INFO:root:Namespace(input_file='data/Gains_inc_chr.txt', output_dir='outputs/512', architecture='combined', number_of_states=8, log_f='trainig_log', no_mean=0, threads=10, fit='i', training_opt=[10, 2000, 90], 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: 10.608099676852508
        x: [ 1.499e+01 -1.500e+01 ... -7.432e+00 -1.500e+01]
      nit: 17
      jac: [ 0.000e+00  0.000e+00 ...  2.363e-05  1.513e-04]
     nfev: 390
     njev: 26
 hess_inv: <14x14 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: 11.427933824981924
        x: [ 1.496e+01 -1.500e+01 ... -1.035e+01 -1.500e+01]
      nit: 20
      jac: [ 0.000e+00  0.000e+00 ... -7.809e-04  8.990e-03]
     nfev: 375
     njev: 25
 hess_inv: <14x14 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: 10.617712199711445
        x: [ 1.500e+01 -1.500e+01 ... -1.154e+01 -1.500e+01]
      nit: 10
      jac: [-0.000e+00  0.000e+00 ...  1.434e-04  9.819e-03]
     nfev: 180
     njev: 12
 hess_inv: <14x14 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: 11.426920723405685
        x: [ 1.500e+01 -1.489e+01 ... -1.035e+01 -1.500e+01]
      nit: 9
      jac: [ 0.000e+00  0.000e+00 ... -1.025e-03  8.975e-03]
     nfev: 150
     njev: 10
 hess_inv: <14x14 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: 10.617717082097307
        x: [ 1.493e+01 -1.500e+01 ... -1.154e+01 -1.500e+01]
      nit: 10
      jac: [ 0.000e+00  0.000e+00 ...  7.407e-05  9.826e-03]
     nfev: 180
     njev: 12
 hess_inv: <14x14 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: 11.426977872468848
        x: [ 1.500e+01 -1.486e+01 ... -1.034e+01 -1.500e+01]
      nit: 13
      jac: [-0.000e+00  0.000e+00 ...  8.951e-04  9.654e-03]
     nfev: 285
     njev: 19
 hess_inv: <14x14 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: 11.418429689765574
        x: [ 1.500e+01 -1.500e+01 ... -3.829e+00 -1.141e+01]
      nit: 14
      jac: [-0.000e+00  0.000e+00 ... -5.507e-06  6.395e-06]
     nfev: 240
     njev: 16
 hess_inv: <14x14 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: 11.418493313905412
        x: [ 1.491e+01 -1.500e+01 ... -1.666e+00 -8.882e+00]
      nit: 15
      jac: [ 0.000e+00  0.000e+00 ... -5.507e-06  7.283e-06]
     nfev: 300
     njev: 20
 hess_inv: <14x14 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: 10.617492927220336
        x: [ 1.500e+01 -1.500e+01 ... -1.154e+01 -1.500e+01]
      nit: 13
      jac: [-0.000e+00  0.000e+00 ... -3.624e-05  9.138e-03]
     nfev: 225
     njev: 15
 hess_inv: <14x14 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: 11.418438410812126
        x: [ 1.500e+01 -1.497e+01 ... -4.060e+00 -1.233e+01]
      nit: 16
      jac: [-0.000e+00  0.000e+00 ... -1.705e-05  2.487e-06]
     nfev: 285
     njev: 19
 hess_inv: <14x14 LbfgsInvHessProduct with dtype=float64>
