INFO:root:Namespace(input_file='data/gaussian.npy', output_dir='outputs/31', architecture='escape_chain', number_of_states=32, 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: 3.2810684961916867
        x: [-1.428e+01 -1.416e+01 ...  6.960e-01 -8.019e+00]
      nit: 35
      jac: [ 6.217e-07  7.550e-07 ...  1.501e-05  2.665e-06]
     nfev: 1152
     njev: 36
 hess_inv: <31x31 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: 3.2810818009766964
        x: [-1.334e+01 -1.335e+01 ...  6.935e-01 -7.202e+00]
      nit: 38
      jac: [ 1.510e-06  1.510e-06 ...  1.732e-06  5.951e-06]
     nfev: 1344
     njev: 42
 hess_inv: <31x31 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: 3.281071442380487
        x: [-1.375e+01 -1.375e+01 ...  6.931e-01 -8.213e+00]
      nit: 36
      jac: [ 1.021e-06  1.021e-06 ... -1.332e-07  2.132e-06]
     nfev: 1216
     njev: 38
 hess_inv: <31x31 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: 3.281183494984808
        x: [-1.126e+01 -1.129e+01 ...  6.937e-01 -5.382e+00]
      nit: 29
      jac: [ 1.279e-05  1.239e-05 ...  2.887e-06  3.664e-05]
     nfev: 960
     njev: 30
 hess_inv: <31x31 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: 3.2810737551067795
        x: [-1.381e+01 -1.381e+01 ...  6.928e-01 -7.637e+00]
      nit: 38
      jac: [ 1.021e-06  1.021e-06 ... -1.688e-06  3.864e-06]
     nfev: 1312
     njev: 41
 hess_inv: <31x31 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: 3.281065097196249
        x: [-1.465e+01 -1.466e+01 ...  6.927e-01 -8.726e+00]
      nit: 38
      jac: [ 3.997e-07  4.441e-07 ... -2.309e-06  1.332e-06]
     nfev: 1312
     njev: 41
 hess_inv: <31x31 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: 3.281069120883555
        x: [-1.377e+01 -1.385e+01 ...  6.930e-01 -8.150e+00]
      nit: 37
      jac: [ 1.066e-06  9.770e-07 ... -9.326e-07  2.354e-06]
     nfev: 1280
     njev: 40
 hess_inv: <31x31 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: 3.2810647405078828
        x: [-1.465e+01 -1.473e+01 ...  6.984e-01 -8.633e+00]
      nit: 40
      jac: [ 4.441e-07  3.553e-07 ...  2.802e-05  1.377e-06]
     nfev: 1344
     njev: 42
 hess_inv: <31x31 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: 3.281074397107603
        x: [-1.380e+01 -1.374e+01 ...  6.934e-01 -7.627e+00]
      nit: 39
      jac: [ 1.021e-06  1.110e-06 ...  1.155e-06  3.864e-06]
     nfev: 1344
     njev: 42
 hess_inv: <31x31 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: 3.2810692549513214
        x: [-1.409e+01 -1.399e+01 ...  6.886e-01 -8.369e+00]
      nit: 39
      jac: [ 7.994e-07  8.438e-07 ... -2.434e-05  1.821e-06]
     nfev: 1312
     njev: 41
 hess_inv: <31x31 LbfgsInvHessProduct with dtype=float64>
