Create analysis_v2_output.txt

analysis_v2_output.txt

@@ -0,0 +1,232 @@
+================================================================================
+CONSTELLATION DIFFUSION — PURE BOTTLENECK ANALYSIS
+  Total: 36,573,635  Bottleneck: 31,507,200 (86.1%)
+  Compression: 16384 → 768 (21.3×)
+================================================================================
+
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+TEST 1: Drift & Anchor Diagnostics
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+  Drift: mean=0.232781 rad (13.34°)
+         max=0.602019 rad (34.49°)
+  Near 0.29154: 29.7%
+  Near 0.29154 (±0.03): 13.3%
+
+  Drift distribution (256 anchors):
+    0.000-0.050:   0 
+    0.050-0.100:   4 ███
+    0.100-0.150:  22 ████████████
+    0.150-0.200:  60 ███████████████████████████████
+    0.200-0.250:  92 ███████████████████████████████████████████████
+    0.250-0.292:  40 █████████████████████ ◄ BINDING
+    0.292-0.350:  19 ██████████
+    0.350-0.400:   7 ████
+    0.400-0.500:   7 ████
+
+  Per-patch drift summary:
+    P 0: mean=0.3579 max=0.5105 near=9/16 ◄ CROSSED
+    P 1: mean=0.2341 max=0.4097 near=8/16 ◄ CROSSED
+    P 2: mean=0.2275 max=0.4015 near=3/16 ◄ CROSSED
+    P 3: mean=0.2223 max=0.3298 near=4/16 ◄ MAX≈0.29, CROSSED
+    P 4: mean=0.1809 max=0.2362 near=0/16
+    P 5: mean=0.2296 max=0.2770 near=9/16 ◄ MAX≈0.29
+    P 6: mean=0.2478 max=0.3619 near=7/16 ◄ MEAN≈0.29, CROSSED
+    P 7: mean=0.2193 max=0.2639 near=5/16 ◄ MAX≈0.29
+    P 8: mean=0.2014 max=0.2552 near=3/16 ◄ MAX≈0.29
+    P 9: mean=0.2801 max=0.6020 near=6/16 ◄ MEAN≈0.29, CROSSED
+    P10: mean=0.1992 max=0.2877 near=4/16 ◄ MAX≈0.29
+    P11: mean=0.2229 max=0.3406 near=5/16 ◄ MAX≈0.29, CROSSED
+    P12: mean=0.1984 max=0.3577 near=1/16 ◄ CROSSED
+    P13: mean=0.2079 max=0.3612 near=3/16 ◄ CROSSED
+    P14: mean=0.2872 max=0.5753 near=6/16 ◄ MEAN≈0.29, CROSSED
+    P15: mean=0.2079 max=0.2679 near=3/16 ◄ MAX≈0.29
+
+  Anchor effective dimensionality:
+    P 0: 9.7 / 16
+    P 1: 10.3 / 16
+    P 2: 10.6 / 16
+    P 3: 10.0 / 16
+    P 4: 11.0 / 16
+    P 5: 10.1 / 16
+    P 6: 10.4 / 16
+    P 7: 10.2 / 16
+    P 8: 10.6 / 16
+    P 9: 10.9 / 16
+    P10: 11.2 / 16
+    P11: 10.3 / 16
+    P12: 10.5 / 16
+    P13: 10.4 / 16
+    P14: 11.0 / 16
+    P15: 11.1 / 16
+
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+TEST 2: Sphere Geometry — per-patch CV across timesteps
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+
+  Per-patch CV at t=0.0 (natural S^15 = 0.20):
+    P 0: CV=1.4685
+    P 1: CV=0.6409
+    P 2: CV=0.9192
+    P 3: CV=1.1155
+    P 4: CV=1.1154
+    P 5: CV=0.7496
+    P 6: CV=1.9856
+    P 7: CV=0.6969
+    P 8: CV=0.8891
+    P 9: CV=0.8155
+    P10: CV=1.0181
+    P11: CV=0.8902
+    P12: CV=0.8989
+    P13: CV=1.2571
+    P14: CV=0.9171
+    P15: CV=0.8575
+
+       t  CV_sphere     CV_tri  eff_d_sph  eff_d_tri
+    0.00     0.4490     0.5955       47.1       29.6
+    0.10     0.4835     0.5917       50.5       32.4
+    0.25     0.4666     0.6343       52.5       34.2
+    0.50     0.4871     0.6422       51.5       33.7
+    0.75     0.4859     0.6269       48.9       32.4
+    0.90     0.4226     0.5510       42.0       28.2
+    1.00     0.5607     0.6169       23.7       16.6
+
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+TEST 3: Per-Class Anchor Routing
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+
+  Patch 0:
+     class    0    1    2    3    4    5    6    7    8    9   10   11   12   13   14   15   entropy
+     plane    .  2%     .    .    .    .    .    .    . 61%█    .    .    .    .    . 31%█   0.99
+      auto    .    .    .    .    .    .    .    .    . 47%█    .    .    .    .    . 43%█   1.16
+      bird    .  2%   4%     .    .    .    .    .    . 58%█    .    .    .    .    . 29%█   1.21
+       cat    .  2%   2%     .    .    .    .    .    . 40%█    .    .    .    .    . 48%█   1.20
+      deer    .  6%   5%     .    .    .  3%   2%     . 40%█    .    .    .  2%     . 34%█   1.69
+       dog    .  3%     .    .    .    .    .    .    . 35%█    .    .    .    .    . 51%█   1.28
+      frog    .  3%   5%     .    .    .  2%     .    . 51%█    .    .    .    .    . 30%█   1.42
+     horse    .  4%     .    .    .    .  3%     .    . 62%█    .    .    .  2%     . 20%█   1.31
+      ship    .  3%     .    .    .    .    .  2%     . 46%█    .    .    .    .    . 45%█   1.11
+     truck    .    .    .    .    .    .    .    .    . 62%█    .    .    .    .    . 32%█   0.95
+
+  Patch 1:
+     class    0    1    2    3    4    5    6    7    8    9   10   11   12   13   14   15   entropy
+     plane    .    . 46%█    .    . 12%░    .    .    .    .  5%   4%     .    . 25%█  2%    1.61
+      auto    .    . 31%█    .  4%  24%█  3%     .    .    .  9%░  4%     .  5%  14%░  4%    1.96
+      bird    .    . 38%█    .    . 24%█    .    .    .    .  4%   4%     .  3%  19%█  4%    1.68
+       cat    .    . 31%█    .  2%  44%█    .    .    .    .  3%     .    .  4%  10%░    .   1.51
+      deer    .    . 34%█    .    . 33%█    .    .    .    .  4%   6%     .    . 20%█    .   1.49
+       dog    .    . 26%█    .    . 49%█    .    .    .    .  3%   2%     .  3%  11%░  3%    1.46
+      frog    .    . 21%█    .  2%  43%█    .    .    .    .  3%   3%     .  6%  17%█    .   1.65
+     horse    .    . 33%█    .    . 30%█    .    .    .    .  6%   4%     .  4%  17%█    .   1.70
+      ship    .    . 37%█    .    . 12%░    .    .    .    .  2%   5%     .  4%  34%█    .   1.62
+     truck    .    . 31%█    .    . 28%█  2%     .    .    .  4%     .    .  6%  21%█    .   1.76
+
+  Patch 2:
+     class    0    1    2    3    4    5    6    7    8    9   10   11   12   13   14   15   entropy
+     plane    .    .    .    . 25%█    .    . 38%█  2%     .    .    . 33%█    .    .    .   1.30
+      auto    .    .    .    . 10%░    .    . 55%█    .    .    .    . 34%█    .    .    .   1.02
+      bird    .    .    .    . 42%█    .    . 32%█    .    .    .    . 23%█    .    .    .   1.23
+       cat    .    .    .    . 36%█    .    . 24%█  3%     .    .    . 36%█    .    .    .   1.21
+      deer    .    .    .    . 48%█    .    . 21%█  4%     .    .    . 26%█    .    .    .   1.20
+       dog    .    .    .    . 33%█    .    . 24%█  4%     .    .    . 38%█    .    .    .   1.28
+      frog    .    .    .    . 31%█    .    . 34%█  2%     .    .    . 32%█    .    .    .   1.23
+     horse    .    .    .    . 16%█    .    . 52%█    .    .    .    . 30%█    .    .    .   1.10
+      ship    .    .    .    . 22%█    .    . 41%█    .    .    .    . 35%█    .    .    .   1.17
+     truck    .    .    .    .  5%     .    . 70%█    .    .    .    . 23%█    .    .    .   0.79
+
+  Patch 3:
+     class    0    1    2    3    4    5    6    7    8    9   10   11   12   13   14   15   entropy
+     plane    .    . 96%█  2%     .    .    .    .    .    .    .    .    .    .    .    .   0.18
+      auto    .    . 96%█  2%     .    .    .    .    .    .    .    .    .    .    .    .   0.20
+      bird    .  3%  96%█    .    .    .    .    .    .    .    .    .    .    .    .    .   0.20
+       cat    .  2%  94%█  2%     .    .    .    .    .    .    .    .    .    .    .    .   0.27
+      deer    .  3%  96%█    .    .    .    .    .    .    .    .    .    .    .    .    .   0.18
+       dog    .    . 94%█  3%     .    .    .    .    .    .    .    .    .    .    .    .   0.30
+      frog    .    . 96%█    .    .    .    .    .    .    .    .    .    .    .    .    .   0.21
+     horse    .  2%  96%█    .    .    .    .    .    .    .    .    .    .    .    .    .   0.18
+      ship    .    . 97%█    .    .    .    .    .    .    .    .    .    .    .    .    .   0.15
+     truck    .    . 98%█    .    .    .    .    .    .    .    .    .    .    .    .    .   0.12
+
+  Unique anchors per patch: [16, 16, 12, 7, 10, 16, 13, 16, 9, 11, 10, 12, 16, 8, 15, 6]
+  Mean utilization: 12.1/16 (75%)
+
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+TEST 4: Reconstruction Fidelity — what survives 768 dims?
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+       t   input_norm  output_norm    cos_sim  rel_error        mse
+    0.00       110.06         9.45   0.005973     1.0033       0.75
+    0.25        93.27        10.99  -0.002885     1.0075       0.54
+    0.50        92.59        13.89  -0.004671     1.0123       0.54
+    0.75        95.01        19.48  -0.004816     1.0224       0.58
+    1.00       169.81        38.08  -0.002050     1.0254       1.86
+
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+TEST 5: Generation Quality — per class
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+     class  intra_cos      std       CV     norm
+     plane     0.8898   0.0536   0.5405    31.82
+      auto     0.8146   0.0644   0.3613    29.08
+      bird     0.8808   0.0535   0.5460    27.34
+       cat     0.8142   0.0791   0.4849    27.87
+      deer     0.8720   0.0610   0.5203    26.62
+       dog     0.8438   0.0674   0.4387    28.35
+      frog     0.8615   0.0576   0.4400    24.81
+     horse     0.8519   0.0530   0.3818    28.95
+      ship     0.8809   0.0636   0.6385    30.63
+     truck     0.8408   0.0561   0.3530    30.26
+  ✓ Saved to analysis_cd/
+
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+TEST 6: Velocity Field Quality
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+       t     v_norm   v·target        mse
+    0.05      53.26     0.8551     0.3307
+    0.10      56.10     0.8996     0.2356
+    0.25      58.36     0.9365     0.1524
+    0.50      59.10     0.9487     0.1254
+    0.75      58.68     0.9423     0.1420
+    0.90      57.53     0.9258     0.1829
+    0.95      56.45     0.9124     0.2186
+
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+TEST 7: ODE Trajectory — geometry through generation
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+    step      t       norm        std       CV
+       0   1.00      54.24     0.9788   0.0119
+       1   0.98      53.14     0.9589   0.0109
+       5   0.90      48.80     0.8806   0.0112
+      10   0.80      43.55     0.7858   0.0122
+      20   0.60      33.89     0.6115   0.0231
+      30   0.40      26.34     0.4766   0.0694
+      40   0.20      22.89     0.4202   0.1614
+      49   0.02      24.88     0.4617   0.2254
+
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+TEST 8: Class Separation
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+  Intra-class cos: 0.8550 ± 0.0255
+  Inter-class cos: 0.8432 ± 0.0184
+  Separation ratio: 1.014×
+
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+TEST 9: Comparison Summary
+━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
+
+                               Regulator      Skip BN      Pure BN
+                                    (v1)         (v2)         (v3)
+  ─────────────────────────────────────────────────────────────────────────
+            Relay/BN params          76K         281M   31,507,200
+               Total params         6.1M         287M   36,573,635
+                  Best loss       0.1900       0.1757       0.1749
+       Constellation signal           6%          88%         100%
+                Skip params            0         268M            0
+             Anchor routing     2 active   class-spec     (see T3)
+
+  Final drift stats:
+    Mean:         0.232781 rad (13.34°)
+    Max:          0.602019 rad (34.49°)
+    Near 0.29154: 29.7% (±0.05)  13.3% (±0.03)
+    Crossed 0.29: 14.8%
+
+================================================================================
+ANALYSIS COMPLETE
+================================================================================