INFO:root:Namespace(input_file='data/gaussian.npy', output_dir='outputs/19', architecture='escape_chain', number_of_states=8, 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: 45.867525756754574
        x: [-6.690e+00 -7.032e+00 -6.789e+00 -6.975e+00 -6.841e+00
            -6.825e+00 -6.616e+00]
      nit: 9
      jac: [ 6.395e-06  4.974e-06  4.974e-06  4.974e-06  4.974e-06
             4.974e-06  6.395e-06]
     nfev: 80
     njev: 10
 hess_inv: <7x7 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: 45.89319482975823
        x: [ 4.552e-01  6.783e-01  9.188e-01  3.594e-01  1.880e-01
             7.140e-02  6.321e-02]
      nit: 1
      jac: [ 2.447e-03  2.653e-03  2.859e-03  2.355e-03  2.187e-03
             2.071e-03  2.063e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 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: 45.867519653670435
        x: [-6.876e+00 -7.186e+00 -6.793e+00 -7.222e+00 -7.146e+00
            -6.871e+00 -7.284e+00]
      nit: 9
      jac: [ 4.263e-06  2.842e-06  4.263e-06  2.842e-06  2.842e-06
             4.263e-06  2.842e-06]
     nfev: 80
     njev: 10
 hess_inv: <7x7 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: 45.89519832132685
        x: [ 3.586e-01  8.897e-01  9.679e-01  3.365e-01  6.887e-01
             1.380e-01  1.631e-01]
      nit: 1
      jac: [ 2.355e-03  2.836e-03  2.900e-03  2.334e-03  2.663e-03
             2.139e-03  2.164e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 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: 45.867525207880085
        x: [-6.910e+00 -6.868e+00 -7.112e+00 -6.690e+00 -6.566e+00
            -6.893e+00 -6.886e+00]
      nit: 9
      jac: [ 3.553e-06  3.553e-06  2.842e-06  4.263e-06  4.974e-06
             3.553e-06  3.553e-06]
     nfev: 80
     njev: 10
 hess_inv: <7x7 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: 45.89315736556593
        x: [ 6.744e-01  3.771e-01  9.397e-01  3.819e-02  1.873e-01
             3.165e-01  1.907e-01]
      nit: 1
      jac: [ 2.650e-03  2.373e-03  2.876e-03  2.039e-03  2.187e-03
             2.314e-03  2.190e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 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: 45.893352161215866
        x: [ 1.365e-01  7.119e-01  1.515e-01  1.476e-01  6.051e-01
             5.595e-01  5.344e-01]
      nit: 1
      jac: [ 2.136e-03  2.684e-03  2.151e-03  2.147e-03  2.587e-03
             2.545e-03  2.522e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 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: 45.867524058020976
        x: [-6.954e+00 -6.768e+00 -7.174e+00 -7.205e+00 -6.802e+00
            -6.735e+00 -6.614e+00]
      nit: 9
      jac: [ 4.974e-06  5.684e-06  4.263e-06  3.553e-06  4.974e-06
             5.684e-06  6.395e-06]
     nfev: 80
     njev: 10
 hess_inv: <7x7 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: 45.86751532141042
        x: [-7.029e+00 -7.366e+00 -6.968e+00 -7.011e+00 -7.303e+00
            -7.628e+00 -7.509e+00]
      nit: 9
      jac: [ 4.263e-06  2.842e-06  4.263e-06  4.263e-06  2.842e-06
             2.132e-06  2.842e-06]
     nfev: 80
     njev: 10
 hess_inv: <7x7 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: 45.89552123910317
        x: [ 2.465e-01  6.111e-01  6.631e-01  3.947e-01  8.947e-02
             7.851e-01  9.119e-01]
      nit: 1
      jac: [ 2.245e-03  2.592e-03  2.640e-03  2.390e-03  2.090e-03
             2.748e-03  2.854e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
