INFO:root:Namespace(input_file='data/gaussian.npy', output_dir='outputs/20', architecture='escape_chain', number_of_states=10, 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: 45.5113526118803
        x: [-6.509e+00 -6.470e+00 -6.481e+00 -6.502e+00 -6.475e+00
            -6.384e+00 -7.272e-01 -1.215e+00 -6.276e+00]
      nit: 9
      jac: [ 1.847e-05  1.918e-05  1.918e-05  1.847e-05  1.918e-05
             2.061e-05 -9.024e-05 -1.691e-04  1.137e-05]
     nfev: 110
     njev: 11
 hess_inv: <9x9 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: 45.51127021576126
        x: [-7.187e+00 -7.486e+00 -7.179e+00 -7.395e+00 -7.495e+00
            -7.477e+00 -6.858e-01 -1.057e+00 -7.137e+00]
      nit: 10
      jac: [ 8.527e-06  6.395e-06  8.527e-06  7.105e-06  6.395e-06
             6.395e-06  1.990e-05  6.324e-05  4.974e-06]
     nfev: 120
     njev: 12
 hess_inv: <9x9 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: 45.51137853233519
        x: [-6.310e+00 -6.325e+00 -6.305e+00 -6.364e+00 -6.344e+00
            -6.103e+00 -7.469e-01 -1.200e+00 -5.980e+00]
      nit: 9
      jac: [ 2.132e-05  2.132e-05  2.132e-05  1.990e-05  1.990e-05
             2.700e-05 -1.428e-04 -1.478e-04  1.492e-05]
     nfev: 110
     njev: 11
 hess_inv: <9x9 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: 45.511380698934744
        x: [-6.303e+00 -6.239e+00 -6.356e+00 -6.357e+00 -6.279e+00
            -6.175e+00 -7.526e-01 -1.206e+00 -6.001e+00]
      nit: 9
      jac: [ 2.203e-05  2.345e-05  2.061e-05  2.061e-05  2.274e-05
             2.487e-05 -1.563e-04 -1.563e-04  1.421e-05]
     nfev: 110
     njev: 11
 hess_inv: <9x9 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: 45.511300613405325
        x: [-6.975e+00 -6.711e+00 -7.063e+00 -7.019e+00 -7.089e+00
            -7.061e+00 -7.028e-01 -9.966e-01 -6.732e+00]
      nit: 10
      jac: [ 1.137e-05  1.492e-05  1.066e-05  1.066e-05  9.948e-06
             1.066e-05 -2.558e-05  1.570e-04  7.105e-06]
     nfev: 120
     njev: 12
 hess_inv: <9x9 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: 45.51136955473236
        x: [-6.265e+00 -6.309e+00 -6.360e+00 -6.351e+00 -6.307e+00
            -6.353e+00 -7.371e-01 -1.191e+00 -6.111e+00]
      nit: 9
      jac: [ 2.274e-05  2.132e-05  1.990e-05  2.061e-05  2.203e-05
             2.061e-05 -1.165e-04 -1.364e-04  1.350e-05]
     nfev: 110
     njev: 11
 hess_inv: <9x9 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: 45.51132050224993
        x: [-7.388e+00 -7.437e+00 -7.523e+00 -7.544e+00 -7.481e+00
            -7.549e+00 -5.892e-01 -8.628e-01 -7.327e+00]
      nit: 9
      jac: [ 7.105e-06  7.105e-06  6.395e-06  6.395e-06  6.395e-06
             6.395e-06  2.828e-04  3.745e-04  4.263e-06]
     nfev: 100
     njev: 10
 hess_inv: <9x9 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: 45.51124411668827
        x: [-8.009e+00 -8.178e+00 -8.037e+00 -8.168e+00 -8.017e+00
            -7.918e+00 -6.964e-01 -1.099e+00 -7.652e+00]
      nit: 11
      jac: [ 4.974e-06  4.263e-06  4.974e-06  4.263e-06  4.974e-06
             4.974e-06 -7.816e-06  0.000e+00  3.553e-06]
     nfev: 120
     njev: 12
 hess_inv: <9x9 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: 45.511248946777485
        x: [-7.848e+00 -7.926e+00 -7.869e+00 -7.781e+00 -7.985e+00
            -7.911e+00 -6.825e-01 -1.070e+00 -7.669e+00]
      nit: 11
      jac: [ 4.263e-06  4.263e-06  4.263e-06  4.974e-06  3.553e-06
             4.263e-06  2.842e-05  4.263e-05  2.842e-06]
     nfev: 120
     njev: 12
 hess_inv: <9x9 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: 45.51124646006816
        x: [-7.819e+00 -7.927e+00 -8.059e+00 -8.150e+00 -8.088e+00
            -8.048e+00 -6.632e-01 -1.076e+00 -7.718e+00]
      nit: 11
      jac: [ 4.263e-06  4.263e-06  3.553e-06  2.842e-06  2.842e-06
             3.553e-06  7.887e-05  3.340e-05  2.132e-06]
     nfev: 120
     njev: 12
 hess_inv: <9x9 LbfgsInvHessProduct with dtype=float64>
