INFO:root:Namespace(input_file='data/gaussian.npy', output_dir='outputs/40', architecture='escape_chain', number_of_states=50, 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: 2.9648020944469855
        x: [-1.500e+01 -1.500e+01 ...  1.257e-02  9.080e-01]
      nit: 38
      jac: [ 2.665e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 2050
     njev: 41
 hess_inv: <49x49 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: 2.9648020102270927
        x: [-1.500e+01 -1.500e+01 ...  4.267e-01  3.832e-01]
      nit: 40
      jac: [ 2.665e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 2150
     njev: 43
 hess_inv: <49x49 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: 2.964801739193913
        x: [-1.500e+01 -1.500e+01 ...  5.797e-01  7.897e-01]
      nit: 38
      jac: [ 2.665e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 2050
     njev: 41
 hess_inv: <49x49 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: 2.964803680635208
        x: [-1.500e+01 -1.500e+01 ...  3.418e-01  8.908e-01]
      nit: 38
      jac: [ 2.220e-07  2.220e-07 ...  0.000e+00  0.000e+00]
     nfev: 2000
     njev: 40
 hess_inv: <49x49 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: 2.9648079850033664
        x: [-1.483e+01 -1.489e+01 ...  6.762e-01  2.486e-01]
      nit: 39
      jac: [ 3.109e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 2100
     njev: 42
 hess_inv: <49x49 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: 2.964806058065058
        x: [-1.500e+01 -1.500e+01 ...  2.685e-01  8.636e-01]
      nit: 43
      jac: [ 3.109e-07  3.109e-07 ...  0.000e+00  0.000e+00]
     nfev: 2300
     njev: 46
 hess_inv: <49x49 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: 2.964801534297465
        x: [-1.500e+01 -1.500e+01 ...  6.255e-01  5.045e-01]
      nit: 39
      jac: [ 2.665e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 2050
     njev: 41
 hess_inv: <49x49 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: 2.964803653151131
        x: [-1.500e+01 -1.500e+01 ...  3.145e-01  5.214e-02]
      nit: 39
      jac: [ 2.665e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 2100
     njev: 42
 hess_inv: <49x49 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: 2.964805916357766
        x: [-1.500e+01 -1.496e+01 ...  6.476e-01  1.090e-01]
      nit: 41
      jac: [ 3.109e-07  3.553e-07 ...  0.000e+00  0.000e+00]
     nfev: 2150
     njev: 43
 hess_inv: <49x49 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: 2.964804360176223
        x: [-1.500e+01 -1.500e+01 ...  9.774e-01  3.679e-01]
      nit: 38
      jac: [ 2.665e-07  2.665e-07 ...  0.000e+00  0.000e+00]
     nfev: 2000
     njev: 40
 hess_inv: <49x49 LbfgsInvHessProduct with dtype=float64>
