INFO:root:Namespace(input_file='data/bimodal.npy', output_dir='outputs/413', architecture='escape_chain', number_of_states=12, log_f='trainig_log', no_mean=1, 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: 44.21918225182836
        x: [-8.256e+00 -8.363e+00 -8.247e+00 -8.297e+00 -8.468e+00
            -8.324e+00 -2.928e+00 -2.896e+00 -1.155e+00 -2.827e-01
            -7.574e+00]
      nit: 11
      jac: [ 1.066e-05  9.948e-06  1.066e-05  1.066e-05  9.237e-06
             9.948e-06  8.242e-05  4.263e-05 -1.364e-04  3.340e-05
             7.816e-06]
     nfev: 144
     njev: 12
 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: 44.21914556727005
        x: [-9.123e+00 -8.983e+00 -9.198e+00 -9.200e+00 -8.906e+00
            -8.893e+00 -2.995e+00 -2.944e+00 -1.132e+00 -3.026e-01
            -8.337e+00]
      nit: 13
      jac: [ 4.263e-06  4.974e-06  3.553e-06  3.553e-06  4.974e-06
             4.974e-06 -4.690e-05 -4.903e-05  2.061e-05 -1.023e-04
             3.553e-06]
     nfev: 168
     njev: 14
 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: 44.21915353371069
        x: [-8.830e+00 -8.892e+00 -8.878e+00 -8.735e+00 -8.866e+00
            -8.851e+00 -3.003e+00 -2.950e+00 -1.136e+00 -3.053e-01
            -8.241e+00]
      nit: 13
      jac: [ 6.395e-06  6.395e-06  6.395e-06  7.816e-06  6.395e-06
             6.395e-06 -6.111e-05 -6.111e-05 -5.684e-06 -1.201e-04
             4.263e-06]
     nfev: 168
     njev: 14
 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: 44.21919994753441
        x: [-8.227e+00 -8.134e+00 -8.238e+00 -8.133e+00 -8.131e+00
            -8.149e+00 -2.892e+00 -2.861e+00 -1.116e+00 -2.769e-01
            -7.498e+00]
      nit: 12
      jac: [ 1.137e-05  1.208e-05  1.066e-05  1.208e-05  1.208e-05
             1.208e-05  1.549e-04  1.101e-04  1.300e-04  7.319e-05
             9.237e-06]
     nfev: 180
     njev: 15
 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: 44.219168528880566
        x: [-8.872e+00 -8.873e+00 -8.817e+00 -8.874e+00 -8.819e+00
            -8.803e+00 -3.108e+00 -2.923e+00 -1.129e+00 -3.029e-01
            -8.246e+00]
      nit: 12
      jac: [ 5.684e-06  5.684e-06  6.395e-06  5.684e-06  6.395e-06
             6.395e-06 -2.458e-04 -1.066e-05  3.979e-05 -1.037e-04
             4.263e-06]
     nfev: 156
     njev: 13
 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: 44.21917065982349
        x: [-8.508e+00 -8.406e+00 -8.667e+00 -8.435e+00 -8.663e+00
            -8.436e+00 -2.944e+00 -2.894e+00 -1.161e+00 -2.700e-01
            -7.863e+00]
      nit: 12
      jac: [ 8.527e-06  9.237e-06  7.105e-06  8.527e-06  7.105e-06
             8.527e-06  5.045e-05  4.476e-05 -1.734e-04  1.215e-04
             6.395e-06]
     nfev: 156
     njev: 13
 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: 44.21913910940415
        x: [-9.857e+00 -9.687e+00 -9.695e+00 -9.684e+00 -9.745e+00
            -9.642e+00 -2.899e+00 -2.842e+00 -1.138e+00 -2.697e-01
            -9.025e+00]
      nit: 13
      jac: [ 2.132e-06  2.132e-06  2.132e-06  2.132e-06  2.132e-06
             2.132e-06  1.400e-04  1.492e-04 -2.274e-05  1.229e-04
             1.421e-06]
     nfev: 168
     njev: 14
 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: 44.21917279438652
        x: [-8.370e+00 -8.508e+00 -8.503e+00 -8.375e+00 -8.514e+00
            -8.472e+00 -2.950e+00 -2.888e+00 -1.148e+00 -2.651e-01
            -7.848e+00]
      nit: 12
      jac: [ 1.066e-05  9.237e-06  9.237e-06  1.066e-05  9.237e-06
             9.237e-06  3.979e-05  5.826e-05 -8.811e-05  1.563e-04
             7.105e-06]
     nfev: 156
     njev: 13
 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: 44.21920486057425
        x: [-8.063e+00 -8.111e+00 -7.903e+00 -8.101e+00 -8.029e+00
            -7.927e+00 -2.957e+00 -2.873e+00 -1.124e+00 -2.847e-01
            -7.308e+00]
      nit: 12
      jac: [ 1.350e-05  1.279e-05  1.563e-05  1.279e-05  1.421e-05
             1.563e-05  2.558e-05  8.669e-05  7.745e-05  2.061e-05
             1.137e-05]
     nfev: 180
     njev: 15
 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: 44.21921016312185
        x: [-7.904e+00 -7.916e+00 -7.893e+00 -7.975e+00 -8.101e+00
            -8.032e+00 -2.927e+00 -2.890e+00 -1.122e+00 -2.833e-01
            -7.271e+00]
      nit: 12
      jac: [ 1.492e-05  1.492e-05  1.563e-05  1.421e-05  1.279e-05
             1.350e-05  8.455e-05  5.329e-05  8.598e-05  2.984e-05
             1.137e-05]
     nfev: 180
     njev: 15
 hess_inv: <11x11 LbfgsInvHessProduct with dtype=float64>
