diff --git a/.gitattributes b/.gitattributes index c27aa9d303cd1def637920b87d363ab9db53616b..edbcee76544303cf48d0a00179094391a028ccb1 100644 --- a/.gitattributes +++ b/.gitattributes @@ -769,3 +769,7 @@ sessions/session_20260921_230338_900969/preprocessing/c6a-input-preparation-v1/n sessions/session_20260921_230338_900969/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_230338_900969/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_230338_900969/preprocessing/orange-belt-prior-v1/native/rerun/appearance_spline_prior.rrd filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_train_v1/input_case/session_20260921_230446_039759/observation.ply filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_train_v1/input_case/session_20260921_230446_039759/points3D.ply filter=lfs diff=lfs merge=lfs -text +sessions/session_20260921_230446_039759/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_230446_039759/preprocessing/c6a-input-preparation-v1/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_230446_039759/preprocessing/c6a-input-preparation-v1/native/APPEARANCE_REVIEW_c6a_v1.md b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/APPEARANCE_REVIEW_c6a_v1.md new file mode 100644 index 0000000000000000000000000000000000000000..775a827abcb7cf08d0dd9c2be6fac33886395d36 --- /dev/null +++ b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/APPEARANCE_REVIEW_c6a_v1.md @@ -0,0 +1,32 @@ +# 230446: static appearance review + +**Status: reference training and agent review complete; owner appearance acceptance pending.** + +This appearance uses the accepted 282–676 window, masks and orange prior. It is trained on the four initial reference images with the unchanged recipe: 10,000 loop iterations and 9,999 Gaussian optimizer updates. The prior packet retains each camera’s own capture mapping. This review assesses static appearance only. + +[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 visible orange belt contour and purple/grey tape align across all four views. **The hand-hidden grasp arc remains open.** Local diffuse protrusions or blobs beside the gap are strongest in cameras 12540311 and 12933256; 17736741 has smaller rough endpoints, while 23007103 retains a narrow break. The opening and view-dependent fringe persist in the eight sampled rotation views. No overall collapse or broad detached cloud was observed. These limitations are preserved in the saved result. + +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. The depth panels do not independently establish the hidden geometry or physical hand/table contact. + +- Initial hybrid seeds: 68,967. Final saved Gaussians: 71,482; reference export after strict opacity >0.1: 61,802. +- One isotropic scale column; final spherical-harmonic degree 3. +- Mean same-view source total: 0.005744945 initially → 0.000201935 at iteration 10000. This averages the source full-image losses over the four training views; 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 cover 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 448.88 s and 386.08 s include shared resource-lane waiting. +- [Summary](appearance_train_v1/review/summary.json) · [agent findings and exact coverage](appearance_train_v1/review/agent_findings.json) · [run flags](appearance_train_v1/run_record.json). + +The four final sheets, loss curves and orbit frames 0, 25, 50, 75, 100, 125, 150 and 175 of 200 were visually inspected. The curves settle after transients near 3000/6000/9000, consistent with the unchanged source opacity-reset schedule. Sampled inspection is not certification of every orbit frame. + +Appearance acceptance is pending. It is separate from prior acceptance and does not authorize physical fitting. + +## Owner decision, 2026-10-28 + +“Accept 230446’s appearance”. Accept the saved trained appearance with documented hidden-grasp gap and diffuse protrusions. Physical fitting remains a separate decision. diff --git a/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_check_v1.log b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_check_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..e3a4c9711da7beba1eb6a2752d1ee8648c0bec72 --- /dev/null +++ b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_check_v1.log @@ -0,0 +1,57 @@ +Found metadata.json file, assuming customized QQTT dataset! [28/10 14:15:35] +Init points from pcd... [28/10 14:15:35] +Init points from mesh... [28/10 14:15:35] +Loading Training Cameras [28/10 14:15:35] +Loading Test Cameras [28/10 14:15:35] +Number of points at initialisation : 68967 [28/10 14:15:35] +Sampling 100000 points from mesh [28/10 14:15:35] +{ + "cameras": [ + { + "id": 0, + "width": 1920, + "height": 1080, + "object_px": 9691, + "occlusion_px": 118005, + "valid_depth_px": 1979091, + "boundary_px": 3830, + "projection_max_error_px": 2.1468411289774267e-05 + }, + { + "id": 1, + "width": 1920, + "height": 1080, + "object_px": 5974, + "occlusion_px": 150016, + "valid_depth_px": 2027017, + "boundary_px": 2606, + "projection_max_error_px": 5.002263582438398e-07 + }, + { + "id": 2, + "width": 1920, + "height": 1080, + "object_px": 9639, + "occlusion_px": 192628, + "valid_depth_px": 1988018, + "boundary_px": 3679, + "projection_max_error_px": 5.075107575164883e-06 + }, + { + "id": 3, + "width": 1920, + "height": 1080, + "object_px": 5224, + "occlusion_px": 176657, + "valid_depth_px": 1906358, + "boundary_px": 2515, + "projection_max_error_px": 3.5107102637088016e-06 + } + ], + "hybrid": { + "vertex_color_branch": true, + "mesh": 51840, + "observed": 17127, + "total": 68967 + } +} [28/10 14:15:35] diff --git a/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_check_v1_argv.json b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_check_v1_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..2ca7ad71085b761eda8e82d023fbebbcb6e6d899 --- /dev/null +++ b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/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_230446_039759/window_anchor0282-0676/accepted_input_preparation_c6a_v1/prior_orange_v1", + "--accepted-prior-manifest-sha256", + "a3afc1e29fe0e65c8b67efbaf359bbcfca1bbdecff329c28c31358a222ac8033", + "--output", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_230446_039759/window_anchor0282-0676/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_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_check_v1_result.json b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_check_v1_result.json new file mode 100644 index 0000000000000000000000000000000000000000..773ad1181b50281a6a096d3f8890eb5df46bcb3c --- /dev/null +++ b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_check_v1_result.json @@ -0,0 +1,4 @@ +{ + "returncode": 0, + "elapsed_s": 278.90026464698894 +} diff --git a/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_review_v1.log b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_review_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..2cf44196510369fb037620f824e63d49d37f2ff0 --- /dev/null +++ b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/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 14:29:19] +Init points from pcd... [28/10 14:29:19] +Init points from mesh... [28/10 14:29:19] +Loading Training Cameras [28/10 14:29:19] +Loading Test Cameras [28/10 14:29:20] +Number of points at initialisation : 68967 [28/10 14:29:20] +Sampling 100000 points from mesh [28/10 14:29:20] +Loading trained model at iteration 7000 [28/10 14:29:22] [28/10 14:29:22] +Found metadata.json file, assuming customized QQTT dataset! [28/10 14:29:22] [28/10 14:29:22] +Init points from pcd... [28/10 14:29:22] [28/10 14:29:22] +Init points from mesh... [28/10 14:29:22] [28/10 14:29:22] +Loading Training Cameras [28/10 14:29:22] [28/10 14:29:22] +Loading Test Cameras [28/10 14:29:22] [28/10 14:29:22] +Sampling 100000 points from mesh [28/10 14:29:22] [28/10 14:29:22] +Loading trained model at iteration 10000 [28/10 14:29:24] [28/10 14:29:24] [28/10 14:29:24] +Found metadata.json file, assuming customized QQTT dataset! [28/10 14:29:24] [28/10 14:29:24] [28/10 14:29:24] +Init points from pcd... [28/10 14:29:24] [28/10 14:29:24] [28/10 14:29:24] +Init points from mesh... [28/10 14:29:24] [28/10 14:29:24] [28/10 14:29:24] +Loading Training Cameras [28/10 14:29:24] [28/10 14:29:24] [28/10 14:29:24] +Loading Test Cameras [28/10 14:29:24] [28/10 14:29:24] [28/10 14:29:24] +Sampling 100000 points from mesh [28/10 14:29:24] [28/10 14:29:24] [28/10 14:29:24] +{ + "snapshots": [ + "0", + "7000", + "10000" + ], + "review": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_230446_039759/window_anchor0282-0676/accepted_input_preparation_c6a_v1/appearance_train_v1/review" +} [28/10 14:29:30] [28/10 14:29:30] [28/10 14:29:30] diff --git a/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_review_v1_argv.json b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_review_v1_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..6c841053a1992b0f122d9f31f068956c49573020 --- /dev/null +++ b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/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_230446_039759/window_anchor0282-0676/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_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_review_v1_result.json b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_review_v1_result.json new file mode 100644 index 0000000000000000000000000000000000000000..de686ba6283ea67b70c487a9586e7a75a6124786 --- /dev/null +++ b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_review_v1_result.json @@ -0,0 +1,4 @@ +{ + "returncode": 0, + "elapsed_s": 386.07725234600366 +} diff --git a/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_train_v1.log b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_train_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..af3c9c3ddf4c87ecb46543171e94cb774be9fa3c --- /dev/null +++ b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_train_v1.log @@ -0,0 +1,19 @@ +Optimizing /mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_230446_039759/window_anchor0282-0676/accepted_input_preparation_c6a_v1/appearance_train_v1/model +Output folder: /mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_230446_039759/window_anchor0282-0676/accepted_input_preparation_c6a_v1/appearance_train_v1/model [28/10 14:21:02] +Found metadata.json file, assuming customized QQTT dataset! [28/10 14:21:02] +Init points from pcd... [28/10 14:21:03] +Init points from mesh... [28/10 14:21:03] +Loading Training Cameras [28/10 14:21:03] +Loading Test Cameras [28/10 14:21:03] +Number of points at initialisation : 68967 [28/10 14:21:03] +Sampling 100000 points from mesh [28/10 14:21:03] + Training progress: 0%| | 0/10000 [00:000.1 export filter; not held-out evidence", + "source_recipe_checks": { + "value_flags": { + "--iterations": "10000", + "--lambda_depth": "0.001", + "--lambda_normal": "0.0", + "--lambda_anisotropic": "0.0", + "--lambda_seg": "1.0", + "--gs_init_opt": "hybrid" + }, + "enabled_flags": [ + "--use_masks", + "--isotropic", + "--disable_viewer" + ], + "runtime_overrides": [ + "native_loader_size", + "q5_sh2_depth_loss" + ], + "accepted_prior_manifest_matches_run_record": true, + "source_loop_rule": "iterations 1 through 10000; optimizer steps only when iteration < opt.iterations, therefore 9999 Gaussian updates", + "opacity_reset_interval": 3000 + }, + "training_stage_elapsed_s_including_lane_wait": 448.8773483620025, + "review_stage_elapsed_s_including_lane_wait": 386.07725234600366, + "numeric_review_process_exit_code": 0, + "visually_inspected": [ + "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" + ], + "orbit_frames_inspected": [ + 0, + 25, + 50, + 75, + 100, + 125, + 150, + 175 + ], + "orbit_frame_count": 200, + "observations": [ + "The visible orange belt contour and purple/grey tape align with the four initial observations. The overall oval remains coherent.", + "The hand-hidden grasp arc remains open. Local diffuse protrusions or blobs beside the gap are strongest in views 0 and 1 (12540311 and 12933256). View 2 (17736741) has smaller rough endpoints; view 3 (23007103) retains a narrow break.", + "The same localized opening persists in all eight sampled orbit views, with view-dependent diffuse fringe around its ends. No overall collapse or broad detached cloud was observed.", + "Loss curves decrease and settle after sharp transients near steps 3000, 6000 and 9000, consistent with the unchanged source opacity-reset interval of 3000." + ], + "limitations": [ + "Only the four initial images were trained; this does not establish held-out or dynamic rendering quality.", + "The hidden grasp region remains weakly constrained. Low same-view losses do not establish complete occluded geometry, correct table/hand contact or physical accuracy.", + "Black backgrounds are object-only diagnostic renders. The raw RGB residual compares against the full scene and is not the masked training objective. Stored and rendered depth panels are diagnostic evidence, not independent ground-truth geometry validation.", + "Eight sampled orbit frames were inspected; every orbit frame was not individually inspected.", + "Owner appearance acceptance is pending and remains separate from prior acceptance and physical fitting." + ] +} diff --git a/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_train_v1/review/curves.json b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_train_v1/review/curves.json new file mode 100644 index 0000000000000000000000000000000000000000..4d3f6a399f998b5380cec0ddb62a5e83ea4a3c7f --- /dev/null +++ b/sessions/session_20260921_230446_039759/preprocessing/c6a-input-preparation-v1/native/appearance_train_v1/review/curves.json @@ -0,0 +1,120008 @@ +{ + "train_loss_patches/l1_loss": [ + [ + 1, + 0.0009128184174187481 + ], + [ + 2, + 0.0011193596292287111 + ], + [ + 3, + 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