INFO:root:Namespace(input_file='data/drosophila_melanogaster_genes_exons.bed', output_dir='outputs/295', architecture='combined', number_of_states=8, log_f='trainig_log', no_mean=0, threads=20, fit='i', training_opt=[10, 2000, 95], 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: 7.155688224866317
        x: [ 1.495e+01 -1.487e+01 ... -6.117e+00 -1.500e+01]
      nit: 30
      jac: [ 8.882e-08  0.000e+00 ...  3.650e-04  1.425e-04]
     nfev: 600
     njev: 40
 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: 7.14905504382379
        x: [ 1.496e+01 -1.500e+01 ... -2.994e+00 -1.500e+01]
      nit: 44
      jac: [ 0.000e+00  0.000e+00 ... -1.664e-04  6.306e-06]
     nfev: 1245
     njev: 83
 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: 7.0791028221338586
        x: [ 1.500e+01 -1.500e+01 ... -6.876e+00 -1.500e+01]
      nit: 48
      jac: [-0.000e+00  0.000e+00 ...  1.039e-05  6.963e-05]
     nfev: 915
     njev: 61
 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: 7.147736370198609
        x: [ 1.487e+01 -1.500e+01 ... -7.367e+00 -1.500e+01]
      nit: 22
      jac: [ 0.000e+00  0.000e+00 ...  9.930e-05  3.508e-05]
     nfev: 375
     njev: 25
 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: 7.1492008785993
        x: [ 1.492e+01 -1.494e+01 ... -6.107e+00 -1.500e+01]
      nit: 24
      jac: [ 0.000e+00  0.000e+00 ...  5.053e-04  1.387e-04]
     nfev: 420
     njev: 28
 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: 7.149172221027876
        x: [ 1.500e+01 -1.500e+01 ... -6.107e+00 -1.500e+01]
      nit: 21
      jac: [ 0.000e+00  0.000e+00 ...  4.549e-04  1.398e-04]
     nfev: 330
     njev: 22
 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: 7.1502727062401465
        x: [ 1.495e+01 -1.500e+01 ... -7.381e+00 -1.500e+01]
      nit: 22
      jac: [ 0.000e+00  0.000e+00 ...  2.167e-05  3.730e-05]
     nfev: 345
     njev: 23
 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: 7.156141546891852
        x: [ 1.500e+01 -1.470e+01 ... -6.118e+00 -1.500e+01]
      nit: 18
      jac: [ 0.000e+00  0.000e+00 ... -1.719e-04  1.426e-04]
     nfev: 285
     njev: 19
 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: 7.156024080722416
        x: [ 1.500e+01 -1.497e+01 ... -6.121e+00 -1.500e+01]
      nit: 25
      jac: [ 0.000e+00  0.000e+00 ... -2.071e-03  1.426e-04]
     nfev: 495
     njev: 33
 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: 7.150300950924909
        x: [ 1.497e+01 -1.500e+01 ... -7.384e+00 -1.500e+01]
      nit: 17
      jac: [ 0.000e+00  0.000e+00 ... -9.726e-05  3.446e-05]
     nfev: 270
     njev: 18
 hess_inv: <14x14 LbfgsInvHessProduct with dtype=float64>
