INFO:root:Namespace(input_file='data/gaussian.npy', output_dir='outputs/33', architecture='escape_chain', number_of_states=36, 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: 2.9649409380791614
        x: [-1.250e+01 -1.248e+01 ... -5.185e+00 -4.966e+00]
      nit: 31
      jac: [ 3.642e-06  3.730e-06 ...  2.220e-05  2.767e-05]
     nfev: 1188
     njev: 33
 hess_inv: <35x35 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: 2.9648002725710483
        x: [-1.500e+01 -1.500e+01 ... -7.644e+00 -6.741e+00]
      nit: 40
      jac: [ 2.220e-07  2.220e-07 ...  1.910e-06  4.752e-06]
     nfev: 1548
     njev: 43
 hess_inv: <35x35 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: 2.9647966358746745
        x: [-1.500e+01 -1.500e+01 ... -7.425e+00 -7.462e+00]
      nit: 43
      jac: [ 2.665e-07  2.665e-07 ...  2.354e-06  2.265e-06]
     nfev: 1584
     njev: 44
 hess_inv: <35x35 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: 2.9647938041822233
        x: [-1.500e+01 -1.500e+01 ... -7.705e+00 -7.495e+00]
      nit: 45
      jac: [ 2.220e-07  2.220e-07 ...  1.776e-06  2.176e-06]
     nfev: 1692
     njev: 47
 hess_inv: <35x35 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: 2.9648143541455205
        x: [-1.424e+01 -1.418e+01 ... -6.521e+00 -6.406e+00]
      nit: 41
      jac: [ 7.105e-07  7.550e-07 ...  5.906e-06  6.661e-06]
     nfev: 1512
     njev: 42
 hess_inv: <35x35 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: 2.964798430358889
        x: [-1.500e+01 -1.500e+01 ... -6.569e+00 -7.725e+00]
      nit: 38
      jac: [ 2.665e-07  2.665e-07 ...  5.596e-06  1.732e-06]
     nfev: 1440
     njev: 40
 hess_inv: <35x35 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: 2.9647961244664773
        x: [-1.489e+01 -1.488e+01 ... -7.572e+00 -7.591e+00]
      nit: 39
      jac: [ 3.997e-07  3.997e-07 ...  2.132e-06  2.087e-06]
     nfev: 1512
     njev: 42
 hess_inv: <35x35 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: 2.9648022208605025
        x: [-1.500e+01 -1.500e+01 ... -7.595e+00 -6.806e+00]
      nit: 42
      jac: [ 2.665e-07  2.665e-07 ...  1.998e-06  4.441e-06]
     nfev: 1620
     njev: 45
 hess_inv: <35x35 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: 2.9649757436469892
        x: [-1.207e+01 -1.206e+01 ... -4.791e+00 -4.364e+00]
      nit: 29
      jac: [ 5.729e-06  5.729e-06 ...  3.291e-05  5.027e-05]
     nfev: 1080
     njev: 30
 hess_inv: <35x35 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: 2.9647951022266605
        x: [-1.500e+01 -1.500e+01 ... -7.681e+00 -7.393e+00]
      nit: 44
      jac: [ 3.109e-07  3.109e-07 ...  1.865e-06  2.487e-06]
     nfev: 1656
     njev: 46
 hess_inv: <35x35 LbfgsInvHessProduct with dtype=float64>
