INFO:root:Namespace(input_file='data/uniform.npy', output_dir='outputs/342', architecture='escape_chain', number_of_states=10, log_f='trainig_log', no_mean=0, 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: 26.31743569727424
        x: [-2.078e+00 -1.946e+00 -1.792e+00 -1.611e+00 -1.388e+00
            -1.101e+00 -6.957e-01 -2.795e-03 -5.304e+00]
      nit: 7
      jac: [ 7.816e-05  1.492e-05 -2.878e-05 -5.507e-05 -7.603e-05
            -9.877e-05 -8.633e-05 -6.963e-05  2.473e-04]
     nfev: 140
     njev: 14
 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: 26.317379196504778
        x: [-2.078e+00 -1.946e+00 -1.792e+00 -1.611e+00 -1.388e+00
            -1.101e+00 -6.957e-01 -2.797e-03 -5.562e+00]
      nit: 7
      jac: [ 7.780e-05  1.528e-05 -2.842e-05 -5.471e-05 -7.496e-05
            -9.770e-05 -8.527e-05 -6.999e-05  1.915e-04]
     nfev: 140
     njev: 14
 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: 26.317352232618287
        x: [-2.078e+00 -1.946e+00 -1.792e+00 -1.611e+00 -1.388e+00
            -1.101e+00 -6.956e-01 -2.834e-03 -5.714e+00]
      nit: 7
      jac: [ 7.283e-05  1.315e-05 -2.949e-05 -5.578e-05 -7.709e-05
            -9.983e-05 -8.171e-05 -7.034e-05  1.645e-04]
     nfev: 140
     njev: 14
 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: 26.317381999852604
        x: [-2.078e+00 -1.946e+00 -1.792e+00 -1.611e+00 -1.388e+00
            -1.101e+00 -6.957e-01 -2.809e-03 -5.548e+00]
      nit: 7
      jac: [ 7.780e-05  1.421e-05 -2.913e-05 -5.471e-05 -7.567e-05
            -9.770e-05 -8.598e-05 -6.999e-05  1.943e-04]
     nfev: 140
     njev: 14
 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: 26.317403592814344
        x: [-2.078e+00 -1.946e+00 -1.792e+00 -1.611e+00 -1.388e+00
            -1.101e+00 -6.956e-01 -2.871e-03 -5.442e+00]
      nit: 7
      jac: [ 6.999e-05  1.066e-05 -3.020e-05 -5.684e-05 -7.958e-05
            -1.034e-04 -8.029e-05 -7.176e-05  2.153e-04]
     nfev: 140
     njev: 14
 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: 26.317379445170843
        x: [-2.078e+00 -1.946e+00 -1.792e+00 -1.611e+00 -1.388e+00
            -1.101e+00 -6.951e-01 -2.904e-03 -5.561e+00]
      nit: 7
      jac: [ 5.471e-05  6.750e-06 -2.842e-05 -5.578e-05 -8.136e-05
            -1.059e-04 -6.466e-05 -7.212e-05  1.915e-04]
     nfev: 140
     njev: 14
 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: 26.317358365660976
        x: [-2.078e+00 -1.946e+00 -1.792e+00 -1.611e+00 -1.388e+00
            -1.101e+00 -6.952e-01 -3.227e-03 -5.677e+00]
      nit: 7
      jac: [ 5.933e-05  1.492e-05 -1.990e-05 -4.654e-05 -7.319e-05
            -9.663e-05 -6.750e-05 -8.065e-05  1.705e-04]
     nfev: 140
     njev: 14
 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: 26.31738530625438
        x: [-2.078e+00 -1.946e+00 -1.793e+00 -1.611e+00 -1.388e+00
            -1.101e+00 -6.952e-01 -2.842e-03 -5.531e+00]
      nit: 7
      jac: [ 6.075e-05  6.395e-06 -3.197e-05 -5.862e-05 -8.242e-05
            -1.062e-04 -6.892e-05 -7.105e-05  1.972e-04]
     nfev: 140
     njev: 14
 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: 26.31734651471975
        x: [-2.078e+00 -1.946e+00 -1.792e+00 -1.611e+00 -1.388e+00
            -1.101e+00 -6.952e-01 -2.833e-03 -5.750e+00]
      nit: 7
      jac: [ 6.146e-05  7.461e-06 -3.126e-05 -5.791e-05 -8.207e-05
            -1.052e-04 -6.892e-05 -7.105e-05  1.585e-04]
     nfev: 140
     njev: 14
 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: 26.317362128127694
        x: [-2.078e+00 -1.946e+00 -1.792e+00 -1.611e+00 -1.388e+00
            -1.101e+00 -6.957e-01 -2.794e-03 -5.656e+00]
      nit: 7
      jac: [ 7.674e-05  1.421e-05 -2.842e-05 -5.436e-05 -7.496e-05
            -9.699e-05 -8.420e-05 -6.928e-05  1.744e-04]
     nfev: 140
     njev: 14
 hess_inv: <9x9 LbfgsInvHessProduct with dtype=float64>
