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"unsampled_trailing_ms_vs_annotation": 3.164478666666666, + "unsampled_trailing_ms_vs_common_support": 2.2685936666666664 + }, + "controller_pool": { + "controller_gate_m": 0.04, + "participating_hands": [ + "hand_A" + ], + "survivors": { + "12540311": { + "hand_A": 1487, + "hand_B": 0 + }, + "12933256": { + "hand_A": 1318, + "hand_B": 0 + }, + "17736741": { + "hand_A": 963, + "hand_B": 0 + }, + "23007103": { + "hand_A": 1195, + "hand_B": 0 + } + }, + "pool": { + "12540311": { + "hand_A": 0, + "hand_B": 0 + }, + "12933256": { + "hand_A": 27, + "hand_B": 0 + }, + "17736741": { + "hand_A": 0, + "hand_B": 0 + }, + "23007103": { + "hand_A": 246, + "hand_B": 0 + } + }, + "survivor_distance_to_belt_mm_p5_p50_p95": { + "hand_A": [ + 38.4, + 113.9, + 190.3 + ] + }, + "selected_distance_to_belt_mm_max": 39.90293701110198 + }, + "derived_reasons": { + "0": "valid", + "1": "exact raw sample not valid", + "2": "left raw bracket sample not valid", + "3": "right raw bracket sample not valid", + "4": "both raw bracket samples not valid", + "5": "target outside the view's recorded times (no extrapolation)" + }, + "candidate_samples_by_reason": { + "object": { + "valid": 1017299, + "left raw bracket sample not valid": 25933, + "right raw bracket sample not valid": 27401, + "both raw bracket samples not valid": 288301 + }, + "hand": { + "valid": 3569688, + "left raw bracket sample not valid": 24458, + "right raw bracket sample not valid": 26341, + "both raw bracket samples not valid": 233342 + } + } + } +} diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/select_waft.log b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/select_waft.log new file mode 100644 index 0000000000000000000000000000000000000000..162c73a42f9e0b6352cf784a69469e012c1c2064 --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/select_waft.log @@ -0,0 +1 @@ +Wrote /mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/accepted_input_preparation_c6a_v1/frames_waft/per_camera_inputs.json; native RGB/mask identities and interaction bounds are unchanged diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/select_waft_argv.json b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/select_waft_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..6ce9317226c7460bb1b79252a9b9eb2d876ee3a8 --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/select_waft_argv.json @@ -0,0 +1,13 @@ +[ + "/mnt/data0/magna/belt_perception_wt_c6a_lab_input_preparation_20261027/.venv/bin/python3", + "scripts/phystwin_real_rgbd.py", + "select-depth", + "--session", + "/mnt/data2/magna/belt_perception/converted_datasets/sessions/session_20260921_233045_819927", + "--frames", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/native_inputs/per_camera_inputs.json", + "--depth-source", + "waft_stereo_dav2l5", + "--output", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/accepted_input_preparation_c6a_v1/frames_waft" +] diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/select_waft_result.json b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/select_waft_result.json new file mode 100644 index 0000000000000000000000000000000000000000..9a23edf9b5287d947bfa4b66fcda3b30eaa7ecd0 --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/select_waft_result.json @@ -0,0 +1,4 @@ +{ + "returncode": 0, + "wall_seconds": 1.878810167312622 +} diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/selected_mask_admission.json b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/selected_mask_admission.json new file mode 100644 index 0000000000000000000000000000000000000000..941765b919c1af92b36af2492930915b3edc4a77 --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/selected_mask_admission.json @@ -0,0 +1,147 @@ +{ + "code": "5e1b4258a3efb3620c533a4073a37212d8bf9ee5", + "owner_acceptance": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/owner_mask_acceptance_c6a_selected_20261028.json", + "source_selection": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/mask_review_selection.json", + "cameras": [ + { + "serial": "12540311", + "frames": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/native_inputs/cameras/12540311/inspection/frames.npz", + "T": 291, + "roles": { + "object": { + "signoff": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/native_inputs/cameras/12540311/review_signoff.json", + "covered_frames": 291, + "visible_frames": 280, + "reviewed_pixel_counts_equal": true, + "source_segments": 1 + }, + "hand_A": { + "signoff": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/native_inputs/cameras/12540311/review_signoff.json", + "covered_frames": 291, + "visible_frames": 291, + "reviewed_pixel_counts_equal": true, + "source_segments": 1 + }, + "hand_B": { + "signoff": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/native_inputs/cameras/12540311/review_signoff.json", + "covered_frames": 291, + "visible_frames": 0, + "reviewed_pixel_counts_equal": true, + "source_segments": 1 + }, + "occluder": { + "signoff": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/native_inputs/cameras/12540311/review_signoff_occluder.json", + "covered_frames": 291, + "visible_frames": 291, + "reviewed_pixel_counts_equal": true, + "source_segments": 1 + } + } + }, + { + "serial": "12933256", + "frames": 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a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/APPEARANCE_REVIEW_c6a_v1.md b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/APPEARANCE_REVIEW_c6a_v1.md new file mode 100644 index 0000000000000000000000000000000000000000..06a66bf9bdbc7960566dc502b78525929076841e --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/APPEARANCE_REVIEW_c6a_v1.md @@ -0,0 +1,54 @@ +# 233045: static appearance from the stronger-reprojection prior + +**Reference training and agent review are complete; owner appearance acceptance is recorded below.** The run matches the exact accepted stronger-reprojection prior: 18 controls, curvature weight 5e-9, reprojection weight 8 and a 4.75 mm radius continuous tube. Prior acceptance is recorded separately; this review grants no physical-fitting authorization. + +Goal: review the saved initial appearance. Done when: accepted-prior identity, three completed stages, numerical payloads and 13 actual images are checked and findings saved. Non-goals: retraining, scientific changes, acceptance or physical fitting. + +[Rotation video](appearance_train_v1/review/novel_view.mp4) · [loss curves](appearance_train_v1/review/loss_curves.png) · [accepted prior review](../prior_review_chain_stronger_reprojection_v2/AGENT_FINDINGS.md) + +- [Camera 12540311: RGB, alpha and depth](appearance_train_v1/review/iteration_10000/view_0_sheet.png) +- [Camera 12933256: RGB, alpha and depth](appearance_train_v1/review/iteration_10000/view_1_sheet.png) +- [Camera 17736741: RGB, alpha and depth](appearance_train_v1/review/iteration_10000/view_2_sheet.png) +- [Camera 23007103: RGB, alpha and depth](appearance_train_v1/review/iteration_10000/view_3_sheet.png) + +The exposed chain contours and repeated link-like texture are coherent across the four training views. The hand-hidden grip interval remains visibly open in the rendered appearance, with a dark widened or speckled end near the gap. The rotation preserves this local defect; it does not demonstrate a completed closed chain appearance. + +**Camera 12540311:** The visible upper loop and two sides follow the observed chain, including the angular shoulder. At the lower hand-covered interval the rendering ends in two separated tips; the left tip is widened, brown/dark and speckled, with small detached alpha flecks. The broad visible alpha contour otherwise follows the object mask. + +**Camera 12933256:** The exposed lower and left arcs and their link-like pattern match the broad observed contour. The upper-right grip interval remains an open notch between two ends, with a small mottled protrusion at one end. Rendered alpha and depth retain that notch. + +**Camera 17736741:** The visible loop and bent right/lower arc are coherent. At the lower-left hand-covered interval a dark broad tip and a shorter exposed tip remain separated; sparse alpha flecks appear just inside the broad tip. This region is not a visually validated hidden completion. + +**Camera 23007103:** The observed broad triangular/rounded contour and repeated surface detail are reproduced along the exposed chain. The upper-left grip remains a dark gap between ends with a compact protruding patch. There is no obvious global contour collapse in this sheet. + +All eight sampled orbit frames contain the object within image bounds, with no separate remote cloud apparent. The exposed chain keeps its broad contour through the sampled rotation. + +The grip gap remains apparent from several orbit angles, with a widened darker end and locally rough texture. Foreshortening can make the ends appear closer in some views, but the samples do not establish a closed appearance surface. Only frames 0/25/50/75/100/125/150/175 were inspected. + +Both plotted training losses decrease strongly and settle to lower levels, with sharp transients near iterations 3000, 6000 and 9000 that recover promptly. Their timing is consistent with the source's 3000-step opacity reset interval; the curves provide training optimization evidence, not held-out or physical accuracy. + +The open, partly mottled hand-hidden grip interval is a material appearance limitation for the owner's decision. Coherent visible links do not validate the hidden connection, physical link geometry or contact. + +The saved source totals average full-image, masked, occlusion-aware training-view reductions. The large background contribution in the raw RGB residual panel is not the optimization target, and the black orbit background is a diagnostic render. + +Static initial appearance does not resolve later temporal coverage loss, depth tails or repeated-link correspondence, and it supplies no dynamics validation. + +The continuous tube does not model individual chain links or articulation. Its accepted prior reaches **-1.392 mm relative to nominal table z=0**; appearance training does not resolve that registration/contact limitation. This is a **hand_A-only sequence**. Hand-hidden completion remains inferred. The black background is an object-only diagnostic render, and the raw RGB residual against the full scene is not the masked training objective. + +Training used the four initial views, **10,000 loop iterations and 9,999 Gaussian optimizer updates**. Initial hybrid seeds: **128,933 = 25,253 observed + 103,680 mesh-derived**. Final saved Gaussians: **133,944**; strict sigmoid(opacity) >0.1 export: **102,977**. The trained payload has one isotropic scale column and spherical-harmonic degree 3. These are appearance populations, not mechanical particles or mass. + +Mean source total over the same four training views is **0.005327837 → 0.000197644**. These values use the source masked, occlusion-aware full-image losses, with the reference opacity filter for trained review snapshots. They do not establish held-out accuracy, hidden geometry or dynamics. + +The three root stages and saved-output checker returned zero. All numerical arrays in **12 saved view files** at iterations 0/7000/10000 and all properties of **three PLY files** are finite. Initial/7000/final populations match the summary, and strict opacity counts match for both trained snapshots. All **three scalar histories** contain every step 1–10000 with finite values. Flags match the reference hybrid/masked/isotropic recipe, depth/normal/anisotropic/segmentation weights 0.001/0/0/1, and the recorded native-loader/depth-loss runtime overrides. + +The four final sheets, loss plot and orbit frames **0, 25, 50, 75, 100, 125, 150 and 175 of 200** were individually inspected. [Saved summary](appearance_train_v1/review/summary.json) · [findings and inspection record](appearance_train_v1/review/agent_findings.json) · [run flags](appearance_train_v1/run_record.json). + +**Later observation limitations remain unchanged.** Camera 12540311 has zero admitted object support at native-relative frames 172–248 inclusive and 11 undefined object-mask coverage entries remain NaNs; the preserved review shows substantial derived gaps around sample 175. Camera 12933256 paired native-minus-WAFT tails reach −348 mm at frame 167 and +98 mm at 166. These are common-support diagnostics, not ground-truth errors. Initial static appearance neither removes nor repairs those later observations. [Preserved temporal review](../review_v1/REVIEW.md). + +Only this new review packet, its findings and scoped review scratch were written. The owner acceptance is recorded below. + +## Owner decision + +The owner accepted this exact new static appearance: I approve of all chain priors/appearances + +The initial review above predates this decision. Its limitations remain; physical fitting is separate. [Recorded acceptance](owner_appearance_acceptance.json). diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_check_v1.log b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_check_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..edb11fbc3938b9ceb4d0419993f37c2d0a54fa35 --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_check_v1.log @@ -0,0 +1,57 @@ +Found metadata.json file, assuming customized QQTT dataset! [28/10 19:26:23] +Init points from pcd... [28/10 19:26:23] +Init points from mesh... [28/10 19:26:23] +Loading Training Cameras [28/10 19:26:24] +Loading Test Cameras [28/10 19:26:24] +Number of points at initialisation : 128933 [28/10 19:26:24] +Sampling 100000 points from mesh [28/10 19:26:24] +{ + "cameras": [ + { + "id": 0, + "width": 1920, + "height": 1080, + "object_px": 9557, + "occlusion_px": 258761, + "valid_depth_px": 1929856, + "boundary_px": 3072, + "projection_max_error_px": 2.1401114150851342e-05 + }, + { + "id": 1, + "width": 1920, + "height": 1080, + "object_px": 10050, + "occlusion_px": 151744, + "valid_depth_px": 2026237, + "boundary_px": 2955, + "projection_max_error_px": 7.911411738130172e-07 + }, + { + "id": 2, + "width": 1920, + "height": 1080, + "object_px": 11180, + "occlusion_px": 248845, + "valid_depth_px": 1971647, + "boundary_px": 3554, + "projection_max_error_px": 6.717487953735233e-06 + }, + { + "id": 3, + "width": 1920, + "height": 1080, + "object_px": 7590, + "occlusion_px": 186096, + "valid_depth_px": 1906237, + "boundary_px": 2518, + "projection_max_error_px": 2.3138273615789227e-06 + } + ], + "hybrid": { + "vertex_color_branch": true, + "mesh": 103680, + "observed": 25253, + "total": 128933 + } +} [28/10 19:26:24] diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_check_v1_argv.json b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_check_v1_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..4f4f3c81dd1f54c17803f3cb1eea94126d8cc15e --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_check_v1_argv.json @@ -0,0 +1,20 @@ +{ + "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_233045_819927/window_anchor0256-0546/accepted_input_preparation_c6a_v1/prior_chain_stronger_reprojection_v2", + "--accepted-prior-manifest-sha256", + "96479e31f203201051f6b1ef0361c143645714cda68cb4c958d9089b428a6d4a", + "--output", + "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/accepted_input_preparation_c6a_v1/stronger_reprojection_preparation_v2/appearance_check_v1" + ], + "cwd": "/mnt/data0/magna/belt_perception_wt_c6a_lab_input_preparation_20261027", + "environment": { + "PYTHONDONTWRITEBYTECODE": "1", + "MPLBACKEND": "Agg" + }, + "resource_lock": "/mnt/data0/magna/belt_perception_wt_c6a_lab_input_preparation_20261027/outputs/c6a_recovery/resource_lane.lock", + "source_commit": "5e33a51eb977bdc3ab7e51277b87c41a57bd728d" +} \ No newline at end of file diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_check_v1_result.json b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_check_v1_result.json new file mode 100644 index 0000000000000000000000000000000000000000..ead914373296cb0b3bbd0c31b5366bf9211a23d6 --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_check_v1_result.json @@ -0,0 +1,6 @@ +{ + "returncode": 0, + "elapsed_s": 2.7759429270081455, + "completed_utc": "2026-10-28T23:26:24.867924+00:00", + "source_commit": "5e33a51eb977bdc3ab7e51277b87c41a57bd728d" +} diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_complete.json b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_complete.json new file mode 100644 index 0000000000000000000000000000000000000000..aca12491bf707fe92c6fbe7f139d018add4c7205 --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_complete.json @@ -0,0 +1,7 @@ +{ + "case_id": "233045", + "phase": "appearance", + "failed_stage": null, + "prep": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/accepted_input_preparation_c6a_v1/stronger_reprojection_preparation_v2", + "completed_utc": "2026-10-28T23:28:56.708474+00:00" +} diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_review_v1.log b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_review_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..5d614ca363b56a783712e3b0f54d1028cfb2d60d --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/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 19:28:45] +Init points from pcd... [28/10 19:28:45] +Init points from mesh... [28/10 19:28:45] +Loading Training Cameras [28/10 19:28:45] +Loading Test Cameras [28/10 19:28:45] +Number of points at initialisation : 128933 [28/10 19:28:45] +Sampling 100000 points from mesh [28/10 19:28:45] +Loading trained model at iteration 7000 [28/10 19:28:47] [28/10 19:28:47] +Found metadata.json file, assuming customized QQTT dataset! [28/10 19:28:47] [28/10 19:28:47] +Init points from pcd... [28/10 19:28:48] [28/10 19:28:48] +Init points from mesh... [28/10 19:28:48] [28/10 19:28:48] +Loading Training Cameras [28/10 19:28:48] [28/10 19:28:48] +Loading Test Cameras [28/10 19:28:48] [28/10 19:28:48] +Sampling 100000 points from mesh [28/10 19:28:48] [28/10 19:28:48] +Loading trained model at iteration 10000 [28/10 19:28:49] [28/10 19:28:49] [28/10 19:28:49] +Found metadata.json file, assuming customized QQTT dataset! [28/10 19:28:49] [28/10 19:28:49] [28/10 19:28:49] +Init points from pcd... [28/10 19:28:50] [28/10 19:28:50] [28/10 19:28:50] +Init points from mesh... [28/10 19:28:50] [28/10 19:28:50] [28/10 19:28:50] +Loading Training Cameras [28/10 19:28:50] [28/10 19:28:50] [28/10 19:28:50] +Loading Test Cameras [28/10 19:28:50] [28/10 19:28:50] [28/10 19:28:50] +Sampling 100000 points from mesh [28/10 19:28:50] [28/10 19:28:50] [28/10 19:28:50] +{ + "snapshots": [ + "0", + "7000", + "10000" + ], + "review": "/mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/accepted_input_preparation_c6a_v1/stronger_reprojection_preparation_v2/appearance_train_v1/review" +} [28/10 19:28:56] [28/10 19:28:56] [28/10 19:28:56] diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_review_v1_argv.json b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_review_v1_argv.json new file mode 100644 index 0000000000000000000000000000000000000000..7e9572da3988d45e657622baab9ea5fce433b14c --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_review_v1_argv.json @@ -0,0 +1,15 @@ +{ + "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_233045_819927/window_anchor0256-0546/accepted_input_preparation_c6a_v1/stronger_reprojection_preparation_v2/appearance_train_v1" + ], + "cwd": "/mnt/data0/magna/belt_perception_wt_c6a_lab_input_preparation_20261027", + "environment": { + "PYTHONDONTWRITEBYTECODE": "1", + "MPLBACKEND": "Agg" + }, + "resource_lock": "/mnt/data0/magna/belt_perception_wt_c6a_lab_input_preparation_20261027/outputs/c6a_recovery/resource_lane.lock", + "source_commit": "5e33a51eb977bdc3ab7e51277b87c41a57bd728d" +} \ No newline at end of file diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_review_v1_result.json b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_review_v1_result.json new file mode 100644 index 0000000000000000000000000000000000000000..ba8ce81d1734463b5150a5596d3f241ff992b764 --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_review_v1_result.json @@ -0,0 +1,6 @@ +{ + "returncode": 0, + "elapsed_s": 15.583354414004134, + "completed_utc": "2026-10-28T23:28:56.708324+00:00", + "source_commit": "5e33a51eb977bdc3ab7e51277b87c41a57bd728d" +} diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_train_v1.log b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_train_v1.log new file mode 100644 index 0000000000000000000000000000000000000000..bbd5de1e5190ea369d137caf1473ad0a61b67df3 --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_train_v1.log @@ -0,0 +1,19 @@ +Optimizing /mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/accepted_input_preparation_c6a_v1/stronger_reprojection_preparation_v2/appearance_train_v1/model +Output folder: /mnt/data2/magna/belt_perception_shared/phystwin_model_corpus_expansion/lab/session_20260921_233045_819927/window_anchor0256-0546/accepted_input_preparation_c6a_v1/stronger_reprojection_preparation_v2/appearance_train_v1/model [28/10 19:26:26] +Found metadata.json file, assuming customized QQTT dataset! [28/10 19:26:26] +Init points from pcd... [28/10 19:26:26] +Init points from mesh... [28/10 19:26:26] +Loading Training Cameras [28/10 19:26:26] +Loading Test Cameras [28/10 19:26:27] +Number of points at initialisation : 128933 [28/10 19:26:27] +Sampling 100000 points from mesh [28/10 19:26:27] + Training progress: 0%| | 0/10000 [00:00 0.1, unchanged source export rule", + "runtime_override_names": [ + "native_loader_size", + "q5_sh2_depth_loss" + ], + "opacity_reset_interval": 3000 + }, + "numerical_evidence": { + "finite_saved_view_arrays": [ + "iteration_0/view_0.npz", + "iteration_0/view_1.npz", + "iteration_0/view_2.npz", + "iteration_0/view_3.npz", + "iteration_7000/view_0.npz", + "iteration_7000/view_1.npz", + "iteration_7000/view_2.npz", + "iteration_7000/view_3.npz", + "iteration_10000/view_0.npz", + "iteration_10000/view_1.npz", + "iteration_10000/view_2.npz", + "iteration_10000/view_3.npz" + ], + "ply_stats": { + "model/input.ply": { + "population": 128933, + "all_finite": true + }, + "model/point_cloud/iteration_7000/point_cloud.ply": { + "population": 133640, + "all_finite": true, + "strict_opacity_gt_0_1": 109858, + "scale_columns": [ + "scale_0" + ], + "rest_sh_columns": 45 + }, + "model/point_cloud/iteration_10000/point_cloud.ply": { + "population": 133944, + "all_finite": true, + "strict_opacity_gt_0_1": 102977, + "scale_columns": [ + "scale_0" + ], + "rest_sh_columns": 45 + } + }, + "finite_scalar_tags": [ + "train_loss_patches/l1_loss", + "train_loss_patches/total_loss", + "iter_time" + ], + "scalar_steps_verified": [ + 1, + 10000 + ], + "scalar_steps_contiguous": true, + "snapshots": { + "0": { + "before_filter": 128933, + "after_filter": 128933, + "scale_m_p05_p50_p95": [ + 0.00031622781534679234, + 0.00033123043249361217, + 0.00104307709261775 + ], + "opacity_p05_p50_p95": [ + 0.10000000149011612, + 0.10000000149011612, + 0.10000000149011612 + ], + "isotropic_log_scale_columns": 1, + "active_sh_degree": 0, + "views": { + "0": { + "l1": 0.000731396081391722, + "ssim_fused": 0.9931246638298035, + "seg_l1": 0.002328872215002775, + "seg_ssim_ref": 0.9931246638298035, + "depth": 0.003833683298647772, + "rgb_loss": 0.0019601841922849417, + "seg_loss": 0.0032381650526076555, + "total": 0.005202182928191245 + }, + "1": { + "l1": 0.0008307393873110414, + "ssim_fused": 0.9926649332046509, + "seg_l1": 0.002845038427039981, + "seg_ssim_ref": 0.9926649332046509, + "depth": 0.003679958449629722, + "rgb_loss": 0.0021316048223525286, + "seg_loss": 0.003743044100701809, + "total": 0.005878328648673324 + }, + "2": { + "l1": 0.0007615310023538768, + "ssim_fused": 0.9923328757286072, + "seg_l1": 0.0027322741225361824, + "seg_ssim_ref": 0.9923328161239624, + "depth": 0.0047047359601238075, + "rgb_loss": 0.002142649609595537, + "seg_loss": 0.0037192562595009804, + "total": 0.0058666106050566415 + }, + "3": { + "l1": 0.0006287645664997399, + "ssim_fused": 0.9942381978034973, + "seg_l1": 0.0019426491344347596, + "seg_ssim_ref": 0.9942381978034973, + "depth": 0.002372197532101684, + "rgb_loss": 0.001655372092500329, + "seg_loss": 0.002706479746848345, + "total": 0.004364224269711419 + } + } + }, + "7000": { + "before_filter": 133640, + "after_filter": 109858, + "scale_m_p05_p50_p95": [ + 1.874384843176813e-05, + 0.00019108124251943082, + 0.0011091148073319344 + ], + "opacity_p05_p50_p95": [ + 0.11695391982793808, + 0.3107241094112396, + 0.8839650779962539 + ], + "isotropic_log_scale_columns": 1, + "active_sh_degree": 3, + "views": { + "0": { + "l1": 6.57203490845859e-05, + "ssim_fused": 0.9997681975364685, + "seg_l1": 0.00011514801735756919, + "seg_ssim_ref": 0.9997681975364685, + "depth": 0.0005921318895526138, + "rgb_loss": 9.89367690635845e-05, + "seg_loss": 0.00013847890659235418, + "total": 0.0002380078075454913 + }, + "1": { + "l1": 5.31244368175976e-05, + "ssim_fused": 0.9998431205749512, + "seg_l1": 0.00010136788478121161, + "seg_ssim_ref": 0.9998431205749512, + "depth": 0.00059696019999177, + "rgb_loss": 7.387543155346066e-05, + "seg_loss": 0.00011247019574511796, + "total": 0.00018694258749857038 + }, + "2": { + "l1": 5.693542698281817e-05, + "ssim_fused": 0.9997912049293518, + "seg_l1": 0.00011000772065017372, + "seg_ssim_ref": 0.9997912049293518, + "depth": 0.000636441446023039, + "rgb_loss": 8.730735862627625e-05, + "seg_loss": 0.00012976519064977765, + "total": 0.00021770899072207694 + }, + "3": { + "l1": 4.2961797589669004e-05, + "ssim_fused": 0.9998083114624023, + "seg_l1": 0.00011463984992587939, + "seg_ssim_ref": 0.9998083114624023, + "depth": 0.00038408590755666854, + "rgb_loss": 7.270714559126645e-05, + "seg_loss": 0.00013004959328100085, + "total": 0.00020314082477982398 + } + } + }, + "10000": { + "before_filter": 133944, + "after_filter": 102977, + "scale_m_p05_p50_p95": [ + 1.105825194827048e-05, + 0.0001519439392723143, + 0.0014537181239575147 + ], + "opacity_p05_p50_p95": [ + 0.11289702653884888, + 0.30280041694641113, + 0.8608355402946472 + ], + "isotropic_log_scale_columns": 1, + "active_sh_degree": 3, + "views": { + "0": { + "l1": 5.8557467127684504e-05, + "ssim_fused": 0.9997844099998474, + "seg_l1": 0.00010083079541800544, + "seg_ssim_ref": 0.9997844099998474, + "depth": 0.0005398737045382093, + "rgb_loss": 8.996397082228214e-05, + "seg_loss": 0.00012378263636492193, + "total": 0.00021428648089174228 + }, + "1": { + "l1": 4.893372533842921e-05, + "ssim_fused": 0.9998461604118347, + "seg_l1": 8.866458665579557e-05, + "seg_ssim_ref": 0.9998461604118347, + "depth": 0.0005456589626382898, + "rgb_loss": 6.991489499341697e-05, + "seg_loss": 0.00010169959568884224, + "total": 0.0001721601496448975 + }, + "2": { + "l1": 5.438828520709649e-05, + "ssim_fused": 0.9997979402542114, + "seg_l1": 9.729123121360317e-05, + "seg_ssim_ref": 0.9997979402542114, + "depth": 0.0005784652031323424, + "rgb_loss": 8.392258314415812e-05, + "seg_loss": 0.00011824493412859738, + "total": 0.00020274598247588783 + }, + "3": { + "l1": 4.484201781451702e-05, + "ssim_fused": 0.9997988939285278, + "seg_l1": 0.00010589278099359944, + "seg_ssim_ref": 0.9997988939285278, + "depth": 0.0003518495118969845, + "rgb_loss": 7.609483145643026e-05, + "seg_loss": 0.00012493543908931315, + "total": 0.0002013821200576404 + } + }, + "novel_frames": 200 + } + }, + "mean_same_training_view_source_total": { + "0": 0.005327836612908157, + "7000": 0.00021145005263649064, + "10000": 0.000197643683267542 + }, + "interpretation": "Source masked, occlusion-aware full-image reductions over the same four initial training views. Review renders at trained snapshots use the reference strict opacity filter. These are not held-out errors, dimensional reconstruction accuracy or dynamics evidence." + }, + "inspected_images_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" + ], + "visual_coverage": { + "final_comparison_sheets": 4, + "loss_curve_images": 1, + "novel_view_frames_inspected": 8, + "novel_view_frames_saved": 200, + "novel_view_frame_indices": [ + 0, + 25, + 50, + 75, + 100, + 125, + 150, + 175 + ], + "method": "All 13 images viewed individually; eight samples do not certify every video frame." + }, + "visual_summary": "The exposed chain contours and repeated link-like texture are coherent across the four training views. The hand-hidden grip interval remains visibly open in the rendered appearance, with a dark widened or speckled end near the gap. The rotation preserves this local defect; it does not demonstrate a completed closed chain appearance.", + "per_camera_observations": { + "12540311": "The visible upper loop and two sides follow the observed chain, including the angular shoulder. At the lower hand-covered interval the rendering ends in two separated tips; the left tip is widened, brown/dark and speckled, with small detached alpha flecks. The broad visible alpha contour otherwise follows the object mask.", + "12933256": "The exposed lower and left arcs and their link-like pattern match the broad observed contour. The upper-right grip interval remains an open notch between two ends, with a small mottled protrusion at one end. Rendered alpha and depth retain that notch.", + "17736741": "The visible loop and bent right/lower arc are coherent. At the lower-left hand-covered interval a dark broad tip and a shorter exposed tip remain separated; sparse alpha flecks appear just inside the broad tip. This region is not a visually validated hidden completion.", + "23007103": "The observed broad triangular/rounded contour and repeated surface detail are reproduced along the exposed chain. The upper-left grip remains a dark gap between ends with a compact protruding patch. There is no obvious global contour collapse in this sheet." + }, + "orbit_observations": [ + "All eight sampled orbit frames contain the object within image bounds, with no separate remote cloud apparent. The exposed chain keeps its broad contour through the sampled rotation.", + "The grip gap remains apparent from several orbit angles, with a widened darker end and locally rough texture. Foreshortening can make the ends appear closer in some views, but the samples do not establish a closed appearance surface. Only frames 0/25/50/75/100/125/150/175 were inspected." + ], + "loss_observation": "Both plotted training losses decrease strongly and settle to lower levels, with sharp transients near iterations 3000, 6000 and 9000 that recover promptly. Their timing is consistent with the source's 3000-step opacity reset interval; the curves provide training optimization evidence, not held-out or physical accuracy.", + "material_limitations_for_owner_decision": [ + "The open, partly mottled hand-hidden grip interval is a material appearance limitation for the owner's decision. Coherent visible links do not validate the hidden connection, physical link geometry or contact.", + "The saved source totals average full-image, masked, occlusion-aware training-view reductions. The large background contribution in the raw RGB residual panel is not the optimization target, and the black orbit background is a diagnostic render.", + "Static initial appearance does not resolve later temporal coverage loss, depth tails or repeated-link correspondence, and it supplies no dynamics validation." + ], + "initial_reference_hand_context": "one participating hand_A; hand_B absent", + "later_sequence_measurement_caveat": "Camera 12540311 has zero admitted object support at native-relative frames 172\u2013248 inclusive and 11 undefined object-mask coverage entries remain NaNs; the preserved review shows substantial derived gaps around sample 175. Camera 12933256 paired native-minus-WAFT tails reach \u2212348 mm at frame 167 and +98 mm at 166. These are common-support diagnostics, not ground-truth errors. Initial static appearance neither removes nor repairs those later observations.", + "blocking_findings_for_review_completion": [], + "review_only_no_scientific_changes": true +} diff --git a/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_train_v1/review/curves.json b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_train_v1/review/curves.json new file mode 100644 index 0000000000000000000000000000000000000000..f1011a9ae452f9b6794169b2236d3e577e7d4e6a --- /dev/null +++ b/sessions/session_20260921_233045_819927/preprocessing/chain-stronger-reprojection-v2/native/stronger_reprojection_preparation_v2/appearance_train_v1/review/curves.json @@ -0,0 +1,120008 @@ +{ + "train_loss_patches/l1_loss": [ + [ + 1, + 0.0006287645664997399 + ], + [ + 2, + 0.0008268447127193213 + ], + [ + 3, + 0.0007219485705718398 + ], + 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