# MOCAPGOD progress ledger

One lane per session. Tick on completion. See PLAN.md for acceptance checks.

- [x] **Lane 0** — bootstrap. git + .gitignore, docs/LICENSES.md skeleton,
      spec/mixamorig_bones.json (65 bones, `mixamorig:` colon-prefixed). — 2026-07-17
- [x] **Lane A** — capture + ingest. docs/CAPTURE.md protocol, ingest.py
      (probe → 30fps normalize → rename → rsync to m3ultra queue → LEDGER.tsv). — 2026-07-17
- [ ] **Lane B** — pose engine. **Decision made 2026-07-17 (session 3): Path B** — engine =
      **HSMR → SKEL**, run local, ship rig-motion only, John accepts NC-licence risk
      (`docs/DECISIONS.md` Decision 1 RESOLVED). Env up in `.engine/HSMR` (uv venv, torch 2.13
      **MPS green**, ungated weights pulled). **Detector RESOLVED (session 4):** torchvision
      Faster R-CNN drop-in replaces the unbuildable detectron2; `test_detector.py` is green today
      (7/7 demo imgs → 15 patches, **no SKEL needed**). `smoke_test.py` now runs real detection +
      patch-crop and reaches the **exact SKEL gate**; chumpy cleared as a non-blocker. **Only open
      before B ships:** (1) John downloads gated **SKEL v1.1.1** so
      `.engine/HSMR/data_inputs/body_models/skel/skel_male.pkl` (+ `skel_female.pkl`) exist;
      (2) run the forward-pass smoke test (MPS / timing <2× / NaN check); then B2 (service-ize →
      BVH) + B3 (jitter). Lanes C and D remain blocked on B.
- [ ] **Lane C** — retarget + cleanup (Blender). bvh → mixamorig FBX + QC turntable.
- [ ] **Lane D** — clip factory. `mocap` CLI end-to-end; games + Unreal integration.
- [ ] Lane E — ML upgrades (post-v1, gated).
- [ ] Lane F — UX (optional).

## SESSION 5 ORDERS — from Fable's review (2026-07-17, supersede older notes where they conflict)

Review verdict: Lanes 0/A solid; session 2's reversal of the B1 animal-model blunder was the
right call, well executed; ARM engineering verified independently (test_detector.py re-run
green 7/7 by reviewer). Proceed as follows, in order:

1. **Durable-ize the gitignored engine fixes (do first, ~30 min).** The torchvision detector,
   `_headless.py`, `test_detector.py`, `smoke_test.py` exist ONLY on ultra's disk inside the
   gitignored `.engine/`. Move canonical copies into git at `engine_patches/` and make
   `setup_hsmr.sh` apply them after clone. Acceptance: fresh clone in a temp dir + script →
   `test_detector.py` green with no hand edits.
2. **Draft the Path-A email (parallel risk-retirement, ~15 min).** Write the SKEL indie
   commercial-license request to ps-license@tue.mpg.de into `docs/DECISIONS.md` (project
   description, solo Australian dev, indie revenue, SKEL-in-pipeline-not-redistributed usage).
   John sends it himself. Path B continues meanwhile; a granted license converts B→A with zero
   rework. Do not wait on the reply.
3. **Reconcile the split-brain queue (~30 min).** Lane A's ingest.py rsyncs to m3ultra's queue,
   but the engine (and MPS verification) is on ultra — nothing consumes that queue. For v1:
   default ingest to LOCAL `queue/` on ultra (`--remote-queue` flag preserves the m3ultra path),
   note the deviation from PLAN Ground-rule 1 in PLAN.md with a `# ponytail: v1 inference on
   ultra; migrate to m3ultra when a real throughput need appears` marker. Update CAPTURE.md.
4. **Treaty amendment (small, load-bearing).** `motion.json` sidecar gains REQUIRED field
   `root_space: "camera" | "world"`. HSMR emits `"camera"`. Lane C must read it and, for
   locomotion clips, derive world root from foot contacts (already in notes). v1 quality bar:
   in-place clips are first-class; traveling clips best-effort until a grounding pass exists.
**SMOKE TEST RAN 2026-07-17 (Fable, after John's SKEL v1.1.1 download landed — installed at
the expected path): PASSED with findings.** device=mps, 263 frames → 1315 patches, recovery
31.2 fps, **nan=False**, `data_outputs/smoke/params.npz` written. Findings for B2: (1) the
CPU Faster R-CNN detector is the wall-clock hog (~1 fps, 4min of the 5min run) — B2 MUST add
detect-every-Nth-frame + box reuse/IoU tracking (single-subject footage makes this easy) or
the mobilenet swap; HMR itself is faster than realtime so the <2× acceptance is reachable.
(2) `prepare_mesh` MPS→numpy crash fixed in smoke_test.py (`.detach().cpu()`) — carry the
same pattern into pose_engine.py. Item 5 below is now UNBLOCKED (skip re-verifying: smoke
is done; go straight to B2/B3).

5. **If (and only if) SKEL v1.1.1 files are in place** (`data_inputs/body_models/skel/
   skel_male.pkl`): run smoke_test.py — MPS forward pass, runtime <2× realtime on demo video,
   NaN check — then proceed straight into B2 (params.npz → `spec/skel_to_mixamorig.json` map →
   BVH@30fps + sidecar per treaty) and B3 (One-Euro/Sav-Gol jitter pass, root smoothed
   separately). If SKEL absent: finish items 1–4, verify Decision-3 footage status, stop clean.

**John's homework (all three block different things):**
- SKEL v1.1.1 download (the ONLY hard blocker; instructions in `docs/B_ENGINE_SETUP.md`).
- Film walk / dance / pick-up-object per `docs/CAPTURE.md`, drop in `capture/inbox/` (blocks
  the honest quality verdict + all of B's acceptance).
- Reboot m3ultra when convenient (applies staged 26.5.2 security update; housekeeping).

## Notes for the next lane
- **Lane D can't be started until B + C ship + test footage exists** — it's the CLI that wraps
  ingest → pose_engine.py → retarget.py, and the latter two don't exist yet. Session 3 (the
  "Lane D" session) correctly built nothing; it locked Decision 1 and de-risked MPS instead.
- **SKEL version trap:** HSMR needs **v1.1.1** exactly (`changelog_v1.1.1.txt`); older = silent
  incompat. Source: `.engine/HSMR/docs/SETUP.md` (register skel.is.tue.mpg.de → download.php).
- **Engine wiring + ARM bypasses live in `docs/B_ENGINE_SETUP.md`** — all three ARM landmines
  are now cleared (session 4): detectron2 → **torchvision drop-in** (real detection, not a
  full-frame stub), the pyrender/EGL fake is centralized in `.engine/HSMR/_headless.py`, and
  chumpy is confirmed a non-blocker. `test_detector.py` proves the detector path green, SKEL-free.
- **World-grounded gap (important):** HSMR is per-frame → root is camera-space `cam_t`, NOT the
  treaty's world-grounded trajectory. Fine for in-place DJ moves; walking/locomotion needs Lane C
  to derive root from foot-contact (or a grounding pass). Carry into Lane C design.
- **HSMR is installed on ultra, not m3ultra** (PLAN Ground-Rule 1 puts the pose engine on
  m3ultra). Likely because m3ultra's disk reclaim waits on the reboot (Decision 2). Next B
  session decides: move it to m3ultra, or consciously host inference on ultra.
- **VOID** (was: "MoCapAnything is BVH-direct, skip the retarget rig"). Reversed — the model
  is animal-only and not our engine. Whatever human model we pick emits **SMPL or SKEL, not
  mixamorig**, so **Lane C's constraint-retarget IS required** and
  `spec/{smpl,skel}_to_mixamorig.json` is back on the menu. HSMR's SKEL output (a biomechanical
  skeleton) is the likely source format if John goes SKEL.
- **Check MPS + global-trajectory FIRST** for whichever human model John's decision unlocks
  (HSMR has an HF Space + demo to smoke-test before John's footage). These two risks are
  unchanged by the engine swap.
- Ground-truth skeleton naming is **`mixamorig:`** (colon), armature object named `Armature`.
  Lane C's name-map must handle colon vs underscore variants (PLAN warned about this).
- Blender headless entrypoint: `/Applications/Blender.app/Contents/MacOS/Blender --background --python <script>`.
- House style for Blender scripts: `~/Documents/character_kit/scripts/merge_anims.py`
  (note its units warning: mixamorig head sits at ~0.0505 native units — don't rescale via parent).