INFO:root:Namespace(input_file='data/bimodal.npy', output_dir='outputs/235', architecture='escape_chain', number_of_states=10, 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: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.512141005432895
        x: [-1.500e+01 -1.500e+01 -1.480e+01 -1.500e+01 -1.500e+01
            -1.353e+01 -1.243e+01 -1.270e+01  5.172e-01]
      nit: 1
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00 -2.000e-03 -2.000e-03  5.638e-03]
     nfev: 20
     njev: 2
 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: 45.513823241456734
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.344e+01 -1.252e+01 -1.316e+01  6.177e-01]
      nit: 1
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00 -2.001e-03 -2.001e-03  5.847e-03]
     nfev: 20
     njev: 2
 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: 45.51505433521453
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.350e+01 -1.272e+01 -1.338e+01  6.833e-01]
      nit: 1
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00 -2.000e-03 -2.000e-03  5.981e-03]
     nfev: 20
     njev: 2
 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: 45.51728337211578
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.428e+01
            -1.327e+01 -1.382e+01 -1.382e+01  5.388e-01]
      nit: 1
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00 -2.000e-03 -2.000e-03  5.684e-03]
     nfev: 20
     njev: 2
 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: 45.5138565412223
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.325e+01 -1.242e+01 -1.359e+01  5.087e-01]
      nit: 1
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00 -2.000e-03 -2.000e-03  5.620e-03]
     nfev: 20
     njev: 2
 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: 45.51311244810068
        x: [-1.500e+01 -1.500e+01 -1.469e+01 -1.500e+01 -1.500e+01
            -1.339e+01 -1.238e+01 -1.334e+01  4.760e-01]
      nit: 1
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00 -2.000e-03 -2.000e-03  5.551e-03]
     nfev: 20
     njev: 2
 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: 45.510792906260555
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.323e+01 -1.299e+01 -1.238e+01  1.683e-01]
      nit: 1
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00 -2.000e-03 -1.999e-03  4.878e-03]
     nfev: 20
     njev: 2
 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: 45.51268639021947
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.424e+01 -1.274e+01 -1.332e+01  2.692e-01]
      nit: 1
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00 -2.000e-03 -2.000e-03  5.102e-03]
     nfev: 20
     njev: 2
 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: 45.51855808189296
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.495e+01
            -1.332e+01 -1.343e+01 -1.500e+01  4.816e-01]
      nit: 1
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             7.105e-07 -1.999e-03 -1.999e-03  5.563e-03]
     nfev: 20
     njev: 2
 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: 45.51275239894783
        x: [-1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01 -1.500e+01
            -1.329e+01 -1.267e+01 -1.242e+01  6.355e-01]
      nit: 1
      jac: [ 0.000e+00  0.000e+00  0.000e+00  0.000e+00  0.000e+00
             0.000e+00 -2.000e-03 -2.000e-03  5.884e-03]
     nfev: 20
     njev: 2
 hess_inv: <9x9 LbfgsInvHessProduct with dtype=float64>
