| --- |
| license: apache-2.0 |
| --- |
| |
| First barrage tests and compilation tests are finished. The orbital is yielding a true representation of omega. |
|
|
| The speed and accuracy is both representationally superior and compiles safe to full-graph. |
|
|
| ``` |
| geolip_core.linalg: available |
| geolip.linalg backend: |
| CUDA: yes |
| Triton: 3.6.0 |
| FL eigh: enabled |
| Triton SVD: enabled |
| GPU: NVIDIA RTX PRO 6000 Blackwell Server Edition |
| ======================================================================== |
| Flow Ensemble — Expanded Test Suite |
| ======================================================================== |
| device=cuda geolip_core.linalg=True |
| GPU: NVIDIA RTX PRO 6000 Blackwell Server Edition |
| |
| ======================================================================== |
| 1. SMOKE TEST |
| ======================================================================== |
| |
| Flow Params Shape Time Conf Res norm |
| ────────────────────── ──────── ────────────── ────────── ──────── ────────── |
| QuaternionFlow 70,725 (16, 64, 128) 267us 0.489 1.355 |
| QuaternionLiteFlow 87,109 (16, 64, 128) 194us 0.471 1.282 |
| VelocityFlow 70,210 (16, 64, 128) 175us 0.495 0.058 |
| MagnitudeFlow 73,293 (16, 64, 128) 315us 0.526 0.601 |
| OrbitalFlow 25,445 (16, 64, 128) 378us 0.524 1.650 |
| AlignmentFlow 8,922 (16, 64, 128) 347us 0.485 2.905 |
| |
| ======================================================================== |
| 2. LINALG INTEGRATION |
| ======================================================================== |
| |
| Testing eigh dispatch in MagnitudeFlow and OrbitalFlow... |
| magnitude finite=True conf=0.469 |
| orbital finite=True conf=0.462 |
| |
| Gram eigenspectrum: shape=(16, 12) range=[0.0002, 7.5887] |
| Eigenvector orth err: 6.86e+01 |
| |
| ======================================================================== |
| 3. MULTI-SCALE |
| ======================================================================== |
| |
| OrbitalFlow across scales: |
| Config B n k d Time OK |
| ────────── ──── ───── ───── ───── ────────── ──── |
| tiny 4 16 8 64 328us OK |
| small 16 64 32 128 377us OK |
| medium 32 128 64 256 379us OK |
| large 64 256 128 256 430us OK |
| wide 8 512 256 512 426us OK |
| |
| ======================================================================== |
| 4. ENSEMBLE FUSION |
| ======================================================================== |
| |
| weighted: time=2.02ms norm=0.805 diversity=0.905 |
| quaternion conf=0.489±0.002 res=1.355 |
| quat_lite conf=0.471±0.002 res=1.285 |
| velocity conf=0.495±0.003 res=0.058 |
| magnitude conf=0.526±0.004 res=0.608 |
| orbital conf=0.524±0.002 res=1.647 |
| alignment conf=0.485±0.014 res=3.110 |
| |
| gated: time=2.02ms norm=0.663 diversity=0.905 |
| quaternion conf=0.489±0.002 res=1.355 |
| quat_lite conf=0.471±0.002 res=1.285 |
| velocity conf=0.495±0.003 res=0.058 |
| magnitude conf=0.526±0.004 res=0.608 |
| orbital conf=0.524±0.002 res=1.647 |
| alignment conf=0.485±0.014 res=3.110 |
| |
| residual: time=2.03ms norm=0.805 diversity=0.905 |
| quaternion conf=0.489±0.002 res=1.355 |
| quat_lite conf=0.471±0.002 res=1.285 |
| velocity conf=0.495±0.003 res=0.058 |
| magnitude conf=0.526±0.004 res=0.608 |
| orbital conf=0.524±0.002 res=1.647 |
| alignment conf=0.485±0.014 res=3.110 |
| |
| ======================================================================== |
| 5. GRADIENT HEALTH |
| ======================================================================== |
| |
| Flow Loss Grad norm Status |
| ────────────────── ────────── ──────────── ──────── |
| quaternion mse 8.90e-04 OK |
| quat_lite mse 6.98e-04 OK |
| velocity mse 3.14e-04 OK |
| magnitude mse 8.74e-04 OK |
| orbital mse 1.53e-03 OK |
| alignment mse 1.55e-02 OK |
| quaternion cosine 9.37e-02 OK |
| quat_lite cosine 7.39e-02 OK |
| velocity cosine 2.66e-02 OK |
| magnitude cosine 8.45e-02 OK |
| orbital cosine 1.91e-01 OK |
| alignment cosine 1.94e+00 OK |
| quaternion norm 8.57e-02 OK |
| quat_lite norm 6.37e-02 OK |
| velocity norm 7.90e-03 OK |
| magnitude norm 6.39e-02 OK |
| orbital norm 1.45e-01 OK |
| alignment norm 2.95e+00 OK |
| |
| ======================================================================== |
| 6. ABLATION (100 training steps, rotation target) |
| ======================================================================== |
| |
| Configuration MSE Params |
| ─────────────────────────────────── ────────── ────────── |
| QuaternionFlow 0.0011 280,709 |
| QuaternionLiteFlow 0.0005 346,245 |
| VelocityFlow 0.0061 279,682 |
| MagnitudeFlow 0.0081 285,837 |
| OrbitalFlow 0.0031 91,813 |
| AlignmentFlow 0.0081 26,010 |
| Quat + Orbital 0.0009 372,524 |
| Velocity + Magnitude 0.0062 565,521 |
| Orbital + Alignment 0.0026 117,825 |
| Velocity + Orbital 0.0021 371,497 |
| Full (weighted) 0.0007 1,310,302 |
| Full (residual) 0.0007 1,310,302 |
| |
| ======================================================================== |
| 7. COMPILE COMPATIBILITY |
| ======================================================================== |
| |
| Flow fullgraph Raw Compiled |
| ────────────────────── ──────────── ────────── ──────────── |
| QuaternionFlow OK 274us 200us |
| QuaternionLiteFlow OK 199us 181us |
| VelocityFlow OK 181us 168us |
| MagnitudeFlow OK 328us 351us |
| OrbitalFlow OK 376us 347us |
| AlignmentFlow OK 348us 362us |
| |
| ======================================================================== |
| 8. MEMORY (B=32, n=128, k=64, d=256) |
| ======================================================================== |
| |
| Flow Peak MB |
| ────────────────────── ────────── |
| QuaternionFlow 36.2 |
| QuaternionLiteFlow 28.3 |
| VelocityFlow 48.0 |
| MagnitudeFlow 24.2 |
| OrbitalFlow 10.9 |
| AlignmentFlow 15.0 |
| Full ensemble 178.7 |
| |
| ======================================================================== |
| Done. |
| ======================================================================== |
| ``` |
