| ================================================================= |
| DATA-DIVERSE GEOMETRIC EVOLUTION |
| ================================================================= |
| Device: cuda |
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| Generating validation data (Dataset A)... |
| Val: 3,000 |
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|
| ================================================================= |
| GEN 0: 2 FOUNDERS — Dataset A |
| ================================================================= |
|
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| ── F0a ── |
| [F0a] E 1: t=0.083 v=0.188 cv=1.1298 [polygon=0.10 curve=0.00 star=0.45 structure=0.21] |
| [F0a] E10: t=0.535 v=0.564 cv=1.6105 [polygon=0.33 curve=0.72 star=0.77 structure=0.58] |
| [F0a] E20: t=0.660 v=0.632 cv=1.6317 [polygon=0.35 curve=0.98 star=0.80 structure=0.61] |
| [F0a] E30: t=0.676 v=0.675 cv=1.2672 [polygon=0.42 curve=1.00 star=0.68 structure=0.74] |
| → F0a: val=0.675 |
|
|
| ── F0b ── |
| [F0b] E 1: t=0.067 v=0.126 cv=1.7868 [polygon=0.04 curve=0.20 star=0.00 structure=0.24] |
| [F0b] E10: t=0.294 v=0.144 cv=2.1863 [polygon=0.03 curve=0.00 star=0.00 structure=0.41] |
| [F0b] E20: t=0.459 v=0.399 cv=2.5306 [polygon=0.08 curve=0.75 star=0.36 structure=0.54] |
| [F0b] E30: t=0.615 v=0.653 cv=2.3457 [polygon=0.34 curve=0.99 star=0.74 structure=0.71] |
| → F0b: val=0.653 |
|
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| GPA alignment (Gen 0)... |
| Consensus CV: 0.1804 |
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| ================================================================= |
| GEN 1: 2 STUDENTS — Datasets B and C |
| ================================================================= |
|
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| ── G1_B ── |
| [G1_B] E 1: t=0.068 v=0.034 cv=1.7464 [polygon=0.00 curve=0.00 star=0.00 structure=0.10] |
| [G1_B] E10: t=0.630 v=0.286 cv=0.8657 [polygon=0.00 curve=0.76 star=0.00 structure=0.48] |
| [G1_B] E20: t=0.693 v=0.278 cv=0.7046 [polygon=0.02 curve=0.80 star=0.00 structure=0.41] |
| [G1_B] E30: t=0.737 v=0.334 cv=0.6383 [polygon=0.14 curve=0.80 star=0.00 structure=0.47] |
| → G1_B: val=0.334 |
|
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| ── G1_C ── |
| [G1_C] E 1: t=0.064 v=0.106 cv=1.3499 [polygon=0.14 curve=0.04 star=0.24 structure=0.03] |
| [G1_C] E10: t=0.661 v=0.527 cv=0.4826 [polygon=0.18 curve=0.76 star=0.54 structure=0.72] |
| [G1_C] E20: t=0.728 v=0.708 cv=0.4942 [polygon=0.50 curve=0.94 star=0.84 structure=0.71] |
| [G1_C] E30: t=0.749 v=0.701 cv=0.4424 [polygon=0.43 curve=0.95 star=0.85 structure=0.73] |
| → G1_C: val=0.701 |
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| ================================================================= |
| GEN 2: 3 OFFSPRING + new founder — Dataset D |
| ================================================================= |
|
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| ── New founder (F1_D) ── |
| [F1_D] E 1: t=0.053 v=0.091 cv=2.0973 [polygon=0.13 curve=0.20 star=0.00 structure=0.05] |
| [F1_D] E10: t=0.473 v=0.599 cv=1.5945 [polygon=0.37 curve=0.94 star=0.64 structure=0.61] |
| [F1_D] E20: t=0.603 v=0.629 cv=2.1379 [polygon=0.40 curve=0.94 star=0.62 structure=0.69] |
| [F1_D] E30: t=0.641 v=0.676 cv=2.0658 [polygon=0.47 curve=0.98 star=0.79 structure=0.64] |
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| GPA alignment (G1 + F1_D on Dataset D)... |
| Consensus CV: 0.0577 |
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| ── G2_0 ── |
| [G2_0] E 1: t=0.060 v=0.091 cv=1.0362 [polygon=0.13 curve=0.00 star=0.04 structure=0.14] |
| [G2_0] E10: t=0.637 v=0.644 cv=0.4900 [polygon=0.40 curve=1.00 star=0.75 structure=0.62] |
| [G2_0] E20: t=0.717 v=0.744 cv=0.3547 [polygon=0.46 curve=1.00 star=0.98 structure=0.73] |
| [G2_0] E30: t=0.755 v=0.754 cv=0.4094 [polygon=0.50 curve=0.99 star=0.97 structure=0.73] |
| → G2_0: val=0.754 |
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| ── G2_1 ── |
| [G2_1] E 1: t=0.068 v=0.178 cv=1.1997 [polygon=0.11 curve=0.00 star=0.27 structure=0.27] |
| [G2_1] E10: t=0.635 v=0.661 cv=0.4645 [polygon=0.44 curve=1.00 star=0.77 structure=0.63] |
| [G2_1] E20: t=0.709 v=0.732 cv=0.4102 [polygon=0.51 curve=1.00 star=0.95 structure=0.67] |
| [G2_1] E30: t=0.741 v=0.751 cv=0.3918 [polygon=0.47 curve=1.00 star=0.97 structure=0.75] |
| → G2_1: val=0.751 |
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| ── G2_2 ── |
| [G2_2] E 1: t=0.058 v=0.093 cv=1.3678 [polygon=0.02 curve=0.40 star=0.01 structure=0.05] |
| [G2_2] E10: t=0.631 v=0.654 cv=0.4156 [polygon=0.39 curve=1.00 star=0.76 structure=0.66] |
| [G2_2] E20: t=0.709 v=0.655 cv=0.4665 [polygon=0.18 curve=1.00 star=0.95 structure=0.73] |
| [G2_2] E30: t=0.758 v=0.745 cv=0.4568 [polygon=0.51 curve=1.00 star=0.96 structure=0.70] |
| → G2_2: val=0.745 |
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|
| ================================================================= |
| GEN 3: 5 MODELS — Dataset E (identical profile, varied samples) |
| ================================================================= |
| GPA alignment (3 G2 parents)... |
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| ── G3_0 ── |
| [G3_0] E 1: t=0.063 v=0.180 cv=1.1943 [polygon=0.16 curve=0.20 star=0.17 structure=0.19] |
| [G3_0] E10: t=0.673 v=0.619 cv=0.3985 [polygon=0.32 curve=0.87 star=0.84 structure=0.63] |
| [G3_0] E20: t=0.728 v=0.662 cv=0.4015 [polygon=0.20 curve=1.00 star=0.98 structure=0.72] |
| [G3_0] E30: t=0.762 v=0.756 cv=0.3476 [polygon=0.56 curve=0.99 star=0.90 structure=0.73] |
| → G3_0: val=0.756 |
|
|
| ── G3_1 ── |
| [G3_1] E 1: t=0.093 v=0.253 cv=1.0208 [polygon=0.21 curve=0.40 star=0.41 structure=0.13] |
| [G3_1] E10: t=0.652 v=0.702 cv=0.3720 [polygon=0.39 curve=1.00 star=0.89 structure=0.72] |
| [G3_1] E20: t=0.737 v=0.720 cv=0.3506 [polygon=0.42 curve=0.98 star=0.91 structure=0.75] |
| [G3_1] E30: t=0.761 v=0.773 cv=0.3308 [polygon=0.53 curve=1.00 star=0.98 structure=0.76] |
| → G3_1: val=0.773 |
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| ── G3_2 ── |
| [G3_2] E 1: t=0.074 v=0.177 cv=1.2488 [polygon=0.05 curve=0.20 star=0.38 structure=0.16] |
| [G3_2] E10: t=0.656 v=0.690 cv=0.3749 [polygon=0.40 curve=0.99 star=0.83 structure=0.71] |
| [G3_2] E20: t=0.724 v=0.703 cv=0.3136 [polygon=0.37 curve=1.00 star=0.86 structure=0.76] |
| [G3_2] E30: t=0.758 v=0.763 cv=0.3407 [polygon=0.50 curve=1.00 star=0.98 structure=0.75] |
| → G3_2: val=0.763 |
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| ── G3_3 ── |
| [G3_3] E 1: t=0.074 v=0.139 cv=1.4184 [polygon=0.00 curve=0.19 star=0.17 structure=0.22] |
| [G3_3] E10: t=0.650 v=0.649 cv=0.4400 [polygon=0.38 curve=1.00 star=0.61 structure=0.73] |
| [G3_3] E20: t=0.731 v=0.740 cv=0.3384 [polygon=0.46 curve=1.00 star=0.95 structure=0.74] |
| [G3_3] E30: t=0.754 v=0.721 cv=0.3545 [polygon=0.47 curve=1.00 star=0.86 structure=0.72] |
| → G3_3: val=0.721 |
|
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| ── G3_4 ── |
| [G3_4] E 1: t=0.080 v=0.162 cv=1.2240 [polygon=0.07 curve=0.20 star=0.21 structure=0.19] |
| [G3_4] E10: t=0.673 v=0.666 cv=0.4150 [polygon=0.45 curve=1.00 star=0.75 structure=0.65] |
| [G3_4] E20: t=0.744 v=0.734 cv=0.3271 [polygon=0.42 curve=1.00 star=0.98 structure=0.74] |
| [G3_4] E30: t=0.763 v=0.695 cv=0.3959 [polygon=0.30 curve=1.00 star=0.91 structure=0.77] |
| → G3_4: val=0.695 |
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| ================================================================= |
| GEN 4 (FINAL): 3 TRIPLETS — cross-lineage parent selection |
| ================================================================= |
|
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| ── T4_best5 (parents: ['G3_1', 'G3_2', 'G3_0', 'G2_0', 'G2_1']) ── |
| Consensus CV: 0.1724 |
| [T4_best5] E 1: t=0.070 v=0.268 cv=1.1925 [polygon=0.11 curve=0.31 star=0.24 structure=0.41] |
| [T4_best5] E10: t=0.693 v=0.716 cv=0.2986 [polygon=0.42 curve=0.99 star=0.89 structure=0.75] |
| [T4_best5] E20: t=0.755 v=0.744 cv=0.3253 [polygon=0.45 curve=1.00 star=0.95 structure=0.76] |
| [T4_best5] E30: t=0.786 v=0.775 cv=0.2621 [polygon=0.52 curve=1.00 star=0.97 structure=0.77] |
| → T4_best5: val=0.775 |
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| ── T4_cross (parents: ['F0a', 'G1_C', 'G2_0', 'G3_1', 'G3_2']) ── |
| Consensus CV: 0.0933 |
| [T4_cross] E 1: t=0.072 v=0.154 cv=1.1266 [polygon=0.12 curve=0.00 star=0.25 structure=0.20] |
| [T4_cross] E10: t=0.683 v=0.699 cv=0.3458 [polygon=0.35 curve=1.00 star=0.91 structure=0.74] |
| [T4_cross] E20: t=0.752 v=0.742 cv=0.3153 [polygon=0.48 curve=0.99 star=0.88 structure=0.78] |
| [T4_cross] E30: t=0.785 v=0.747 cv=0.3118 [polygon=0.47 curve=0.97 star=1.00 structure=0.73] |
| → T4_cross: val=0.747 |
|
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| ── T4_diverse (parents: ['G3_1', 'G3_0', 'G2_1', 'G3_3', 'G3_4']) ── |
| Consensus CV: 0.1584 |
| [T4_diverse] E 1: t=0.073 v=0.167 cv=1.0028 [polygon=0.12 curve=0.40 star=0.11 structure=0.12] |
| [T4_diverse] E10: t=0.693 v=0.623 cv=0.3322 [polygon=0.35 curve=1.00 star=0.58 structure=0.71] |
| [T4_diverse] E20: t=0.758 v=0.770 cv=0.3004 [polygon=0.54 curve=1.00 star=0.98 structure=0.74] |
| [T4_diverse] E30: t=0.772 v=0.771 cv=0.2793 [polygon=0.51 curve=1.00 star=1.00 structure=0.75] |
| → T4_diverse: val=0.771 |
|
|
| ================================================================= |
| FINAL FUSION: ALL parents × ALL data |
| ================================================================= |
|
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| Combining datasets A+B+C+D+E... |
| Combined: 75,000 samples (5 × 15K) |
|
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| ── FUSE_raw (all data, no distillation, no geometry) ── |
| [FRAW] E 1: t=0.198 v=0.249 cv=1.7657 [polygon=0.00 curve=0.47 star=0.21 structure=0.39] |
| [FRAW] E10: t=0.681 v=0.699 cv=1.5093 [polygon=0.39 curve=0.95 star=0.92 structure=0.72] |
| [FRAW] E20: t=0.752 v=0.775 cv=1.1095 [polygon=0.61 curve=1.00 star=0.99 structure=0.69] |
| [FRAW] E30: t=0.798 v=0.813 cv=0.9895 [polygon=0.69 curve=1.00 star=0.99 structure=0.73] |
| → FUSE_raw: val=0.813 |
|
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| Extracting ALL parents on combined data... |
| Parents (16): ['F0a', 'F0b', 'G1_B', 'G1_C', 'F1_D', 'G2_0', 'G2_1', 'G2_2', 'G3_0', 'G3_1', 'G3_2', 'G3_3', 'G3_4', 'T4_best5', 'T4_cross', 'T4_diverse'] |
| GPA alignment (16 models on 75,000 samples)... |
| Consensus CV: 0.0876 |
| Anchors: torch.Size([1024, 256]) |
|
|
| ── FUSE_distilled (all data, all parents, full pipeline) ── |
| [FDST] E 1: t=0.352 v=0.580 cv=0.4501 [polygon=0.33 curve=0.99 star=0.51 structure=0.64] |
| [FDST] E10: t=0.749 v=0.777 cv=0.3396 [polygon=0.54 curve=1.00 star=0.99 structure=0.75] |
| [FDST] E20: t=0.793 v=0.823 cv=0.2974 [polygon=0.68 curve=1.00 star=1.00 structure=0.76] |
| [FDST] E30: t=0.818 v=0.830 cv=0.3119 [polygon=0.71 curve=1.00 star=1.00 structure=0.75] |
| → FUSE_distilled: val=0.830 |
|
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|
|
| ================================================================= |
| EVOLUTION SUMMARY |
| ================================================================= |
|
|
| Model Gen v_acc cv poly curve star struct |
| ---------------------------------------------------------- |
| F0a 0 0.675 1.3971 0.42 1.00 0.68 0.74 |
| F0b 0 0.653 2.9211 0.34 0.99 0.74 0.71 |
| F1_D 1 0.676 0.0000 0.00 0.00 0.00 0.00 |
| G1_B 1 0.334 0.6592 0.14 0.80 0.00 0.47 |
| G1_C 1 0.701 0.4722 0.43 0.95 0.85 0.73 |
| G2_0 2 0.754 0.4021 0.50 0.99 0.97 0.73 |
| G2_1 2 0.751 0.3485 0.47 1.00 0.97 0.75 |
| G2_2 2 0.745 0.4335 0.51 1.00 0.96 0.70 |
| G3_0 3 0.756 0.3414 0.56 0.99 0.90 0.73 |
| G3_1 3 0.773 0.3511 0.53 1.00 0.98 0.76 |
| G3_2 3 0.763 0.3588 0.50 1.00 0.98 0.75 |
| G3_3 3 0.721 0.3614 0.47 1.00 0.86 0.72 |
| G3_4 3 0.695 0.4237 0.30 1.00 0.91 0.77 |
| T4_best5 4 0.775 0.3169 0.52 1.00 0.97 0.77 |
| T4_cross 4 0.747 0.3190 0.47 0.97 1.00 0.73 |
| T4_diverse 4 0.771 0.3480 0.51 1.00 1.00 0.75 |
| FUSE_dist 5 0.830 0.3386 0.71 1.00 1.00 0.75 |
| FUSE_raw 5 0.813 0.9491 0.69 1.00 0.99 0.73 |
|
|
| Per-generation averages: |
| Gen 0 (founders): mean=0.664 best=0.675 n=2 |
| Gen 1 (first offspring): mean=0.570 best=0.701 n=3 |
| Gen 2: mean=0.750 best=0.754 n=3 |
| Gen 3: mean=0.742 best=0.773 n=5 |
| Gen 4 (triplets): mean=0.765 best=0.775 n=3 |
| Gen 5 (FUSION): mean=0.822 best=0.830 n=2 |
|
|
| ================================================================= |
| DONE |
| ================================================================= |
