the masked training objective. Stored/rendered depth panels retain the previously disclosed depth and table-registration limitations and do not establish physical accuracy or hand/table contact. + +- Initial hybrid seeds: **68,649** = 16,809 observed + 51,840 mesh-derived. Final saved Gaussians: **75,170**; reference export after strict opacity >0.1: **68,396**. The iteration-7000 snapshot contains 74,550 saved / 68,083 filtered Gaussians. +- One isotropic scale column; final spherical-harmonic degree 3. +- Mean same-training-view source total: **0.006687935 → 0.000149937** at iteration 10000. This averages the source masked, occlusion-aware full-image losses over the four training views; the final review uses the reference opacity filter. It is not held-out evidence or a physical-accuracy measurement. +- All arrays in 12 saved view files at iterations 0/7000/10000 and the input, iteration-7000 and final PLY payloads are finite. All three scalar histories contain every step 1–10000 with finite values. +- Run flags match the reference settings: hybrid initialization, masks, isotropic scales, depth/normal/anisotropic/segmentation weights 0.001/0/0/1, and the recorded native-loader and depth-loss runtime overrides. +- Check, training and review returned zero. Training and review elapsed wall times were 877.29 s and 21.62 s. +- [Saved summary](appearance_train_v1/review/summary.json) · [agent findings and exact inspection coverage](appearance_train_v1/review/agent_findings.json) · [run flags](appearance_train_v1/run_record.json) · [numeric review](../../../../c6a_20261027/residual_preparation_20261029/appearance_numerical_reviews/232051/numeric_review.json). + +The four final sheets, loss curves and orbit frames 0, 25, 50, 75, 100, 125, 150 and 175 of 200 were inspected individually. All eight selected orbit frames contain the object within image bounds. Both plotted losses recover after narrow transients near steps 3000/6000/9000 and settle at a lower level. Sampled inspection does not certify every video frame; the original media are preserved. + +Owner appearance acceptance is recorded on 2026-10-29; the initial prior remains accepted. The owner has approved the fixed-attachment approximation for this push. This static review does not validate persistent material attachment or authorize physical fitting. + +Owner decision, 2026-10-29: “I accept the appearances for 232051 and 232447”. [Exact acceptance record](/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_232051_069484/window_anchor0260-0385/owner_appearance_acceptance_c6a_v1.json) binds this reviewed final PLY. diff --git a/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1.log b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..960c6ea805e73741b9f1d31670458cbaf9ce43c9 --- /dev/null +++ b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1.log @@ -0,0 +1,57 @@ +Found metadata.json file, assuming customized QQTT dataset! [29/10 15:27:54] +Init points from pcd... [29/10 15:27:55] +Init points from mesh... [29/10 15:27:55] +Loading Training Cameras [29/10 15:27:55] +Loading Test Cameras [29/10 15:27:55] +Number of points at initialisation : 68649 [29/10 15:27:57] +Sampling 100000 points from mesh [29/10 15:27:57] +{ + "cameras": [ + { + "id": 0, + "width": 1920, + "height": 1080, + "object_px": 8823, + "occlusion_px": 92509, + "valid_depth_px": 1982107, + "boundary_px": 3980, + "projection_max_error_px": 2.1831277205126585e-05 + }, + { + "id": 1, + "width": 1920, + "height": 1080, + "object_px": 8127, + "occlusion_px": 141001, + "valid_depth_px": 2025327, + "boundary_px": 3458, + "projection_max_error_px": 1.0069512423480247e-06 + }, + { + "id": 2, + "width": 1920, + "height": 1080, + "object_px": 9228, + "occlusion_px": 227457, + "valid_depth_px": 1988033, + "boundary_px": 3945, + "projection_max_error_px": 5.503277388192496e-06 + }, + { + "id": 3, + "width": 1920, + "height": 1080, + "object_px": 5637, + "occlusion_px": 225053, + "valid_depth_px": 1905718, + "boundary_px": 2778, + "projection_max_error_px": 2.454649543494768e-06 + } + ], + "hybrid": { + "vertex_color_branch": true, + "mesh": 51840, + "observed": 16809, + "total": 68649 + } +} [29/10 15:27:58] diff --git a/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_argv.json b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..38080179ed52d38619fe9cfc9b3edb015940eef0 --- /dev/null +++ b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_argv.json @@ -0,0 +1,23 @@ +{ + "argv": [ + "/mnt/data0/magna/belt_perception_wt_c6a_residual_decisions_20261029/scripts/real_rgbd_gs_train_env/.venv/bin/python", + "-B", + "scripts/real_rgbd_appearance_train.py", + "check", + "--prior", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_232051_069484/window_anchor0260-0385/accepted_input_preparation_c6a_v1/black_padding_preparation_v2/prior_orange_v1", + "--accepted-prior-manifest-sha256", + "5515743a982119929532b64a54e1420a5f7174346b6d5a1ba7eb08ca5e45216b", + "--output", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_232051_069484/window_anchor0260-0385/accepted_input_preparation_c6a_v1/black_padding_preparation_v2/appearance_check_v1" + ], + "cwd": "/mnt/data0/magna/belt_perception_wt_c6a_residual_decisions_20261029", + "code": "cd9e52ab9601daf4ecc26e6fb07bc77c08d929dc", + "environment": { + "PYTHONDONTWRITEBYTECODE": "1", + "MPLBACKEND": "Agg", + "OMP_NUM_THREADS": "1", + "CUDA_VISIBLE_DEVICES": "0" + }, + "started_utc": "2026-10-29T19:27:52.329319+00:00" +} \ No newline at end of file diff --git a/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_result.json b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_result.json new file mode 100644 index 0000000000000000000000000000000000000000..de9791f754b02fc94c7bf767c782cc4fc078cf21 --- /dev/null +++ b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_result.json @@ -0,0 +1,6 @@ +{ + "returncode": 0, + "elapsed_s": 6.340930328005925, + "code": "cd9e52ab9601daf4ecc26e6fb07bc77c08d929dc", + "completed_utc": "2026-10-29T19:27:58.670300+00:00" +} diff --git a/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1.log b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..060ed436eaa89691b4b7d85a6182194bedb28f6e --- /dev/null +++ b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1.log @@ -0,0 +1,32 @@ +/mnt/data0/magna/belt_perception_wt_c6a_residual_decisions_20261029/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! [29/10 15:42:37] +Init points from pcd... [29/10 15:42:37] +Init points from mesh... [29/10 15:42:37] +Loading Training Cameras [29/10 15:42:37] +Loading Test Cameras [29/10 15:42:38] +Number of points at initialisation : 68649 [29/10 15:42:39] +Sampling 100000 points from mesh [29/10 15:42:40] +Loading trained model at iteration 7000 [29/10 15:42:42] [29/10 15:42:42] +Found metadata.json file, assuming customized QQTT dataset! [29/10 15:42:42] [29/10 15:42:42] +Init points from pcd... [29/10 15:42:42] [29/10 15:42:42] +Init points from mesh... [29/10 15:42:42] [29/10 15:42:42] +Loading Training Cameras [29/10 15:42:42] [29/10 15:42:42] +Loading Test Cameras [29/10 15:42:42] [29/10 15:42:42] +Sampling 100000 points from mesh [29/10 15:42:44] [29/10 15:42:44] +Loading trained model at iteration 10000 [29/10 15:42:46] [29/10 15:42:46] [29/10 15:42:46] +Found metadata.json file, assuming customized QQTT dataset! [29/10 15:42:46] [29/10 15:42:46] [29/10 15:42:46] +Init points from pcd... [29/10 15:42:46] [29/10 15:42:46] [29/10 15:42:46] +Init points from mesh... [29/10 15:42:46] [29/10 15:42:46] [29/10 15:42:46] +Loading Training Cameras [29/10 15:42:46] [29/10 15:42:46] [29/10 15:42:46] +Loading Test Cameras [29/10 15:42:47] [29/10 15:42:47] [29/10 15:42:47] +Sampling 100000 points from mesh [29/10 15:42:48] [29/10 15:42:48] [29/10 15:42:48] +{ + "snapshots": [ + "0", + "7000", + "10000" + ], + "review": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_232051_069484/window_anchor0260-0385/accepted_input_preparation_c6a_v1/black_padding_preparation_v2/appearance_train_v1/review" +} [29/10 15:42:57] [29/10 15:42:57] [29/10 15:42:57] diff --git a/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_argv.json b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..7d2e651eadd5652244c9fb46d00aeb864d8f4623 --- /dev/null +++ b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_argv.json @@ -0,0 +1,18 @@ +{ + "argv": [ + "/mnt/data0/magna/belt_perception_wt_c6a_residual_decisions_20261029/scripts/real_rgbd_gs_train_env/.venv/bin/python", + "-B", + "scripts/real_rgbd_appearance_review.py", + "--run", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_232051_069484/window_anchor0260-0385/accepted_input_preparation_c6a_v1/black_padding_preparation_v2/appearance_train_v1" + ], + "cwd": "/mnt/data0/magna/belt_perception_wt_c6a_residual_decisions_20261029", + "code": "cd9e52ab9601daf4ecc26e6fb07bc77c08d929dc", + "environment": { + "PYTHONDONTWRITEBYTECODE": "1", + "MPLBACKEND": "Agg", + "OMP_NUM_THREADS": "1", + "CUDA_VISIBLE_DEVICES": "0" + }, + "started_utc": "2026-10-29T19:42:35.957254+00:00" +} \ No newline at end of file diff --git a/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_result.json b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_result.json new file mode 100644 index 0000000000000000000000000000000000000000..4dd816f79aca742adb25e2e32ac44a7f06ae267d --- /dev/null +++ b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_result.json @@ -0,0 +1,6 @@ +{ + "returncode": 0, + "elapsed_s": 21.615578284021467, + "code": "cd9e52ab9601daf4ecc26e6fb07bc77c08d929dc", + "completed_utc": "2026-10-29T19:42:57.572949+00:00" +} diff --git a/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1.log b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..e5ca7575ad87427f4cdc3d0426676e7afce4b3ff --- /dev/null +++ b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1.log @@ -0,0 +1,19 @@ +Optimizing /mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_232051_069484/window_anchor0260-0385/accepted_input_preparation_c6a_v1/black_padding_preparation_v2/appearance_train_v1/model +Output folder: /mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_232051_069484/window_anchor0260-0385/accepted_input_preparation_c6a_v1/black_padding_preparation_v2/appearance_train_v1/model [29/10 15:28:00] +Found metadata.json file, assuming customized QQTT dataset! [29/10 15:28:00] +Init points from pcd... [29/10 15:28:00] +Init points from mesh... [29/10 15:28:00] +Loading Training Cameras [29/10 15:28:00] +Loading Test Cameras [29/10 15:28:01] +Number of points at initialisation : 68649 [29/10 15:28:03] +Sampling 100000 points from mesh [29/10 15:28:03] + Training progress: 0%| | 0/10000 [00:00 0.1 for trained snapshots; initial snapshot retains all seeds", + "mean_same_training_view_source_total": { + "0": 0.006687935115255953, + "7000": 0.00016400590022727437, + "10000": 0.00014993663622435234 + }, + "final_isotropic_log_scale_columns": 1, + "final_active_sh_degree": 3, + "training_elapsed_s": 877.2866352249985, + "review_elapsed_s": 21.615578284021467 + }, + "visual_inspection": { + "files_relative_to_review": [ + "iteration_10000/view_0_sheet.png", + "iteration_10000/view_1_sheet.png", + "iteration_10000/view_2_sheet.png", + "iteration_10000/view_3_sheet.png", + "loss_curves.png", + "novel_frames/frame_000.jpg", + "novel_frames/frame_025.jpg", + "novel_frames/frame_050.jpg", + "novel_frames/frame_075.jpg", + "novel_frames/frame_100.jpg", + "novel_frames/frame_125.jpg", + "novel_frames/frame_150.jpg", + "novel_frames/frame_175.jpg" + ], + "final_camera_sheets_inspected_individually": 4, + "novel_frame_indices_inspected_individually": [ + 0, + 25, + 50, + 75, + 100, + 125, + 150, + 175 + ], + "novel_frame_count_saved": 200, + "loss_curves_inspected": true, + "camera_observations": { + "12540311": "Rendered orange loop follows the observed contour and dark joint mark. Small speckles/protrusion remain at the left finger-contact region, with fine roughness along parts of the upper alpha edge.", + "12933256": "Rendered ellipse follows the visible belt, including the left-side joint mark and front highlight. A compact fringe remains at the right finger-contact region; no conspicuous loop break is visible.", + "17736741": "Visible orange contour and joint are reproduced. A small off-contour cluster appears on the left contact side in RGB/alpha and the rendered-depth panel.", + "23007103": "The compact loop and front joint mark remain coherent. A thin outward spur at the upper-right contact area is visible in RGB/alpha and rendered depth." + }, + "novel_frame_observation": "All eight inspected frames show a continuous orange loop wholly within image bounds. Fine surface/edge grain and a small localized protrusion at the contact region remain visible in some orientations. No conspicuous loop break, global collapse or broad detached cloud is visible in these samples.", + "loss_curve_observation": "Both displayed losses fall rapidly, recover after narrow transients near 3000, 6000 and 9000, and settle at a lower level by step 10000." + }, + "conclusion": "Saved training is numerically complete and the reviewed static appearance is visually coherent on the visible belt, with localized contact-region artifacts. This packet is ready for owner appearance judgment; it records no appearance acceptance.", + "limitations": [ + "The four final sheets use the four initial training views. Their mean source total is a masked, occlusion-aware same-view fitting metric, not held-out evidence or a physical-accuracy measurement.", + "Novel views are rendered diagnostics without ground-truth views. Eight of 200 saved frames were inspected individually, not every movie frame.", + "Small speckles/protrusions at the finger-contact region and fine alpha-edge roughness remain. The occluded surface and underside are not independently validated.", + "The black background is an object-only render. The raw RGB residual includes the full scene and is not the masked training objective.", + "Stored/rendered depth panels retain the prior depth/table limitations and do not validate material geometry, table contact or persistent hand attachment.", + "The owner-approved fixed-attachment approximation remains a modeling choice; no dynamics or physical fitting is performed or authorized by this appearance review." + ] +} diff --git a/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/review/curves.json b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/review/curves.json new file mode 100644 index 0000000000000000000000000000000000000000..2393eb3e599352468b0cabd4f42be07f9550be83 --- /dev/null +++ b/sessions/session_20260921_232051_069484/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/review/curves.json @@ -0,0 +1,120008 @@ +{ + 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