--- 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. ======================================================================== ```