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/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch/autograd/graph.py:865: UserWarning: Attempting to run cuBLAS, but there was no current CUDA context! Attempting to set the primary context... (Triggered internally at /pytorch/aten/src/ATen/cuda/CublasHandlePool.cpp:330.)
  return Variable._execution_engine.run_backward(  # Calls into the C++ engine to run the backward pass
  [rand-init b0] lam_max=  +5.089 lam_min=  -5.024 oldPI=  -0.182 newPI=  +4.818 res=1.62e+01
  [rand-init b1] lam_max=  +4.958 lam_min=  -4.928 oldPI=  -0.143 newPI=  +4.819 res=1.11e+01
[rand-init] (random init) lam_max=+5.023 lam_min=-4.976 oldPI=-0.163 <-- oldPI tracked lam_MIN (bug live) newPI=+4.819 res=1.36e+01 val=8.4893

  [s2000-warmsrc b0] lam_max= +12.349 lam_min= -15.432 oldPI=  -6.062 newPI= +12.121 res=2.58e+00
  [s2000-warmsrc b1] lam_max= +13.334 lam_min= -15.816 oldPI=  -6.800 newPI= +13.303 res=2.72e+00
[s2000-warmsrc] (step 1900 best 3.1321) lam_max=+12.841 lam_min=-15.624 oldPI=-6.431 <-- oldPI tracked lam_MIN (bug live) newPI=+12.712 res=2.65e+00 val=3.1028

  [resreg-scratch b0] lam_max= +10.712 lam_min=  -9.901 oldPI=  +2.080 newPI= +10.408 res=6.64e+00
  [resreg-scratch b1] lam_max= +10.576 lam_min=  -9.794 oldPI=  +0.714 newPI= +10.566 res=5.84e+00
[resreg-scratch] (step 9200 best 2.2156) lam_max=+10.644 lam_min=-9.847 oldPI=+1.397 (oldPI ~ lam_max, bug latent) newPI=+10.487 res=6.24e+00 val=2.2380

  [fast-adaptive b0] lam_max=  +7.474 lam_min=  -7.285 oldPI=  +2.351 newPI=  +7.470 res=1.56e+00
  [fast-adaptive b1] lam_max=  +8.313 lam_min=  -7.637 oldPI=  +2.472 newPI=  +8.289 res=1.82e+00
[fast-adaptive] (step 24400 best 2.1023) lam_max=+7.893 lam_min=-7.461 oldPI=+2.412 (oldPI ~ lam_max, bug latent) newPI=+7.879 res=1.69e+00 val=2.1817

  [warm-fast-live b0] lam_max=  +8.360 lam_min=  -8.382 oldPI=  -0.852 newPI=  +8.216 res=3.32e+00
  [warm-fast-live b1] lam_max=  +8.580 lam_min=  -8.044 oldPI=  +0.688 newPI=  +8.327 res=2.10e+00
[warm-fast-live] (step 4900 best 2.3064) lam_max=+8.470 lam_min=-8.213 oldPI=-0.082 <-- oldPI tracked lam_MIN (bug live) newPI=+8.272 res=2.71e+00 val=2.3378

  [self-restart-live b0] lam_max= +11.042 lam_min= -10.908 oldPI=  -0.257 newPI= +10.983 res=6.85e-01
  [self-restart-live b1] lam_max= +10.305 lam_min= -10.332 oldPI=  +0.463 newPI= +10.079 res=1.33e+00
[self-restart-live] (step 8600 best 2.3809) lam_max=+10.673 lam_min=-10.620 oldPI=+0.103 (oldPI ~ lam_max, bug latent) newPI=+10.531 res=1.01e+00 val=2.3913

operator              lam_max  lam_min    oldPI    newPI       res     val
rand-init              +5.023   -4.976   -0.163   +4.819  1.36e+01  8.4893   # random init
s2000-warmsrc         +12.841  -15.624   -6.431  +12.712  2.65e+00  3.1028   # step 1900 best 3.1321
resreg-scratch        +10.644   -9.847   +1.397  +10.487  6.24e+00  2.2380   # step 9200 best 2.2156
fast-adaptive          +7.893   -7.461   +2.412   +7.879  1.69e+00  2.1817   # step 24400 best 2.1023
warm-fast-live         +8.470   -8.213   -0.082   +8.272  2.71e+00  2.3378   # step 4900 best 2.3064
self-restart-live     +10.673  -10.620   +0.103  +10.531  1.01e+00  2.3913   # step 8600 best 2.3809
EIG_RECHECK_DONE