INFO:root:Namespace(input_file='data/bimodal.npy', output_dir='outputs/236', architecture='escape_chain', number_of_states=12, log_f='trainig_log', no_mean=0, threads=1, fit='d', training_opt=[10, 1000, 100], opt_options=[1e-06, 1e-06, 15000.0, 10.0])
INFO:root:Best Optimization Result for iteration 0 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 44.219286202201765
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.500e+01 -2.953e+00 -2.905e+00 -1.136e+00 -2.592e-01
            -4.526e+00]
      nit: 11
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00  3.268e-05  2.487e-05 -8.527e-06  1.947e-04
             1.705e-04]
     nfev: 264
     njev: 22
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 1 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 44.21918206750169
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.500e+01 -2.961e+00 -2.908e+00 -1.130e+00 -2.894e-01
            -5.414e+00]
      nit: 14
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00  1.847e-05  1.990e-05  3.126e-05 -1.137e-05
             7.176e-05]
     nfev: 276
     njev: 23
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 2 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 44.219293726811415
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.500e+01 -2.968e+00 -2.903e+00 -1.134e+00 -2.945e-01
            -4.467e+00]
      nit: 13
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00  4.974e-06  2.913e-05  7.816e-06 -4.619e-05
             1.819e-04]
     nfev: 264
     njev: 22
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 3 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 44.219187470818916
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.461e+01 -2.888e+00 -3.029e+00 -1.140e+00 -2.876e-01
            -5.605e+00]
      nit: 11
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00  1.613e-04 -2.018e-04 -3.340e-05  0.000e+00
             5.826e-05]
     nfev: 252
     njev: 21
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 4 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 44.219182320760844
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.500e+01 -2.957e+00 -2.946e+00 -1.133e+00 -2.870e-01
            -5.420e+00]
      nit: 13
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00  2.629e-05 -5.258e-05  1.634e-05  5.684e-06
             7.105e-05]
     nfev: 276
     njev: 23
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 5 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 44.219167007707554
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.422e+01 -2.932e+00 -2.935e+00 -1.130e+00 -2.782e-01
            -5.686e+00]
      nit: 12
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00  7.390e-05 -3.197e-05  3.482e-05  6.466e-05
             5.400e-05]
     nfev: 264
     njev: 22
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 6 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 44.21917839984091
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.427e+01 -2.961e+00 -2.916e+00 -1.134e+00 -2.848e-01
            -5.465e+00]
      nit: 14
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00  1.918e-05  4.263e-06  5.684e-06  1.990e-05
             6.750e-05]
     nfev: 288
     njev: 24
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 7 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 44.21926166366759
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.500e+01 -2.954e+00 -2.895e+00 -1.118e+00 -3.153e-01
            -4.688e+00]
      nit: 13
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00  3.268e-05  4.476e-05  1.165e-04 -1.883e-04
             1.464e-04]
     nfev: 276
     njev: 23
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 8 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 44.21918471337338
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.500e+01 -2.952e+00 -2.948e+00 -1.134e+00 -2.843e-01
            -5.391e+00]
      nit: 12
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00  3.695e-05 -5.684e-05  1.066e-05  2.345e-05
             7.319e-05]
     nfev: 252
     njev: 21
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 9 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 44.21923113973709
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.500e+01 -2.983e+00 -2.942e+00 -1.132e+00 -2.750e-01
            -4.896e+00]
      nit: 11
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00 -2.416e-05 -4.476e-05  2.274e-05  8.669e-05
             1.187e-04]
     nfev: 216
     njev: 18
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
