INFO:root:Namespace(input_file='data/gaussian.npy', output_dir='outputs/36', architecture='escape_chain', number_of_states=42, log_f='trainig_log', no_mean=1, threads=1, fit='d', training_opt=[10, 500, 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: 2.964808607885484
        x: [-1.497e+01 -1.500e+01 ...  2.756e-02  3.053e-01]
      nit: 39
      jac: [ 2.665e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 1764
     njev: 42
 hess_inv: <41x41 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: 2.9648028581630235
        x: [-1.500e+01 -1.500e+01 ...  2.873e-01  7.718e-01]
      nit: 41
      jac: [ 2.665e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 1848
     njev: 44
 hess_inv: <41x41 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: 2.9648024430792868
        x: [-1.500e+01 -1.500e+01 ...  4.552e-01  3.004e-01]
      nit: 40
      jac: [ 2.220e-07  2.220e-07 ...  0.000e+00  0.000e+00]
     nfev: 1806
     njev: 43
 hess_inv: <41x41 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: 2.9648006267442653
        x: [-1.500e+01 -1.500e+01 ...  9.720e-01  6.860e-01]
      nit: 40
      jac: [ 2.665e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 1806
     njev: 43
 hess_inv: <41x41 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: 2.964796216405043
        x: [-1.500e+01 -1.500e+01 ...  2.291e-01  3.949e-01]
      nit: 43
      jac: [ 3.553e-07  3.553e-07 ...  0.000e+00  0.000e+00]
     nfev: 1890
     njev: 45
 hess_inv: <41x41 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: 2.9648020434220514
        x: [-1.500e+01 -1.500e+01 ...  5.695e-02  3.973e-01]
      nit: 38
      jac: [ 3.553e-07  3.553e-07 ...  0.000e+00  0.000e+00]
     nfev: 1722
     njev: 41
 hess_inv: <41x41 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: 2.96480454518817
        x: [-1.500e+01 -1.500e+01 ...  1.880e-01  8.250e-01]
      nit: 37
      jac: [ 3.553e-07  3.553e-07 ...  0.000e+00  0.000e+00]
     nfev: 1638
     njev: 39
 hess_inv: <41x41 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: 2.964808976844193
        x: [-1.500e+01 -1.500e+01 ...  1.007e-01  3.944e-01]
      nit: 42
      jac: [ 2.665e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 1848
     njev: 44
 hess_inv: <41x41 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: 2.964815721038447
        x: [-1.500e+01 -1.500e+01 ...  7.787e-01  2.619e-02]
      nit: 43
      jac: [ 2.220e-07  2.220e-07 ...  0.000e+00  0.000e+00]
     nfev: 2016
     njev: 48
 hess_inv: <41x41 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: 2.9648022446062536
        x: [-1.500e+01 -1.500e+01 ...  2.289e-01  4.322e-01]
      nit: 38
      jac: [ 3.109e-07  3.109e-07 ...  0.000e+00  0.000e+00]
     nfev: 1680
     njev: 40
 hess_inv: <41x41 LbfgsInvHessProduct with dtype=float64>
