INFO:root:Namespace(input_file='data/bimodal.npy', output_dir='outputs/163', architecture='chain', number_of_states=18, log_f='trainig_log', no_mean=0, threads=1, fit='d', training_opt=[10, 1000, 100], opt_options=[1e-06, 1e-06, 15000.0, 10.0])
INFO:root:Best Optimization Result for iteration 0 :   message: CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
  success: True
   status: 0
      fun: 18.064952610033064
        x: [ 4.037e-02  4.037e-02 ...  4.037e-02  4.037e-02]
      nit: 4
      jac: [ 3.553e-07  3.553e-07 ...  7.105e-07  3.553e-07]
     nfev: 198
     njev: 11
 hess_inv: <17x17 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: 18.064952610339905
        x: [ 4.036e-02  4.036e-02 ...  4.035e-02  4.036e-02]
      nit: 4
      jac: [-3.553e-06 -3.553e-06 ... -3.197e-06 -3.553e-06]
     nfev: 270
     njev: 15
 hess_inv: <17x17 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: 18.064952610402226
        x: [ 4.036e-02  4.035e-02 ...  4.035e-02  4.036e-02]
      nit: 4
      jac: [-3.908e-06 -3.908e-06 ... -3.553e-06 -3.908e-06]
     nfev: 270
     njev: 15
 hess_inv: <17x17 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: 18.064952610341802
        x: [ 4.036e-02  4.036e-02 ...  4.035e-02  4.036e-02]
      nit: 4
      jac: [-4.263e-06 -3.908e-06 ... -3.553e-06 -3.908e-06]
     nfev: 270
     njev: 15
 hess_inv: <17x17 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: 18.064952610409087
        x: [ 4.036e-02  4.036e-02 ...  4.035e-02  4.036e-02]
      nit: 4
      jac: [-3.553e-06 -3.553e-06 ... -3.553e-06 -3.553e-06]
     nfev: 270
     njev: 15
 hess_inv: <17x17 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: 18.06495261036149
        x: [ 4.036e-02  4.036e-02 ...  4.035e-02  4.035e-02]
      nit: 4
      jac: [-3.908e-06 -3.553e-06 ... -3.197e-06 -3.553e-06]
     nfev: 270
     njev: 15
 hess_inv: <17x17 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 6 :   message: CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
  success: True
   status: 0
      fun: 18.064952610027834
        x: [ 4.037e-02  4.037e-02 ...  4.037e-02  4.037e-02]
      nit: 5
      jac: [ 3.553e-07  3.553e-07 ...  3.553e-07  3.553e-07]
     nfev: 216
     njev: 12
 hess_inv: <17x17 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 7 :   message: CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
  success: True
   status: 0
      fun: 18.064952610034506
        x: [ 4.037e-02  4.037e-02 ...  4.036e-02  4.037e-02]
      nit: 4
      jac: [-7.105e-07 -7.105e-07 ... -3.553e-07 -7.105e-07]
     nfev: 198
     njev: 11
 hess_inv: <17x17 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 8 :   message: CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
  success: True
   status: 0
      fun: 18.064952610032684
        x: [ 4.037e-02  4.037e-02 ...  4.036e-02  4.037e-02]
      nit: 4
      jac: [ 3.553e-07  3.553e-07 ...  7.105e-07  3.553e-07]
     nfev: 198
     njev: 11
 hess_inv: <17x17 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: 18.064952610331535
        x: [ 4.036e-02  4.035e-02 ...  4.035e-02  4.036e-02]
      nit: 4
      jac: [-3.553e-06 -3.553e-06 ... -3.553e-06 -3.553e-06]
     nfev: 270
     njev: 15
 hess_inv: <17x17 LbfgsInvHessProduct with dtype=float64>
