diff --git a/.gitattributes b/.gitattributes index 25007f8b19d6e823c37295a47b4d2d7a960d8e91..56c062f434502c6d062a92867f2a32f0682e2b01 100644 --- a/.gitattributes +++ b/.gitattributes @@ -814,3 +814,7 @@ sessions/session_20260921_232344_289067/preprocessing/c6a-input-preparation-v1/n sessions/session_20260921_232344_289067/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_232344_289067/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_232344_289067/preprocessing/timing-belt-ribbon-prior-v1/native/rerun/appearance_spline_prior.rrd filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/input_case/session_20260921_232447_904863/observation.ply filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/input_case/session_20260921_232447_904863/points3D.ply filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_232447_904863/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_232447_904863/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_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/APPEARANCE_REVIEW_c6a_v1.md b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/APPEARANCE_REVIEW_c6a_v1.md new file mode 100644 index 0000000000000000000000000000000000000000..073c7e1693d41a3a27792dcaf48b32f1b30d23bf --- /dev/null +++ b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/APPEARANCE_REVIEW_c6a_v1.md @@ -0,0 +1,30 @@ +# 232447: 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 336–500, masks and initial 25 mm zero-thickness grey timing-belt ribbon prior. 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 grey band follows the visible loop and reproduces ribbed visual texture across all four views. **Localized artifacts remain at the finger-contact region and band edges.** Cameras 12540311 and 17736741 show a small left-side fringe; 12933256 shows a more visible rough or speckled patch at the right-side contact. In 23007103, the rightmost inner boundary is angular and locally rough, with a narrow adjacent region. The sampled rotation views preserve a coherent loop while exposing rougher edges and locally uneven band appearance in some oblique orientations. No conspicuous global collapse or broad detached cloud is visible in the inspected samples. Hidden and edge-on regions remain unvalidated. + +The accepted initial prior is a **25 mm zero-thickness surface**. Ribbed appearance does not establish physical tooth geometry or material thickness. The prior's disclosed depth and table-registration limitations remain relevant. The black background is an object-only diagnostic render; the raw RGB residual includes the full scene and is not the masked training objective. Depth panels do not validate physical hand/table contact. + +- Initial hybrid seeds: **66,203** = 44,603 observed + 21,600 mesh-derived. Final saved Gaussians: **75,184**; reference export after strict opacity >0.1: **71,510**. The iteration-7000 snapshot contains 74,587 saved / 71,328 filtered Gaussians. +- One isotropic scale column; final spherical-harmonic degree 3. +- Mean same-training-view source total: **0.007047726 → 0.000163002** 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 745.07 s and 22.19 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/232447/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_232447_904863/window_anchor0336-0500/owner_appearance_acceptance_c6a_v1.json) binds this reviewed final PLY. diff --git a/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1.log b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..bde0ff9f4cf8ca1134fe631e1301a3df32f40b55 --- /dev/null +++ b/sessions/session_20260921_232447_904863/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 15:42:59] +Init points from pcd... [29/10 15:42:59] +Init points from mesh... [29/10 15:42:59] +Loading Training Cameras [29/10 15:42:59] +Loading Test Cameras [29/10 15:42:59] +Number of points at initialisation : 66203 [29/10 15:43:01] +Sampling 100000 points from mesh [29/10 15:43:01] +{ + "cameras": [ + { + "id": 0, + "width": 1920, + "height": 1080, + "object_px": 14248, + "occlusion_px": 97978, + "valid_depth_px": 1981726, + "boundary_px": 4272, + "projection_max_error_px": 2.253774842486622e-05 + }, + { + "id": 1, + "width": 1920, + "height": 1080, + "object_px": 18243, + "occlusion_px": 129664, + "valid_depth_px": 2026454, + "boundary_px": 3409, + "projection_max_error_px": 1.1644575397622704e-06 + }, + { + "id": 2, + "width": 1920, + "height": 1080, + "object_px": 15198, + "occlusion_px": 216241, + "valid_depth_px": 1988029, + "boundary_px": 4176, + "projection_max_error_px": 5.368621060643706e-06 + }, + { + "id": 3, + "width": 1920, + "height": 1080, + "object_px": 12960, + "occlusion_px": 171424, + "valid_depth_px": 1905587, + "boundary_px": 2936, + "projection_max_error_px": 2.929315342954824e-06 + } + ], + "hybrid": { + "vertex_color_branch": true, + "mesh": 21600, + "observed": 44603, + "total": 66203 + } +} [29/10 15:43:02] diff --git a/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_argv.json b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..31c8b07929d1bafa5264e2130d6d805d16cdb6ab --- /dev/null +++ b/sessions/session_20260921_232447_904863/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_232447_904863/window_anchor0336-0500/accepted_input_preparation_c6a_v1/black_padding_preparation_v2/prior_timing_v1", + "--accepted-prior-manifest-sha256", + "0410d8118e8de65295b7bbd032b830bcd4efe1aa2bea41214b373d91748134b0", + "--output", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_232447_904863/window_anchor0336-0500/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": "2026-10-29T19:42:57.573225+00:00" +} \ No newline at end of file diff --git a/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_result.json b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_result.json new file mode 100644 index 0000000000000000000000000000000000000000..5bbfdd0ef9a1e8463eb2d5505db675ad2c2dde93 --- /dev/null +++ b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_check_v1_result.json @@ -0,0 +1,6 @@ +{ + "returncode": 0, + "elapsed_s": 4.998277948994655, + "code": "cd9e52ab9601daf4ecc26e6fb07bc77c08d929dc", + "completed_utc": "2026-10-29T19:43:02.571536+00:00" +} diff --git a/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1.log b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..68481ae63d5495ea654afc0ad38bb5ef71cb0d8f --- /dev/null +++ b/sessions/session_20260921_232447_904863/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 15:55:29] +Init points from pcd... [29/10 15:55:29] +Init points from mesh... [29/10 15:55:29] +Loading Training Cameras [29/10 15:55:29] +Loading Test Cameras [29/10 15:55:29] +Number of points at initialisation : 66203 [29/10 15:55:31] +Sampling 100000 points from mesh [29/10 15:55:31] +Loading trained model at iteration 7000 [29/10 15:55:34] [29/10 15:55:34] +Found metadata.json file, assuming customized QQTT dataset! [29/10 15:55:34] [29/10 15:55:34] +Init points from pcd... [29/10 15:55:34] [29/10 15:55:34] +Init points from mesh... [29/10 15:55:34] [29/10 15:55:34] +Loading Training Cameras [29/10 15:55:34] [29/10 15:55:34] +Loading Test Cameras [29/10 15:55:34] [29/10 15:55:34] +Sampling 100000 points from mesh [29/10 15:55:36] [29/10 15:55:36] +Loading trained model at iteration 10000 [29/10 15:55:38] [29/10 15:55:38] [29/10 15:55:38] +Found metadata.json file, assuming customized QQTT dataset! [29/10 15:55:38] [29/10 15:55:38] [29/10 15:55:38] +Init points from pcd... [29/10 15:55:38] [29/10 15:55:38] [29/10 15:55:38] +Init points from mesh... [29/10 15:55:38] [29/10 15:55:38] [29/10 15:55:38] +Loading Training Cameras [29/10 15:55:38] [29/10 15:55:38] [29/10 15:55:38] +Loading Test Cameras [29/10 15:55:38] [29/10 15:55:38] [29/10 15:55:38] +Sampling 100000 points from mesh [29/10 15:55:40] [29/10 15:55:40] [29/10 15:55:40] +{ + "snapshots": [ + "0", + "7000", + "10000" + ], + "review": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_232447_904863/window_anchor0336-0500/accepted_input_preparation_c6a_v1/black_padding_preparation_v2/appearance_train_v1/review" +} [29/10 15:55:49] [29/10 15:55:49] [29/10 15:55:49] diff --git a/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_argv.json b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..478566bf11fe9abe3c7366b743cf04d90e8cbe0f --- /dev/null +++ b/sessions/session_20260921_232447_904863/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_232447_904863/window_anchor0336-0500/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": "2026-10-29T19:55:27.644356+00:00" +} \ No newline at end of file diff --git a/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_result.json b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_result.json new file mode 100644 index 0000000000000000000000000000000000000000..6af5682a1ca01d893096e8d171901666d3550542 --- /dev/null +++ b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_review_v1_result.json @@ -0,0 +1,6 @@ +{ + "returncode": 0, + "elapsed_s": 22.193060320976656, + "code": "cd9e52ab9601daf4ecc26e6fb07bc77c08d929dc", + "completed_utc": "2026-10-29T19:55:49.837444+00:00" +} diff --git a/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1.log b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..3047224ff7b12144f26cf2aeeba506ddb0630c62 --- /dev/null +++ b/sessions/session_20260921_232447_904863/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_232447_904863/window_anchor0336-0500/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_232447_904863/window_anchor0336-0500/accepted_input_preparation_c6a_v1/black_padding_preparation_v2/appearance_train_v1/model [29/10 15:43:04] +Found metadata.json file, assuming customized QQTT dataset! [29/10 15:43:04] +Init points from pcd... [29/10 15:43:04] +Init points from mesh... [29/10 15:43:04] +Loading Training Cameras [29/10 15:43:04] +Loading Test Cameras [29/10 15:43:04] +Number of points at initialisation : 66203 [29/10 15:43:06] +Sampling 100000 points from mesh [29/10 15:43:06] + Training progress: 0%| | 0/10000 [00:00 0.1 for trained snapshots; initial snapshot retains all seeds", + "mean_same_training_view_source_total": { + "0": 0.007047725647645954, + "7000": 0.00017157607728045265, + "10000": 0.00016300201154594528 + }, + "final_isotropic_log_scale_columns": 1, + "final_active_sh_degree": 3, + "training_elapsed_s": 745.0722600439913, + "review_elapsed_s": 22.193060320976656 + }, + "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": "The rendered grey band follows the broad visible loop and reproduces ribbed texture. A small protrusion remains at the left finger-contact region; parts of the alpha boundary are finely jagged.", + "12933256": "The visible oval band and ribbed texture are reproduced. The right finger-contact interval has a compact rough/speckled fringe and local contour irregularity.", + "17736741": "The rendered band follows the visible loop, with a small fringe near the left contact side and slight waviness or roughness along the inner edge.", + "23007103": "The broad oval band is coherent. The rightmost inner/contact-side boundary is angular and locally rough in alpha and rendered depth; the adjacent region becomes visually narrow." + }, + "novel_frame_observation": "All eight inspected frames contain the complete grey loop within image bounds. The oblique views retain a coherent band; frames 25, 75, 125 and 175 expose rougher or speckled edges, locally uneven band width and mild angularity. A compact contact-region fringe persists in some orientations. No conspicuous global collapse or broad detached cloud is visible in these samples.", + "loss_curve_observation": "Both displayed losses decline, 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 visible grey ribbon appearance is coherent, with localized contact-region and edge artifacts. The packet is ready for owner appearance judgment and records no appearance acceptance.", + "limitations": [ + "The four final sheets are 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 renders have no ground-truth target views. Eight of 200 saved frames were inspected individually, not every movie frame.", + "Contact-region speckles/fringes, rough alpha boundaries and locally uneven band appearance remain. Hidden surfaces and narrow or edge-on sectors are not independently validated.", + "The accepted prior is a 25 mm zero-thickness ribbon surface; rendered ribbing and apparent band body are not measured tooth geometry, material thickness or mass.", + "The black background is an object-only diagnostic render; the raw RGB residual includes the full scene and is not the masked training objective.", + "Depth panels retain the previously disclosed depth/table-registration limitations and do not establish physical contact or persistent material attachment.", + "The owner-approved fixed-attachment approximation remains a modeling choice. No physical fitting is performed or authorized by this appearance review." + ] +} diff --git a/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/review/curves.json b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/review/curves.json new file mode 100644 index 0000000000000000000000000000000000000000..87d233686e15e75a63639d743acbbf51b346408e --- /dev/null +++ b/sessions/session_20260921_232447_904863/preprocessing/c6a-black-padding-preparation-v2/native/appearance_train_v1/review/curves.json @@ -0,0 +1,120008 @@ +{ + "train_loss_patches/l1_loss": [ + [ + 1, + 0.000908325077034533 + ], + [ + 2, + 0.0015064377803355455 + ], + [ + 3, + 0.0015578416641801596 + ], + [ + 4, + 0.0012438452104106545 + ], + [ + 5, + 0.0007759645231999457 + ], + [ + 6, + 0.001355034182779491 + ], + [ + 7, + 0.0013771175872534513 + ], + [ + 8, + 0.0010986882261931896 + ], + [ + 9, + 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