SPECTRAL DETAIL: first 64 singular values
W_v.0 [4.339  3.5292 3.2699 3.1656 2.9824 2.6465 2.589  2.5519 2.4356 2.3813 2.2563 2.1622 2.1304 2.103  2.0423 2.0167 2.0034 1.9733 1.9278 1.8974 1.843  1.7873 1.7114 1.6651 1.6284
 1.5643 1.5578 1.4407 1.3995 1.3772 1.3468 1.267  1.2219 1.1591 1.0859 1.0458 1.0163 0.9989 0.9452 0.918  0.9023 0.8941 0.8747 0.8698 0.8407 0.836  0.8301 0.8156 0.7991 0.7797
 0.7728 0.761  0.7424 0.7392 0.737  0.7134 0.7046 0.698  0.6952 0.6903 0.6821 0.6752 0.6674 0.6634]
W_o.0 [7.1033 6.6074 4.2683 2.7702 2.5025 2.285  2.2638 2.2184 2.1506 2.1393 2.1046 2.0804 2.0587 2.0258 2.0033 1.9866 1.9284 1.8896 1.8362 1.8249 1.8036 1.7312 1.72   1.694  1.6852
 1.581  1.5427 1.5182 1.5068 1.4282 1.3997 1.3493 1.3098 1.2986 1.2483 1.223  1.2019 1.1872 1.1695 1.1631 1.1417 1.1087 1.0812 1.0677 1.0357 1.019  1.0012 0.9591 0.947  0.9289
 0.9225 0.9041 0.8788 0.8754 0.8576 0.8426 0.8181 0.7889 0.7648 0.7392 0.727  0.7233 0.7109 0.6925]
W_fc.0 [18.1759 11.0178  8.7366  7.4517  7.2123  7.0621  7.0112  6.6204  6.5703  6.4203  6.3431  6.2896  6.1365  6.0433  5.9738  5.9183  5.8073  5.7794  5.5832  5.5127  5.4996  5.3597
  5.1605  5.1196  5.0858  5.0318  4.8994  4.8794  4.8192  4.7315  4.6012  4.5329  4.4792  4.4415  4.2685  4.1981  4.0305  3.9735  3.8688  3.8244  3.7202  3.6825  3.646   3.5738
  3.5158  3.505   3.4534  3.3692  3.306   3.1758  3.1598  3.0726  2.9595  2.8722  2.6961  2.6705  2.6058  2.5693  2.4385  2.428   2.3775  2.3361  2.2806  2.1801]
W_proj.0 [9.8257 7.3508 6.2651 5.8693 5.7965 5.6574 5.5163 5.4501 5.3333 5.2422 5.1971 5.0938 4.98   4.9037 4.8631 4.8186 4.7927 4.6889 4.6268 4.5951 4.5572 4.5234 4.4109 4.3775 4.2832
 4.2164 4.1432 4.1247 4.0484 4.0251 3.8942 3.847  3.8082 3.7925 3.7637 3.711  3.685  3.6355 3.5949 3.5248 3.4994 3.4792 3.4694 3.4219 3.3902 3.3592 3.3361 3.319  3.2783 3.2568
 3.229  3.1968 3.1288 3.1055 3.0957 3.0538 3.0513 3.0075 2.9961 2.9672 2.9615 2.9112 2.9026 2.8389]
W_proj.3 [26.3094 20.6845 19.6986 19.2612 18.5937 18.1973 17.8617 17.6671 17.0436 16.7494 16.0392 15.1511 14.7559 14.3258 14.05   13.4999 13.2929 12.5312 12.4015 11.9578 11.7405 11.5943
 10.3667  8.3505  8.0636  7.9141  7.461   7.1656  5.8331  4.0718  3.2206  3.1387  2.8415  2.8001  2.6874  2.5707  2.4029  2.3282  2.2438  2.185   2.1809  2.1161  2.0811  2.0535
  1.9958  1.9765  1.9297  1.9175  1.8651  1.8381  1.8126  1.7833  1.7778  1.7571  1.7451  1.7414  1.6998  1.6765  1.6739  1.6612  1.6449  1.6191  1.6111  1.5929]

GAIN-WEIGHTED MLP INPUT SPECTRA
L0 [17.9816 10.3591  7.6084  7.5097  7.1175  6.8347  6.7405  6.439   6.3704  6.2235  6.1386  6.0526  6.0158  5.9372  5.7949  5.628   5.5765  5.499   5.4214  5.3116  5.3027  5.1234
  5.09    4.9658  4.9455  4.8399  4.8169  4.7325  4.5672  4.5588  4.4839  4.3472  4.149   4.0871  4.0525  3.9141  3.8337  3.768   3.7068  3.5294]
L1 [23.4904 14.1651 13.7412 13.3157 13.0755 12.9632 12.7202 12.4226 12.3483 12.0439 11.906  11.6244 11.5691 11.4546 11.1852 10.8585 10.577  10.5403 10.4727 10.1821 10.0581  9.8769
  9.775   9.7284  9.5726  9.3884  9.3459  9.2056  9.0978  9.0238  8.9788  8.6435  8.5359  8.4023  8.3452  8.1109  7.995   7.8484  7.826   7.6168]
L2 [20.2932 10.5409 10.4277 10.2744 10.0541  9.9253  9.5587  9.5157  9.4505  9.3479  9.2877  9.2143  9.0823  9.0485  8.9676  8.9403  8.8429  8.8356  8.7218  8.6873  8.6376  8.6037
  8.4606  8.4127  8.3758  8.3161  8.3012  8.2795  8.2182  8.1847  8.0945  8.0812  8.0257  7.973   7.9377  7.8765  7.852   7.838   7.7997  7.7951]
L3 [18.1986 10.474  10.1177  9.445   9.2037  8.7251  8.617   8.5799  8.2956  8.2691  8.2355  8.1018  8.0235  7.9105  7.9051  7.8183  7.7495  7.7239  7.6286  7.5911  7.5352  7.5253
  7.5003  7.415   7.3742  7.332   7.2762  7.267   7.2503  7.2101  7.2008  7.1303  7.1019  7.0661  7.0494  7.0045  6.9513  6.9127  6.8984  6.8923]

L0 COORDINATES WITH LARGEST ln1_w
coordinate, ln1_w, ln2_w, ln1_b, ln2_b
162 1.03406 0.44269 -0.007 0.00221
60 0.98438 0.49495 0.02711 -0.05933
223 0.98004 0.68755 0.00699 0.05474
311 0.94434 0.52441 0.02456 0.07531
239 0.93846 0.96967 -0.09544 -0.08229
300 0.93709 0.46151 0.00207 0.00974
35 0.93697 0.68432 -0.07234 0.0298
180 0.92941 0.69632 0.06105 0.01824
136 0.89586 0.30164 -0.03865 0.1331
59 0.89479 0.63694 -0.00429 0.03496
178 0.88977 0.37873 0.00169 0.0187
246 0.88154 0.57342 -0.02605 0.04629
4 0.86783 0.47592 0.00022 -0.09541
105 0.85993 0.6648 0.04374 -0.02429
99 0.85641 0.42047 0.04597 -0.10799
114 0.84995 0.245 -0.00659 0.10056
228 0.84498 0.55902 0.04006 -0.08181
184 0.84465 0.29165 0.01436 -0.06085
152 0.84267 0.3314 -0.00598 -0.08693
222 0.83616 0.05277 -0.03995 -0.4986
158 0.83012 0.6504 -0.02086 -0.09451
65 0.82441 0.27407 0.01379 -0.00238
360 0.82004 0.4628 -0.04769 0.31383
356 0.7999 0.69298 0.0547 0.08692
319 0.79251 0.65175 -0.01788 -0.00531
351 0.78555 0.81831 -0.00188 -0.06211
301 0.78044 1.0098 0.03566 -0.03083
273 0.78008 0.30099 0.06177 -0.18984
54 0.77874 0.42829 -0.00541 -0.0598
79 0.77741 0.84056 -0.01931 0.02771
240 0.77181 0.65877 0.02462 -0.01645
143 0.75805 0.79522 -0.00626 0.05273
127 0.74971 0.56445 0.00121 0.09279
320 0.7384 0.68517 -0.02942 0.03814
39 0.72702 0.90721 0.02931 0.05081

L0 VALUE-PATH SPECTRA AND PRINCIPAL INPUT DIRECTIONS
H0: singular=[8.074  3.3277 2.097  0.6725 0.5606 0.3153 0.2578 0.1926 0.1456 0.1409 0.1159 0.1131 0.1007 0.0853 0.0812 0.0725 0.0713 0.0656 0.0613 0.0571 0.0531 0.049  0.0471 0.0457 0.0431
 0.0396 0.039  0.0363 0.0352 0.0335 0.0317 0.0305]; energy_first2=0.9326
H1: singular=[5.6611 3.8272 1.0646 0.5023 0.4285 0.2701 0.2169 0.1664 0.1516 0.1122 0.0945 0.0925 0.0829 0.0771 0.0715 0.0676 0.0621 0.0567 0.0553 0.0525 0.05   0.0447 0.0436 0.042  0.0384
 0.0362 0.0357 0.0323 0.0322 0.0312 0.0302 0.0285]; energy_first2=0.9623
H2: singular=[0.7873 0.718  0.6827 0.6713 0.6378 0.6013 0.5692 0.5583 0.5504 0.5222 0.5151 0.4872 0.4805 0.4696 0.4391 0.4211 0.4006 0.3931 0.3471 0.3044 0.2772 0.2754 0.2565 0.2286 0.2181
 0.205  0.1814 0.1707 0.1628 0.1593 0.1314 0.1184]; energy_first2=0.1760

[stderr]
Traceback (most recent call last):
  File "<stdin>", line 34, in <module>
  File "/env/lib/python3.12/site-packages/scipy/linalg/_decomp_svd.py", line 207, in svd
    _format_emit_errors_warnings(err_lst, lapack_driver)
  File "/env/lib/python3.12/site-packages/scipy/linalg/_decomp_svd.py", line 26, in _format_emit_errors_warnings
    raise LinAlgError(f"SVD did not converge for slice = {num}.")
numpy.linalg.LinAlgError: SVD did not converge for slice = 0.
