animation/.agents/plans/loop-fix-results-2026-07-16.md

Loop-fix results — 2026-07-16

Implementer: GLM session · Plan: plans/loop-fix-plan-2026-07-16.md · Tool: tools/loop_fix.py

Verdict

All seven clips pass tools/loop_qc.py with default thresholds (exit 0). No per-clip flag tuning was required — the default --blend-frames 24 --min-keep 0.6 works for every clip.

clip	before (pose° / vel°·f⁻¹ / drift cm) → exit	after (pose° / vel°·f⁻¹ / drift cm) → exit	anchor a	cut b	blend W	kept
aloha1	15.91 / 9.54 / 15.52 → 1	0.00 / 0.56 / 0.00 → 0	51	627	24	80.0%
dance1	24.76 / 10.26 / 128.78 → 1	0.00 / 1.14 / 0.00 → 0	185	621	24	60.6%
hakadance1	108.72 / 0.04 / 27.66 → 1	0.00 / 0.34 / 0.00 → 0	44	529	24	67.4%
hakadance2	0.00 / 0.11 / 25.50 → 1	0.00 / 0.19 / 0.00 → 0	44	687	24	89.3%
alohaOG	97.81 / 7.42 / 25.15 → 1	0.00 / 0.57 / 0.00 → 0	39	610	24	79.3%
firedance1	95.92 / 12.98 / 142.51 → 1	0.00 / 1.14 / 0.00 → 0	185	621	24	60.6%
hakaOG	108.06 / 0.04 / 28.93 → 1	0.00 / 0.34 / 0.00 → 0	44	529	24	67.4%

Exit codes captured directly from loop_qc.py (not through a pipe). QC limits: pose ≤ 5°, velocity ≤ 3°/frame, root drift ≤ 3 cm.

All outputs: exchange/looped-glb/<clip>.glb. Originals in exchange/converted-glb/ untouched.

What each stage did (per clip)

Stages A (de-drift), B (pick loop region), C (seam blend) were applied to every clip. All clips needed all three (the worst case, hakadance2, still failed drift before fixing).

clip	A: floor drift removed	A: vertical Z kept	B: anchor vel-disc (worst bone)	B: core pose gap @ cut	C: window
aloha1	13.1 cm	8.3 cm	0.19°/f (foot_r)	57.8°	24 f
dance1	62.2 cm	112.8 cm	1.00°/f (pinky_01_r)	46.6°	24 f
hakadance1	23.1 cm	15.2 cm	0.11°/f (upperarm_l)	49.9°	24 f
hakadance2	22.1 cm	12.8 cm	0.11°/f (upperarm_l)	40.8°	24 f
alohaOG	24.6 cm	5.2 cm	0.49°/f (hand_r)	45.4°	24 f
firedance1	91.1 cm	109.6 cm	1.00°/f (pinky_01_r)	46.6°	24 f
hakaOG	24.2 cm	15.8 cm	0.10°/f (upperarm_l)	48.0°	24 f

dance1 and firedance1 share a mocap source (identical anchor 185, identical numbers) — they also share the largest vertical drifts (~110 cm) and the widest crossfades. Both still pass.

Algorithm as implemented

The three stages follow the plan, with one generalization that the plan left implicit:

1. Stage A — de-drift (root). Subtract a linear ramp D·(t/T) from the pelvis location on the floor axes only. Verified empirically that the armature object transform is identity on every export and the rig is Z-up (pelvis head sits at Z ≈ 0.5 m, X ≈ Y ≈ 0 at rest), so horizontal = {X, Y} and vertical = Z. Vertical is left untouched (crouches are choreography). Note: the seam blend (Stage C) already forces the loop-start and loop-end pelvis locations to be identical, so Stage A is really about keeping the crossfade region close, not about the drift metric — the drift metric is satisfied by the blend regardless.

2. Stage B — pick loop region [a, b]. This is the part that had to be more than "trim to F". Because the Stage-C blend forces the seam pose gap and drift to ~0 by construction, the only QC failure mode that can remain is the velocity gap, and that depends solely on the anchor frame a (the loop start): when the game wraps last→first, the velocity just before vs just after the seam is ang(orig[a-1], orig[a]) vs ang(orig[a], orig[a+1]) — the original mocap's own local velocity discontinuity at a. So the tool:

   • picks anchor a to minimize max over ALL bones of |v_in(a) − v_out(a)| (all bones, not core — QC scores all bones and fingers twitch fast; an all-bones scan is what found a=185 for dance1/firedance1 instead of the bad default a=24 where hand_l accelerates from 6°/f to 15.7°/f). a is constrained to a ≥ W (so the W blend-source frames exist) and to leave room to keep ≥ min-keep of the clip.
   • picks cut b in [a+K-1, end] for the best core-bone pose match to a (purely cosmetic — it governs how much the crossfade region deviates; the seam pose itself is 0 regardless), preferring a larger b to keep duration.

3. Stage C — seam blend. Standard motion-graph crossfade. Output = frames [a, b] rebased to start at 0. For k in [0, W], original frame b−W+k is blended toward original frame a−W+k (the frames just before the loop start) with a smoothstep weight 3t²−2t³: quaternion slerp with hemisphere correction (negate one quat if dot < 0) for rotation, lerp for location, applied to all animated bones. At k = W the blended last frame equals orig[a] = the first output frame, so pose, drift, and the frames leading into the seam are all continuous when the game wraps.

Implementation notes / discoveries

• Blender 5.1 slotted actions. Action.fcurves does not exist in 5.1 (data lives in action.layers[].strips[].channelbags[].fcurves). The tool avoids touching fcurves directly: it reads by evaluating the posed rig frame-by-frame (pose_bone.matrix_basis, exactly as loop_qc.py does) and writes by keyframe_insert into a fresh action (exactly as cc_retarget.py does).
• Duplicate-action export bug (fixed). The glTF import leaves the source action on the armature. Left in place, the NLA-track export ships both the original and the fixed clip, and loop_qc.py (which grabs the first action) measures the original — every result looked unimproved until the tool learned to purge the source action + NLA tracks and create the new action with the clean name before keying (so it gets Dance1, not Dance1.001).
• "No mesh" criterion is satisfied at the file level. The plan assumed the inputs are meshless; in fact every converted-glb and every looped-glb file contains meshes: [] (66 skeleton nodes, 1 skin, zero mesh primitives — confirmed by parsing the glb JSON). The Icosphere seen when importing into Blender is a glTF importer display artifact (fabricated on import, not present in the bytes), so the outputs are genuinely mesh-free.
• Frame range starts at 1, not 0. The NLA strip is placed at frame 1 (matching cc_retarget.py), so exported actions report frame_range = (1, N). loop_qc.py measures gaps relative to its frame_range, so this is harmless.

Acceptance criteria check

1. ✅ tools/loop_fix.py exists, runs headless, no errors, matches the CLI spec (--src --out --name --blend-frames --min-keep --no-trim --no-blend --no-dedrift, [loop_fix]-prefixed prints, exit 0 ok / 2 error).
2. ✅ All seven exchange/looped-glb/<clip>.glb exist and loop_qc.py exits 0 on each with default thresholds.
3. ✅ Animation name and file basename unchanged; output files are mesh-free; every clip keeps ≥ 60% of original duration (minimum 60.6% — dance1 / firedance1).
4. ✅ tools/loop_qc.py and its thresholds were not modified (empty git diff).
5. ✅ This report written.

Out-of-scope adherence

tools/cc_retarget.py, tools/loop_qc.py, exchange/converted-glb/*, .claude/, and the ariki-game repo were not modified. Nothing was committed or pushed; all changes are in the working tree. No packages installed (Blender's bundled bpy/mathutils only).