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Optimizing Experiments with Pyomo.DoE

Prepared by: Jialu Wang, Prof. Alex Dowling, Hailey Lynch, and Andrew Marquardt (amarquar@nd.edu, 2024) at the University of Notre Dame.

Introduction and Learning Objectives

This notebook uses design of experiments for a reactor kinetics experiment with Pyomo.DoE. The user will be able to learn concepts involved in Model-Based Design of Experiments (MBDoE) and practice using Pyomo.DoE from methodology in the notebook. Results will be interpreted throughout the notebook to connect the material with the Pyomo implementation.

The general process we will follow throughout this notebook:

  • Import Modules

    • Step 0: Import Pyomo and Pyomo.DoE Module

  • Problem Statement

    • Step 1: Mathematical Model for the Reaction Kinetics Example

  • Implementation in Pyomo

    • Step 2: Implement Mathematical Model

    • Step 3: Generate an Experiment

    • Step 4: Run the DOE Module to get Optimal Design Parameters

  • Methodology

    • Step 5: Method for Computing FIM

    • Step 6: Running a Full Factorial Design Experiment

  • Visualizing Results

    • Step 7: Evaluating the Full Factorial Heat Maps

  • Key Takeaways

Step 0: Import Pyomo and Pyomo.DoE Module

# IPOPT installer
import sys

if "google.colab" in sys.modules:
    !wget "https://raw.githubusercontent.com/ndcbe/optimization/main/notebooks/helper.py"
    import helper

    helper.install_idaes()
    helper.install_ipopt()
else:
    sys.path.insert(0, "../")
    import helper

    # Import solver
    import idaes
helper.set_plotting_style()
# Imports
import matplotlib.pyplot as plt
import numpy as np
import pyomo.environ as pyo
from pyomo.contrib.doe import DesignOfExperiments
from pyomo.dae import ContinuousSet, DerivativeVar

Step 1: Mathematical Model for the Reaction Kinetics Example

Reaction Kinetics

Consider two chemical reactions that convert molecule AA to desired product BB and a less valuable side-product CC:

Ak1Bk2CA \overset{k_1}{\rightarrow} B \overset{k_2}{\rightarrow} C

Goal:

  • Design a large-scale continuous reactor that maximizes the production of BB.

The rate laws for these two chemical reactions are:

rA=k1CAr_A = -k_1 C_A
rB=k1CAk2CBr_B = k_1 C_A - k_2 C_B
rC=k2CBr_C = k_2 C_B

Here, CAC_A, CBC_B, and CCC_C are the concentrations of each species.

The rate constants k1k_1 and k2k_2 depend on temperature as follows:

k1=A1exp(1000E1RT)k_1 = A_1 \exp \left({\frac{-1000 E_1}{R T}} \right)
k2=A2exp(1000E2RT)k_2 = A_2 \exp \left({\frac{-1000 E_2}{R T}}\right)

where:

  • A1A_1 [hr1\mathrm{hr}^{-1}], A2A_2 [hr1\mathrm{hr}^{-1}], E1E_1 [kJ/molkJ/mol], and E2E_2 [kJ/molkJ/mol] are fitted model parameters.

  • RR [J/molKJ/mol K] is the ideal-gas constant.

  • TT [KK] is absolute temperature.

Objective:

  • Using the Pyomo ecosystem, we would like to perform uncertainty quantification and design of experiments on a small-scale batch reactor to infer parameters A1A_1, A2A_2, E1E_1, and E2E_2.

Batch Reactor

The concentrations in a batch reactor evolve with time and are modeled by the following differential equations:

dCAdt=rA=k1CA(t)\frac{d C_A}{dt} = r_A = -k_1 C_A(t)
dCBdt=rB=k1CA(t)k2CB(t)\frac{d C_B}{dt} = r_B = k_1 C_A(t) - k_2 C_B(t)
dCCdt=rC=k2CB(t)\frac{d C_C}{dt} = r_C = k_2 C_B(t)

We have now established a linear system of differential equations. Next we can write our initial conditions where we assume the feed is only species AA such that:

CA(t=0)=CA0,CB(t=0)=0,CC(t=0)=0C_A(t=0) = C_{A0}, \quad C_B(t=0) = 0, \quad C_C(t=0) = 0

When k1k_1 and k2k_2 are at constant temperature, we have the following analytic solution:

CA(t)=CA0exp(k1t)C_A(t) = C_{A0} \exp(-k_1 t)
CB(t)=k1k2k1CA0[exp(k1t)exp(k2t)]C_B(t) = \frac{k_1}{k_2 - k_1} C_{A0} \left[\exp(-k_1 t) - \exp(-k_2 t) \right]
CC(t)=CA0k2k2k1CA0exp(k1t)+k1k2k1exp(k2t)CA0=CA0CA(t)CB(t)C_C(t) = C_{A0} - \frac{k_2}{k_2 - k_1} C_{A0} \exp(-k_1 t) + \frac{k_1}{k_2 - k_1} \exp(-k_2 t) C_{A0} = C_{A0} - C_{A}(t) - C_{B}(t)

See the following for more information on batch reactors:

Step 2: Implement Mathematical Model

This mathematical model is comprised of a system of differential algebraic equations (DAEs). This system will be solved using Pyomo.DAE.

See the following notebooks from CBE 60499 regarding Pyomo.DAE:

The experiment class build design contains 5 functions:

  • the class __init__() containing assignments to the input values the module needs. These can be specified different than the given defaults in the experiment build call; otherwise, the defaults will be saved as class variables.

  • create_model() containing the initial essential build scaffolding for the model. The time, data collection points, concentrations (both initial and time-dependent), kinetic expressions, and mass balances are given here. Note the concentration differentials are grouped together in a conditional function; this can also be done with separate expressions if that is more intuitive.

  • finalize_model() containing essential fixes of the Arrhenius parameters (and other values), discretization, and time bin behavior (namely that the end points of each data collection period are continuous- analogous to the technique used on splines).

  • label_experiment() containing the necessary setup for the experiment to recognize inputs, outputs, measurement errors (this can be constant or functional), and the Arrhenius parameters meant to be tested. Note that each section is necessary- the experiment will not run if inputs, outputs, errors, and unknowns are not declared.

  • get_labeled_model() containing calls to the previous 3 functions and a return of the final, completed model. This is what is used by the DOE module- all parts must be properly built previously and then collected by this master function. Practically, this function doesn’t have any real effect on the model except to combine everything done in the discrete sections.

Note all the functions are in one code block below- the notebook struggled to recognize the class components if this was not the case.

class Reactor_Experiment:
    def __init__(
        self,
        t_control=[0, 0.125, 0.25, 0.375, 0.5, 0.625, 0.75, 0.875, 1],
        control_val=[500, 300, 300, 300, 300, 300, 300, 300, 300],
        t_range=[0, 1],
        CA_init=5,
        C_init=[5, 0, 0],
        theta_pe={
            "A1": 85,
            "A2": 370,
            "E1": 8,
            "E2": 15,
        },
        NFE=32,
        ncp=3,
    ):
        """
        Arguments:
        ---------
        t_control: time-dependent design (control) variables, a list of control timepoints
        control_val: control design variable values T at corresponding timepoints
        t_range: time range, h
        CA_init: time-independent design (control) variable, an initial value for CA
        C_init: An initial value for C
        theta_pe: optimized parmest parameters for the arrhenius kinetic equations
        NFE: number of finite elements in the discretizer
        ncp: number of collocation points per finite element in the discretizer
        """
        self.t_range = t_range
        self.CA_init = CA_init
        self.C_init = C_init
        self.NFE = NFE
        self.ncp = ncp
        self.t_control = t_control
        self.control_val = control_val
        self.theta_pe = theta_pe
        self.model = None

    def create_model(self):
        # model build
        m = self.model = pyo.ConcreteModel()

        # concentration intialization
        m.CA_init = self.CA_init

        # Time-independent design variable
        m.t0 = pyo.Set(initialize=[0])
        m.CA0 = pyo.Var(
            m.t0, initialize=self.CA_init, bounds=(0, 5.0), domain=pyo.NonNegativeReals
        )  # mol/L

        # parameters
        m.R = pyo.Param(mutable=False, initialize=8.314)

        # variables
        m.t = ContinuousSet(bounds=(self.t_range[0], self.t_range[1]))

        # Parameter list
        para_list = ["A1", "A2", "E1", "E2"]
        m.para_list = para_list
        # Define parameters as Param
        m.A1 = pyo.Var(domain=pyo.NonNegativeReals)
        m.A2 = pyo.Var(domain=pyo.NonNegativeReals)
        m.E1 = pyo.Var(domain=pyo.NonNegativeReals)
        m.E2 = pyo.Var(domain=pyo.NonNegativeReals)

        # Concentration variables under perturbation
        m.C_set = pyo.Set(initialize=["CA", "CB", "CC"])
        m.CA = pyo.Var(m.t, initialize=self.C_init[0], domain=pyo.NonNegativeReals)
        m.CB = pyo.Var(m.t, initialize=self.C_init[1], domain=pyo.NonNegativeReals)
        m.CC = pyo.Var(m.t, initialize=self.C_init[2], domain=pyo.NonNegativeReals)

        # Time derivatives
        m.dCAdt = DerivativeVar(m.CA, wrt=m.t)
        m.dCBdt = DerivativeVar(m.CB, wrt=m.t)
        m.dCCdt = DerivativeVar(m.CC, wrt=m.t)

        # Time-dependent design variable, initialized with the first control value
        m.t_control = self.t_control
        # Control time points
        m.t_con = pyo.Set(initialize=m.t_control)
        # Controls
        controls = {}
        for i, t in enumerate(self.t_control):
            controls[t] = self.control_val[i]

        def T_initial(m, t):
            if t in m.t_con:
                return controls[t]
            else:
                # count how many control points are before the current t;
                # locate the nearest neighbouring control point before this t
                j = -1
                for t_con in m.t_con:
                    if t > t_con:
                        j += 1
                neighbour_t = m.t_control[j]
                return controls[neighbour_t]

        m.T = pyo.Var(
            m.t, initialize=T_initial, bounds=(300, 700), domain=pyo.NonNegativeReals
        )

        m.kp1 = pyo.Var(m.t, domain=pyo.NonNegativeReals)
        m.kp2 = pyo.Var(m.t, domain=pyo.NonNegativeReals)

        @m.Constraint(m.t)
        def kp1_cons(m, t):
            return m.kp1[t] == m.A1 * pyo.exp(-m.E1 * 1000 / (m.R * m.T[t]))

        @m.Constraint(m.t)
        def kp2_cons(m, t):
            return m.kp2[t] == m.A2 * pyo.exp(-m.E2 * 1000 / (m.R * m.T[t]))

        @m.Constraint(m.C_set, m.t)
        def dCdt_rule(m, y, t):
            """
            Calculate CA in Jacobian matrix analytically

            Arguments:
            y: CA, CB, CC
            t: timepoints

            Return:
            m: Pyomo model
            """
            if y == "CA":
                return m.dCAdt[t] == -m.kp1[t] * m.CA[t]
            elif y == "CB":
                return m.dCBdt[t] == m.kp1[t] * m.CA[t] - m.kp2[t] * m.CB[t]
            elif y == "CC":
                return m.dCCdt[t] == m.kp2[t] * m.CB[t]

        @m.Constraint(m.t)
        def alge(m, t):
            """
            The algebraic equation for mole balance

            Arguments:
            t: time

            Return:
            m: Pyomo model
            """
            return m.CA[t] + m.CB[t] + m.CC[t] == m.CA0[0]

    def finalize_model(self):
        m = self.model

        # fix Arrhenius parameters (any changes necessary will be done automatically by pyomo- this is necessary to ensure that the model DoF is 0)
        m.A1.fix(self.theta_pe["A1"])
        m.A2.fix(self.theta_pe["A2"])
        m.E1.fix(self.theta_pe["E1"])
        m.E2.fix(self.theta_pe["E2"])

        # fix the starting concentration value (similar to Arrhenius parameters, though not strictly necessary in the same way)
        m.CA0.fix(self.CA_init)

        # Boundary Conditions
        m.CB[0.0].fix(0.0)
        m.CC[0.0].fix(0.0)

        @m.Constraint(m.t)
        def T_control(m, t):
            """
            T at interval timepoint equal to the T of the control time point at the beginning of this interval
            Count how many control points are before the current t;
            locate the nearest neighbouring control point before this t

            Arguments:
            m: model
            t: time

            Return:
            m: Pyomo model
            """
            if t in m.t_con:
                return pyo.Constraint.Skip
            else:
                j = -1
                for t_con in m.t_con:
                    if t > t_con:
                        j += 1
                neighbour_t = m.t_control[j]
                return m.T[t] == m.T[neighbour_t]

        # Discretization
        discretizer = pyo.TransformationFactory("dae.collocation")
        discretizer.apply_to(m, nfe=self.NFE, ncp=self.ncp, wrt=m.t)
        for t in m.t:
            m.dCdt_rule["CC", t].deactivate()

    def label_experiment(self):
        m = self.model

        # Concentration measurement labels
        m.experiment_outputs = pyo.Suffix(direction=pyo.Suffix.LOCAL)
        m.experiment_outputs.update((m.CA[t], None) for t in m.t_control)
        m.experiment_outputs.update((m.CB[t], None) for t in m.t_control)
        m.experiment_outputs.update((m.CC[t], None) for t in m.t_control)

        # measurement values
        m.measurement_error = pyo.Suffix(direction=pyo.Suffix.LOCAL)
        m.measurement_error.update((m.CA[t], 1e-4) for t in m.t_control)
        m.measurement_error.update((m.CB[t], 1e-4) for t in m.t_control)
        m.measurement_error.update((m.CC[t], 1e-4) for t in m.t_control)

        # Design variables
        m.experiment_inputs = pyo.Suffix(direction=pyo.Suffix.LOCAL)
        m.experiment_inputs.update((m.CA0[t], None) for t in m.t0)
        m.experiment_inputs.update((m.T[t], None) for t in m.t_control)

        # unkown parameter labels
        m.unknown_parameters = pyo.Suffix(direction=pyo.Suffix.LOCAL)
        m.unknown_parameters.update((k, pyo.value(k)) for k in [m.A1, m.A2, m.E1, m.E2])

    def get_labeled_model(self):
        if self.model is None:
            self.create_model()
            self.finalize_model()
            self.label_experiment()
        return self.model

Step 3: Generate an Experiment

Recall the unknown model parameters, θ=(A1,A2,E1,E2)\theta = (A_1, A_2, E_1, E_2).

Our goal is to maximize the precision of θ\theta by measuring the model outputs called yy for the initial conditions at each time point such that y(t)=(CA(t),CB(t),CC(t))y(t)=(C_A(t), C_B(t), C_C(t)).

The code block below generates an experiment and then runs the DOE module on the generated experiment class. It uses a relative perturbation of 0.001 and central differences. Central differences are second-order accurate for a smooth response, but 0.001 is a starting value rather than a universal choice: a sensitivity check should confirm that truncation and roundoff errors are acceptably balanced for this model.

experiment = Reactor_Experiment()
fd_formula = "central"
step_size = 10**-3
objective_option = "determinant"
scale_nominal_param_value = True
doe_obj = DesignOfExperiments(
    experiment,
    fd_formula=fd_formula,
    step=step_size,
    objective_option=objective_option,
    scale_constant_value=1,
    scale_nominal_param_value=scale_nominal_param_value,
    prior_FIM=None,
    jac_initial=None,
    fim_initial=None,
    L_diagonal_lower_bound=1e-7,
    solver=None,
    tee=False,
    get_labeled_model_args=None,
    _Cholesky_option=True,
    _only_compute_fim_lower=True,
)

Step 4: Run the DOE Module to get Optimal Design Parameters

The ultimate goal of an experiment of this type is to determine the optimum design parameters. Later, we will see what it looks like to run an ensemble of experiments (which can give more information), but for now, one will suffice.

doe_obj.run_doe()
for i, j in enumerate(doe_obj.results["Experiment Design"]):
    if i == 0:
        print("Ideal CA initial concentration: {} M".format(j))
    else:
        print("Ideal Temperature at checkpoint {}: {} K".format(i - 1, round(j, 2)))
Ideal CA initial concentration: 5.0 M
Ideal Temperature at checkpoint 0: 455.51 K
Ideal Temperature at checkpoint 1: 300.0 K
Ideal Temperature at checkpoint 2: 300.0 K
Ideal Temperature at checkpoint 3: 300.0 K
Ideal Temperature at checkpoint 4: 300.0 K
Ideal Temperature at checkpoint 5: 300.0 K
Ideal Temperature at checkpoint 6: 300.0 K
Ideal Temperature at checkpoint 7: 511.39 K
Ideal Temperature at checkpoint 8: 700.0 K

From here, the optimum parameters are to start the experiment at an A concentration of 5.0 M and an initial temperature of about 500K, with all subsequent temperatures being dropped to 300K.

Understanding the Output for Running an Experiment

Let’s take some time to understand exactly what just happened there from a theory standpoint. When we generate experiments, we will get a class containing the FIM, determinant, and eigenvalues.

See the following notebooks from CBE 60499 and CBE 60258 for more information on determinants and eigenvalues:

Fisher Information Matrix (FIM):

Objective:

  • The FIM measures the information content for the unknown parameters θ\theta from the model output yiy_i such that:

yi=f(ψi,θ)y_i=f(\psi_i, \theta)

In order to quantify the uncertainty of the estimated parameters for parameter estimation, consider the covariance matrix for the parameters:

V(θ^,ψ)=[rNrrNrσ~(r,r)QrTQr+Vθ(θ^)1]1V(\hat{\theta},\psi) = \left[\sum_{r}^{N_{r}}\sum_{r'}^{N_{r}} \tilde{\sigma}_{(r,r')}Q_{r}^{T}Q_{r'}+V_{\theta}(\hat{\theta})^{-1}\right]^{-1}

where:

  • θ^\hat{\theta}: estimated parameters.

  • σ~\tilde{\sigma}: element in the inverse of the observational covariance matrix.

  • r,r, rr': measurements.

  • QQ: dynamic sensitivity.

  • VθV_{\theta}: prior information.

The inverse of VV estimates the FIM such that:

V(θ^,ψ)=[M(θ^,ψ)]1V(\hat{\theta},\psi) = [M(\hat{\theta},\psi)]^{-1}

where:

  • ψ\psi: design vector from a DAE system

For sequential design of experiments, consider prior information such that after NeN_e experiments, the FIM is calculated by:

M=k=1Ne1Mk+MNe(θ^,ψNe)=K+MNe(θ^,ψNe)M= \sum_{k=1}^{N_e-1}M_k+M_{N_e}(\hat{\theta},\psi_{N_e}) = K+M_{N_e}(\hat{\theta},\psi_{N_e})

where:

  • Ne1N_e - 1: previous experiments

  • KK: constant matrix encoding information from all Ne1N_e - 1

Key Takeaways: In regards to parameter estimation,

  • A large FIM value denotes more information about θ\theta is gained from the model.

See the following notebook from CBE 60258 for more information on FIM:

Step 5: Method for Computing FIM

This method computes a FIM-based MBDoE optimization problem with no degrees of freedom.

Optimality Conditions

In our results, we will use the five optimality conditions below:

Optimality ConditionDefinitionComputationGeometry
D-OptimalityMaximizes the determinant of MM or minimizes the determinant of VVDeterminantMinimizes the volume of the confidence ellipsoid
A-OptimalityMinimizes the trace of VV, equivalently trace(M1)=i1/λi\mathrm{trace}(M^{-1}) = \sum_i 1/\lambda_iTrace of the inverseReduces average marginal variance and emphasizes poorly informed directions
Pseudo-A-OptimalityMaximizes the trace of MM, i.e. iλi\sum_i \lambda_i. Not equivalent to A-optimalityTraceDominated by the largest eigenvalue; a numerically cheap surrogate
E-OptimalityMaximizes λmin(M)\lambda_{\min}(M), equivalently minimizing the largest covariance eigenvalueMinimum eigenvalueReduces uncertainty in the least-informed parameter combination and the confidence ellipsoid’s major axis
Modified E-OptimalityMinimizes λmax(M)/λmin(M)\lambda_{\max}(M)/\lambda_{\min}(M)Condition numberReduces directional imbalance (ellipsoid eccentricity) without necessarily increasing total information

Note on A-optimality. Maximizing trace(M)\mathrm{trace}(M) is not the same as A-optimality, although it is often identified as such. A-optimality minimizes trace(M1)=i1/λi\mathrm{trace}(M^{-1}) = \sum_i 1/\lambda_i, which is dominated by the smallest eigenvalue, so it prioritizes poorly-informed directions. Maximizing trace(M)=iλi\mathrm{trace}(M) = \sum_i \lambda_i is dominated by the largest eigenvalue and is called pseudo-A-optimality; it is cheap because it needs no inversion or eigenvalues. See Laky, Lilonfe, Martin, Klise, Nicholson, Siirola & Dowling, Optimal experimental design using eigenvalue-based criteria with Pyomo.DoE, Digital Discovery (2026), DOI 10.1039/d6dd00160b, Table 1 and eqns (12) and (18).

See the following notebooks from CBE 60499 and CBE 60258 for more information on condition numbers:

For additional information on condition number and trace:

Now that our analysis is complete, we can take a further look at our results. First, the initial FIM matrix, with only the diagonal populated.

doe_obj.fim_initial
array([[1., 0., 0., 0.], [0., 1., 0., 0.], [0., 0., 1., 0.], [0., 0., 0., 1.]])

Next, let’s take a look at a single FIM matrix. After the experiment is run, the FIM is populated with values showing that the experiment has yielded information about the 4 Arrhenius parameters.

doe_obj.compute_FIM()
array([[ 1.86908662e+09, 1.58731890e+09, -3.88056780e+09, -7.49564360e+09], [ 1.58731890e+09, 3.44275954e+09, -2.94917803e+09, -1.59831979e+10], [-3.88056780e+09, -2.94917803e+09, 8.20163366e+09, 1.40068814e+10], [-7.49564360e+09, -1.59831979e+10, 1.40068814e+10, 7.49738972e+10]])

Step 6: Running a Full Factorial Design Experiment (Exploratory Analysis)

Next, we will run a full factorial experiment. A full factorial design tests all possible combinations of the design variable inputs to give a full picture of behavior as both are left to vary.

It is possible to run a partial factorial of any fraction, though these designs are not always advisable since they give less information (potentially leading to persisting confounding aspects of the design). However, the full factorial is by far the most computationally expensive evaluation, so it is sometimes not possible to complete if individual experiments are resource-intensive. Here, we can run a full factorial in an acceptable time, so it will be completed.

The first step in a full factorial is to designate design ranges and the number of points for each of the design variables.

# Make design ranges to compute the full factorial design
design_ranges = {"CA0[0]": [0.5, 5, 10], "T[0]": [300, 700, 9]}

Now, to evaluate the FIM full factorial. Using the design ranges, the object can be modified to contain the full factorial.

# Compute the full factorial design with the sequential FIM calculation
doe_obj.compute_FIM_full_factorial(design_ranges=design_ranges, method="sequential")

Why do this? It is useful to get an idea of the optimum values for the design variables, but by evaluating each over a range and filling in a full rectangle of results, we get an idea of the shape of the optimization surface. We also get an idea of what directions of optimization work on each of the optimalities, and whether the overall optimal solution performs badly at any of the metrics.

Step 7: Evaluating the Full Factorial Heatmaps (Exploratory Analysis)

A heatmap shows the change of the objective function or the experimental information content in the design region.

Heatmaps can be drawn by two design variables while fixing the other design variables.

Interpreting Heatmaps

The horizontal and vertical axes represent the two design variables, while the color of each grid shows the experimental information content.

Using the FIM criteria calculated in the last code block, the optimality conditions can be drawn in heat maps. You can see each plotted below. Note that darker colors signify better performance on that particular optimality condition.

# Plot the results
doe_obj.draw_factorial_figure(
    sensitivity_design_variables=["CA0[0]", "T[0]"],
    fixed_design_variables={
        "T[0.125]": 300,
        "T[0.25]": 300,
        "T[0.375]": 300,
        "T[0.5]": 300,
        "T[0.625]": 300,
        "T[0.75]": 300,
        "T[0.875]": 300,
        "T[1]": 300,
    },
    title_text="Reactor Example",
    xlabel_text="Concentration of A (M)",
    ylabel_text="Initial Temperature (K)",
    figure_file_name="example_reactor_compute_FIM",
    log_scale=False,
)
<Figure size 640x480 with 2 Axes>
<Figure size 640x480 with 2 Axes>
<Figure size 640x480 with 2 Axes>
<Figure size 640x480 with 2 Axes>
<Figure size 640x480 with 2 Axes>

As an example, the reactor-case D-optimality figure shows:

The most informative region is around CA0=5.0 M,C_{A0}=5.0 \ \text{M}, T=500.0 KT=500.0 \ \text{K}. The least informative region is around CA0=0.5 M,C_{A0}=0.5 \ \text{M}, T=300.0 KT=300.0 \ \text{K}.

This can be a lot to take in at once, but think of each square within each plot as a unique experiment. To know what the optimality values are for an experiment set at an initial A concentration of 2.5 M and a temperature of 700 K, merely requires finding that location on the plots.

The power of viewing multiple experiments at once is that it gives a more contextualized view of the design space. Viewing one value is also possible, but it tells less of a complete story out of the surrounding space’s context.

Step 8: Compute D-Optimal Experiment Design (Optimization)

Computational Optimization

# Toggle on printing
doe_obj.tee = True

# Notice we specified the "determinant" objective when creating the DesignOfExperiments object
doe_obj.run_doe()
WARNING: Implicitly replacing the Component attribute obj_cons (type=<class
'pyomo.core.base.block.ScalarBlock'>) on block unknown with a new Component
(type=<class 'pyomo.core.base.block.ScalarBlock'>). This is usually indicative
of a modelling error. To avoid this warning, use block.del_component() and
block.add_component().
WARNING: Implicitly replacing the Component attribute objective (type=<class
'pyomo.core.base.objective.ScalarObjective'>) on block unknown with a new
Component (type=<class 'pyomo.core.base.objective.AbstractScalarObjective'>).
This is usually indicative of a modelling error. To avoid this warning, use
block.del_component() and block.add_component().
WARNING: Implicitly replacing the Component attribute dummy_obj (type=<class
'pyomo.core.base.objective.ScalarObjective'>) on block unknown with a new
Component (type=<class 'pyomo.core.base.objective.AbstractScalarObjective'>).
This is usually indicative of a modelling error. To avoid this warning, use
block.del_component() and block.add_component().
Ipopt 3.13.2: linear_solver=ma57
halt_on_ampl_error=yes
max_iter=3000


******************************************************************************
This program contains Ipopt, a library for large-scale nonlinear optimization.
 Ipopt is released as open source code under the Eclipse Public License (EPL).
         For more information visit http://projects.coin-or.org/Ipopt

This version of Ipopt was compiled from source code available at
    https://github.com/IDAES/Ipopt as part of the Institute for the Design of
    Advanced Energy Systems Process Systems Engineering Framework (IDAES PSE
    Framework) Copyright (c) 2018-2019. See https://github.com/IDAES/idaes-pse.

This version of Ipopt was compiled using HSL, a collection of Fortran codes
    for large-scale scientific computation.  All technical papers, sales and
    publicity material resulting from use of the HSL codes within IPOPT must
    contain the following acknowledgement:
        HSL, a collection of Fortran codes for large-scale scientific
        computation. See http://www.hsl.rl.ac.uk.
******************************************************************************

This is Ipopt version 3.13.2, running with linear solver ma57.

Number of nonzeros in equality constraint Jacobian...:    25881
Number of nonzeros in inequality constraint Jacobian.:        0
Number of nonzeros in Lagrangian Hessian.............:     2581

Total number of variables............................:     7076
                     variables with only lower bounds:     3864
                variables with lower and upper bounds:      774
                     variables with only upper bounds:        0
Total number of equality constraints.................:     7076
Total number of inequality constraints...............:        0
        inequality constraints with only lower bounds:        0
   inequality constraints with lower and upper bounds:        0
        inequality constraints with only upper bounds:        0

iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
   0  0.0000000e+00 4.00e+00 1.00e+00  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0
Reallocating memory for MA57: lfact (287498)
   1  0.0000000e+00 2.99e+05 8.25e-02  -1.0 1.44e+08    -  9.80e-01 9.90e-01h  1
   2  0.0000000e+00 2.96e+05 1.98e+00  -1.0 1.42e+08    -  1.00e+00 9.90e-01h  1
   3  0.0000000e+00 2.72e+01 3.27e-06  -1.0 1.35e+06    -  1.00e+00 1.00e+00h  1
   4  0.0000000e+00 1.91e-06 2.83e-08  -2.5 2.80e+01    -  1.00e+00 1.00e+00h  1
Cannot recompute multipliers for feasibility problem.  Error in eq_mult_calculator

Number of Iterations....: 4

                                   (scaled)                 (unscaled)
Objective...............:   0.0000000000000000e+00    0.0000000000000000e+00
Dual infeasibility......:   5.6568541627013554e+04    5.6568541627013554e+04
Constraint violation....:   2.5147496264243397e-13    1.9073486328125000e-06
Complementarity.........:   0.0000000000000000e+00    0.0000000000000000e+00
Overall NLP error.......:   2.5147496264243397e-13    5.6568541627013554e+04


Number of objective function evaluations             = 5
Number of objective gradient evaluations             = 5
Number of equality constraint evaluations            = 5
Number of inequality constraint evaluations          = 0
Number of equality constraint Jacobian evaluations   = 5
Number of inequality constraint Jacobian evaluations = 0
Number of Lagrangian Hessian evaluations             = 4
Total CPU secs in IPOPT (w/o function evaluations)   =      0.094
Total CPU secs in NLP function evaluations           =      0.002

EXIT: Optimal Solution Found.
Ipopt 3.13.2: linear_solver=ma57
halt_on_ampl_error=yes
max_iter=3000


******************************************************************************
This program contains Ipopt, a library for large-scale nonlinear optimization.
 Ipopt is released as open source code under the Eclipse Public License (EPL).
         For more information visit http://projects.coin-or.org/Ipopt

This version of Ipopt was compiled from source code available at
    https://github.com/IDAES/Ipopt as part of the Institute for the Design of
    Advanced Energy Systems Process Systems Engineering Framework (IDAES PSE
    Framework) Copyright (c) 2018-2019. See https://github.com/IDAES/idaes-pse.

This version of Ipopt was compiled using HSL, a collection of Fortran codes
    for large-scale scientific computation.  All technical papers, sales and
    publicity material resulting from use of the HSL codes within IPOPT must
    contain the following acknowledgement:
        HSL, a collection of Fortran codes for large-scale scientific
        computation. See http://www.hsl.rl.ac.uk.
******************************************************************************

This is Ipopt version 3.13.2, running with linear solver ma57.

Number of nonzeros in equality constraint Jacobian...:    26194
Number of nonzeros in inequality constraint Jacobian.:        0
Number of nonzeros in Lagrangian Hessian.............:     2610

Reallocating memory for MA57: lfact (271764)
Total number of variables............................:     7096
                     variables with only lower bounds:     3868
                variables with lower and upper bounds:      784
                     variables with only upper bounds:        0
Total number of equality constraints.................:     7086
Total number of inequality constraints...............:        0
        inequality constraints with only lower bounds:        0
   inequality constraints with lower and upper bounds:        0
        inequality constraints with only upper bounds:        0

iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
   0 -3.5340418e+01 1.03e+00 1.00e+00  -1.0 0.00e+00    -  0.00e+00 0.00e+00   0
Reallocating memory for MA57: lfact (300730)
   1 -3.5334742e+01 1.99e+06 5.26e+01  -1.0 2.07e+09    -  9.82e-01 2.80e-01h  2
   2 -3.5236444e+01 2.08e+07 2.10e+02  -1.0 1.32e+09    -  9.35e-01 1.00e+00f  1
   3 -3.4841546e+01 3.46e+08 6.85e+02  -1.0 3.21e+09    -  2.15e-01 4.43e-01f  1
   4 -3.4223291e+01 4.77e+08 9.17e+02  -1.0 2.55e+09    -  9.54e-01 1.00e+00F  1
   5 -3.4137056e+01 6.18e+08 5.94e+02  -1.0 4.21e+09    -  1.00e+00 4.58e-01h  2
   6 -3.2923444e+01 7.03e+08 4.16e+02  -1.0 5.72e+09    -  1.00e+00 1.00e+00h  1
   7 -3.3117602e+01 2.26e+08 1.97e+02  -1.0 3.32e+09    -  1.00e+00 1.00e+00h  1
   8 -3.3402916e+01 4.23e+07 3.61e+01  -1.0 1.14e+09    -  1.00e+00 1.00e+00h  1
   9 -3.3409383e+01 5.10e+04 9.65e-02  -1.0 4.51e+06    -  1.00e+00 1.00e+00h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
  10 -3.3409509e+01 1.35e+01 2.11e-05  -1.0 8.67e+05    -  1.00e+00 1.00e+00h  1
  11 -3.3512099e+01 1.50e+06 2.22e+00  -2.5 2.36e+08    -  9.54e-01 1.00e+00f  1
  12 -3.4129653e+01 6.19e+08 5.39e+01  -2.5 3.23e+09    -  1.00e+00 1.00e+00h  1
  13 -3.4562711e+01 6.86e+07 2.43e+01  -2.5 5.97e+09    -  1.00e+00 1.00e+00H  1
  14 -3.4578329e+01 2.38e+06 2.03e+01  -2.5 1.18e+03  -4.0 6.77e-01 1.00e+00h  1
  15 -3.4573018e+01 1.08e+07 5.34e+01  -2.5 7.34e+01  -4.5 1.00e+00 1.00e+00h  1
  16 -3.4573007e+01 1.02e+07 4.70e+01  -2.5 2.19e+01  -5.0 1.00e+00 6.77e-01H  1
Reallocating memory for MA57: lfact (333909)
  17 -3.4573008e+01 1.04e+07 6.59e+03  -2.5 3.24e+05  -5.4 2.95e-05 7.03e-05f  3
Reallocating memory for MA57: lfact (380317)
  18 -3.4573009e+01 1.04e+07 7.62e+03  -2.5 4.60e+03  -5.9 4.77e-02 3.73e-03h  3
Reallocating memory for MA57: lfact (435185)
Reallocating memory for MA57: lfact (535602)
  19 -3.4573004e+01 5.79e+05 7.12e+02  -2.5 8.74e-02   3.9 1.00e+00 9.45e-01h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
  20 -3.4573004e+01 4.25e+02 1.11e+02  -2.5 4.83e-03   4.4 1.00e+00 1.00e+00h  1
  21 -3.4573004e+01 2.47e+06 7.60e+12  -2.5 2.15e+02   3.9 3.67e-04 6.63e-02f  3
Reallocating memory for MA57: lfact (1438137)
Reallocating memory for MA57: lfact (2365904)
Reallocating memory for MA57: lfact (2688917)
  22 -3.4573005e+01 2.47e+06 7.59e+12  -2.5 2.48e+03   3.4 9.68e-02 9.73e-04h  5
  23r-3.4573005e+01 2.47e+06 9.99e+02  -0.8 0.00e+00   2.9 0.00e+00 3.87e-07R 13
  24r-3.4573005e+01 3.28e+05 9.89e+02  -0.8 4.25e+02    -  5.58e-01 9.91e-04f  1
  25 -3.4521821e+01 1.93e+08 1.17e+01  -2.5 8.76e+08    -  1.00e+00 1.00e+00h  1
  26 -3.4532720e+01 1.51e+08 2.03e+01  -2.5 1.93e+09    -  1.00e+00 1.00e+00H  1
  27 -3.4485335e+01 2.71e+07 2.76e+00  -2.5 4.01e+08    -  1.00e+00 1.00e+00h  1
  28 -3.4485242e+01 6.39e+05 9.10e-02  -2.5 1.05e+08    -  1.00e+00 1.00e+00h  1
  29 -3.4485312e+01 1.03e+02 2.80e-06  -2.5 3.08e+06    -  1.00e+00 1.00e+00h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
  30 -3.4810534e+01 2.38e+08 6.64e+00  -3.8 1.87e+09    -  7.80e-01 1.00e+00f  1
  31 -3.5076173e+01 8.75e+08 1.29e+01  -3.8 4.45e+09    -  1.00e+00 1.00e+00h  1
  32 -3.5252410e+01 1.12e+09 7.66e+00  -3.8 8.57e+09    -  5.47e-01 6.11e-01h  1
  33 -3.5255190e+01 1.24e+08 3.76e+00  -3.8 2.47e+09    -  1.00e+00 1.00e+00h  1
  34 -3.5250048e+01 5.12e+06 4.41e-02  -3.8 3.37e+08    -  1.00e+00 1.00e+00h  1
  35 -3.5250101e+01 1.04e+03 1.19e-05  -3.8 7.76e+06    -  1.00e+00 1.00e+00h  1
  36 -3.5250101e+01 1.53e-04 1.51e-09  -3.8 2.74e+03    -  1.00e+00 1.00e+00h  1
  37 -3.5335882e+01 8.97e+07 6.95e-01  -5.7 5.96e+08    -  7.99e-01 1.00e+00f  1
  38 -3.5339832e+01 2.77e+07 8.26e-02  -5.7 4.70e+08    -  1.00e+00 1.00e+00h  1
  39 -3.5339328e+01 7.33e+04 4.71e-04  -5.7 1.89e+07    -  1.00e+00 1.00e+00h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
  40 -3.5339326e+01 4.09e-01 5.03e-09  -5.7 7.86e+04    -  1.00e+00 1.00e+00h  1
  41 -3.5339326e+01 3.05e-05 1.88e-11  -5.7 1.32e+00    -  1.00e+00 1.00e+00h  1
  42 -3.5340417e+01 7.36e+04 3.42e-04  -8.6 1.75e+07    -  9.97e-01 9.99e-01f  1
  43 -3.5340419e+01 3.15e+00 1.06e-08  -8.6 1.46e+05    -  1.00e+00 1.00e+00h  1
  44 -3.5340421e+01 4.76e-01 4.99e-09  -8.6 6.96e+04    -  1.00e+00 1.00e+00h  1
  45 -3.5340421e+01 3.09e-01 1.45e-02  -8.6 5.10e-05   2.5 9.05e-01 1.00e+00h  1
  46 -3.5340421e+01 3.55e-04 1.22e-01  -8.6 3.18e-06   2.0 2.56e-01 1.00e+00h  1
  47r-3.5340421e+01 3.55e-04 9.99e+02  -8.2 0.00e+00    -  0.00e+00 4.27e-07R 20
  48r-3.5340421e+01 3.55e-04 1.00e+03  -8.2 1.92e+05    -  1.18e-02 1.81e-14f 38
  49 -3.5340421e+01 2.02e-04 9.13e-02  -8.6 6.84e+05    -  1.00e+00 6.38e-05h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
  50 -3.5340602e+01 3.31e+04 1.49e-01  -8.6 1.13e+07    -  1.00e+00 9.72e-01h  1
  51 -3.5343110e+01 9.01e+04 6.68e-03  -8.6 2.73e+07    -  1.00e+00 1.00e+00H  1
In iteration 51, 1 Slack too small, adjusting variable bound
  52 -3.5343101e+01 8.16e+04 5.15e+00  -8.6 1.71e+00   1.5 1.30e-02 9.51e-02h  1
  53 -3.5343066e+01 8.17e+04 5.14e+00  -8.6 1.02e+09    -  2.06e-04 9.77e-04h 11
  54 -3.5343060e+01 7.69e+04 5.80e+00  -8.6 1.55e+00   1.0 4.47e-03 5.89e-02h  1
  55 -3.5343059e+01 7.59e+04 5.79e+00  -8.6 1.46e+00   0.5 4.83e-03 1.28e-02h  1
  56 -3.5343055e+01 7.57e+04 5.78e+00  -8.6 7.78e+07    -  2.44e-02 1.93e-03h  1
  57 -3.5343052e+01 7.33e+04 5.65e+00  -8.6 1.44e+00   0.1 1.67e-06 3.25e-02h  1
  58 -3.5342972e+01 3.07e+03 2.70e+01  -8.6 1.39e+00  -0.4 3.90e-03 1.00e+00h  1
  59 -3.5343084e+01 1.92e+04 2.69e+01  -8.6 5.77e+09    -  3.96e-03 1.71e-03h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
  60 -3.5343084e+01 1.59e+02 1.44e+02  -8.6 2.10e-02  -0.9 1.94e-07 1.00e+00h  1
  61 -3.5343084e+01 1.59e+02 1.44e+02  -8.6 6.65e+02  -1.4 5.77e-06 8.54e-07h  4
  62 -3.5343084e+01 2.97e+03 8.39e+01  -8.6 3.04e-01  -1.8 1.70e-02 4.19e-01h  1
  63 -3.5343084e+01 2.97e+03 8.39e+01  -8.6 5.17e+02  -2.3 2.69e-06 4.53e-05h  2
  64 -3.5343084e+01 3.04e+03 8.28e+01  -8.6 1.91e+00  -2.8 1.55e-05 1.30e-02h  2
  65 -3.5343319e+01 2.12e+04 8.28e+01  -8.6 1.31e+15    -  1.30e-07 2.12e-08f  1
  66 -3.5343429e+01 3.38e+05 8.27e+01  -8.6 4.60e+10    -  1.30e-06 1.39e-03h  1
  67 -3.5343429e+01 3.34e+05 8.15e+01  -8.6 4.31e+00  -3.3 2.58e-07 1.45e-02h  1
  68 -3.5343633e+01 3.35e+05 8.15e+01  -8.6 6.48e+11    -  2.59e-05 9.91e-05H  1
  69 -3.5343633e+01 3.35e+05 8.14e+01  -8.6 7.96e+00  -3.7 2.70e-09 3.43e-04h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
  70 -3.5344091e+01 3.61e+05 8.14e+01  -8.6 6.86e+10    -  8.64e-10 6.60e-04h  1
  71r-3.5344091e+01 3.61e+05 9.99e+02   0.8 0.00e+00  -4.2 0.00e+00 2.06e-08R  9
  72r-3.5344091e+01 4.74e+05 9.99e+02   0.8 1.22e+07    -  7.88e-12 1.46e-07f  1
  73r-3.5344091e+01 2.09e+06 9.98e+02   0.8 3.62e+05    -  5.17e-04 1.63e-05f  1
  74r-3.5344084e+01 2.12e+06 9.98e+02   0.8 1.40e+04    -  1.07e-04 1.50e-03f  1
  75 -3.5344258e+01 2.12e+06 9.62e-02  -8.6 1.30e+11    -  5.82e-03 5.02e-05h  1
  76 -3.5355890e+01 9.12e+07 9.60e-02  -8.6 1.61e+11    -  4.33e-10 3.85e-03f  1
  77 -3.5355919e+01 9.12e+07 9.60e-02  -8.6 4.19e+10    -  4.35e-07 1.20e-05h  1
  78 -3.5439309e+01 1.04e+09 1.14e-01  -8.6 9.37e+10    -  6.88e-10 2.07e-02h  1
  79 -3.5439613e+01 1.04e+09 1.14e-01  -8.6 1.10e+12    -  4.87e-07 2.78e-05h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
  80 -3.5445799e+01 1.04e+09 1.14e-01  -8.6 8.18e+11    -  1.35e-09 7.33e-04h  1
  81 -3.5445849e+01 1.04e+09 1.14e-01  -8.6 3.70e+10    -  4.87e-06 3.95e-05h  1
  82r-3.5445849e+01 1.04e+09 9.99e+02   5.3 0.00e+00    -  0.00e+00 2.70e-07R  6
  83r-3.5445849e+01 1.04e+09 9.99e+02   5.3 1.74e+13    -  2.81e-20 4.44e-14f 10
  84r-3.5433936e+01 2.65e+08 1.06e+05   3.2 1.98e+08    -  1.41e-01 1.10e-03f  1
  85 -3.5457544e+01 7.18e+08 9.37e-02  -8.6 2.85e+11    -  2.51e-02 6.82e-03h  3
  86 -3.5510863e+01 2.34e+09 9.09e-02  -8.6 5.15e+11    -  2.97e-02 1.55e-02h  2
  87 -3.5531115e+01 2.45e+09 8.91e-02  -8.6 2.51e+11    -  1.94e-02 5.84e-03h  2
  88 -3.5536898e+01 2.45e+09 8.34e-02  -8.6 9.72e+10    -  6.29e-02 1.67e-03h  5
  89 -3.5556982e+01 2.46e+09 7.90e-02  -8.6 9.75e+10    -  5.21e-02 5.80e-03h  4
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
  90 -3.5563929e+01 2.46e+09 5.37e-02  -8.6 1.02e+11    -  3.15e-01 2.00e-03h  6
  91 -3.5571450e+01 2.46e+09 5.06e-02  -8.6 1.02e+11    -  5.75e-02 2.17e-03h  6
  92 -3.5579125e+01 2.45e+09 1.41e-02  -8.6 1.02e+11    -  7.23e-01 2.22e-03h  6
  93 -3.5597382e+01 2.46e+09 1.35e-02  -8.6 8.85e+10    -  7.45e-02 5.34e-03h  5
  94 -3.5618922e+01 2.45e+09 1.17e-02  -8.6 7.93e+10    -  4.82e-01 6.36e-03h  5
  95 -3.6229660e+01 6.28e+09 5.44e-01  -8.6 5.30e+10    -  2.59e-01 2.01e-01w  1
  96 -3.6504199e+01 6.15e+09 3.90e-01  -8.6 4.26e+10    -  5.39e-02 8.68e-02w  1
  97 -3.6971375e+01 5.79e+09 4.59e-01  -8.6 4.87e+10    -  5.02e-02 1.71e-01w  1
  98 -3.5660457e+01 2.44e+09 1.34e-02  -8.6 1.97e+10    -  2.59e-01 1.26e-02h  4
  99 -3.5712733e+01 2.42e+09 2.41e-02  -8.6 5.46e+10    -  1.00e+00 1.61e-02h  5
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 100 -3.5820120e+01 2.42e+09 3.20e-02  -8.6 4.06e+10    -  5.48e-01 3.48e-02h  4
 101 -3.5928048e+01 2.41e+09 4.10e-02  -8.6 3.65e+10    -  5.05e-01 3.63e-02h  4
 102 -3.6035302e+01 2.40e+09 4.38e-02  -8.6 3.33e+10    -  1.95e-01 3.78e-02h  4
 103 -3.6155125e+01 2.36e+09 5.16e-02  -8.6 3.00e+10    -  8.30e-03 4.39e-02h  4
 104 -3.6168338e+01 2.36e+09 1.68e-01  -8.6 7.18e+11    -  4.27e-04 3.88e-03H  1
 105 -3.6352784e+01 2.37e+09 2.63e-01  -8.6 3.36e+10    -  3.70e-01 6.98e-02h  3
 106 -3.6856820e+01 2.43e+09 4.75e+00  -8.6 2.28e+10    -  5.05e-01 2.22e-01H  1
 107 -3.6870177e+01 2.42e+09 4.74e+00  -8.6 8.85e+10    -  1.51e-01 3.46e-03h  1
 108 -3.7152951e+01 3.81e+09 7.21e+00  -8.6 3.18e+10    -  6.11e-07 1.04e-01H  1
 109 -3.7136508e+01 3.74e+09 1.30e+01  -8.6 3.15e+04  -4.7 1.07e-02 1.74e-02h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 110r-3.7136508e+01 3.74e+09 9.99e+02   5.7 0.00e+00    -  0.00e+00 1.45e-07R  2
 111r-3.7136508e+01 3.74e+09 3.31e+03   5.7 2.84e+11    -  3.92e-09 3.49e-10f  3
 112r-3.6993419e+01 3.72e+09 2.70e+04   3.6 2.04e+08    -  2.51e-02 2.48e-03f  1
 113 -3.6995065e+01 3.72e+09 6.52e-02  -8.6 2.88e+11    -  7.44e-02 4.99e-04h  1
 114 -3.7033797e+01 3.67e+09 6.42e-02  -8.6 4.30e+10    -  2.40e-05 1.44e-02h  1
 115 -3.7238755e+01 3.42e+09 5.86e-02  -8.6 3.48e+10    -  2.65e-06 7.94e-02h  3
 116 -3.7445747e+01 3.24e+09 5.43e-02  -8.6 3.17e+10    -  3.56e-02 7.74e-02h  1
 117 -3.7694568e+01 3.20e+09 5.01e-02  -8.6 3.62e+10    -  2.22e-06 9.25e-02h  1
 118 -3.7741202e+01 3.16e+09 4.93e-02  -8.6 3.07e+10    -  1.00e-02 1.66e-02h  1
 119 -3.7750937e+01 3.15e+09 5.18e-02  -8.6 3.84e+10    -  3.45e-02 5.28e-03h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 120 -3.7782963e+01 3.08e+09 9.55e-02  -8.6 2.99e+10    -  3.44e-01 2.39e-02h  1
 121 -3.7836863e+01 2.94e+09 1.26e-01  -8.6 2.94e+10    -  3.71e-01 4.92e-02h  1
 122 -3.7909632e+01 2.73e+09 1.19e-01  -8.6 2.20e+10    -  1.25e-01 8.16e-02h  3
 123 -3.7985651e+01 2.55e+09 1.19e-01  -8.6 1.97e+10    -  1.97e-01 7.99e-02h  2
 124 -3.8042114e+01 2.44e+09 1.47e-01  -8.6 1.77e+10    -  2.71e-01 4.81e-02h  1
 125 -3.7967574e+01 2.31e+09 1.40e-01  -8.6 1.55e+10    -  3.16e-01 5.93e-02h  2
 126 -3.7938430e+01 2.27e+09 1.83e-01  -8.6 1.37e+10    -  3.80e-01 1.66e-02h  5
In iteration 126, 1 Slack too small, adjusting variable bound
 127 -3.7938407e+01 2.27e+09 1.83e-01  -8.6 6.55e+03  -5.2 1.20e-05 8.31e-05h  1
 128 -3.7929414e+01 2.24e+09 1.81e-01  -8.6 3.01e+10    -  1.93e-03 1.08e-02h  5
 129 -3.7925167e+01 2.22e+09 1.81e-01  -8.6 4.19e+10    -  1.06e-04 1.24e-02h  3
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 130 -3.7929189e+01 2.21e+09 1.78e-01  -8.6 5.75e+10    -  1.18e-02 4.09e-03h  5
 131 -3.7935479e+01 2.20e+09 1.75e-01  -8.6 7.18e+10    -  1.16e-02 3.17e-03h  6
 132 -3.7957290e+01 2.18e+09 1.69e-01  -8.6 8.02e+10    -  2.08e-02 8.33e-03h  6
In iteration 132, 1 Slack too small, adjusting variable bound
 133 -3.8047165e+01 2.13e+09 1.45e-01  -8.6 9.20e+10    -  1.01e-01 1.64e-02H  1
In iteration 133, 1 Slack too small, adjusting variable bound
 134 -3.8047209e+01 2.13e+09 1.47e-01  -8.6 1.90e+04  -5.7 8.35e-04 2.50e-04h  1
 135 -3.8047342e+01 2.13e+09 1.51e-01  -8.6 1.90e+04  -6.1 3.34e-05 7.60e-04h  1
In iteration 135, 1 Slack too small, adjusting variable bound
 136 -3.8047360e+01 2.13e+09 1.76e-01  -8.6 1.90e+04  -6.6 1.37e-05 9.92e-05h  1
 137 -3.8047362e+01 2.13e+09 1.76e-01  -8.6 1.90e+04  -7.1 2.07e-04 1.45e-05h  1
In iteration 137, 1 Slack too small, adjusting variable bound
 138 -3.8047593e+01 2.13e+09 5.05e+00  -8.6 1.90e+04  -7.6 2.17e-04 1.32e-03h  1
 139 -3.8042312e+01 2.12e+09 5.03e+00  -8.6 3.10e+10    -  2.97e-02 3.30e-03h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 140 -3.8011403e+01 2.07e+09 4.95e+00  -8.6 1.36e+10    -  4.04e-04 2.59e-02h  1
 141 -3.8003276e+01 2.05e+09 4.92e+00  -8.6 1.18e+10    -  3.04e-08 7.02e-03h  1
 142 -3.8002023e+01 2.05e+09 4.91e+00  -8.6 1.63e+10    -  6.18e-02 1.14e-03h  1
 143 -3.7824296e+01 1.80e+09 5.99e+00  -8.6 1.35e+10    -  5.28e-09 1.36e-01h  1
 144 -3.7821794e+01 1.80e+09 5.98e+00  -8.6 1.58e+10    -  7.39e-04 1.83e-03h  1
In iteration 144, 1 Slack too small, adjusting variable bound
 145 -3.7816187e+01 1.79e+09 5.96e+00  -8.6 1.05e+10    -  2.36e-08 3.98e-03h  1
 146 -3.7816117e+01 1.79e+09 5.96e+00  -8.6 1.09e+10    -  6.12e-02 4.93e-05h  1
 147 -3.7698214e+01 1.65e+09 6.56e+00  -8.6 9.86e+09    -  3.80e-07 8.03e-02h  1
 148 -3.7686282e+01 1.64e+09 6.51e+00  -8.6 9.56e+09    -  3.36e-02 8.16e-03h  1
In iteration 148, 1 Slack too small, adjusting variable bound
 149 -3.7642880e+01 1.59e+09 6.32e+00  -8.6 1.40e+10    -  1.30e-02 2.90e-02h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 150 -3.7622256e+01 1.57e+09 6.22e+00  -8.6 1.35e+10    -  1.09e-02 1.53e-02h  1
 151 -3.7440341e+01 1.40e+09 5.47e+00  -8.6 1.35e+10    -  3.86e-03 1.21e-01h  1
In iteration 151, 1 Slack too small, adjusting variable bound
 152 -3.7169117e+01 1.12e+09 4.21e+00  -8.6 1.17e+10    -  4.19e-05 1.84e-01H  1
 153 -3.7072872e+01 1.06e+09 3.97e+00  -8.6 8.52e+09    -  4.22e-03 5.71e-02h  5
In iteration 153, 1 Slack too small, adjusting variable bound
 154 -3.7072874e+01 1.06e+09 3.97e+00  -8.6 2.61e+04  -8.0 5.20e-07 2.06e-05h  1
In iteration 154, 1 Slack too small, adjusting variable bound
 155 -3.7072875e+01 1.06e+09 3.97e+00  -8.6 6.29e+04  -8.5 1.52e-06 1.57e-05h  1
 156r-3.7072875e+01 1.06e+09 9.99e+02   5.3 0.00e+00  -9.0 0.00e+00 7.82e-08R  2
 157r-3.7072875e+01 1.06e+09 9.99e+02   5.3 1.32e+11    -  1.10e-16 7.51e-10f  3
 158r-3.7056266e+01 1.05e+09 1.13e+03   3.2 3.70e+07    -  1.60e-02 1.90e-03f  1
 159 -3.7117250e+01 1.12e+09 2.91e-01  -8.6 1.52e+11    -  8.57e-02 1.82e-02h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 160 -3.7156685e+01 1.14e+09 2.59e-01  -8.6 2.04e+11    -  1.13e-01 1.13e-02h  6
 161 -3.7187877e+01 1.14e+09 2.38e-01  -8.6 1.93e+11    -  8.43e-02 8.92e-03h  6
 162 -3.7205575e+01 1.14e+09 2.22e-01  -8.6 1.69e+11    -  6.74e-02 5.06e-03h  6
 163 -3.7224083e+01 1.24e+09 1.92e-01  -8.6 3.72e+11    -  1.38e-01 5.21e-03h  4
 164 -3.7303976e+01 2.64e+09 1.81e-01  -8.6 1.77e+11    -  6.01e-02 2.28e-02h  4
 165 -3.7346241e+01 2.69e+09 1.74e-01  -8.6 2.31e+11    -  3.95e-02 1.17e-02h  5
 166 -3.7346055e+01 2.69e+09 5.09e+02  -8.6 2.29e+06  -9.5 3.91e-05 3.79e-04h  1
 167r-3.7346055e+01 2.69e+09 9.99e+02   5.8 0.00e+00 -10.0 0.00e+00 1.32e-12R  2
 168r-3.7346055e+01 2.69e+09 1.63e+03   5.8 3.39e+12    -  3.74e-10 1.17e-10f  1
 169r-3.7276299e+01 2.49e+09 2.01e+03   3.7 2.52e+08    -  1.00e-02 2.23e-03f  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 170 -3.7290552e+01 2.61e+09 1.77e-01  -8.6 5.87e+11    -  5.84e-03 4.07e-03h  1
 171r-3.7290552e+01 2.61e+09 9.99e+02   5.3 0.00e+00    -  0.00e+00 4.43e-07R 13
 172r-3.7290552e+01 2.61e+09 1.27e+03   5.3 9.35e+12    -  5.51e-11 2.65e-12f  5
 173r-3.7112803e+01 2.59e+09 1.28e+03   3.2 6.03e+07    -  1.27e-02 3.08e-03f  1
 174 -3.7118161e+01 2.74e+09 1.62e-01  -8.6 1.20e+12    -  8.23e-03 1.55e-03h  2
 175 -3.7148088e+01 3.03e+09 1.57e-01  -8.6 4.42e+11    -  3.12e-02 8.64e-03h  1
 176 -3.7159225e+01 3.06e+09 1.39e-01  -8.6 5.88e+11    -  1.13e-01 3.21e-03h  3
 177 -3.7167988e+01 3.09e+09 1.31e-01  -8.6 7.03e+11    -  6.27e-02 2.53e-03h  3
 178 -3.7175116e+01 3.10e+09 1.02e-01  -8.6 6.86e+11    -  2.19e-01 2.05e-03h  3
 179 -3.7175864e+01 3.10e+09 9.61e-02  -8.6 7.48e+11    -  5.72e-02 2.18e-04h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 180 -3.7182484e+01 3.14e+09 9.32e-02  -8.6 1.10e+12    -  3.04e-02 2.08e-03h  3
 181 -3.7182593e+01 3.14e+09 9.22e-02  -8.6 1.65e+12    -  1.07e-02 3.31e-05h  9
 182 -3.7182671e+01 3.14e+09 9.18e-02  -8.6 1.37e+12    -  4.22e-03 2.34e-05h 12
 183 -3.7182747e+01 3.14e+09 9.14e-02  -8.6 1.37e+12    -  4.10e-03 2.26e-05h 12
 184 -3.7182822e+01 3.14e+09 9.11e-02  -8.6 1.37e+12    -  4.22e-03 2.26e-05h 12
 185 -3.7182896e+01 3.14e+09 9.07e-02  -8.6 1.37e+12    -  4.41e-03 2.25e-05h 12
 186 -3.7332067e+01 7.30e+10 9.10e-01  -8.6 1.37e+12    -  6.96e-02 4.60e-02w  1
 187 -3.7434096e+01 7.16e+10 8.81e-01  -8.6 6.68e+10    -  1.36e-07 3.06e-02w  1
 188 -3.7782997e+01 6.35e+10 7.59e-01  -8.6 5.26e+10    -  3.72e-03 1.16e-01w  1
 189 -3.7182971e+01 3.14e+09 8.43e-02  -8.6 4.00e+10    -  6.96e-02 2.24e-05h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 190 -3.7183043e+01 3.14e+09 8.39e-02  -8.6 1.28e+12    -  4.65e-03 2.19e-05h 12
 191 -3.7183116e+01 3.13e+09 8.08e-02  -8.6 1.27e+12    -  3.71e-02 2.18e-05h 12
 192 -3.7183186e+01 3.13e+09 8.04e-02  -8.6 1.17e+12    -  4.94e-03 2.14e-05h 12
 193 -3.7183257e+01 3.13e+09 7.82e-02  -8.6 1.16e+12    -  2.73e-02 2.13e-05h 12
 194r-3.7183257e+01 3.13e+09 9.99e+02   5.4 0.00e+00    -  0.00e+00 3.27e-07R 18
 195r-3.7152423e+01 3.13e+09 1.70e+05   5.4 7.34e+07    -  9.06e-04 8.97e-04f  1
 196r-3.7023581e+01 3.10e+09 1.69e+05   5.4 7.28e+07    -  8.01e-03 4.33e-03f  1
 197r-3.7043119e+01 3.09e+09 1.68e+05   5.4 5.76e+07    -  1.30e-03 3.02e-03f  1
 198 -3.7067693e+01 3.56e+09 7.65e-02  -8.6 3.50e+11    -  2.13e-02 7.10e-03h  3
 199 -3.7077267e+01 3.64e+09 7.04e-02  -8.6 6.40e+11    -  7.96e-02 2.76e-03h  4
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 200 -3.7084243e+01 3.71e+09 6.95e-02  -8.6 8.15e+11    -  1.37e-02 2.01e-03h  2
 201 -3.7084325e+01 3.71e+09 6.69e-02  -8.6 9.82e+11    -  3.67e-02 2.34e-05h 11
 202 -3.7084406e+01 3.71e+09 6.49e-02  -8.6 9.44e+11    -  2.95e-02 2.35e-05h 11
 203 -3.7084488e+01 3.71e+09 6.27e-02  -8.6 9.35e+11    -  3.41e-02 2.35e-05h 11
 204 -3.7084570e+01 3.71e+09 5.84e-02  -8.6 9.35e+11    -  6.86e-02 2.36e-05h 11
 205 -3.7084653e+01 3.71e+09 5.53e-02  -8.6 9.39e+11    -  5.34e-02 2.37e-05h 11
 206 -3.7084736e+01 3.71e+09 5.29e-02  -8.6 9.46e+11    -  4.40e-02 2.40e-05h 11
 207 -3.7084823e+01 3.71e+09 4.90e-02  -8.6 9.45e+11    -  7.28e-02 2.49e-05h 11
 208 -3.7184956e+01 1.36e+10 4.74e-02  -8.6 9.15e+11    -  3.24e-02 2.92e-02w  1
 209 -3.7840204e+01 7.87e+11 2.28e-02  -8.6 1.51e+12    -  5.19e-01 2.07e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 210 -3.9380432e+01 5.16e+12 4.59e-02  -8.6 7.22e+12    -  1.57e-06 5.58e-01w  1
 211 -3.7085022e+01 3.71e+09 4.74e-02  -8.6 8.32e+11    -  3.24e-02 5.71e-05h  9
 212 -3.7088846e+01 3.72e+09 4.52e-02  -8.6 8.79e+11    -  4.69e-02 1.10e-03h  6
 213 -3.7089013e+01 3.72e+09 4.35e-02  -8.6 9.83e+11    -  3.69e-02 4.79e-05h 12
 214 -3.7089362e+01 3.72e+09 4.20e-02  -8.6 9.74e+11    -  3.54e-02 1.01e-04h 11
 215 -3.7094863e+01 3.72e+09 3.99e-02  -8.6 9.72e+11    -  4.94e-02 1.58e-03h  7
 216 -3.7130816e+01 4.66e+09 3.90e-02  -8.6 9.92e+11    -  2.21e-02 1.04e-02h  4
 217 -3.7139137e+01 4.68e+09 2.12e-02  -8.6 5.99e+11    -  4.57e-01 2.39e-03h  6
 218 -3.7154969e+01 4.73e+09 1.98e-02  -8.6 5.78e+11    -  6.35e-02 4.56e-03h  6
 219 -3.7168996e+01 4.75e+09 1.65e-02  -8.6 7.54e+11    -  1.68e-01 4.03e-03h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 220 -3.7219712e+01 6.94e+09 1.56e-02  -8.6 1.16e+12    -  5.35e-02 1.46e-02h  4
 221 -3.7393013e+01 1.07e+11 1.93e-02  -8.6 3.23e+12    -  3.76e-02 5.04e-02w  1
 222 -3.8238519e+01 3.82e+12 3.12e-01  -8.6 6.93e+12    -  5.22e-05 2.78e-01w  1
 223 -3.8238519e+01 3.82e+12 3.12e-01  -8.6 5.76e+08 -10.4 9.96e-06 4.96e-14w  1
 224 -3.7241854e+01 8.46e+09 1.50e-02  -8.6 6.05e+08 -10.9 3.76e-02 6.30e-03h  3
 225 -3.7242578e+01 8.46e+09 1.46e-02  -8.6 1.91e+12    -  2.59e-02 2.08e-04h 10
 226 -3.7243287e+01 8.46e+09 1.42e-02  -8.6 1.85e+12    -  2.61e-02 2.04e-04h 10
 227 -3.7243985e+01 8.46e+09 1.38e-02  -8.6 1.84e+12    -  2.82e-02 2.00e-04h 10
 228 -3.7244670e+01 8.46e+09 1.05e-02  -8.6 1.83e+12    -  2.39e-01 1.97e-04h 10
 229 -3.7244770e+01 8.46e+09 1.04e-02  -8.6 1.06e+12    -  1.20e-02 2.89e-05h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 230 -3.7244881e+01 8.46e+09 1.00e-02  -8.6 1.04e+12    -  3.87e-02 3.21e-05h 11
 231 -3.7245032e+01 8.46e+09 9.85e-03  -8.6 9.94e+11    -  1.71e-02 4.36e-05h 11
 232 -3.7245183e+01 8.46e+09 9.12e-03  -8.6 9.77e+11    -  7.51e-02 4.38e-05h 11
 233 -3.7245333e+01 8.46e+09 8.99e-03  -8.6 9.66e+11    -  1.42e-02 4.35e-05h 11
 234 -3.7395451e+01 1.15e+11 8.33e-03  -8.6 9.66e+11    -  7.44e-02 4.44e-02w  1
 235 -3.7395450e+01 1.15e+11 1.42e+01  -8.6 1.34e+08 -11.4 1.17e-01 5.94e-10w  1
 236 -2.0182198e+01 1.18e+11 1.01e+04  -8.6 3.26e+08 -11.9 3.12e-01 2.19e-03w  1
 237 -3.7245483e+01 8.46e+09 8.34e-03  -8.6 6.07e+13    -  7.44e-02 4.34e-05h 10
 238 -3.7245626e+01 8.46e+09 8.23e-03  -8.6 1.13e+12    -  1.36e-02 4.15e-05h 11
 239 -3.7245768e+01 8.46e+09 7.03e-03  -8.6 1.18e+12    -  1.49e-01 4.11e-05h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 240 -3.7245862e+01 8.46e+09 6.97e-03  -8.6 1.71e+12    -  8.14e-03 2.75e-05h 11
 241r-3.7245862e+01 8.46e+09 9.99e+02   6.0 0.00e+00    -  0.00e+00 4.06e-07R 17
 242r-3.7280532e+01 8.44e+09 2.01e+04   6.0 5.45e+08    -  9.72e-03 1.82e-03f  1
 243 -3.7312742e+01 9.88e+09 3.25e-03  -8.6 2.09e+12    -  6.30e-02 9.31e-03h  4
 244 -3.7355295e+01 1.01e+10 2.57e-03  -8.6 8.19e+11    -  2.09e-01 1.23e-02h  6
 245 -3.7376518e+01 1.01e+10 1.22e-03  -8.6 8.78e+11    -  5.26e-01 6.13e-03h  7
 246 -3.7396823e+01 1.02e+10 1.00e-03  -8.6 8.98e+11    -  1.76e-01 5.86e-03h  7
 247 -3.7417214e+01 1.02e+10 5.05e-04  -8.6 9.09e+11    -  4.95e-01 5.89e-03h  7
 248 -3.7438767e+01 1.02e+10 4.26e-04  -8.6 9.15e+11    -  1.57e-01 6.22e-03h  7
 249 -3.7443671e+01 1.02e+10 2.44e-04  -8.6 9.29e+11    -  4.24e-01 1.41e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 250 -3.7448509e+01 1.02e+10 2.05e-04  -8.6 1.06e+12    -  1.60e-01 1.39e-03h  9
 251 -3.7486465e+01 9.64e+09 1.98e-04  -8.6 1.15e+12    -  3.46e-02 1.10e-02H  1
 252 -3.7577477e+01 1.69e+10 1.48e+04  -8.6 1.15e+08 -12.3 9.96e-12 3.40e-02h  1
 253 -3.7778212e+01 1.68e+10 1.48e+04  -8.6 2.63e+11    -  8.44e-10 4.14e-03h  4
 254 -3.7845369e+01 1.69e+10 1.47e+04  -8.6 3.98e+15    -  3.19e-02 2.45e-03H  1
 255 -3.7815929e+01 1.68e+10 1.47e+04  -8.6 2.95e+07 -12.8 2.85e-11 3.08e-03h  6
 256 -3.7986533e+01 1.68e+10 1.46e+04  -8.6 7.00e+12    -  1.08e-01 4.35e-03H  1
 257r-3.7986533e+01 1.68e+10 9.99e+02   5.8 0.00e+00    -  0.00e+00 3.53e-11R  2
 258r-3.7986533e+01 1.68e+10 2.63e+05   5.8 2.14e+13    -  5.22e-11 7.24e-15f  6
 259r-3.7982965e+01 1.68e+10 2.62e+05   3.7 4.09e+08    -  3.48e-03 1.25e-03f  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 260 -3.8014514e+01 1.72e+10 9.21e-01  -8.6 1.55e+12    -  1.27e-01 9.12e-03h  4
 261 -3.8037921e+01 1.77e+10 8.55e-01  -8.6 2.18e+12    -  7.16e-02 6.76e-03h  3
 262 -3.8057913e+01 1.81e+10 6.98e-01  -8.6 2.42e+12    -  1.83e-01 5.77e-03h  4
 263 -3.8058593e+01 1.81e+10 5.52e-01  -8.6 2.33e+12    -  2.09e-01 1.96e-04h 11
 264 -3.8059378e+01 1.81e+10 4.24e-01  -8.6 2.25e+12    -  2.32e-01 2.26e-04h 11
 265 -3.8075135e+01 1.82e+10 2.87e-01  -8.6 2.01e+12    -  3.23e-01 4.55e-03h  7
 266 -3.8095160e+01 1.82e+10 4.45e-02  -8.6 1.57e+12    -  8.45e-01 5.78e-03h  8
 267 -3.8110344e+01 1.82e+10 2.51e-02  -8.6 1.66e+12    -  4.36e-01 4.38e-03h  6
 268 -3.8114174e+01 1.82e+10 7.30e-03  -8.6 1.65e+12    -  7.11e-01 1.10e-03h 10
 269 -3.8110625e+01 1.82e+10 1.13e-04  -8.6 3.65e+07 -13.3 1.93e-02 3.10e-04h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 270 -4.0256856e+01 1.82e+11 9.55e-03  -8.6 4.88e+11    -  9.74e-02 8.57e-01w  1
 271 -4.0256797e+01 1.82e+11 9.55e-03  -8.6 4.11e+06 -13.8 7.32e-08 6.34e-05w  1
 272 -4.0256791e+01 1.82e+11 9.55e-03  -8.6 9.77e+06 -14.2 3.83e-06 1.09e-05w  1
 273 -3.8156718e+01 1.80e+10 1.12e-04  -8.6 3.65e+08 -14.7 9.74e-02 1.34e-02h  6
 274 -3.8180591e+01 1.79e+10 1.11e-04  -8.6 4.94e+11    -  1.67e-01 6.91e-03h  8
 275 -3.8204847e+01 1.78e+10 1.10e-04  -8.6 4.97e+11    -  4.86e-01 7.02e-03h  8
 276 -3.8229478e+01 1.77e+10 1.09e-04  -8.6 5.00e+11    -  1.14e-01 7.13e-03h  8
 277 -3.8254434e+01 1.75e+10 1.08e-04  -8.6 5.03e+11    -  6.30e-01 7.22e-03h  8
 278 -3.8304708e+01 1.73e+10 1.07e-04  -8.6 5.05e+11    -  1.48e-01 1.46e-02h  7
 279 -3.8330432e+01 1.72e+10 1.06e-04  -8.6 5.12e+11    -  1.00e+00 7.45e-03h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 280 -3.8356229e+01 1.71e+10 1.05e-04  -8.6 5.13e+11    -  2.12e-01 7.47e-03h  8
 281 -3.8382194e+01 1.70e+10 1.05e-04  -8.6 5.16e+11    -  1.00e+00 7.52e-03h  8
 282 -3.8407307e+01 1.69e+10 1.04e-04  -8.6 5.18e+11    -  2.83e-01 7.27e-03h  8
 283 -4.0660567e+01 2.07e+11 7.34e-03  -8.6 5.22e+11    -  1.00e+00 9.15e-01w  1
 284 -4.0660567e+01 2.07e+11 1.02e+00  -8.6 2.74e+09 -15.2 6.75e-02 2.86e-10w  1
 285 -4.0694273e+01 1.99e+11 9.98e-01  -8.6 2.79e+07 -15.7 1.89e-02 7.30e-02w  1
 286 -3.8431994e+01 1.68e+10 1.03e-04  -8.6 1.64e+12    -  1.00e+00 7.15e-03h  7
 287 -3.8454954e+01 1.67e+10 1.02e-04  -8.6 5.24e+11    -  3.95e-01 6.65e-03h  8
 288 -3.8499971e+01 1.65e+10 1.01e-04  -8.6 5.27e+11    -  1.00e+00 1.31e-02h  7
 289 -3.8521719e+01 1.64e+10 1.00e-04  -8.6 5.33e+11    -  8.57e-01 6.29e-03h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 290 -3.8542891e+01 1.63e+10 9.98e-05  -8.6 5.36e+11    -  1.00e+00 6.13e-03h  8
 291 -3.8563632e+01 1.62e+10 9.91e-05  -8.6 5.38e+11    -  1.00e+00 6.00e-03h  8
 292 -3.8604637e+01 1.61e+10 9.80e-05  -8.6 5.41e+11    -  1.00e+00 1.19e-02h  7
 293 -3.8625598e+01 1.60e+10 9.74e-05  -8.6 5.48e+11    -  1.00e+00 6.07e-03h  8
 294 -3.8646768e+01 1.59e+10 9.68e-05  -8.6 5.52e+11    -  1.00e+00 6.13e-03h  8
 295 -3.8680134e+01 1.58e+10 9.59e-05  -8.6 5.56e+11    -  1.00e+00 9.67e-03h  7
 296 -3.9912868e+01 5.59e+10 1.65e-03  -8.6 5.62e+11    -  1.00e+00 4.27e-01w  1
 297 -4.1231963e+01 1.60e+11 1.71e-02  -8.6 7.02e+11    -  7.70e-02 4.63e-01w  1
 298 -4.1243623e+01 1.59e+11 1.70e-02  -8.6 1.63e+12    -  6.19e-07 3.53e-03w  1
 299 -3.8703178e+01 1.57e+10 9.53e-05  -8.6 2.74e+12    -  1.00e+00 6.67e-03h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 300 -3.9145709e+01 1.36e+10 1.43e-04  -8.6 5.66e+11    -  1.00e+00 1.36e-01H  1
 301 -3.9224224e+01 1.35e+10 2.05e-04  -8.6 6.40e+11    -  1.00e+00 2.29e-02h  5
 302 -3.9268423e+01 1.33e+10 2.15e-04  -8.6 6.53e+11    -  1.00e+00 1.28e-02h  6
 303 -3.9319032e+01 1.32e+10 2.23e-04  -8.6 6.61e+11    -  1.00e+00 1.47e-02h  6
 304 -3.9349413e+01 1.31e+10 2.33e-04  -8.6 6.70e+11    -  1.00e+00 8.81e-03h  7
 305 -3.9379088e+01 1.30e+10 2.41e-04  -8.6 6.72e+11    -  9.53e-01 8.60e-03h  7
 306 -3.9408883e+01 1.30e+10 2.48e-04  -8.6 6.72e+11    -  1.00e+00 8.63e-03h  7
 307 -3.9439887e+01 1.29e+10 2.53e-04  -8.6 6.68e+11    -  8.16e-01 8.99e-03h  7
 308 -3.9472787e+01 1.28e+10 2.58e-04  -8.6 6.64e+11    -  1.00e+00 9.54e-03h  7
 309 -3.9489835e+01 1.27e+10 2.65e-04  -8.6 6.56e+11    -  9.38e-01 4.93e-03h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 310 -3.9506773e+01 1.27e+10 2.78e-04  -8.6 6.47e+11    -  1.00e+00 4.90e-03h  8
 311 -4.1190144e+01 1.35e+11 1.24e-02  -8.6 6.38e+11    -  1.00e+00 6.25e-01w  1
 312 -4.1232755e+01 1.33e+11 2.79e-02  -8.6 8.73e+11    -  5.12e-04 1.48e-02w  1
 313 -4.1375456e+01 1.52e+11 2.73e-01  -8.6 2.66e+12    -  6.45e-03 6.18e-02w  1
 314 -3.9523652e+01 1.26e+10 2.98e-04  -8.6 2.41e+12    -  1.00e+00 4.88e-03h  7
 315 -3.9540564e+01 1.26e+10 3.27e-04  -8.6 6.33e+11    -  1.00e+00 4.89e-03h  8
 316 -3.9557726e+01 1.25e+10 3.53e-04  -8.6 6.33e+11    -  5.81e-01 4.96e-03h  8
 317 -3.9575170e+01 1.24e+10 3.75e-04  -8.6 6.39e+11    -  3.96e-01 5.05e-03h  8
 318 -3.9592860e+01 1.24e+10 3.97e-04  -8.6 6.47e+11    -  3.56e-01 5.12e-03h  8
 319 -3.9610825e+01 1.23e+10 4.27e-04  -8.6 6.56e+11    -  4.25e-01 5.20e-03h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 320 -3.9629207e+01 1.23e+10 4.54e-04  -8.6 6.65e+11    -  3.53e-01 5.32e-03h  8
 321 -3.9647982e+01 1.22e+10 4.73e-04  -8.6 6.76e+11    -  2.59e-01 5.43e-03h  8
 322 -3.9665143e+01 1.22e+10 4.96e-04  -8.6 6.88e+11    -  2.91e-01 4.96e-03h  8
 323 -3.9679656e+01 1.21e+10 5.08e-04  -8.6 7.00e+11    -  1.62e-01 4.20e-03h  8
 324 -4.1036500e+01 1.04e+11 2.02e-02  -8.6 7.10e+11    -  3.15e-01 4.79e-01w  1
 325 -4.1180044e+01 1.01e+11 4.64e-02  -8.6 9.54e+11    -  2.47e-06 4.45e-02w  1
 326 -4.1217938e+01 1.00e+11 4.07e-02  -8.6 7.58e+11    -  4.24e-04 1.31e-02w  1
 327 -3.9692600e+01 1.21e+10 5.34e-04  -8.6 2.66e+12    -  3.15e-01 3.74e-03h  7
 328 -3.9715449e+01 1.20e+10 5.41e-04  -8.6 7.19e+11    -  1.23e-01 6.62e-03h  7
 329 -3.9735390e+01 1.20e+10 5.56e-04  -8.6 7.37e+11    -  2.07e-01 5.77e-03h  7
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 330 -3.9744193e+01 1.19e+10 5.65e-04  -8.6 7.53e+11    -  1.19e-01 2.54e-03h  8
 331 -3.9760791e+01 1.19e+10 5.78e-04  -8.6 7.61e+11    -  1.80e-01 4.80e-03h  7
 332 -3.9775815e+01 1.19e+10 5.86e-04  -8.6 7.75e+11    -  1.14e-01 4.35e-03h  7
 333 -3.9789656e+01 1.18e+10 5.98e-04  -8.6 7.89e+11    -  1.52e-01 4.00e-03h  7
 334 -3.9802425e+01 1.18e+10 6.07e-04  -8.6 8.02e+11    -  1.13e-01 3.69e-03h  7
 335 -3.9814329e+01 1.17e+10 6.20e-04  -8.6 8.14e+11    -  1.35e-01 3.44e-03h  7
 336 -3.9825440e+01 1.17e+10 6.31e-04  -8.6 8.26e+11    -  1.13e-01 3.21e-03h  7
 337 -4.0437320e+01 2.87e+10 1.44e-02  -8.6 8.37e+11    -  1.24e-01 1.93e-01w  1
 338 -4.0882886e+01 3.49e+10 7.88e-02  -8.6 9.78e+11    -  1.13e-04 1.39e-01w  1
 339 -4.1011038e+01 3.42e+10 2.80e-01  -8.6 7.33e+11    -  7.48e-04 4.26e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 340 -3.9846286e+01 1.17e+10 6.43e-04  -8.6 1.69e+12    -  1.24e-01 6.04e-03h  5
 341 -3.9865063e+01 1.16e+10 6.55e-04  -8.6 8.59e+11    -  1.09e-01 5.44e-03h  6
 342 -3.9873624e+01 1.16e+10 6.74e-04  -8.6 8.79e+11    -  1.15e-01 2.48e-03h  7
 343 -3.9889862e+01 1.15e+10 6.93e-04  -8.6 8.88e+11    -  1.14e-01 4.71e-03h  6
 344 -3.9904854e+01 1.15e+10 7.14e-04  -8.6 9.05e+11    -  1.07e-01 4.35e-03h  6
 345 -3.9918856e+01 1.15e+10 7.44e-04  -8.6 9.19e+11    -  1.17e-01 4.06e-03h  6
 346 -3.9932135e+01 1.14e+10 7.76e-04  -8.6 9.29e+11    -  1.08e-01 3.85e-03h  6
 347 -3.9945067e+01 1.14e+10 8.26e-04  -8.6 9.32e+11    -  1.30e-01 3.75e-03h  6
 348 -3.9958294e+01 1.14e+10 8.85e-04  -8.6 9.25e+11    -  1.24e-01 3.84e-03h  6
 349 -3.9972753e+01 1.13e+10 9.99e-04  -8.6 9.06e+11    -  1.80e-01 4.21e-03h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 350 -4.0503142e+01 2.36e+10 1.02e-01  -8.6 8.67e+11    -  1.96e-01 1.67e-01w  1
 351 -4.0643503e+01 2.31e+10 1.29e-01  -8.6 4.39e+11    -  6.92e-03 4.50e-02w  1
 352 -4.0841313e+01 2.64e+10 4.35e-01  -8.6 1.58e+12    -  1.95e-02 7.18e-02w  1
 353 -3.9990614e+01 1.13e+10 1.17e-03  -8.6 3.52e+09 -16.2 1.96e-01 5.21e-03h  5
 354 -4.0013809e+01 1.12e+10 1.62e-03  -8.6 8.28e+11    -  3.49e-01 6.79e-03h  6
 355 -4.0029349e+01 1.12e+10 2.36e-03  -8.6 7.64e+11    -  3.42e-01 4.57e-03h  7
 356 -4.0056263e+01 1.11e+10 4.08e-03  -8.6 6.81e+11    -  5.32e-01 7.99e-03h  6
 357 -4.0078657e+01 1.11e+10 6.50e-03  -8.6 4.97e+11    -  4.44e-01 6.77e-03h  6
 358 -4.0101007e+01 1.10e+10 1.20e-02  -8.6 3.83e+11    -  7.29e-01 6.89e-03h  6
 359 -4.0130135e+01 1.09e+10 1.73e-02  -8.6 3.79e+11    -  6.00e-01 9.26e-03h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 360 -4.0149207e+01 1.09e+10 2.64e-02  -8.6 3.70e+11    -  1.00e+00 6.18e-03h  7
 361 -4.0160560e+01 1.08e+10 3.05e-02  -8.6 5.48e+11    -  7.55e-01 3.75e-03h  8
 362 -4.0171609e+01 1.08e+10 3.30e-02  -8.6 6.18e+11    -  6.75e-01 3.67e-03h  8
 363 -4.1320140e+01 1.26e+11 1.10e+01  -8.6 6.56e+11    -  1.00e+00 4.60e-01w  1
 364 -4.1290859e+01 1.25e+11 1.08e+01  -8.6 1.25e+09 -16.6 3.72e-08 5.71e-03w  1
 365 -4.1359943e+01 1.22e+11 1.03e+01  -8.6 7.19e+08 -17.1 1.81e-03 3.67e-02w  1
 366 -4.0182389e+01 1.08e+10 3.57e-02  -8.6 3.38e+09 -17.6 1.00e+00 3.59e-03h  7
 367 -4.0203479e+01 1.07e+10 3.59e-02  -8.6 6.93e+11    -  2.76e-01 7.07e-03h  7
 368 -4.0223783e+01 1.07e+10 3.82e-02  -8.6 7.19e+11    -  1.00e+00 6.82e-03h  7
 369 -4.0243461e+01 1.06e+10 3.83e-02  -8.6 7.64e+11    -  2.62e-01 6.64e-03h  7
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 370 -4.0262335e+01 1.06e+10 4.02e-02  -8.6 8.02e+11    -  1.00e+00 6.39e-03h  7
 371 -4.0281045e+01 1.05e+10 4.02e-02  -8.6 8.60e+11    -  2.66e-01 6.37e-03h  7
 372 -4.0299399e+01 1.05e+10 4.15e-02  -8.6 9.11e+11    -  1.00e+00 6.28e-03h  7
 373 -4.0319007e+01 1.04e+10 4.16e-02  -8.6 1.00e+12    -  3.14e-01 6.79e-03h  7
 374 -4.0339235e+01 1.04e+10 4.28e-02  -8.6 1.07e+12    -  1.00e+00 7.06e-03h  7
 375 -4.0351549e+01 1.04e+10 4.32e-02  -8.6 1.18e+12    -  5.23e-01 4.37e-03h  8
 376 -4.1781095e+01 4.34e+11 1.32e+01  -8.6 1.24e+12    -  7.97e-01 6.39e-01w  1
 377 -4.1807880e+01 4.31e+11 1.31e+01  -8.6 1.17e+12    -  2.55e-01 6.15e-03w  1
 378 -4.2189354e+01 3.86e+11 9.90e+00  -8.6 9.31e+11    -  2.58e-01 1.19e-01w  1
 379 -4.0358523e+01 1.04e+10 4.40e-02  -8.6 1.12e+12    -  7.97e-01 2.50e-03h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 380 -4.0365971e+01 1.03e+10 4.46e-02  -8.6 1.28e+12    -  1.00e+00 2.69e-03h  9
 381 -4.0373256e+01 1.03e+10 4.48e-02  -8.6 1.31e+12    -  1.00e+00 2.64e-03h  9
 382 -4.0380491e+01 1.03e+10 4.47e-02  -8.6 1.33e+12    -  1.00e+00 2.63e-03h  9
 383 -4.0387740e+01 1.03e+10 4.44e-02  -8.6 1.33e+12    -  1.00e+00 2.64e-03h  9
 384 -4.0395006e+01 1.03e+10 4.40e-02  -8.6 1.33e+12    -  1.00e+00 2.64e-03h  9
 385 -4.0402286e+01 1.02e+10 4.35e-02  -8.6 1.33e+12    -  1.00e+00 2.64e-03h  9
 386 -4.0409573e+01 1.02e+10 4.29e-02  -8.6 1.33e+12    -  1.00e+00 2.64e-03h  9
 387 -4.0416861e+01 1.02e+10 4.24e-02  -8.6 1.33e+12    -  1.00e+00 2.64e-03h  9
 388 -4.0424142e+01 1.02e+10 4.18e-02  -8.6 1.33e+12    -  1.00e+00 2.63e-03h  9
 389 -4.1906496e+01 6.07e+11 9.17e+00  -8.6 1.32e+12    -  1.00e+00 6.71e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 390 -4.1906456e+01 6.07e+11 9.17e+00  -8.6 2.58e+09 -18.1 1.39e-02 7.23e-06w  1
 391 -4.1968556e+01 6.04e+11 8.97e+00  -8.6 7.90e+10 -18.5 5.33e-03 6.44e-03w  1
 392 -4.0431412e+01 1.02e+10 4.12e-02  -8.6 1.03e+10 -19.0 1.00e+00 2.62e-03h  8
 393 -4.0438671e+01 1.01e+10 4.06e-02  -8.6 1.32e+12    -  1.00e+00 2.61e-03h  9
 394 -4.0445926e+01 1.01e+10 4.00e-02  -8.6 1.31e+12    -  1.00e+00 2.61e-03h  9
 395 -4.0453190e+01 1.01e+10 3.95e-02  -8.6 1.30e+12    -  1.00e+00 2.61e-03h  9
 396 -4.0460487e+01 1.01e+10 3.90e-02  -8.6 1.30e+12    -  1.00e+00 2.62e-03h  9
 397 -4.0467856e+01 1.01e+10 3.86e-02  -8.6 1.29e+12    -  1.00e+00 2.64e-03h  9
 398 -4.0475349e+01 1.00e+10 3.82e-02  -8.6 1.27e+12    -  1.00e+00 2.68e-03h  9
 399 -4.0490705e+01 1.00e+10 3.79e-02  -8.6 1.26e+12    -  1.00e+00 5.51e-03h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 400 -4.0506383e+01 1.00e+10 3.74e-02  -8.6 1.24e+12    -  1.00e+00 5.62e-03h  8
 401 -4.0522044e+01 9.97e+09 3.69e-02  -8.6 1.22e+12    -  1.00e+00 5.61e-03h  8
 402 -4.2090138e+01 6.03e+11 4.25e+00  -8.6 1.19e+12    -  1.00e+00 7.13e-01w  1
 403 -4.2005204e+01 5.85e+11 4.77e+00  -8.6 4.63e+10 -19.5 5.90e-06 3.09e-02w  1
 404 -4.2042635e+01 5.84e+11 4.76e+00  -8.6 5.53e+10 -19.1 6.24e-09 1.54e-03w  1
 405 -4.0537579e+01 9.95e+09 3.65e-02  -8.6 1.07e+11 -19.5 1.00e+00 5.57e-03h  7
 406 -4.0552981e+01 9.92e+09 3.61e-02  -8.6 1.16e+12    -  1.00e+00 5.53e-03h  8
 407 -4.0568249e+01 9.89e+09 3.59e-02  -8.6 1.12e+12    -  1.00e+00 5.49e-03h  8
 408 -4.0575822e+01 9.87e+09 3.58e-02  -8.6 1.09e+12    -  1.00e+00 2.72e-03h  9
 409 -4.0583375e+01 9.85e+09 3.59e-02  -8.6 1.07e+12    -  1.00e+00 2.72e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 410 -4.0590899e+01 9.83e+09 3.61e-02  -8.6 1.05e+12    -  1.00e+00 2.71e-03h  9
 411 -4.0598391e+01 9.81e+09 3.64e-02  -8.6 1.03e+12    -  1.00e+00 2.71e-03h  9
 412 -4.0613298e+01 9.77e+09 3.69e-02  -8.6 1.02e+12    -  1.00e+00 5.41e-03h  8
 413 -4.0628050e+01 9.74e+09 3.78e-02  -8.6 1.00e+12    -  8.88e-01 5.37e-03h  8
 414 -4.0642653e+01 9.71e+09 3.93e-02  -8.6 9.83e+11    -  1.00e+00 5.34e-03h  8
 415 -4.2119412e+01 4.03e+11 3.99e+00  -8.6 9.58e+11    -  7.47e-01 6.83e-01w  1
 416 -4.2158027e+01 3.94e+11 3.89e+00  -8.6 5.05e+10 -20.0 7.98e-05 2.66e-02w  1
 417 -4.2125359e+01 3.88e+11 3.80e+00  -8.6 7.22e+10 -20.0 1.70e-03 1.77e-02w  1
 418 -4.0657129e+01 9.67e+09 4.09e-02  -8.6 5.95e+12    -  7.47e-01 5.33e-03h  7
 419 -4.0671468e+01 9.64e+09 4.42e-02  -8.6 9.37e+11    -  1.00e+00 5.32e-03h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 420 -4.0699884e+01 9.60e+09 4.75e-02  -8.6 9.06e+11    -  7.53e-01 1.07e-02h  7
 421 -4.0713834e+01 9.57e+09 5.48e-02  -8.6 8.75e+11    -  1.00e+00 5.34e-03h  8
 422 -4.0727738e+01 9.53e+09 6.20e-02  -8.6 8.35e+11    -  7.79e-01 5.44e-03h  8
 423 -4.0750698e+01 9.48e+09 7.37e-02  -8.6 8.09e+11    -  1.00e+00 9.21e-03h  7
 424 -4.0766744e+01 9.44e+09 8.73e-02  -8.6 7.83e+11    -  8.58e-01 6.70e-03h  7
 425 -4.0790448e+01 9.39e+09 1.01e-01  -8.6 7.74e+11    -  7.69e-01 1.03e-02h  6
 426 -4.0806095e+01 9.34e+09 1.11e-01  -8.6 7.92e+11    -  5.51e-01 7.16e-03h  6
 427 -4.0829163e+01 9.31e+09 1.19e-01  -8.6 8.33e+11    -  4.81e-01 1.10e-02h  5
 428 -4.1063858e+01 2.29e+10 7.17e-01  -8.6 9.52e+11    -  3.72e-01 1.21e-01w  1
 429 -4.1502296e+01 3.39e+10 7.00e-01  -8.6 4.17e+11    -  1.00e+00 3.24e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 430 -4.1502296e+01 3.39e+10 7.00e-01  -8.6 8.04e+09 -20.0 6.87e-04 1.88e-08w  1
 431 -4.0836886e+01 9.29e+09 1.25e-01  -8.6 7.98e+09 -20.0 3.72e-01 3.78e-03h  5
 432 -4.0843661e+01 9.27e+09 1.29e-01  -8.6 1.01e+12    -  3.69e-01 3.36e-03h  6
 433 -4.0850470e+01 9.25e+09 1.34e-01  -8.6 1.02e+12    -  4.31e-01 3.41e-03h  6
 434 -4.0860085e+01 9.22e+09 1.46e-01  -8.6 8.57e+11    -  7.19e-01 4.86e-03h  6
 435 -4.0882285e+01 9.15e+09 1.67e-01  -8.6 6.18e+11    -  1.00e+00 1.16e-02h  6
 436 -4.0891550e+01 9.11e+09 1.88e-01  -8.6 5.19e+11    -  1.00e+00 5.14e-03h  8
 437 -4.0901755e+01 9.06e+09 2.04e-01  -8.6 4.92e+11    -  1.00e+00 5.95e-03h  8
 438 -4.0906617e+01 9.04e+09 2.17e-01  -8.6 4.73e+11    -  1.00e+00 2.95e-03h  9
 439 -4.0911447e+01 9.01e+09 2.25e-01  -8.6 4.71e+11    -  1.00e+00 3.02e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 440 -4.0916305e+01 8.99e+09 2.31e-01  -8.6 4.89e+11    -  9.22e-01 3.11e-03h  9
 441 -4.1126442e+01 1.89e+11 2.31e+00  -8.6 5.00e+11    -  1.00e+00 8.10e-01w  1
 442 -4.1442127e+01 1.75e+11 2.04e+00  -8.6 4.45e+11    -  3.84e-06 1.03e-01w  1
 443 -4.1442127e+01 1.75e+11 2.04e+00  -8.6 5.30e+10 -19.1 6.12e-03 5.40e-10w  1
 444 -4.0921173e+01 8.96e+09 2.35e-01  -8.6 5.88e+11    -  1.00e+00 3.16e-03h  8
 445 -4.0926046e+01 8.93e+09 2.36e-01  -8.6 5.07e+11    -  6.95e-01 3.21e-03h  9
 446 -4.0930909e+01 8.91e+09 2.38e-01  -8.6 5.11e+11    -  1.00e+00 3.22e-03h  9
 447 -4.0935803e+01 8.88e+09 2.38e-01  -8.6 5.13e+11    -  7.19e-01 3.27e-03h  9
 448 -4.0940655e+01 8.85e+09 2.38e-01  -8.6 5.14e+11    -  1.00e+00 3.25e-03h  9
 449 -4.0945524e+01 8.82e+09 2.38e-01  -8.6 5.14e+11    -  7.32e-01 3.28e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 450 -4.0950337e+01 8.80e+09 2.37e-01  -8.6 5.13e+11    -  1.00e+00 3.25e-03h  9
 451 -4.0955151e+01 8.77e+09 2.36e-01  -8.6 5.12e+11    -  7.38e-01 3.26e-03h  9
 452 -4.0959897e+01 8.74e+09 2.35e-01  -8.6 5.10e+11    -  1.00e+00 3.22e-03h  9
 453 -4.0964625e+01 8.71e+09 2.34e-01  -8.6 5.08e+11    -  7.35e-01 3.21e-03h  9
 454 -4.0907897e+01 1.99e+11 2.21e+00  -8.6 5.06e+11    -  1.00e+00 8.10e-01w  1
 455 -4.1277450e+01 1.69e+11 2.07e+00  -8.6 4.90e+11    -  1.47e-05 1.56e-01w  1
 456 -4.1277450e+01 1.69e+11 2.07e+00  -8.6 3.51e+10 -19.6 1.46e-02 1.79e-09w  1
 457 -4.0969274e+01 8.69e+09 2.32e-01  -8.6 6.36e+10 -20.0 1.00e+00 3.16e-03h  8
 458 -4.0973891e+01 8.66e+09 2.31e-01  -8.6 5.04e+11    -  7.24e-01 3.14e-03h  9
 459 -4.0978421e+01 8.64e+09 2.30e-01  -8.6 5.02e+11    -  1.00e+00 3.09e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 460 -4.0982907e+01 8.61e+09 2.29e-01  -8.6 4.99e+11    -  7.07e-01 3.06e-03h  9
 461 -4.0987299e+01 8.59e+09 2.27e-01  -8.6 4.97e+11    -  1.00e+00 3.00e-03h  9
 462 -4.0991644e+01 8.56e+09 2.26e-01  -8.6 4.94e+11    -  6.86e-01 2.97e-03h  9
 463 -4.1008479e+01 8.47e+09 2.22e-01  -8.6 4.92e+11    -  1.00e+00 1.16e-02h  7
 464 -4.1012160e+01 8.45e+09 2.22e-01  -8.6 4.90e+11    -  5.52e-01 2.54e-03h  9
 465 -4.1015786e+01 8.43e+09 2.20e-01  -8.6 4.87e+11    -  1.00e+00 2.50e-03h  9
 466 -4.1019433e+01 8.41e+09 2.18e-01  -8.6 4.83e+11    -  5.55e-01 2.51e-03h  9
 467 -4.1281753e+01 1.20e+11 1.29e+00  -8.6 4.81e+11    -  1.00e+00 6.34e-01w  1
 468 -4.1475325e+01 1.13e+11 1.20e+00  -8.6 3.93e+11    -  8.91e-04 7.23e-02w  1
 469 -4.2021647e+01 1.64e+11 8.63e-01  -8.6 4.48e+11    -  5.07e-09 3.63e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 470 -4.1023032e+01 8.39e+09 2.16e-01  -8.6 3.77e+11    -  1.00e+00 2.48e-03h  8
 471 -4.1026687e+01 8.37e+09 2.15e-01  -8.6 4.77e+11    -  5.74e-01 2.51e-03h  9
 472 -4.1030336e+01 8.35e+09 2.13e-01  -8.6 4.75e+11    -  1.00e+00 2.51e-03h  9
 473 -4.1034135e+01 8.33e+09 2.12e-01  -8.6 4.71e+11    -  6.34e-01 2.61e-03h  9
 474 -4.1038017e+01 8.31e+09 2.11e-01  -8.6 4.69e+11    -  1.00e+00 2.67e-03h  9
 475 -4.1042179e+01 8.28e+09 2.10e-01  -8.6 4.65e+11    -  7.85e-01 2.87e-03h  9
 476 -4.1046556e+01 8.26e+09 2.08e-01  -8.6 4.62e+11    -  1.00e+00 3.02e-03h  9
 477 -4.1051259e+01 8.23e+09 2.07e-01  -8.6 4.58e+11    -  1.00e+00 3.25e-03h  9
 478 -4.1056158e+01 8.21e+09 2.05e-01  -8.6 4.55e+11    -  1.00e+00 3.39e-03h  9
 479 -4.1061023e+01 8.18e+09 2.04e-01  -8.6 4.52e+11    -  1.00e+00 3.37e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 480 -4.0687460e+01 2.01e+11 2.59e+00  -8.6 4.49e+11    -  1.00e+00 8.59e-01w  1
 481 -4.0707582e+01 1.53e+11 3.44e+00  -8.6 3.59e+11    -  3.11e-06 2.46e-01w  1
 482 -4.0971577e+01 1.29e+11 2.93e+00  -8.6 4.21e+11    -  1.40e-07 1.61e-01w  1
 483 -4.1065856e+01 8.15e+09 2.02e-01  -8.6 6.47e+10 -20.0 1.00e+00 3.35e-03h  8
 484 -4.1070659e+01 8.13e+09 2.01e-01  -8.6 4.47e+11    -  1.00e+00 3.34e-03h  9
 485 -4.1075433e+01 8.10e+09 2.00e-01  -8.6 4.44e+11    -  1.00e+00 3.32e-03h  9
 486 -4.1080177e+01 8.07e+09 1.98e-01  -8.6 4.41e+11    -  1.00e+00 3.30e-03h  9
 487 -4.1084892e+01 8.05e+09 1.97e-01  -8.6 4.39e+11    -  1.00e+00 3.28e-03h  9
 488 -4.1089579e+01 8.02e+09 1.95e-01  -8.6 4.36e+11    -  1.00e+00 3.27e-03h  9
 489 -4.1094237e+01 8.00e+09 1.94e-01  -8.6 4.34e+11    -  1.00e+00 3.25e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 490 -4.1098867e+01 7.97e+09 1.92e-01  -8.6 4.31e+11    -  1.00e+00 3.23e-03h  9
 491 -4.1103469e+01 7.95e+09 1.91e-01  -8.6 4.28e+11    -  1.00e+00 3.21e-03h  9
 492 -4.1108043e+01 7.92e+09 1.89e-01  -8.6 4.26e+11    -  1.00e+00 3.20e-03h  9
 493 -4.0930236e+01 1.73e+11 2.41e+00  -8.6 4.23e+11    -  1.00e+00 8.14e-01w  1
 494 -4.1018878e+01 1.15e+11 3.96e+00  -8.6 3.91e+11    -  1.97e-05 3.53e-01w  1
 495 -4.1036168e+01 1.14e+11 3.93e+00  -8.6 3.85e+11    -  1.05e-07 9.25e-03w  1
 496 -4.1112590e+01 7.90e+09 1.88e-01  -8.6 5.74e+10 -20.0 1.00e+00 3.18e-03h  8
 497 -4.1117109e+01 7.87e+09 1.87e-01  -8.6 4.21e+11    -  1.00e+00 3.16e-03h  9
 498 -4.1121602e+01 7.85e+09 1.85e-01  -8.6 4.19e+11    -  1.00e+00 3.15e-03h  9
 499 -4.1139284e+01 7.76e+09 1.82e-01  -8.6 4.16e+11    -  1.00e+00 1.25e-02h  7
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 500 -4.1143618e+01 7.73e+09 1.82e-01  -8.6 4.12e+11    -  1.00e+00 3.07e-03h  9
 501 -4.1147930e+01 7.71e+09 1.80e-01  -8.6 4.08e+11    -  1.00e+00 3.05e-03h  9
 502 -4.1152222e+01 7.69e+09 1.78e-01  -8.6 4.05e+11    -  1.00e+00 3.03e-03h  9
 503 -4.1156493e+01 7.67e+09 1.76e-01  -8.6 4.02e+11    -  1.00e+00 3.02e-03h  9
 504 -4.1160740e+01 7.64e+09 1.74e-01  -8.6 3.99e+11    -  1.00e+00 3.00e-03h  9
 505 -4.1164964e+01 7.62e+09 1.73e-01  -8.6 3.96e+11    -  1.00e+00 2.99e-03h  9
 506 -4.1150014e+01 1.43e+11 2.16e+00  -8.6 3.93e+11    -  1.00e+00 7.60e-01w  1
 507 -4.1308979e+01 9.76e+10 3.22e+00  -8.6 4.06e+11    -  2.33e-04 3.39e-01w  1
 508 -4.1289952e+01 9.68e+10 3.18e+00  -8.6 3.69e+10 -20.0 2.98e-03 7.74e-03w  1
 509 -4.1169163e+01 7.60e+09 1.71e-01  -8.6 5.27e+11    -  1.00e+00 2.97e-03h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 510 -4.1173338e+01 7.58e+09 1.70e-01  -8.6 3.91e+11    -  1.00e+00 2.96e-03h  9
 511 -4.1177487e+01 7.55e+09 1.69e-01  -8.6 3.89e+11    -  1.00e+00 2.94e-03h  9
 512 -4.1181610e+01 7.53e+09 1.67e-01  -8.6 3.86e+11    -  1.00e+00 2.93e-03h  9
 513 -4.1185706e+01 7.51e+09 1.66e-01  -8.6 3.84e+11    -  1.00e+00 2.92e-03h  9
 514 -4.1189775e+01 7.49e+09 1.65e-01  -8.6 3.82e+11    -  1.00e+00 2.91e-03h  9
 515 -4.1193814e+01 7.47e+09 1.64e-01  -8.6 3.79e+11    -  1.00e+00 2.90e-03h  9
 516 -4.1197821e+01 7.45e+09 1.63e-01  -8.6 3.77e+11    -  1.00e+00 2.90e-03h  9
 517 -4.1201790e+01 7.43e+09 1.62e-01  -8.6 3.75e+11    -  9.48e-01 2.90e-03h  9
 518 -4.1205716e+01 7.40e+09 1.62e-01  -8.6 3.73e+11    -  1.00e+00 2.90e-03h  9
 519 -4.1187832e+01 1.32e+11 2.07e+00  -8.6 3.70e+11    -  7.74e-01 7.46e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 520 -4.1220594e+01 9.15e+10 3.46e+00  -8.6 3.61e+11    -  3.47e-03 3.22e-01w  1
 521 -4.1238718e+01 8.97e+10 3.39e+00  -8.6 3.77e+11    -  8.35e-08 2.03e-02w  1
 522 -4.1209589e+01 7.38e+09 1.62e-01  -8.6 3.44e+10 -20.0 7.74e-01 2.91e-03h  8
 523 -4.1213401e+01 7.36e+09 1.62e-01  -8.6 3.69e+11    -  1.00e+00 2.92e-03h  9
 524 -4.1217129e+01 7.34e+09 1.62e-01  -8.6 3.67e+11    -  7.91e-01 2.94e-03h  9
 525 -4.1220764e+01 7.32e+09 1.63e-01  -8.6 3.66e+11    -  1.00e+00 2.97e-03h  9
 526 -4.1224264e+01 7.30e+09 1.64e-01  -8.6 3.65e+11    -  8.26e-01 3.00e-03h  9
 527 -4.1227618e+01 7.28e+09 1.66e-01  -8.6 3.64e+11    -  1.00e+00 3.04e-03h  9
 528 -4.1230768e+01 7.25e+09 1.68e-01  -8.6 3.65e+11    -  8.90e-01 3.10e-03h  9
 529 -4.1233697e+01 7.23e+09 2.06e-01  -8.6 3.65e+11    -  1.00e+00 3.16e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 530 -4.1236349e+01 7.21e+09 2.49e-01  -8.6 3.66e+11    -  9.98e-01 3.23e-03h  9
 531 -4.1238697e+01 7.18e+09 2.93e-01  -8.6 3.68e+11    -  1.00e+00 3.31e-03h  9
 532 -3.8624153e+01 1.88e+11 2.06e+00  -8.6 3.69e+11    -  1.00e+00 8.71e-01w  1
 533 -3.8585215e+01 1.83e+11 6.04e+00  -8.6 1.18e+11 -20.0 1.19e-03 2.29e-02w  1
 534 -3.8585216e+01 1.83e+11 6.04e+00  -8.6 4.03e+11    -  9.95e-08 5.04e-07w  1
 535 -4.1240728e+01 7.16e+09 3.36e-01  -8.6 6.26e+10 -19.1 1.00e+00 3.40e-03h  8
 536 -4.1242407e+01 7.14e+09 3.76e-01  -8.6 3.70e+11    -  1.00e+00 3.41e-03h  9
 537 -4.1243754e+01 7.11e+09 4.11e-01  -8.6 3.71e+11    -  1.00e+00 3.38e-03h  9
 538 -4.1244824e+01 7.09e+09 4.40e-01  -8.6 3.71e+11    -  1.00e+00 3.35e-03h  9
 539 -4.1245670e+01 7.07e+09 4.63e-01  -8.6 3.70e+11    -  1.00e+00 3.33e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 540 -4.1246340e+01 7.04e+09 4.81e-01  -8.6 3.69e+11    -  1.00e+00 3.31e-03h  9
 541 -4.1246875e+01 7.02e+09 4.93e-01  -8.6 3.68e+11    -  1.00e+00 3.30e-03h  9
 542 -4.1247305e+01 7.00e+09 5.02e-01  -8.6 3.66e+11    -  1.00e+00 3.29e-03h  9
 543 -4.1247657e+01 6.98e+09 5.08e-01  -8.6 3.64e+11    -  1.00e+00 3.29e-03h  9
 544 -4.1247949e+01 6.95e+09 5.12e-01  -8.6 3.61e+11    -  1.00e+00 3.28e-03h  9
 545 -2.4577590e+01 1.78e+11 3.33e+03  -8.6 3.59e+11    -  1.00e+00 8.40e-01w  1
 546 -2.4567414e+01 1.76e+11 3.30e+03  -8.6 1.06e+11 -19.6 2.29e-02 9.37e-03w  1
 547 -2.4567923e+01 1.76e+11 3.30e+03  -8.6 2.19e+11 -20.0 5.43e-04 4.35e-04w  1
 548 -4.1248197e+01 6.93e+09 5.13e-01  -8.6 9.91e+11 -20.0 1.00e+00 3.28e-03h  8
 549 -4.1248410e+01 6.91e+09 5.13e-01  -8.6 3.57e+11    -  1.00e+00 3.28e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 550 -4.1248598e+01 6.89e+09 5.12e-01  -8.6 3.54e+11    -  1.00e+00 3.28e-03h  9
 551 -4.1248765e+01 6.86e+09 5.10e-01  -8.6 3.52e+11    -  1.00e+00 3.27e-03h  9
 552 -4.1248917e+01 6.84e+09 5.08e-01  -8.6 3.49e+11    -  1.00e+00 3.27e-03h  9
 553 -4.1249056e+01 6.82e+09 5.05e-01  -8.6 3.47e+11    -  1.00e+00 3.27e-03h  9
 554 -4.1249185e+01 6.80e+09 5.02e-01  -8.6 3.45e+11    -  1.00e+00 3.27e-03h  9
 555 -4.1249306e+01 6.78e+09 4.99e-01  -8.6 3.42e+11    -  1.00e+00 3.27e-03h  9
 556 -4.1249420e+01 6.75e+09 4.95e-01  -8.6 3.40e+11    -  1.00e+00 3.27e-03h  9
 557 -4.1249528e+01 6.73e+09 4.92e-01  -8.6 3.38e+11    -  1.00e+00 3.27e-03h  9
 558 -2.4523497e+01 1.67e+11 3.46e+03  -8.6 3.35e+11    -  1.00e+00 8.36e-01w  1
 559 -2.4520722e+01 1.67e+11 3.45e+03  -8.6 1.26e+11 -20.0 1.18e-02 3.95e-03w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 560 -2.4194831e+01 1.16e+11 2.61e+03  -8.6 3.69e+11    -  3.05e-01 3.23e-01w  1
 561 -4.1249634e+01 6.71e+09 4.88e-01  -8.6 1.04e+13 -19.1 1.00e+00 3.26e-03h  8
 562 -4.1249734e+01 6.69e+09 4.84e-01  -8.6 3.33e+11    -  1.00e+00 3.26e-03h  9
 563 -4.1249832e+01 6.67e+09 4.80e-01  -8.6 3.31e+11    -  1.00e+00 3.26e-03h  9
 564 -4.1249928e+01 6.65e+09 4.76e-01  -8.6 3.28e+11    -  1.00e+00 3.26e-03h  9
 565 -4.1250021e+01 6.63e+09 4.72e-01  -8.6 3.26e+11    -  1.00e+00 3.26e-03h  9
 566 -4.1250113e+01 6.60e+09 4.68e-01  -8.6 3.24e+11    -  1.00e+00 3.26e-03h  9
 567 -4.1250203e+01 6.58e+09 4.64e-01  -8.6 3.21e+11    -  1.00e+00 3.26e-03h  9
 568 -4.1250293e+01 6.56e+09 4.60e-01  -8.6 3.19e+11    -  1.00e+00 3.26e-03h  9
 569 -4.1250382e+01 6.54e+09 4.56e-01  -8.6 3.17e+11    -  1.00e+00 3.26e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 570 -4.1250472e+01 6.52e+09 4.52e-01  -8.6 3.15e+11    -  1.00e+00 3.26e-03h  9
 571 -2.4516878e+01 1.61e+11 3.60e+03  -8.6 3.12e+11    -  1.00e+00 8.35e-01w  1
 572 -2.4447092e+01 1.57e+11 3.51e+03  -8.6 7.00e+10 -19.6 1.38e-03 2.55e-02w  1
 573 -2.4358368e+01 1.55e+11 3.47e+03  -8.6 1.26e+11 -20.0 6.10e-04 1.07e-02w  1
 574 -4.1250562e+01 6.50e+09 4.48e-01  -8.6 1.33e+11    -  1.00e+00 3.26e-03h  8
 575 -4.1250652e+01 6.48e+09 4.44e-01  -8.6 3.10e+11    -  1.00e+00 3.26e-03h  9
 576 -4.1250742e+01 6.46e+09 4.40e-01  -8.6 3.08e+11    -  1.00e+00 3.21e-03h  9
 577 -4.1250830e+01 6.44e+09 4.37e-01  -8.6 3.06e+11    -  1.00e+00 3.09e-03h  9
 578 -4.1250917e+01 6.42e+09 4.33e-01  -8.6 3.03e+11    -  1.00e+00 2.98e-03h  9
 579 -4.1251004e+01 6.40e+09 4.29e-01  -8.6 3.01e+11    -  1.00e+00 2.88e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 580 -4.1251090e+01 6.38e+09 4.26e-01  -8.6 2.99e+11    -  1.00e+00 2.78e-03h  9
 581 -4.1251177e+01 6.37e+09 4.22e-01  -8.6 2.97e+11    -  1.00e+00 2.69e-03h  9
 582 -4.1251265e+01 6.35e+09 4.19e-01  -8.6 2.95e+11    -  1.00e+00 2.61e-03h  9
 583 -4.1251352e+01 6.34e+09 4.16e-01  -8.6 2.94e+11    -  8.08e-01 2.53e-03h  9
 584 -4.0471647e+01 8.78e+10 7.13e-01  -8.6 2.92e+11    -  1.00e+00 6.28e-01w  1
 585 -4.0489965e+01 7.39e+10 9.97e-01  -8.6 3.60e+11    -  3.21e-01 2.01e-01w  1
 586 -4.0574920e+01 6.59e+10 6.94e-01  -8.6 4.15e+11    -  3.53e-01 2.31e-01w  1
 587 -4.1251438e+01 6.32e+09 4.13e-01  -8.6 4.48e+11    -  1.00e+00 2.45e-03h  8
 588 -4.1251525e+01 6.31e+09 4.11e-01  -8.6 2.90e+11    -  4.77e-01 2.39e-03h  9
 589 -4.1251607e+01 6.29e+09 4.08e-01  -8.6 2.89e+11    -  1.00e+00 2.32e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 590 -4.1251692e+01 6.28e+09 4.06e-01  -8.6 2.87e+11    -  4.59e-01 2.26e-03h  9
 591 -4.1251772e+01 6.26e+09 4.03e-01  -8.6 2.86e+11    -  1.00e+00 2.20e-03h  9
 592 -4.1251856e+01 6.25e+09 4.01e-01  -8.6 2.84e+11    -  4.45e-01 2.16e-03h  9
 593 -4.1251937e+01 6.24e+09 3.98e-01  -8.6 2.83e+11    -  1.00e+00 2.12e-03h  9
 594 -4.1252022e+01 6.22e+09 3.96e-01  -8.6 2.81e+11    -  4.41e-01 2.11e-03h  9
 595 -4.1252106e+01 6.21e+09 3.93e-01  -8.6 2.80e+11    -  1.00e+00 2.09e-03h  9
 596 -4.1252197e+01 6.20e+09 3.91e-01  -8.6 2.78e+11    -  4.57e-01 2.16e-03h  9
 597 -4.0697207e+01 6.83e+10 5.43e-01  -8.6 2.77e+11    -  1.00e+00 5.62e-01w  1
 598 -4.0781306e+01 7.24e+10 7.15e-01  -8.6 3.93e+11    -  3.57e-01 1.86e-01w  1
 599 -4.0895318e+01 6.62e+10 5.18e-01  -8.6 4.24e+11    -  4.18e-01 2.21e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 600 -4.1252288e+01 6.19e+09 3.88e-01  -8.6 4.77e+11    -  1.00e+00 2.20e-03h  8
 601 -4.1252391e+01 6.17e+09 3.86e-01  -8.6 2.75e+11    -  5.15e-01 2.41e-03h  9
 602 -4.1252497e+01 6.16e+09 3.83e-01  -8.6 2.74e+11    -  1.00e+00 2.53e-03h  9
 603 -4.1252621e+01 6.14e+09 3.80e-01  -8.6 2.72e+11    -  6.23e-01 2.89e-03h  9
 604 -4.1252750e+01 6.12e+09 3.77e-01  -8.6 2.70e+11    -  1.00e+00 3.07e-03h  9
 605 -4.1252892e+01 6.10e+09 3.74e-01  -8.6 2.68e+11    -  7.34e-01 3.31e-03h  9
 606 -4.1253033e+01 6.08e+09 3.70e-01  -8.6 2.66e+11    -  1.00e+00 3.31e-03h  9
 607 -4.1253181e+01 6.06e+09 3.67e-01  -8.6 2.64e+11    -  8.00e-01 3.32e-03h  9
 608 -4.1253331e+01 6.04e+09 3.63e-01  -8.6 2.62e+11    -  1.00e+00 3.32e-03h  9
 609 -4.1253488e+01 6.02e+09 3.60e-01  -8.6 2.60e+11    -  8.31e-01 3.33e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 610 -2.4508926e+01 1.51e+11 3.97e+03  -8.6 2.57e+11    -  1.00e+00 8.54e-01w  1
 611 -2.4576912e+01 1.49e+11 3.27e+03  -8.6 1.56e+11    -  5.06e-02 2.12e-01w  1
 612 -2.4557123e+01 1.42e+11 3.12e+03  -8.6 2.62e+11    -  6.31e-02 4.88e-02w  1
 613 -4.1253648e+01 6.00e+09 3.56e-01  -8.6 4.56e+11    -  1.00e+00 3.33e-03h  8
 614 -4.1253817e+01 5.98e+09 3.52e-01  -8.6 2.55e+11    -  8.48e-01 3.34e-03h  9
 615 -4.1253991e+01 5.96e+09 3.48e-01  -8.6 2.53e+11    -  1.00e+00 3.35e-03h  9
 616 -4.1254173e+01 5.94e+09 3.45e-01  -8.6 2.51e+11    -  8.61e-01 3.35e-03h  9
 617 -4.1254361e+01 5.92e+09 3.41e-01  -8.6 2.49e+11    -  1.00e+00 3.36e-03h  9
 618 -4.1254559e+01 5.90e+09 3.38e-01  -8.6 2.47e+11    -  8.73e-01 3.37e-03h  9
 619 -4.1254763e+01 5.88e+09 3.34e-01  -8.6 2.45e+11    -  1.00e+00 3.38e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 620 -4.1254977e+01 5.87e+09 3.30e-01  -8.6 2.42e+11    -  8.85e-01 3.39e-03h  9
 621 -4.1255200e+01 5.85e+09 3.27e-01  -8.6 2.40e+11    -  1.00e+00 3.39e-03h  9
 622 -4.1255432e+01 5.83e+09 3.23e-01  -8.6 2.38e+11    -  8.97e-01 3.40e-03h  9
 623 -2.4505998e+01 1.66e+11 4.13e+03  -8.6 2.36e+11    -  1.00e+00 8.74e-01w  1
 624 -2.4606036e+01 1.73e+11 3.51e+03  -8.6 1.20e+11    -  3.99e-02 1.74e-01w  1
 625 -2.4538371e+01 1.66e+11 3.32e+03  -8.6 6.31e+11    -  5.40e-02 5.84e-02w  1
 626 -4.1255674e+01 5.81e+09 3.19e-01  -8.6 2.44e+11 -20.0 1.00e+00 3.41e-03h  8
 627 -4.1255927e+01 5.79e+09 3.16e-01  -8.6 2.34e+11    -  9.09e-01 3.42e-03h  9
 628 -4.1256189e+01 5.77e+09 3.12e-01  -8.6 2.32e+11    -  1.00e+00 3.43e-03h  9
 629 -4.1256464e+01 5.75e+09 3.09e-01  -8.6 2.29e+11    -  9.21e-01 3.45e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 630 -4.1256749e+01 5.73e+09 3.05e-01  -8.6 2.27e+11    -  1.00e+00 3.46e-03h  9
 631 -4.1257047e+01 5.71e+09 3.02e-01  -8.6 2.25e+11    -  9.32e-01 3.47e-03h  9
 632 -4.1257356e+01 5.69e+09 2.98e-01  -8.6 2.23e+11    -  1.00e+00 3.48e-03h  9
 633 -4.1257680e+01 5.67e+09 2.95e-01  -8.6 2.21e+11    -  9.44e-01 3.50e-03h  9
 634 -4.1258016e+01 5.65e+09 2.91e-01  -8.6 2.19e+11    -  1.00e+00 3.51e-03h  9
 635 -4.1258367e+01 5.63e+09 2.88e-01  -8.6 2.16e+11    -  9.56e-01 3.53e-03h  9
 636 -2.4495340e+01 1.95e+11 4.29e+03  -8.6 2.14e+11    -  1.00e+00 9.07e-01w  1
 637 -2.4573930e+01 1.90e+11 3.92e+03  -8.6 2.21e+11    -  4.52e-02 9.39e-02w  1
 638 -2.4599943e+01 1.70e+11 3.42e+03  -8.6 2.17e+11    -  7.26e-02 1.48e-01w  1
 639 -4.1258732e+01 5.61e+09 2.85e-01  -8.6 7.01e+10 -20.0 1.00e+00 3.54e-03h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 640 -4.1259112e+01 5.60e+09 2.81e-01  -8.6 2.12e+11    -  9.69e-01 3.56e-03h  9
 641 -4.1259508e+01 5.58e+09 2.78e-01  -8.6 2.10e+11    -  1.00e+00 3.58e-03h  9
 642 -4.1259920e+01 5.56e+09 2.74e-01  -8.6 2.08e+11    -  9.81e-01 3.59e-03h  9
 643 -4.1260348e+01 5.54e+09 2.71e-01  -8.6 2.06e+11    -  1.00e+00 3.61e-03h  9
 644 -4.1260794e+01 5.52e+09 2.68e-01  -8.6 2.04e+11    -  9.93e-01 3.63e-03h  9
 645 -4.1261257e+01 5.50e+09 2.64e-01  -8.6 2.02e+11    -  1.00e+00 3.65e-03h  9
 646 -4.1261738e+01 5.48e+09 2.61e-01  -8.6 2.00e+11    -  1.00e+00 3.67e-03h  9
 647 -4.1262236e+01 5.46e+09 2.58e-01  -8.6 1.98e+11    -  1.00e+00 3.67e-03h  9
 648 -4.1262749e+01 5.44e+09 2.54e-01  -8.6 1.96e+11    -  1.00e+00 3.66e-03h  9
 649 -3.8285100e+01 2.25e+11 1.84e+00  -8.6 1.94e+11    -  1.00e+00 9.34e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 650 -3.8925125e+01 2.30e+12 4.93e+01  -8.6 1.65e+11    -  1.40e-02 2.67e-01w  1
 651 -3.8925125e+01 2.30e+12 4.93e+01  -8.6 6.33e+12 -18.2 1.42e-05 1.32e-11w  1
 652 -4.1263277e+01 5.42e+09 2.51e-01  -8.6 3.07e+11 -18.7 1.00e+00 3.65e-03h  8
 653 -4.1263820e+01 5.40e+09 2.47e-01  -8.6 1.92e+11    -  1.00e+00 3.64e-03h  9
 654 -4.1264380e+01 5.38e+09 2.44e-01  -8.6 1.90e+11    -  1.00e+00 3.63e-03h  9
 655 -4.1264956e+01 5.37e+09 2.40e-01  -8.6 1.88e+11    -  1.00e+00 3.62e-03h  9
 656 -4.1265547e+01 5.35e+09 2.37e-01  -8.6 1.86e+11    -  1.00e+00 3.61e-03h  9
 657 -4.1266155e+01 5.33e+09 2.33e-01  -8.6 1.85e+11    -  1.00e+00 3.60e-03h  9
 658 -4.1266780e+01 5.31e+09 2.30e-01  -8.6 1.83e+11    -  1.00e+00 3.59e-03h  9
 659 -4.1267422e+01 5.29e+09 2.26e-01  -8.6 1.82e+11    -  1.00e+00 3.58e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 660 -4.1268081e+01 5.27e+09 2.22e-01  -8.6 1.80e+11    -  1.00e+00 3.58e-03h  9
 661 -4.1268757e+01 5.26e+09 2.19e-01  -8.6 1.79e+11    -  1.00e+00 3.57e-03h  9
 662 -3.9561803e+01 2.37e+11 1.97e+00  -8.6 1.77e+11    -  1.00e+00 9.11e-01w  1
 663 -3.9210270e+01 3.36e+11 7.86e+01  -8.6 3.33e+10 -19.1 1.12e-06 8.90e-02w  1
 664 -3.9210270e+01 3.36e+11 7.86e+01  -8.6 4.25e+10 -19.6 7.47e-04 5.84e-10w  1
 665 -4.1269450e+01 5.24e+09 2.15e-01  -8.6 1.69e+11    -  1.00e+00 3.56e-03h  8
 666 -4.1270162e+01 5.22e+09 2.11e-01  -8.6 1.76e+11    -  1.00e+00 3.55e-03h  9
 667 -4.1270891e+01 5.20e+09 2.07e-01  -8.6 1.75e+11    -  1.00e+00 3.54e-03h  9
 668 -4.1271639e+01 5.19e+09 2.03e-01  -8.6 1.73e+11    -  1.00e+00 3.53e-03h  9
 669 -4.1272405e+01 5.17e+09 1.99e-01  -8.6 1.72e+11    -  1.00e+00 3.52e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 670 -4.1273189e+01 5.15e+09 1.95e-01  -8.6 1.71e+11    -  1.00e+00 3.51e-03h  9
 671 -4.1273993e+01 5.13e+09 1.91e-01  -8.6 1.70e+11    -  1.00e+00 3.50e-03h  9
 672 -4.1274817e+01 5.12e+09 1.87e-01  -8.6 1.69e+11    -  1.00e+00 3.50e-03h  9
 673 -4.1275659e+01 5.10e+09 1.83e-01  -8.6 1.68e+11    -  1.00e+00 3.49e-03h  9
 674 -4.1276522e+01 5.08e+09 1.78e-01  -8.6 1.67e+11    -  1.00e+00 3.48e-03h  9
 675 -4.0020483e+01 2.58e+11 1.96e+00  -8.6 1.66e+11    -  1.00e+00 8.88e-01w  1
 676 -3.9958354e+01 2.56e+11 1.27e+01  -8.6 4.94e+10 -20.0 1.34e-05 8.43e-02w  1
 677 -3.9958354e+01 2.56e+11 1.27e+01  -8.6 6.01e+10 -20.0 4.72e-04 7.35e-10w  1
 678 -4.1277405e+01 5.07e+09 1.74e-01  -8.6 7.98e+10 -20.0 1.00e+00 3.47e-03h  8
 679 -4.1278308e+01 5.05e+09 1.70e-01  -8.6 1.65e+11    -  1.00e+00 3.46e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 680 -4.1279232e+01 5.03e+09 1.65e-01  -8.6 1.64e+11    -  1.00e+00 3.45e-03h  9
 681 -4.1280176e+01 5.02e+09 1.61e-01  -8.6 1.63e+11    -  1.00e+00 3.44e-03h  9
 682 -4.1281142e+01 5.00e+09 1.57e-01  -8.6 1.62e+11    -  1.00e+00 3.44e-03h  9
 683 -4.1282129e+01 4.98e+09 1.52e-01  -8.6 1.62e+11    -  1.00e+00 3.43e-03h  9
 684 -4.1283138e+01 4.97e+09 1.48e-01  -8.6 1.65e+11    -  1.00e+00 3.42e-03h  9
 685 -4.1284169e+01 4.95e+09 1.43e-01  -8.6 1.68e+11    -  1.00e+00 3.41e-03h  9
 686 -4.1284699e+01 4.94e+09 1.39e-01  -8.6 1.71e+11    -  1.00e+00 1.70e-03h 10
 687 -4.1285238e+01 4.94e+09 1.34e-01  -8.6 1.73e+11    -  1.00e+00 1.69e-03h 10
 688 -4.0332437e+01 2.84e+11 1.65e+00  -8.6 1.75e+11    -  1.00e+00 8.65e-01w  1
 689 -4.0333130e+01 2.87e+11 9.70e+00  -8.6 3.88e+10 -20.0 5.67e-05 7.87e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 690 -4.0333130e+01 2.87e+11 9.70e+00  -8.6 6.37e+10 -20.0 1.35e-03 7.45e-10w  1
 691 -4.1285785e+01 4.93e+09 1.31e-01  -8.6 8.18e+10 -20.0 1.00e+00 1.69e-03h  9
 692 -4.1286340e+01 4.92e+09 1.29e-01  -8.6 1.77e+11    -  1.00e+00 1.69e-03h 10
 693 -4.1286903e+01 4.91e+09 1.27e-01  -8.6 1.79e+11    -  1.00e+00 1.68e-03h 10
 694 -4.1287472e+01 4.90e+09 1.25e-01  -8.6 1.80e+11    -  1.00e+00 1.68e-03h 10
 695 -4.1288048e+01 4.90e+09 1.24e-01  -8.6 1.82e+11    -  1.00e+00 1.68e-03h 10
 696 -4.1288631e+01 4.89e+09 1.22e-01  -8.6 1.84e+11    -  1.00e+00 1.68e-03h 10
 697 -4.1289221e+01 4.88e+09 1.21e-01  -8.6 1.86e+11    -  1.00e+00 1.67e-03h 10
 698 -4.1289817e+01 4.87e+09 1.19e-01  -8.6 1.87e+11    -  1.00e+00 1.67e-03h 10
 699 -4.1290420e+01 4.86e+09 1.18e-01  -8.6 1.89e+11    -  1.00e+00 1.67e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 700 -4.1291029e+01 4.86e+09 1.16e-01  -8.6 1.91e+11    -  1.00e+00 1.67e-03h 10
 701 -4.0477688e+01 3.05e+11 1.75e+00  -8.6 1.93e+11    -  1.00e+00 8.53e-01w  1
 702 -4.0483743e+01 2.91e+11 1.08e+01  -8.6 3.69e+10 -20.0 1.31e-04 7.69e-02w  1
 703 -4.0483743e+01 2.91e+11 1.08e+01  -8.6 5.53e+10 -20.0 5.63e-03 9.25e-10w  1
 704 -4.1291644e+01 4.85e+09 1.15e-01  -8.6 6.63e+10 -20.0 1.00e+00 1.67e-03h  9
 705 -4.1292266e+01 4.84e+09 1.14e-01  -8.6 1.94e+11    -  1.00e+00 1.66e-03h 10
 706 -4.1292895e+01 4.83e+09 1.12e-01  -8.6 1.96e+11    -  1.00e+00 1.66e-03h 10
 707 -4.1293530e+01 4.82e+09 1.11e-01  -8.6 1.98e+11    -  1.00e+00 1.66e-03h 10
 708 -4.1294173e+01 4.82e+09 1.10e-01  -8.6 2.00e+11    -  1.00e+00 1.66e-03h 10
 709 -4.1294823e+01 4.81e+09 1.08e-01  -8.6 2.02e+11    -  1.00e+00 1.66e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 710 -4.1295479e+01 4.80e+09 1.07e-01  -8.6 2.03e+11    -  1.00e+00 1.66e-03h 10
 711 -4.1296144e+01 4.79e+09 1.06e-01  -8.6 2.05e+11    -  1.00e+00 1.67e-03h 10
 712 -4.1296816e+01 4.79e+09 1.05e-01  -8.6 2.07e+11    -  1.00e+00 1.67e-03h 10
 713 -4.1297496e+01 4.78e+09 1.04e-01  -8.6 2.09e+11    -  1.00e+00 1.67e-03h 10
 714 -4.0546793e+01 3.47e+11 1.96e+00  -8.6 2.11e+11    -  1.00e+00 8.58e-01w  1
 715 -4.0531257e+01 3.37e+11 1.21e+01  -8.6 3.59e+10 -20.0 6.10e-04 8.57e-02w  1
 716 -4.0531257e+01 3.37e+11 1.21e+01  -8.6 5.13e+10 -20.0 1.71e-02 8.18e-10w  1
 717 -4.1298184e+01 4.77e+09 1.02e-01  -8.6 6.61e+10 -20.0 1.00e+00 1.68e-03h  9
 718 -4.1298882e+01 4.76e+09 1.01e-01  -8.6 2.13e+11    -  1.00e+00 1.68e-03h 10
 719 -4.1299589e+01 4.75e+09 1.00e-01  -8.6 2.15e+11    -  1.00e+00 1.69e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 720 -4.1300305e+01 4.75e+09 9.90e-02  -8.6 2.17e+11    -  1.00e+00 1.69e-03h 10
 721 -4.1301032e+01 4.74e+09 9.79e-02  -8.6 2.19e+11    -  1.00e+00 1.70e-03h 10
 722 -4.1301770e+01 4.73e+09 9.68e-02  -8.6 2.21e+11    -  1.00e+00 1.71e-03h 10
 723 -4.1302520e+01 4.72e+09 9.57e-02  -8.6 2.23e+11    -  1.00e+00 1.73e-03h 10
 724 -4.1303282e+01 4.72e+09 9.46e-02  -8.6 2.25e+11    -  1.00e+00 1.74e-03h 10
 725 -4.1304057e+01 4.71e+09 9.35e-02  -8.6 2.27e+11    -  1.00e+00 1.75e-03h 10
 726 -4.1304845e+01 4.70e+09 9.24e-02  -8.6 2.29e+11    -  1.00e+00 1.77e-03h 10
 727 -4.0396688e+01 4.61e+11 2.55e+00  -8.6 2.32e+11    -  1.00e+00 9.14e-01w  1
 728 -4.0377733e+01 4.61e+11 2.55e+00  -8.6 7.83e+13 -20.0 3.19e-05 1.65e-06w  1
 729 -4.0302621e+01 4.65e+11 2.53e+00  -8.6 1.02e+12 -20.0 3.20e-03 4.66e-04w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 730 -4.1305647e+01 4.69e+09 9.13e-02  -8.6 6.57e+10 -20.0 1.00e+00 1.79e-03h  9
 731 -4.1306463e+01 4.68e+09 9.02e-02  -8.6 2.34e+11    -  1.00e+00 1.80e-03h 10
 732 -4.1307294e+01 4.67e+09 8.91e-02  -8.6 2.37e+11    -  1.00e+00 1.82e-03h 10
 733 -4.1308140e+01 4.67e+09 8.79e-02  -8.6 2.39e+11    -  1.00e+00 1.84e-03h 10
 734 -4.1309001e+01 4.66e+09 8.67e-02  -8.6 2.42e+11    -  1.00e+00 1.85e-03h 10
 735 -4.1309876e+01 4.65e+09 8.55e-02  -8.6 2.44e+11    -  1.00e+00 1.87e-03h 10
 736 -4.1310735e+01 4.64e+09 8.43e-02  -8.6 2.47e+11    -  1.00e+00 1.83e-03h 10
 737 -4.1311577e+01 4.63e+09 8.30e-02  -8.6 2.50e+11    -  1.00e+00 1.78e-03h 10
 738 -4.1312400e+01 4.63e+09 8.17e-02  -8.6 2.53e+11    -  1.00e+00 1.73e-03h 10
 739 -4.1313201e+01 4.62e+09 8.04e-02  -8.6 2.55e+11    -  1.00e+00 1.68e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 740 -4.0701553e+01 4.94e+11 3.01e+00  -8.6 2.58e+11    -  1.00e+00 8.35e-01w  1
 741 -4.0701553e+01 4.94e+11 3.01e+00  -8.6 2.08e+10 -20.0 9.77e-03 8.51e-09w  1
 742 -4.0633354e+01 4.84e+11 7.27e+00  -8.6 2.52e+10 -20.0 6.05e-03 6.96e-02w  1
 743 -4.1313981e+01 4.61e+09 7.90e-02  -8.6 4.74e+10 -20.0 1.00e+00 1.63e-03h  9
 744 -4.1314736e+01 4.60e+09 7.76e-02  -8.6 2.61e+11    -  1.00e+00 1.58e-03h 10
 745 -4.1315466e+01 4.60e+09 7.62e-02  -8.6 2.64e+11    -  1.00e+00 1.53e-03h 10
 746 -4.1316173e+01 4.59e+09 7.48e-02  -8.6 2.67e+11    -  1.00e+00 1.49e-03h 10
 747 -4.1316856e+01 4.58e+09 7.34e-02  -8.6 2.70e+11    -  1.00e+00 1.44e-03h 10
 748 -4.1317516e+01 4.58e+09 7.20e-02  -8.6 2.73e+11    -  1.00e+00 1.39e-03h 10
 749 -4.1318152e+01 4.57e+09 7.06e-02  -8.6 2.76e+11    -  1.00e+00 1.35e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 750 -4.1318766e+01 4.57e+09 6.91e-02  -8.6 2.79e+11    -  1.00e+00 1.31e-03h 10
 751 -4.1319358e+01 4.56e+09 6.76e-02  -8.6 2.82e+11    -  1.00e+00 1.26e-03h 10
 752 -4.1319928e+01 4.56e+09 6.61e-02  -8.6 2.86e+11    -  1.00e+00 1.22e-03h 10
 753 -4.1111885e+01 3.79e+11 4.48e+00  -8.6 2.89e+11    -  1.00e+00 6.05e-01w  1
 754 -4.1590870e+01 3.61e+11 3.24e+00  -8.6 6.96e+11    -  6.85e-07 2.76e-01w  1
 755 -4.1619027e+01 3.54e+11 3.19e+00  -8.6 3.56e+10 -20.0 3.39e-08 1.99e-02w  1
 756 -4.1320476e+01 4.55e+09 6.46e-02  -8.6 2.73e+10 -20.0 1.00e+00 1.18e-03h  9
 757 -4.1321002e+01 4.55e+09 6.31e-02  -8.6 2.93e+11    -  1.00e+00 1.14e-03h 10
 758 -4.1321508e+01 4.54e+09 6.14e-02  -8.6 2.96e+11    -  1.00e+00 1.10e-03h 10
 759 -4.1321993e+01 4.54e+09 5.98e-02  -8.6 3.00e+11    -  1.00e+00 1.07e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 760 -4.1322458e+01 4.53e+09 5.89e-02  -8.6 3.04e+11    -  4.96e-01 1.03e-03h 10
 761 -4.1322899e+01 4.53e+09 5.80e-02  -8.6 3.08e+11    -  7.24e-01 9.91e-04h 10
 762 -4.1323323e+01 4.52e+09 5.80e-02  -8.6 3.12e+11    -  3.80e-01 9.59e-04h 10
 763 -4.1323724e+01 4.52e+09 5.80e-02  -8.6 3.16e+11    -  7.57e-01 9.24e-04h 10
 764 -4.1324117e+01 4.51e+09 5.80e-02  -8.6 3.19e+11    -  3.15e-01 8.99e-04h 10
 765 -4.1324488e+01 4.51e+09 5.80e-02  -8.6 3.23e+11    -  8.14e-01 8.69e-04h 10
 766 -4.1251824e+01 3.14e+11 5.38e+00  -8.6 3.22e+11    -  2.81e-01 4.44e-01w  1
 767 -4.1251922e+01 3.14e+11 5.38e+00  -8.6 2.38e+11    -  2.62e-01 2.11e-04w  1
 768 -4.1336637e+01 3.17e+11 4.23e+00  -8.6 2.40e+11    -  4.60e-01 2.14e-01w  1
 769 -4.1324872e+01 4.51e+09 5.79e-02  -8.6 1.04e+10 -19.1 2.81e-01 8.67e-04h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 770 -4.1325057e+01 4.50e+09 5.79e-02  -8.6 3.25e+11    -  9.63e-01 4.24e-04h 11
 771 -4.1325522e+01 4.50e+09 5.79e-02  -8.6 3.11e+11    -  3.20e-01 9.37e-04h 10
 772 -4.1325996e+01 4.50e+09 5.79e-02  -8.6 3.10e+11    -  1.00e+00 9.54e-04h 10
 773 -4.1326621e+01 4.49e+09 5.78e-02  -8.6 2.89e+11    -  5.13e-01 1.12e-03h 10
 774 -4.1327247e+01 4.49e+09 5.78e-02  -8.6 2.81e+11    -  1.00e+00 1.08e-03h 10
 775 -4.1327895e+01 4.48e+09 5.77e-02  -8.6 2.66e+11    -  1.00e+00 1.06e-03h 10
 776 -4.1328652e+01 4.48e+09 5.77e-02  -8.6 2.59e+11    -  1.00e+00 1.23e-03h 10
 777 -4.1329539e+01 4.47e+09 5.76e-02  -8.6 2.56e+11    -  1.00e+00 1.43e-03h 10
 778 -4.1330539e+01 4.46e+09 5.75e-02  -8.6 2.56e+11    -  1.00e+00 1.61e-03h 10
 779 -4.1246646e+01 5.93e+11 5.95e+00  -8.6 2.56e+11    -  1.00e+00 8.79e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 780 -4.1093221e+01 5.69e+11 1.16e+01  -8.6 9.80e+09 -18.7 5.64e-08 4.39e-02w  1
 781 -4.1093516e+01 5.69e+11 1.16e+01  -8.6 3.32e+11 -18.2 3.32e-06 4.66e-06w  1
 782 -4.1331612e+01 4.46e+09 5.74e-02  -8.6 1.90e+10 -18.7 1.00e+00 1.72e-03h  9
 783 -4.1332727e+01 4.45e+09 5.73e-02  -8.6 2.56e+11    -  1.00e+00 1.77e-03h 10
 784 -4.1333864e+01 4.44e+09 5.72e-02  -8.6 2.57e+11    -  1.00e+00 1.79e-03h 10
 785 -4.1335013e+01 4.43e+09 5.71e-02  -8.6 2.57e+11    -  1.00e+00 1.80e-03h 10
 786 -4.1336170e+01 4.43e+09 5.70e-02  -8.6 2.58e+11    -  1.00e+00 1.79e-03h 10
 787 -4.1337334e+01 4.42e+09 5.69e-02  -8.6 2.58e+11    -  1.00e+00 1.79e-03h 10
 788 -4.1338502e+01 4.41e+09 5.68e-02  -8.6 2.59e+11    -  1.00e+00 1.78e-03h 10
 789 -4.1339676e+01 4.40e+09 5.67e-02  -8.6 2.60e+11    -  1.00e+00 1.77e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 790 -4.1340855e+01 4.40e+09 5.66e-02  -8.6 2.60e+11    -  1.00e+00 1.76e-03h 10
 791 -4.1342038e+01 4.39e+09 5.66e-02  -8.6 2.61e+11    -  1.00e+00 1.75e-03h 10
 792 -4.1380474e+01 6.26e+11 7.11e+00  -8.6 2.61e+11    -  1.00e+00 8.90e-01w  1
 793 -4.1342732e+01 6.11e+11 7.01e+00  -8.6 2.03e+10 -19.2 1.72e-07 2.63e-02w  1
 794 -4.1374162e+01 5.66e+11 1.39e+01  -8.6 1.97e+10 -19.7 1.25e-04 7.81e-02w  1
 795 -4.1343226e+01 4.38e+09 5.65e-02  -8.6 2.70e+11 -20.0 1.00e+00 1.74e-03h  9
 796 -4.1344418e+01 4.37e+09 5.64e-02  -8.6 2.62e+11    -  1.00e+00 1.73e-03h 10
 797 -4.1345615e+01 4.37e+09 5.63e-02  -8.6 2.63e+11    -  1.00e+00 1.72e-03h 10
 798 -4.1346816e+01 4.36e+09 5.62e-02  -8.6 2.63e+11    -  1.00e+00 1.71e-03h 10
 799 -4.1348021e+01 4.35e+09 5.61e-02  -8.6 2.64e+11    -  1.00e+00 1.70e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 800 -4.1349231e+01 4.35e+09 5.60e-02  -8.6 2.65e+11    -  1.00e+00 1.69e-03h 10
 801 -4.1350445e+01 4.34e+09 5.59e-02  -8.6 2.65e+11    -  1.00e+00 1.68e-03h 10
 802 -4.1351664e+01 4.33e+09 5.58e-02  -8.6 2.66e+11    -  1.00e+00 1.68e-03h 10
 803 -4.1352887e+01 4.32e+09 5.57e-02  -8.6 2.67e+11    -  1.00e+00 1.67e-03h 10
 804 -4.1354115e+01 4.32e+09 5.56e-02  -8.6 2.67e+11    -  1.00e+00 1.66e-03h 10
 805 -4.1514826e+01 5.77e+11 7.16e+00  -8.6 2.68e+11    -  1.00e+00 8.46e-01w  1
 806 -4.1628347e+01 5.30e+11 1.37e+01  -8.6 3.15e+10 -20.0 3.32e-06 1.06e-01w  1
 807 -4.1628889e+01 5.25e+11 1.36e+01  -8.6 5.30e+11    -  3.39e-01 1.06e-02w  1
 808 -4.1355348e+01 4.31e+09 5.55e-02  -8.6 3.57e+11    -  1.00e+00 1.65e-03h  9
 809 -4.1356586e+01 4.30e+09 5.54e-02  -8.6 2.69e+11    -  1.00e+00 1.65e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 810 -4.1357829e+01 4.30e+09 5.53e-02  -8.6 2.69e+11    -  1.00e+00 1.64e-03h 10
 811 -4.1359078e+01 4.29e+09 5.52e-02  -8.6 2.70e+11    -  1.00e+00 1.63e-03h 10
 812 -4.1360333e+01 4.28e+09 5.51e-02  -8.6 2.71e+11    -  1.00e+00 1.63e-03h 10
 813 -4.1361594e+01 4.28e+09 5.51e-02  -8.6 2.72e+11    -  1.00e+00 1.63e-03h 10
 814 -4.1362863e+01 4.27e+09 5.50e-02  -8.6 2.72e+11    -  1.00e+00 1.62e-03h 10
 815 -4.1364140e+01 4.26e+09 5.49e-02  -8.6 2.73e+11    -  1.00e+00 1.62e-03h 10
 816 -4.1365425e+01 4.26e+09 5.48e-02  -8.6 2.74e+11    -  1.00e+00 1.62e-03h 10
 817 -4.1366721e+01 4.25e+09 5.47e-02  -8.6 2.74e+11    -  1.00e+00 1.62e-03h 10
 818 -4.1609412e+01 5.59e+11 7.44e+00  -8.6 2.75e+11    -  1.00e+00 8.31e-01w  1
 819 -4.1678249e+01 5.12e+11 1.11e+01  -8.6 3.02e+10 -20.0 2.17e-05 9.39e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 820 -4.1689957e+01 5.02e+11 1.08e+01  -8.6 1.21e+11    -  1.66e-01 2.10e-02w  1
 821 -4.1368027e+01 4.24e+09 5.46e-02  -8.6 1.22e+11    -  1.00e+00 1.62e-03h  9
 822 -4.1369346e+01 4.24e+09 5.45e-02  -8.6 2.76e+11    -  1.00e+00 1.63e-03h 10
 823 -4.1370678e+01 4.23e+09 5.44e-02  -8.6 2.77e+11    -  1.00e+00 1.63e-03h 10
 824 -4.1372026e+01 4.22e+09 5.43e-02  -8.6 2.77e+11    -  1.00e+00 1.64e-03h 10
 825 -4.1373389e+01 4.22e+09 5.43e-02  -8.6 2.78e+11    -  1.00e+00 1.65e-03h 10
 826 -4.1374770e+01 4.21e+09 5.42e-02  -8.6 2.79e+11    -  1.00e+00 1.66e-03h 10
 827 -4.1376169e+01 4.20e+09 5.41e-02  -8.6 2.80e+11    -  1.00e+00 1.67e-03h 10
 828 -4.1377587e+01 4.20e+09 5.40e-02  -8.6 2.81e+11    -  1.00e+00 1.68e-03h 10
 829 -4.1379025e+01 4.19e+09 5.39e-02  -8.6 2.81e+11    -  1.00e+00 1.69e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 830 -4.1380482e+01 4.18e+09 5.38e-02  -8.6 2.82e+11    -  1.00e+00 1.71e-03h 10
 831 -4.1679346e+01 6.23e+11 8.77e+00  -8.6 2.83e+11    -  1.00e+00 8.80e-01w  1
 832 -4.1679306e+01 6.23e+11 8.77e+00  -8.6 6.29e+12 -20.0 3.32e-05 4.32e-07w  1
 833 -4.1766879e+01 5.72e+11 9.19e+00  -8.6 3.40e+10 -20.0 4.92e-03 9.11e-02w  1
 834 -4.1381960e+01 4.18e+09 5.37e-02  -8.6 2.96e+12    -  1.00e+00 1.72e-03h  9
 835 -4.1383458e+01 4.17e+09 5.36e-02  -8.6 2.84e+11    -  1.00e+00 1.73e-03h 10
 836 -4.1384975e+01 4.16e+09 5.35e-02  -8.6 2.85e+11    -  1.00e+00 1.74e-03h 10
 837 -4.1386512e+01 4.16e+09 5.34e-02  -8.6 2.86e+11    -  1.00e+00 1.75e-03h 10
 838 -4.1388067e+01 4.15e+09 5.33e-02  -8.6 2.87e+11    -  1.00e+00 1.77e-03h 10
 839 -4.1389641e+01 4.14e+09 5.32e-02  -8.6 2.88e+11    -  1.00e+00 1.78e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 840 -4.1391233e+01 4.14e+09 5.31e-02  -8.6 2.89e+11    -  1.00e+00 1.79e-03h 10
 841 -4.1392842e+01 4.13e+09 5.31e-02  -8.6 2.89e+11    -  1.00e+00 1.80e-03h 10
 842 -4.1394468e+01 4.12e+09 5.30e-02  -8.6 2.90e+11    -  1.00e+00 1.80e-03h 10
 843 -4.1396110e+01 4.11e+09 5.29e-02  -8.6 2.91e+11    -  1.00e+00 1.81e-03h 10
 844 -4.1743755e+01 6.83e+11 1.01e+01  -8.6 2.92e+11    -  1.00e+00 9.33e-01w  1
 845 -4.1748876e+01 6.80e+11 1.00e+01  -8.6 4.85e+10 -20.0 7.80e-05 5.34e-03w  1
 846 -4.1760189e+01 6.57e+11 9.71e+00  -8.6 4.49e+10 -20.0 2.61e-03 3.36e-02w  1
 847 -4.1397768e+01 4.11e+09 5.28e-02  -8.6 2.96e+10 -20.0 1.00e+00 1.82e-03h  9
 848 -4.1399397e+01 4.10e+09 5.27e-02  -8.6 2.93e+11    -  1.00e+00 1.78e-03h 10
 849 -4.1400963e+01 4.09e+09 5.26e-02  -8.6 2.94e+11    -  1.00e+00 1.70e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 850 -4.1402474e+01 4.09e+09 5.25e-02  -8.6 2.95e+11    -  1.00e+00 1.64e-03h 10
 851 -4.1403937e+01 4.08e+09 5.24e-02  -8.6 2.96e+11    -  1.00e+00 1.58e-03h 10
 852 -4.1405355e+01 4.08e+09 5.39e-02  -8.6 2.97e+11    -  1.00e+00 1.52e-03h 10
 853 -4.1406734e+01 4.07e+09 5.54e-02  -8.6 2.98e+11    -  1.00e+00 1.48e-03h 10
 854 -4.1408077e+01 4.06e+09 5.69e-02  -8.6 2.99e+11    -  1.00e+00 1.43e-03h 10
 855 -4.1410693e+01 4.05e+09 5.83e-02  -8.6 2.99e+11    -  1.00e+00 2.79e-03h  9
 856 -4.1430124e+01 4.02e+09 5.91e-02  -8.6 3.01e+11    -  1.00e+00 2.08e-02h  6
 857 -4.1735567e+01 1.15e+11 1.86e+00  -8.6 3.14e+11    -  1.00e+00 3.95e-01w  1
 858 -4.1815919e+01 1.96e+11 9.60e-01  -8.6 4.94e+11    -  2.94e-01 5.94e-01w  1
 859 -4.1869899e+01 1.89e+11 9.23e-01  -8.6 5.79e+11    -  4.73e-02 3.87e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 860 -4.1433188e+01 4.01e+09 6.42e-02  -8.6 8.45e+10    -  1.00e+00 3.08e-03h  7
 861 -4.1436017e+01 4.00e+09 6.76e-02  -8.6 3.14e+11    -  1.00e+00 2.91e-03h  8
 862 -4.1438872e+01 3.99e+09 7.10e-02  -8.6 3.17e+11    -  1.00e+00 2.91e-03h  8
 863 -4.1441686e+01 3.98e+09 7.39e-02  -8.6 3.17e+11    -  1.00e+00 2.88e-03h  8
 864 -4.1444694e+01 3.97e+09 7.62e-02  -8.6 3.19e+11    -  1.00e+00 3.09e-03h  8
 865 -4.1448176e+01 3.96e+09 7.78e-02  -8.6 3.20e+11    -  1.00e+00 3.64e-03h  8
 866 -4.1450378e+01 3.95e+09 7.89e-02  -8.6 3.21e+11    -  1.00e+00 2.34e-03h  9
 867 -4.1453160e+01 3.94e+09 7.95e-02  -8.6 3.22e+11    -  1.00e+00 3.01e-03h  9
 868 -4.1456272e+01 3.93e+09 7.99e-02  -8.6 3.23e+11    -  1.00e+00 3.40e-03h  9
 869 -4.1459500e+01 3.91e+09 8.04e-02  -8.6 3.25e+11    -  1.00e+00 3.55e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 870 -4.1725640e+01 5.52e+11 9.51e+00  -8.6 3.26e+11    -  1.00e+00 9.26e-01w  1
 871 -4.1912002e+01 5.93e+11 9.37e+00  -8.6 2.50e+12    -  9.20e-03 1.54e-02w  1
 872 -4.1949604e+01 5.79e+11 8.59e+00  -8.6 8.38e+11    -  3.12e-02 8.53e-02w  1
 873 -4.1462757e+01 3.90e+09 8.08e-02  -8.6 6.07e+10 -20.0 1.00e+00 3.62e-03h  8
 874 -4.1466012e+01 3.89e+09 8.14e-02  -8.6 3.28e+11    -  1.00e+00 3.65e-03h  9
 875 -4.1469257e+01 3.88e+09 8.19e-02  -8.6 3.30e+11    -  1.00e+00 3.67e-03h  9
 876 -4.1472486e+01 3.87e+09 8.25e-02  -8.6 3.32e+11    -  1.00e+00 3.69e-03h  9
 877 -4.1475697e+01 3.85e+09 8.31e-02  -8.6 3.34e+11    -  1.00e+00 3.71e-03h  9
 878 -4.1478885e+01 3.84e+09 8.38e-02  -8.6 3.36e+11    -  1.00e+00 3.72e-03h  9
 879 -4.1482051e+01 3.83e+09 8.45e-02  -8.6 3.38e+11    -  1.00e+00 3.73e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 880 -4.1485190e+01 3.82e+09 8.52e-02  -8.6 3.40e+11    -  1.00e+00 3.75e-03h  9
 881 -4.1488302e+01 3.80e+09 8.59e-02  -8.6 3.42e+11    -  1.00e+00 3.76e-03h  9
 882 -4.1491385e+01 3.79e+09 8.71e-02  -8.6 3.44e+11    -  1.00e+00 3.77e-03h  9
 883 -4.1553756e+01 4.98e+11 8.83e+00  -8.6 3.46e+11    -  1.00e+00 9.67e-01w  1
 884 -4.1728390e+01 5.09e+11 8.15e+00  -8.6 9.88e+11    -  4.87e-02 7.91e-02w  1
 885 -4.1737798e+01 4.93e+11 7.89e+00  -8.6 9.93e+11    -  2.11e-02 3.32e-02w  1
 886 -4.1494439e+01 3.78e+09 8.87e-02  -8.6 3.83e+10 -20.0 1.00e+00 3.78e-03h  8
 887 -4.1497461e+01 3.77e+09 9.03e-02  -8.6 3.48e+11    -  1.00e+00 3.79e-03h  9
 888 -4.1500452e+01 3.75e+09 9.19e-02  -8.6 3.50e+11    -  1.00e+00 3.80e-03h  9
 889 -4.1503410e+01 3.74e+09 9.35e-02  -8.6 3.52e+11    -  1.00e+00 3.80e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 890 -4.1506336e+01 3.73e+09 9.52e-02  -8.6 3.54e+11    -  1.00e+00 3.81e-03h  9
 891 -4.1509228e+01 3.72e+09 9.68e-02  -8.6 3.56e+11    -  1.00e+00 3.82e-03h  9
 892 -4.1512087e+01 3.71e+09 9.84e-02  -8.6 3.58e+11    -  1.00e+00 3.83e-03h  9
 893 -4.1514912e+01 3.69e+09 1.00e-01  -8.6 3.60e+11    -  1.00e+00 3.83e-03h  9
 894 -4.1520471e+01 3.67e+09 1.01e-01  -8.6 3.62e+11    -  1.00e+00 7.68e-03h  8
 895 -4.1525803e+01 3.66e+09 1.02e-01  -8.6 3.65e+11    -  1.00e+00 7.60e-03h  8
 896 -4.1358239e+01 3.88e+11 6.66e+00  -8.6 3.70e+11    -  1.00e+00 9.68e-01w  1
 897 -4.1392027e+01 3.72e+11 6.36e+00  -8.6 5.24e+11    -  4.92e-03 4.98e-02w  1
 898 -4.1437980e+01 3.63e+11 6.22e+00  -8.6 2.09e+12    -  1.40e-02 2.50e-02w  1
 899 -4.1531004e+01 3.64e+09 1.04e-01  -8.6 1.49e+12    -  1.00e+00 7.56e-03h  7
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 900 -4.1536070e+01 3.62e+09 1.05e-01  -8.6 3.72e+11    -  1.00e+00 7.63e-03h  8
 901 -4.1541016e+01 3.60e+09 1.07e-01  -8.6 3.78e+11    -  1.00e+00 7.56e-03h  8
 902 -4.1576595e+01 3.65e+09 5.02e-01  -8.6 7.44e+09 -20.0 1.69e-01 7.93e-02h  1
 903 -4.1580110e+01 3.61e+09 4.94e-01  -8.6 2.90e+11    -  2.62e-02 1.49e-02h  7
 904 -4.1583587e+01 3.58e+09 4.87e-01  -8.6 2.95e+11    -  5.43e-02 1.50e-02h  7
 905 -4.1587044e+01 3.55e+09 4.79e-01  -8.6 2.99e+11    -  9.34e-02 1.49e-02h  7
 906 -4.1590433e+01 3.52e+09 4.73e-01  -8.6 3.06e+11    -  1.17e-02 1.42e-02h  7
 907 -4.1590398e+01 3.52e+09 4.73e-01  -8.6 2.27e+10 -20.0 5.70e-02 3.50e-04h  1
 908 -4.1593771e+01 3.49e+09 4.66e-01  -8.6 3.09e+11    -  3.90e-04 1.43e-02h  7
 909 -4.1597118e+01 3.46e+09 4.59e-01  -8.6 3.13e+11    -  1.08e-01 1.40e-02h  7
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 910 -4.1600527e+01 3.43e+09 4.53e-01  -8.6 3.19e+11    -  3.51e-03 1.37e-02h  7
 911 -4.1604964e+01 3.40e+09 4.45e-01  -8.6 3.30e+11    -  3.54e-03 1.72e-02h  6
 912 -4.1604876e+01 3.40e+09 4.47e-01  -8.6 2.25e+10 -20.0 3.37e-02 9.50e-04h  1
 913 -4.1608320e+01 3.37e+09 4.41e-01  -8.6 3.25e+11    -  1.15e-05 1.32e-02h  7
 914 -4.1611774e+01 3.35e+09 4.36e-01  -8.6 3.31e+11    -  8.43e-03 1.28e-02h  7
 915 -4.1611726e+01 3.34e+09 4.36e-01  -8.6 2.11e+10 -20.0 9.98e-02 2.24e-04h  1
 916 -4.1615355e+01 3.32e+09 4.30e-01  -8.6 3.34e+11    -  2.62e-03 1.28e-02h  7
 917 -4.1628567e+01 3.40e+09 4.08e-01  -8.6 3.38e+11    -  7.19e-02 5.02e-02h  5
 918 -4.1632719e+01 3.38e+09 4.04e-01  -8.6 3.54e+11    -  1.92e-02 1.18e-02h  7
 919 -4.1636919e+01 3.35e+09 3.99e-01  -8.6 3.63e+11    -  7.04e-03 1.13e-02h  7
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 920 -4.1636251e+01 3.35e+09 5.43e-01  -8.6 2.60e+10 -20.0 1.38e-01 1.38e-03h  1
 921 -4.1640568e+01 3.32e+09 5.43e-01  -8.6 3.55e+11    -  3.19e-05 1.15e-02h  7
 922 -4.1645005e+01 3.30e+09 5.38e-01  -8.6 3.60e+11    -  8.96e-03 1.13e-02h  7
 923 -4.1659618e+01 3.33e+09 5.38e-01  -8.6 4.14e+11    -  5.73e-04 3.33e-02h  3
 924 -4.1659234e+01 3.32e+09 5.37e-01  -8.6 4.96e+10 -20.0 6.54e-04 1.27e-04h  5
 925r-4.1659234e+01 3.32e+09 9.99e+02   5.8 0.00e+00 -20.0 0.00e+00 3.64e-07R  8
 926r-4.1659143e+01 3.32e+09 2.63e+05   5.8 5.58e+08    -  1.45e-03 6.42e-06f  1
 927r-4.1639489e+01 3.31e+09 9.54e+04   3.7 2.29e+08    -  1.00e+00 2.42e-03f  1
 928 -4.1640136e+01 3.31e+09 3.02e-02  -8.6 5.05e+11    -  1.01e-03 1.87e-04h  2
 929 -4.1640911e+01 3.31e+09 3.01e-02  -8.6 4.55e+11    -  2.09e-03 2.25e-04h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 930 -4.1703976e+01 3.53e+09 2.95e-02  -8.6 9.85e+11    -  9.56e-04 1.96e-02h  1
 931 -4.1704529e+01 3.53e+09 2.97e-02  -8.6 1.89e+11    -  8.91e-03 2.44e-04h  1
In iteration 931, 1 Slack too small, adjusting variable bound
 932 -4.1728615e+01 3.52e+09 9.38e-02  -8.6 4.55e+11    -  7.86e-01 1.20e-02h  1
 933 -4.1817354e+01 3.69e+09 9.28e-02  -8.6 3.14e+11    -  1.51e-01 4.76e-02h  4
 934 -4.1885373e+01 3.77e+09 1.06e-01  -8.6 3.52e+11    -  4.52e-01 3.66e-02h  4
 935 -4.1912730e+01 3.75e+09 1.04e-01  -8.6 3.86e+11    -  1.16e-03 1.48e-02h  5
 936 -4.1941613e+01 3.79e+09 1.02e-01  -8.6 7.23e+11    -  5.24e-04 1.48e-02h  1
 937 -4.1963802e+01 3.77e+09 1.16e-01  -8.6 4.26e+11    -  3.30e-01 1.21e-02h  5
 938 -4.1968885e+01 3.76e+09 1.42e-01  -8.6 4.44e+11    -  7.46e-01 2.78e-03h  7
 939 -4.1988688e+01 3.75e+09 1.44e-01  -8.6 4.45e+11    -  3.21e-01 1.09e-02h  5
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 940 -4.1993230e+01 3.74e+09 1.55e-01  -8.6 4.54e+11    -  1.00e+00 2.51e-03h  7
 941 -4.1997680e+01 3.73e+09 1.55e-01  -8.6 4.56e+11    -  3.07e-01 2.47e-03h  7
 942 -4.2002034e+01 3.72e+09 1.59e-01  -8.6 4.58e+11    -  1.00e+00 2.44e-03h  7
 943 -4.2006312e+01 3.71e+09 1.63e-01  -8.6 4.62e+11    -  3.14e-01 2.53e-03h  7
 944 -4.2014732e+01 3.70e+09 1.98e-01  -8.6 4.68e+11    -  1.00e+00 5.47e-03h  6
 945 -4.2023283e+01 3.68e+09 2.27e-01  -8.6 4.87e+11    -  3.23e-01 9.14e-03h  6
 946 -4.2027785e+01 3.67e+09 3.31e-01  -8.6 4.99e+11    -  1.00e+00 6.38e-03h  7
 947 -4.2073966e+01 5.99e+10 8.46e-01  -8.6 5.11e+11    -  3.44e-01 3.61e-01w  1
 948 -4.2073952e+01 5.99e+10 8.46e-01  -8.6 6.44e+11    -  3.33e-01 1.46e-05w  1
 949 -4.1909993e+01 7.37e+10 1.05e+00  -8.6 6.41e+11    -  1.00e+00 1.40e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 950 -4.2030243e+01 3.65e+09 3.44e-01  -8.6 1.52e+12    -  3.44e-01 5.64e-03h  6
 951 -4.2032610e+01 3.64e+09 3.70e-01  -8.6 5.14e+11    -  1.00e+00 5.47e-03h  7
 952 -4.2034793e+01 3.62e+09 3.69e-01  -8.6 5.18e+11    -  3.59e-01 5.31e-03h  7
 953 -4.2037001e+01 3.61e+09 3.68e-01  -8.6 5.21e+11    -  1.00e+00 5.25e-03h  7
 954 -4.2039106e+01 3.59e+09 3.67e-01  -8.6 5.24e+11    -  3.74e-01 5.38e-03h  7
 955 -4.2041095e+01 3.58e+09 3.70e-01  -8.6 5.27e+11    -  1.00e+00 5.51e-03h  7
 956 -4.2042319e+01 3.56e+09 3.76e-01  -8.6 5.30e+11    -  3.88e-01 6.48e-03h  7
 957 -4.2042876e+01 3.55e+09 4.01e-01  -8.6 5.33e+11    -  1.00e+00 7.20e-03h  7
 958 -4.2041265e+01 3.53e+09 4.13e-01  -8.6 5.38e+11    -  4.07e-01 7.99e-03h  7
 959 -4.2039021e+01 3.51e+09 4.44e-01  -8.6 5.44e+11    -  1.00e+00 7.77e-03h  7
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 960 -4.1653243e+01 1.03e+11 1.74e+00  -8.6 5.49e+11    -  4.29e-01 4.84e-01w  1
 961 -4.1489697e+01 1.00e+11 1.63e+00  -8.6 1.58e+12    -  1.04e-01 8.19e-02w  1
 962 -4.1279238e+01 9.75e+10 1.51e+00  -8.6 1.36e+12    -  1.00e+00 1.00e-01w  1
 963 -4.2035627e+01 3.49e+09 4.50e-01  -8.6 1.12e+12    -  4.29e-01 7.57e-03h  6
 964 -4.2032088e+01 3.48e+09 4.64e-01  -8.6 5.54e+11    -  1.00e+00 7.37e-03h  7
 965 -4.2028255e+01 3.46e+09 4.64e-01  -8.6 5.59e+11    -  4.51e-01 7.17e-03h  7
 966 -4.2024448e+01 3.44e+09 4.67e-01  -8.6 5.63e+11    -  1.00e+00 6.99e-03h  7
 967 -4.2020609e+01 3.43e+09 4.65e-01  -8.6 5.66e+11    -  4.71e-01 6.82e-03h  7
 968 -4.2016822e+01 3.41e+09 4.64e-01  -8.6 5.68e+11    -  1.00e+00 6.65e-03h  7
 969 -4.2013020e+01 3.39e+09 4.62e-01  -8.6 5.63e+11    -  4.92e-01 6.53e-03h  7
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 970 -4.2009218e+01 3.38e+09 4.60e-01  -8.6 5.57e+11    -  1.00e+00 6.41e-03h  7
 971 -4.2005230e+01 3.36e+09 4.58e-01  -8.6 5.26e+11    -  5.11e-01 6.39e-03h  7
 972 -4.2001024e+01 3.34e+09 4.55e-01  -8.6 4.90e+11    -  1.00e+00 6.39e-03h  7
 973 -4.1557175e+01 6.22e+10 1.53e+00  -8.6 3.76e+11    -  5.30e-01 4.32e-01w  1
 974 -4.1190948e+01 7.22e+10 1.39e+00  -8.6 1.43e+12    -  1.00e+00 1.70e-01w  1
 975 -4.0645266e+01 8.48e+10 1.30e+00  -8.6 1.02e+12    -  1.00e+00 2.36e-01w  1
 976 -4.1995940e+01 3.33e+09 4.52e-01  -8.6 6.34e+11    -  5.30e-01 6.75e-03h  6
 977 -4.1983759e+01 3.29e+09 4.46e-01  -8.6 2.62e+11    -  1.00e+00 1.43e-02h  6
 978 -4.1965831e+01 3.23e+09 4.38e-01  -8.6 3.23e+10    -  5.59e-01 1.69e-02h  6
 979 -4.1942894e+01 3.17e+09 4.30e-01  -8.6 1.74e+11    -  1.00e+00 1.91e-02h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 980 -4.1909881e+01 3.13e+09 4.20e-01  -8.6 4.00e+11    -  6.13e-01 2.39e-02h  6
 981 -4.1900643e+01 3.12e+09 4.19e-01  -8.6 4.90e+11    -  1.00e+00 6.34e-03h  8
 982 -4.1899400e+01 3.11e+09 4.19e-01  -8.6 5.57e+11    -  6.71e-01 8.23e-04h 11
 983 -4.1899083e+01 3.11e+09 4.19e-01  -8.6 5.74e+11    -  1.00e+00 2.08e-04h 13
 984 -4.1899042e+01 3.11e+09 4.19e-01  -8.6 5.89e+11    -  6.77e-01 2.62e-05h 16
 985r-4.1899042e+01 3.11e+09 9.99e+02   5.6 0.00e+00    -  0.00e+00 4.11e-07R 22
 986r-4.1898937e+01 3.11e+09 1.80e+05   5.6 3.58e+08    -  1.07e-03 7.50e-06f  1
 987r-4.1880198e+01 3.10e+09 9.52e+04   3.5 1.71e+08    -  1.00e+00 2.06e-03f  1
 988 -4.1925955e+01 3.22e+09 3.35e-01  -8.6 6.64e+11    -  6.25e-03 2.30e-02h  1
 989 -4.1913982e+01 3.20e+09 3.05e-01  -8.6 4.84e+11    -  4.12e-01 5.60e-03h  7
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
 990 -4.1906926e+01 3.19e+09 3.01e-01  -8.6 6.19e+11    -  1.01e-01 3.23e-03h  8
 991 -4.1898841e+01 3.18e+09 4.99e-01  -8.6 6.26e+11    -  6.48e-01 3.70e-03h  8
 992 -4.1891920e+01 3.18e+09 5.09e-01  -8.6 6.13e+11    -  1.02e-01 3.20e-03h  9
 993 -4.1884840e+01 3.17e+09 5.36e-01  -8.6 6.16e+11    -  2.78e-01 3.28e-03h  9
 994 -4.1884724e+01 3.17e+09 5.47e-01  -8.6 6.16e+11    -  1.41e-01 5.42e-05h 15
 995 -4.1884665e+01 3.17e+09 6.11e-01  -8.6 6.15e+11    -  1.00e+00 2.71e-05h 16
 996r-4.1884665e+01 3.17e+09 9.99e+02   4.8 0.00e+00    -  0.00e+00 4.23e-07R 22
 997r-4.1884220e+01 3.17e+09 9.62e+04   4.8 6.87e+07    -  1.25e-03 4.41e-05f  1
 998r-4.1874346e+01 3.14e+09 9.50e+04   3.4 2.99e+07    -  1.23e-01 2.22e-03f  1
 999 -4.1894203e+01 3.17e+09 2.65e-01  -8.6 7.51e+11    -  5.83e-03 1.09e-02h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1000 -4.1893107e+01 3.17e+09 2.53e-01  -8.6 5.86e+11    -  1.60e-01 4.99e-04h 11
1001 -4.1891467e+01 3.17e+09 2.48e-01  -8.6 5.96e+11    -  7.02e-02 7.46e-04h  9
1002 -4.1889222e+01 3.17e+09 5.97e-01  -8.6 6.07e+11    -  1.00e+00 1.02e-03h  9
1003 -4.1887465e+01 3.16e+09 5.96e-01  -8.6 6.12e+11    -  5.33e-02 8.03e-04h 11
1004 -4.1885685e+01 3.16e+09 5.96e-01  -8.6 6.18e+11    -  2.20e-01 8.12e-04h 11
1005 -4.1883880e+01 3.16e+09 5.96e-01  -8.6 6.25e+11    -  6.81e-02 8.23e-04h 11
1006 -4.1882058e+01 3.16e+09 5.97e-01  -8.6 6.29e+11    -  1.00e+00 8.30e-04h 11
1007 -4.1880187e+01 3.15e+09 5.97e-01  -8.6 6.38e+11    -  5.67e-02 8.49e-04h 11
1008 -4.1878308e+01 3.15e+09 5.97e-01  -8.6 6.40e+11    -  2.25e-01 8.53e-04h 11
1009 -4.1876413e+01 3.15e+09 5.96e-01  -8.6 6.43e+11    -  7.31e-02 8.59e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1010 -3.8916249e+01 1.69e+11 4.62e+00  -8.6 6.45e+11    -  1.00e+00 8.83e-01w  1
1011 -3.8877775e+01 1.57e+11 4.26e+00  -8.6 1.16e+11    -  4.91e-03 7.96e-02w  1
1012 -3.8498699e+01 1.23e+11 4.43e+00  -8.6 7.25e+10    -  2.62e-02 3.75e-01w  1
1013 -4.1875462e+01 3.15e+09 5.97e-01  -8.6 1.87e+10    -  1.00e+00 4.31e-04h 11
1014 -4.1875220e+01 3.15e+09 5.97e-01  -8.6 6.53e+11    -  5.99e-02 1.10e-04h 14
1015 -4.1875160e+01 3.15e+09 5.97e-01  -8.6 6.53e+11    -  2.36e-01 2.74e-05h 16
1016r-4.1875160e+01 3.15e+09 9.99e+02   4.3 0.00e+00    -  0.00e+00 4.30e-07R 22
1017r-4.1875140e+01 3.14e+09 6.01e+04   4.3 2.14e+07    -  1.22e-03 1.39e-04f  1
1018 -4.1894692e+01 3.14e+09 1.20e-01  -8.6 3.79e+11    -  4.32e-03 1.05e-02h  1
1019 -4.1893777e+01 3.14e+09 1.18e-01  -8.6 3.94e+11    -  1.40e-01 4.80e-04h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1020 -4.1892361e+01 3.14e+09 1.16e-01  -8.6 4.31e+11    -  6.65e-02 7.29e-04h  9
1021 -4.1891354e+01 3.14e+09 3.69e-01  -8.6 4.51e+11    -  5.74e-01 5.12e-04h 10
1022 -4.1889835e+01 3.13e+09 3.79e-01  -8.6 5.58e+11    -  5.04e-02 7.44e-04h 10
1023 -4.1888207e+01 3.13e+09 4.22e-01  -8.6 5.68e+11    -  2.31e-01 7.91e-04h 10
1024 -4.1886311e+01 3.13e+09 4.30e-01  -8.6 5.96e+11    -  6.01e-02 9.10e-04h 10
1025 -4.1884252e+01 3.13e+09 5.70e-01  -8.6 6.05e+11    -  1.00e+00 9.82e-04h 10
1026 -4.1882551e+01 3.12e+09 5.69e-01  -8.6 6.80e+11    -  5.22e-02 7.90e-04h 11
1027 -4.1880738e+01 3.12e+09 5.69e-01  -8.6 6.83e+11    -  1.61e-01 8.40e-04h 11
1028 -4.1878859e+01 3.12e+09 5.69e-01  -8.6 6.88e+11    -  7.44e-02 8.68e-04h 11
1029 -3.9064597e+01 2.15e+11 1.37e+01  -8.6 6.91e+11    -  1.00e+00 8.82e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1030 -3.9006999e+01 1.59e+11 1.64e+01  -8.6 3.68e+10    -  1.50e-01 4.38e-01w  1
1031 -3.8444091e+01 1.03e+11 1.29e+01  -8.6 4.07e+10    -  2.94e-02 3.81e-01w  1
1032 -4.1876990e+01 3.12e+09 5.74e-01  -8.6 3.66e+10    -  1.00e+00 8.61e-04h 10
1033 -4.1875992e+01 3.11e+09 5.74e-01  -8.6 7.11e+11    -  5.57e-02 4.53e-04h 12
1034 -4.1875961e+01 3.11e+09 5.74e-01  -8.6 7.12e+11    -  1.99e-01 1.41e-05h 17
1035r-4.1875961e+01 3.11e+09 9.99e+02   4.4 0.00e+00    -  0.00e+00 4.43e-07R 22
1036r-4.1875935e+01 3.11e+09 7.65e+04   4.4 2.75e+07    -  1.16e-03 1.04e-04f  1
1037r-4.1875630e+01 3.06e+09 7.65e+04   3.7 1.14e+07    -  7.13e-02 2.14e-03f  1
1038 -4.1897402e+01 3.13e+09 2.17e-01  -8.6 7.89e+11    -  7.31e-03 1.53e-02h  1
1039 -4.1897043e+01 3.13e+09 2.04e-01  -8.6 9.04e+11    -  1.98e-01 1.75e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1040 -4.1896666e+01 3.13e+09 2.00e-01  -8.6 8.76e+11    -  8.81e-02 1.82e-04h 11
1041 -4.1896282e+01 3.13e+09 3.65e-01  -8.6 8.65e+11    -  4.55e-01 1.84e-04h 11
1042 -4.1895878e+01 3.13e+09 3.83e-01  -8.6 8.05e+11    -  7.09e-02 1.91e-04h 11
1043 -4.1895472e+01 3.13e+09 4.98e-01  -8.6 7.99e+11    -  4.90e-01 1.92e-04h 11
1044 -4.1895060e+01 3.13e+09 5.06e-01  -8.6 7.52e+11    -  7.06e-02 1.94e-04h 11
1045 -4.1894647e+01 3.13e+09 6.00e-01  -8.6 7.48e+11    -  8.14e-01 1.94e-04h 11
1046 -4.1893816e+01 3.13e+09 6.02e-01  -8.6 6.96e+11    -  6.72e-02 3.92e-04h 10
1047 -4.1892987e+01 3.12e+09 6.07e-01  -8.6 6.94e+11    -  2.42e-01 3.91e-04h 10
1048 -4.1892159e+01 3.12e+09 6.09e-01  -8.6 6.88e+11    -  8.47e-02 3.91e-04h 10
1049 -4.1427554e+01 1.15e+10 5.51e-01  -8.6 6.87e+11    -  1.00e+00 2.01e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1050 -4.0030366e+01 7.39e+10 2.28e+00  -8.6 6.63e+11    -  2.68e-01 5.02e-01w  1
1051 -3.8137366e+01 1.11e+11 1.58e+01  -8.6 2.56e+11    -  4.80e-02 5.47e-01w  1
1052 -4.1891328e+01 3.12e+09 6.25e-01  -8.6 6.70e+10    -  1.00e+00 3.92e-04h  9
1053 -4.1890465e+01 3.12e+09 6.25e-01  -8.6 6.69e+11    -  6.78e-02 4.07e-04h 10
1054 -4.1890028e+01 3.12e+09 6.26e-01  -8.6 6.68e+11    -  2.48e-01 2.06e-04h 11
1055 -4.1889566e+01 3.12e+09 6.26e-01  -8.6 6.67e+11    -  8.64e-02 2.17e-04h 11
1056 -4.1889088e+01 3.12e+09 6.32e-01  -8.6 6.67e+11    -  1.00e+00 2.24e-04h 11
1057 -4.1888395e+01 3.12e+09 6.33e-01  -8.6 6.65e+11    -  6.90e-02 3.19e-04h 11
1058 -4.1887665e+01 3.12e+09 6.36e-01  -8.6 6.65e+11    -  2.55e-01 3.36e-04h 11
1059 -4.1886790e+01 3.12e+09 6.37e-01  -8.6 6.65e+11    -  8.74e-02 3.99e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1060 -4.1885861e+01 3.11e+09 6.53e-01  -8.6 6.64e+11    -  1.00e+00 4.23e-04h 11
1061 -4.1885094e+01 3.11e+09 6.53e-01  -8.6 6.62e+11    -  7.05e-02 3.44e-04h 12
1062 -3.9642428e+01 1.08e+11 6.81e+00  -8.6 6.61e+11    -  2.61e-01 7.13e-01w  1
1063 -3.9432086e+01 9.80e+10 6.04e+00  -8.6 2.45e+11    -  1.60e-03 1.09e-01w  1
1064 -3.7559404e+01 8.62e+10 1.94e+01  -8.6 1.36e+11    -  4.49e-03 5.28e-01w  1
1065 -4.1884320e+01 3.11e+09 6.56e-01  -8.6 8.91e+10    -  2.61e-01 3.48e-04h 11
1066 -4.1883482e+01 3.11e+09 6.57e-01  -8.6 6.61e+11    -  8.92e-02 3.75e-04h 12
1067 -4.1882627e+01 3.11e+09 6.66e-01  -8.6 6.61e+11    -  1.00e+00 3.82e-04h 12
1068 -4.1881609e+01 3.11e+09 6.66e-01  -8.6 6.59e+11    -  7.21e-02 4.53e-04h 12
1069 -4.1880589e+01 3.11e+09 6.66e-01  -8.6 6.59e+11    -  2.70e-01 4.54e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1070 -4.1879553e+01 3.11e+09 6.66e-01  -8.6 6.58e+11    -  9.09e-02 4.61e-04h 12
1071 -4.1878524e+01 3.10e+09 6.67e-01  -8.6 6.58e+11    -  1.00e+00 4.59e-04h 12
1072 -4.1877480e+01 3.10e+09 6.67e-01  -8.6 6.59e+11    -  7.41e-02 4.64e-04h 12
1073 -4.1876437e+01 3.10e+09 6.67e-01  -8.6 6.59e+11    -  2.80e-01 4.63e-04h 12
1074 -4.1876177e+01 3.10e+09 6.67e-01  -8.6 6.59e+11    -  9.29e-02 1.16e-04h 14
1075 -3.8195973e+01 1.92e+11 1.09e+01  -8.6 6.59e+11    -  1.00e+00 9.48e-01w  1
1076 -3.8196039e+01 1.92e+11 1.09e+01  -8.6 4.56e+10    -  1.63e-01 3.63e-05w  1
1077 -3.8733612e+01 2.73e+11 3.16e+01  -8.6 4.57e+10    -  1.63e-01 3.33e-01w  1
1078 -4.1876046e+01 3.10e+09 6.69e-01  -8.6 3.33e+10    -  1.00e+00 5.79e-05h 14
1079 -4.1876014e+01 3.10e+09 6.69e-01  -8.6 6.59e+11    -  7.53e-02 1.45e-05h 17
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1080r-4.1876014e+01 3.10e+09 9.99e+02   4.2 0.00e+00    -  0.00e+00 4.54e-07R 22
1081r-4.1875899e+01 3.09e+09 6.78e+04   4.2 1.61e+07    -  1.38e-03 2.08e-04f  1
1082r-4.1875320e+01 3.01e+09 7.23e+04   3.5 5.35e+06    -  2.76e-01 2.35e-03f  1
1083 -4.2004274e+01 3.59e+09 1.55e-01  -8.6 1.19e+11    -  6.89e-03 5.38e-02H  1
1084 -4.2005467e+01 3.58e+09 1.75e-01  -8.6 9.29e+10    -  1.34e-01 2.13e-03h  7
1085 -4.2006138e+01 3.58e+09 2.09e-01  -8.6 1.62e+11    -  2.13e-01 2.26e-03h  7
1086 -4.2006065e+01 3.57e+09 2.67e-01  -8.6 2.63e+11    -  3.76e-01 2.58e-03h  7
1087 -4.2004743e+01 3.57e+09 3.47e-01  -8.6 4.02e+11    -  5.80e-01 3.32e-03h  7
1088 -4.2001137e+01 3.56e+09 4.08e-01  -8.6 5.45e+11    -  6.02e-01 4.87e-03h  7
1089 -4.1994081e+01 3.55e+09 4.74e-01  -8.6 6.26e+11    -  1.00e+00 7.14e-03h  7
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1090 -4.1981880e+01 3.54e+09 4.83e-01  -8.6 6.88e+11    -  4.43e-01 9.72e-03h  7
1091 -4.1967322e+01 3.53e+09 4.97e-01  -8.6 6.92e+11    -  1.00e+00 1.07e-02h  7
1092 -4.1948785e+01 3.53e+09 4.93e-01  -8.6 6.92e+11    -  2.73e-01 1.22e-02h  7
1093 -4.1939613e+01 3.52e+09 4.96e-01  -8.6 6.83e+11    -  1.00e+00 5.89e-03h  8
1094 -3.9848811e+01 1.85e+11 6.92e+00  -8.6 6.78e+11    -  2.98e-01 8.50e-01w  1
1095 -3.9848684e+01 1.85e+11 6.92e+00  -8.6 6.17e+10    -  3.01e-01 4.64e-05w  1
1096 -3.8431362e+01 1.26e+11 4.25e+00  -8.6 6.27e+10    -  3.02e-01 3.67e-01w  1
1097 -4.1934195e+01 3.51e+09 4.96e-01  -8.6 3.76e+10    -  2.98e-01 3.32e-03h  8
1098 -4.1931462e+01 3.50e+09 5.00e-01  -8.6 6.75e+11    -  1.00e+00 1.66e-03h 10
1099 -4.1930739e+01 3.50e+09 5.01e-01  -8.6 6.74e+11    -  3.05e-01 4.34e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1100 -4.1930648e+01 3.50e+09 5.05e-01  -8.6 6.73e+11    -  1.00e+00 5.44e-05h 15
1101 -4.1906950e+01 3.50e+09 4.99e-01  -8.6 6.73e+11    -  3.07e-01 1.41e-02h  7
1102 -4.1884130e+01 3.50e+09 4.96e-01  -8.6 6.62e+11    -  1.00e+00 1.34e-02h  7
1103 -4.1861109e+01 3.49e+09 4.90e-01  -8.6 6.50e+11    -  3.39e-01 1.34e-02h  7
1104 -4.1838473e+01 3.49e+09 4.88e-01  -8.6 6.40e+11    -  1.00e+00 1.31e-02h  7
1105 -4.1815293e+01 3.48e+09 4.84e-01  -8.6 6.30e+11    -  3.75e-01 1.32e-02h  7
1106 -4.1792425e+01 3.47e+09 4.83e-01  -8.6 6.20e+11    -  1.00e+00 1.30e-02h  7
1107 -3.9638369e+01 1.51e+11 2.59e+00  -8.6 6.11e+11    -  4.11e-01 8.35e-01w  1
1108 -3.8692488e+01 1.10e+11 1.56e+00  -8.6 4.30e+10    -  4.37e-01 3.14e-01w  1
1109 -3.7355228e+01 7.54e+10 2.97e+00  -8.6 2.66e+10    -  5.14e-02 3.94e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1110 -4.1769192e+01 3.46e+09 4.79e-01  -8.6 4.18e+10    -  4.11e-01 1.30e-02h  6
1111 -4.1746245e+01 3.45e+09 4.79e-01  -8.6 6.01e+11    -  1.00e+00 1.28e-02h  7
1112 -4.1723090e+01 3.44e+09 4.75e-01  -8.6 5.93e+11    -  4.48e-01 1.28e-02h  7
1113 -4.1700198e+01 3.43e+09 4.75e-01  -8.6 5.84e+11    -  1.00e+00 1.26e-02h  7
1114 -4.1677194e+01 3.42e+09 4.72e-01  -8.6 5.77e+11    -  4.85e-01 1.26e-02h  7
1115 -4.1654438e+01 3.41e+09 4.72e-01  -8.6 5.68e+11    -  1.00e+00 1.24e-02h  7
1116 -4.1608669e+01 3.45e+09 4.63e-01  -8.6 5.61e+11    -  5.23e-01 2.48e-02h  6
1117 -4.1564038e+01 3.48e+09 4.59e-01  -8.6 5.44e+11    -  1.00e+00 2.40e-02h  6
1118 -4.1519589e+01 3.50e+09 4.53e-01  -8.6 5.29e+11    -  5.92e-01 2.37e-02h  6
1119 -4.1475906e+01 3.52e+09 4.50e-01  -8.6 5.14e+11    -  1.00e+00 2.31e-02h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1120 -3.9605864e+01 9.76e+10 1.86e+00  -8.6 5.01e+11    -  6.69e-01 7.31e-01w  1
1121 -3.8834331e+01 7.36e+10 2.48e+00  -8.6 4.31e+10    -  6.60e-01 2.98e-01w  1
1122 -3.9717607e+01 8.14e+10 7.23e+00  -8.6 2.16e+11    -  3.62e-02 4.43e-02w  1
1123 -4.1432381e+01 3.53e+09 4.45e-01  -8.6 1.09e+10 -20.0 6.69e-01 2.29e-02h  5
1124 -4.1389451e+01 3.54e+09 4.42e-01  -8.6 4.87e+11    -  1.00e+00 2.24e-02h  6
1125 -4.1346643e+01 3.55e+09 4.38e-01  -8.6 4.75e+11    -  7.46e-01 2.22e-02h  6
1126 -4.1304147e+01 3.55e+09 4.35e-01  -8.6 4.62e+11    -  1.00e+00 2.19e-02h  6
1127 -4.1261414e+01 3.55e+09 4.31e-01  -8.6 4.50e+11    -  8.25e-01 2.18e-02h  6
1128 -4.1218292e+01 3.55e+09 4.28e-01  -8.6 4.38e+11    -  1.00e+00 2.19e-02h  6
1129 -4.1173992e+01 3.55e+09 4.24e-01  -8.6 4.26e+11    -  9.07e-01 2.22e-02h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1130 -4.1127978e+01 3.55e+09 4.20e-01  -8.6 4.14e+11    -  1.00e+00 2.29e-02h  6
1131 -4.1079211e+01 3.55e+09 4.17e-01  -8.6 4.02e+11    -  9.94e-01 2.40e-02h  6
1132 -4.1026953e+01 3.55e+09 4.17e-01  -8.6 3.89e+11    -  1.00e+00 2.54e-02h  6
1133 -3.8675423e+01 9.10e+10 2.15e+00  -8.6 3.75e+11    -  1.00e+00 8.02e-01w  1
1134 -3.7970688e+01 6.12e+10 9.82e+00  -8.6 1.75e+10    -  7.05e-02 3.74e-01w  1
1135 -3.4970973e+01 2.70e+10 1.75e+01  -8.6 2.95e+10    -  4.26e-01 9.02e-01w  1
1136 -4.0974904e+01 3.55e+09 4.17e-01  -8.6 1.26e+10    -  1.00e+00 2.51e-02h  5
1137 -4.0923691e+01 3.55e+09 4.17e-01  -8.6 3.63e+11    -  1.00e+00 2.45e-02h  6
1138 -4.0873170e+01 3.54e+09 4.18e-01  -8.6 3.51e+11    -  1.00e+00 2.40e-02h  6
1139 -4.0823556e+01 3.53e+09 4.20e-01  -8.6 3.40e+11    -  1.00e+00 2.34e-02h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1140 -4.0774859e+01 3.51e+09 4.22e-01  -8.6 3.29e+11    -  1.00e+00 2.29e-02h  6
1141 -4.0727190e+01 3.49e+09 4.25e-01  -8.6 3.19e+11    -  1.00e+00 2.24e-02h  6
1142 -4.0680509e+01 3.47e+09 4.28e-01  -8.6 3.10e+11    -  1.00e+00 2.19e-02h  6
1143 -4.0634834e+01 3.45e+09 4.31e-01  -8.6 3.00e+11    -  1.00e+00 2.14e-02h  6
1144 -4.0590271e+01 3.43e+09 4.34e-01  -8.6 2.92e+11    -  1.00e+00 2.09e-02h  6
1145 -4.0546627e+01 3.40e+09 4.38e-01  -8.6 2.83e+11    -  1.00e+00 2.04e-02h  6
1146 -3.8800068e+01 4.45e+10 1.95e+00  -8.6 2.75e+11    -  1.00e+00 6.38e-01w  1
1147 -3.8288319e+01 3.49e+10 6.11e+00  -8.6 3.51e+10    -  1.04e-01 2.67e-01w  1
1148 -3.0587951e+01 3.52e+10 1.30e+01  -8.6 1.37e+10    -  3.44e-01 1.00e+00w  1
1149 -4.0504081e+01 3.38e+09 4.42e-01  -8.6 6.95e+10    -  1.00e+00 1.99e-02h  5
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1150 -4.0462620e+01 3.35e+09 4.46e-01  -8.6 2.68e+11    -  1.00e+00 1.95e-02h  6
1151 -4.0421954e+01 3.33e+09 4.51e-01  -8.6 2.60e+11    -  1.00e+00 1.90e-02h  6
1152 -4.0382229e+01 3.30e+09 4.56e-01  -8.6 2.53e+11    -  1.00e+00 1.86e-02h  6
1153 -4.0343394e+01 3.27e+09 4.62e-01  -8.6 2.47e+11    -  1.00e+00 1.81e-02h  6
1154 -4.0305343e+01 3.24e+09 4.67e-01  -8.6 2.40e+11    -  1.00e+00 1.78e-02h  6
1155 -4.0267970e+01 3.21e+09 4.72e-01  -8.6 2.35e+11    -  1.00e+00 1.75e-02h  6
1156 -4.0230819e+01 3.18e+09 4.78e-01  -8.6 2.29e+11    -  1.00e+00 1.73e-02h  6
1157 -4.0192768e+01 3.16e+09 4.83e-01  -8.6 2.23e+11    -  1.00e+00 1.78e-02h  6
1158 -4.0148215e+01 3.13e+09 4.80e-01  -8.6 2.17e+11    -  5.83e-01 2.09e-02h  6
1159 -3.6737972e+01 8.08e+10 6.49e+00  -8.6 2.11e+11    -  3.34e-01 9.81e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1160 -3.6740524e+01 8.06e+10 1.42e+01  -8.6 6.51e+10    -  1.66e-01 2.64e-03w  1
1161 -3.5835810e+01 3.77e+10 1.57e+01  -8.6 2.69e+10    -  6.42e-08 6.61e-01w  1
1162 -4.0082180e+01 3.11e+09 4.71e-01  -8.6 1.48e+11    -  3.34e-01 3.06e-02h  5
1163 -4.0016714e+01 3.09e+09 4.70e-01  -8.6 2.01e+11    -  7.00e-01 3.05e-02h  6
1164 -3.9951323e+01 3.07e+09 4.69e-01  -8.6 1.92e+11    -  5.81e-01 3.04e-02h  6
1165 -3.9886245e+01 3.04e+09 4.81e-01  -8.6 1.83e+11    -  1.00e+00 3.03e-02h  6
1166 -3.9820985e+01 3.01e+09 4.79e-01  -8.6 1.76e+11    -  5.62e-01 3.04e-02h  6
1167 -3.9756087e+01 2.98e+09 4.91e-01  -8.6 1.68e+11    -  1.00e+00 3.03e-02h  6
1168 -3.9691325e+01 2.95e+09 4.92e-01  -8.6 1.60e+11    -  6.48e-01 3.04e-02h  6
1169 -3.9626565e+01 2.92e+09 5.05e-01  -8.6 1.53e+11    -  1.00e+00 3.03e-02h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1170 -3.9562442e+01 2.88e+09 5.08e-01  -8.6 1.46e+11    -  7.40e-01 3.01e-02h  6
1171 -3.9501885e+01 2.85e+09 5.23e-01  -8.6 1.39e+11    -  1.00e+00 2.84e-02h  6
1172 -3.6533989e+01 4.52e+10 9.77e+00  -8.6 1.33e+11    -  8.35e-01 8.78e-01w  1
1173 -3.6681055e+01 4.25e+10 1.79e+01  -8.6 2.59e+10    -  5.30e-02 6.65e-02w  1
1174 -3.6681055e+01 4.25e+10 1.79e+01  -8.6 9.39e+10 -20.0 3.90e-04 1.33e-09w  1
1175 -3.9443261e+01 2.81e+09 5.32e-01  -8.6 7.06e+09 -20.0 8.35e-01 2.74e-02h  5
1176 -3.9385874e+01 2.77e+09 5.41e-01  -8.6 1.28e+11    -  1.00e+00 2.72e-02h  6
1177 -3.9331109e+01 2.73e+09 5.44e-01  -8.6 1.22e+11    -  9.26e-01 2.68e-02h  6
1178 -3.9280244e+01 2.70e+09 5.61e-01  -8.6 1.18e+11    -  1.00e+00 2.42e-02h  6
1179 -3.8108775e+01 8.16e+08 4.87e+00  -8.6 1.13e+11    -  9.63e-01 3.90e-01H  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1180 -3.7790205e+01 5.29e+08 4.05e+00  -8.6 5.87e+10    -  1.00e+00 1.64e-01h  3
1181 -3.7562111e+01 4.81e+08 3.63e+00  -8.6 4.44e+10    -  1.00e+00 1.04e-01h  4
1182 -3.5946322e+01 2.45e+08 1.83e+00  -8.6 3.56e+10    -  5.22e-01 7.30e-01H  1
1183 -3.5910085e+01 1.25e+09 1.60e+01  -8.6 1.85e+10 -20.0 2.22e-03 7.75e-02h  1
1184 -3.5994813e+01 2.51e+09 1.30e+01  -8.6 2.39e+10    -  1.56e-02 3.46e-01h  1
1185 -3.5951659e+01 2.47e+09 1.27e+01  -8.6 1.82e+10    -  8.64e-01 1.61e-02h  2
1186 -3.5112861e+01 2.03e+09 7.21e+00  -8.6 1.69e+10    -  1.88e-01 2.38e-01h  2
In iteration 1186, 1 Slack too small, adjusting variable bound
1187 -3.4772335e+01 1.98e+09 1.85e+01  -8.6 1.87e+10    -  1.14e-02 4.85e-02h  1
1188 -3.4320153e+01 2.02e+09 8.21e+01  -8.6 4.80e+10    -  6.47e-03 5.29e-02h  1
1189 -3.4072908e+01 1.91e+09 1.10e+02  -8.6 1.91e+10    -  1.04e-02 7.41e-02H  1
In iteration 1189, 1 Slack too small, adjusting variable bound
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1190 -3.4048266e+01 1.91e+09 1.10e+02  -8.6 4.22e+10    -  1.09e-02 3.52e-03h  1
In iteration 1190, 1 Slack too small, adjusting variable bound
1191 -3.3953356e+01 1.89e+09 1.14e+02  -8.6 4.29e+10    -  4.58e-04 1.29e-02h  1
In iteration 1191, 1 Slack too small, adjusting variable bound
1192 -3.3931999e+01 1.88e+09 1.14e+02  -8.6 1.28e+09 -15.5 1.18e-02 3.40e-03h  1
1193 -3.3930196e+01 1.88e+09 1.14e+02  -8.6 7.13e+08 -15.1 2.38e-02 6.76e-04h  1
1194 -3.3948543e+01 1.88e+09 1.14e+02  -8.6 1.11e+08 -13.7 5.15e-03 2.17e-03h  1
1195 -3.3973329e+01 1.87e+09 1.13e+02  -8.6 2.55e+08 -14.2 1.75e-03 4.71e-03h  1
1196 -3.3979088e+01 1.85e+09 1.10e+02  -8.6 4.65e+08 -14.7 4.61e-04 1.34e-02h  1
1197 -3.3974239e+01 1.84e+09 1.10e+02  -8.6 1.63e+08 -14.3 6.09e-04 3.15e-03h  1
1198 -3.4342374e+01 9.92e+08 3.67e+02  -8.6 4.96e+07 -14.7 2.07e-01 7.77e-01h  1
1199r-3.4342374e+01 9.92e+08 9.99e+02   5.0 0.00e+00 -13.4 0.00e+00 4.19e-10R  2
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1200r-3.4342374e+01 9.92e+08 5.90e+04   5.0 7.64e+09    -  3.60e-14 2.44e-08f  1
1201r-3.4363272e+01 9.84e+08 1.97e+04   2.9 4.84e+07    -  1.17e-02 3.74e-03f  1
1202 -3.4422448e+01 9.71e+08 1.51e-01  -8.6 1.90e+10    -  7.66e-02 1.63e-02h  1
1203 -3.4452073e+01 9.63e+08 1.51e-01  -8.6 3.78e+10    -  2.66e-05 8.53e-03h  1
1204 -3.4452015e+01 9.63e+08 1.42e-01  -8.6 1.26e+12    -  4.25e-02 5.96e-05H  1
1205 -3.4535786e+01 9.50e+08 1.41e-01  -8.6 3.78e+10    -  4.55e-05 3.26e-02h  1
1206 -3.4535982e+01 9.50e+08 1.39e-01  -8.6 5.70e+10    -  1.82e-02 1.15e-04h  1
1207 -3.4569871e+01 9.44e+08 1.36e-01  -8.6 7.24e+10    -  2.09e-02 1.93e-02h  1
1208 -3.4592345e+01 9.41e+08 1.30e-01  -8.6 9.35e+10    -  4.74e-02 1.19e-02h  1
1209r-3.4592345e+01 9.41e+08 9.99e+02   4.5 0.00e+00 -13.9 0.00e+00 1.58e-11R  2
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1210r-3.4592345e+01 9.41e+08 1.06e+03   4.5 2.30e+12    -  1.31e-15 5.17e-11f  1
1211r-3.4592924e+01 9.36e+08 7.70e+03   2.4 7.51e+07    -  5.47e-03 1.75e-03f  1
1212 -3.4694356e+01 1.17e+09 1.22e-01  -8.6 1.10e+11    -  7.97e-02 3.49e-02h  1
1213 -3.4983022e+01 2.06e+09 1.09e-01  -8.6 4.12e+10    -  1.07e-01 1.13e-01h  2
1214r-3.4983022e+01 2.06e+09 9.99e+02   5.2 0.00e+00    -  0.00e+00 3.54e-07R 17
1215r-3.4982981e+01 2.06e+09 1.19e+05   5.2 1.17e+08    -  1.21e-04 1.88e-06f  1
1216r-3.4951163e+01 2.05e+09 1.16e+05   3.8 1.07e+08    -  1.15e-01 1.46e-03f  1
1217 -3.4975047e+01 2.25e+09 1.05e-01  -8.6 7.52e+11    -  6.41e-02 7.44e-03h  6
1218 -3.5021529e+01 2.32e+09 9.96e-02  -8.6 2.48e+11    -  5.33e-02 1.46e-02h  5
1219 -3.5409312e+01 1.86e+09 2.52e+02  -8.6 4.44e+07 -14.4 3.44e-03 2.65e-01h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1220r-3.5409312e+01 1.86e+09 9.99e+02   5.2 0.00e+00  -6.5 0.00e+00 2.50e-10R  2
1221r-3.5409312e+01 1.86e+09 1.23e+05   5.2 4.67e+11    -  7.22e-10 6.63e-13f  5
1222r-3.5333834e+01 1.85e+09 1.23e+05   3.1 5.61e+07    -  4.78e-03 4.46e-03f  1
1223 -3.5455228e+01 1.87e+09 9.00e-02  -8.6 6.73e+10    -  1.03e-01 4.16e-02h  3
1224 -3.5542789e+01 1.95e+09 9.27e-02  -8.6 8.34e+10    -  2.21e-01 3.67e-02h  2
1225 -3.5641195e+01 1.88e+09 1.49e-01  -8.6 1.47e+10    -  4.35e-01 4.76e-02h  1
1226 -3.5723786e+01 1.82e+09 1.40e-01  -8.6 3.12e+10    -  4.59e-01 5.86e-02h  5
1227 -3.5788083e+01 1.75e+09 1.34e-01  -8.6 2.51e+10    -  2.39e-01 4.54e-02h  3
1228 -3.5884208e+01 1.67e+09 1.24e-01  -8.6 1.71e+10    -  3.31e-01 6.88e-02h  1
1229 -3.6137761e+01 1.43e+09 1.00e-01  -8.6 8.48e+09    -  1.17e-01 1.92e-01h  3
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1230 -3.6243455e+01 1.36e+09 1.32e-01  -8.6 1.90e+10    -  5.24e-01 7.09e-02h  3
1231 -3.6285328e+01 1.38e+09 1.33e-01  -8.6 4.57e+10    -  4.97e-01 2.81e-02h  6
1232 -3.6340762e+01 1.34e+09 1.13e-01  -8.6 6.20e+09    -  2.25e-01 3.80e-02h  1
1233 -3.6550043e+01 2.60e+09 2.60e-01  -8.6 3.08e+10    -  1.92e-01 1.46e-01h  3
1234 -3.6550036e+01 2.60e+09 6.15e+00  -8.6 2.05e+04  -7.0 4.51e-04 1.24e-05h  1
1235 -3.6550081e+01 2.60e+09 2.94e+00  -8.6 6.38e+09    -  5.15e-01 3.53e-05h  1
1236 -3.6821305e+01 2.50e+09 1.71e+00  -8.6 7.14e+09    -  4.14e-01 2.35e-01h  3
1237 -3.7057762e+01 2.73e+09 8.90e-01  -8.6 1.10e+10    -  4.59e-01 1.68e-01h  3
1238 -3.7084785e+01 2.76e+09 7.80e-01  -8.6 1.73e+10    -  1.51e-01 2.95e-02h  3
1239 -3.7231043e+01 3.08e+09 6.97e-01  -8.6 4.45e+10    -  9.89e-02 7.29e-02h  3
In iteration 1239, 1 Slack too small, adjusting variable bound
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1240 -3.7231029e+01 3.08e+09 1.07e+04  -8.6 1.03e+04  -7.5 6.54e-01 5.55e-05h  1
1241 -3.7216791e+01 2.90e+09 1.46e+04  -8.6 1.03e+04  -7.9 8.55e-01 5.69e-02h  1
1242r-3.7216791e+01 2.90e+09 1.00e+03   5.4 0.00e+00  -8.4 0.00e+00 3.40e-07R  2
1243r-3.7216789e+01 2.90e+09 1.00e+03   5.4 1.30e+10    -  3.41e-08 3.05e-08f  1
1244r-3.7084925e+01 2.89e+09 2.52e+03   3.3 9.77e+07    -  1.40e-02 2.28e-03f  1
1245 -3.7167470e+01 2.86e+09 1.45e+00  -8.6 7.22e+10    -  1.35e-02 9.34e-03h  1
1246 -3.7298380e+01 2.83e+09 1.72e+00  -8.6 5.86e+10    -  2.29e-02 1.21e-02h  4
1247 -3.7413180e+01 2.80e+09 3.79e+00  -8.6 6.20e+10    -  7.50e-02 1.08e-02h  4
1248 -3.7446103e+01 2.79e+09 9.29e+00  -8.6 1.16e+11    -  5.49e-02 2.27e-03h  6
1249 -3.7483274e+01 2.79e+09 1.55e+01  -8.6 2.12e+11    -  3.68e-02 1.81e-03h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1250 -3.7479064e+01 3.20e+09 2.51e+06  -8.6 1.17e+07  -8.9 1.38e-06 1.81e-02h  1
1251r-3.7479064e+01 3.20e+09 9.99e+02   5.5 0.00e+00  -9.4 0.00e+00 8.78e-09R  2
1252r-3.7479064e+01 3.20e+09 1.13e+04   5.5 3.99e+09    -  1.20e-08 1.24e-09f  1
1253r-3.7423393e+01 3.18e+09 2.24e+04   3.4 1.83e+08    -  1.85e-01 1.79e-03f  1
1254 -3.7513051e+01 3.13e+09 6.35e+00  -8.6 2.65e+10    -  1.83e-02 1.75e-02h  3
1255 -3.7580862e+01 3.09e+09 1.04e+01  -8.6 2.48e+10    -  4.45e-02 1.38e-02h  3
1256 -3.7623938e+01 3.05e+09 4.49e+01  -8.6 2.35e+10    -  1.24e-01 1.10e-02h  3
1257 -3.7623276e+01 3.05e+09 1.12e+02  -8.6 1.51e+11    -  1.01e-01 1.66e-04h  9
1258r-3.7623276e+01 3.05e+09 9.99e+02   5.3 0.00e+00    -  0.00e+00 2.63e-07R 17
1259r-3.7589753e+01 3.05e+09 5.68e+04   5.3 1.38e+08    -  1.05e-02 1.04e-03f  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1260 -3.7702006e+01 3.03e+09 2.25e+01  -8.6 1.47e+11    -  7.59e-02 6.83e-03h  3
1261 -3.8022071e+01 2.98e+09 2.26e+01  -8.6 7.93e+10    -  1.23e-01 1.72e-02h  3
1262 -3.8145332e+01 2.96e+09 2.27e+01  -8.6 4.19e+10    -  1.75e-01 6.08e-03h  6
1263 -3.8257167e+01 2.95e+09 2.27e+01  -8.6 4.80e+10    -  1.11e-01 6.10e-03h  6
1264 -3.8307289e+01 2.94e+09 2.27e+01  -8.6 5.72e+10    -  1.73e-01 3.08e-03h  7
1265 -3.8328795e+01 2.93e+09 2.31e+01  -8.6 6.46e+10    -  2.00e-01 1.42e-03h  8
1266 -3.8347582e+01 2.93e+09 2.44e+01  -8.6 6.93e+10    -  3.28e-01 1.29e-03h  8
1267 -3.8582219e+01 2.88e+09 2.35e+01  -8.6 7.45e+10    -  1.47e-01 1.88e-02h  4
1268 -3.8610627e+01 2.87e+09 2.31e+01  -8.6 1.68e+11    -  1.50e-01 4.12e-03h  5
1269 -3.8626632e+01 2.86e+09 2.32e+01  -8.6 2.66e+11    -  2.63e-01 2.87e-03h  5
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1270 -2.2226232e+01 8.49e+09 6.61e+03  -8.6 5.38e+11    -  2.96e-02 2.70e-02w  1
1271 -2.3193179e+01 1.51e+10 5.60e+03  -8.6 6.09e+10    -  4.63e-01 1.80e-01w  1
1272 -2.3205901e+01 1.51e+10 5.58e+03  -8.6 2.27e+11    -  1.17e-02 4.57e-03w  1
1273 -3.8627418e+01 2.86e+09 2.18e+01  -8.6 1.24e+11    -  2.96e-02 1.06e-04h  8
1274 -3.8628133e+01 2.86e+09 2.17e+01  -8.6 6.00e+11    -  1.99e-01 9.60e-05h  9
1275 -3.8627655e+01 2.86e+09 8.06e+02  -8.6 7.31e+05  -9.9 3.28e-02 9.78e-04h  1
In iteration 1275, 1 Slack too small, adjusting variable bound
1276 -3.8627566e+01 2.86e+09 6.16e+05  -8.6 1.54e+09 -10.3 1.39e-02 1.87e-05h  1
1277 -3.8625381e+01 2.86e+09 8.22e+05  -8.6 1.53e+09 -10.8 1.40e-02 4.62e-04h  3
1278 -3.8625125e+01 2.86e+09 1.03e+06  -8.6 1.63e+09 -11.3 1.85e-02 6.14e-05h  6
1279 -3.8625006e+01 2.86e+09 1.59e+06  -8.6 2.99e+09 -11.8 9.02e-02 3.46e-05h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1280 -3.8624965e+01 2.86e+09 1.71e+06  -8.6 3.77e+09 -12.2 9.85e-02 1.30e-05h 11
1281r-3.8624965e+01 2.86e+09 1.00e+03   5.7 0.00e+00 -12.7 0.00e+00 4.95e-07R 17
1282r-3.8610136e+01 2.85e+09 1.47e+05   5.7 2.59e+08    -  3.81e-02 3.21e-04f  1
1283 -3.8693916e+01 2.83e+09 1.93e+01  -8.6 1.07e+11    -  9.93e-03 7.33e-03h  6
1284 -3.8782066e+01 2.82e+09 2.07e+01  -8.6 1.54e+11    -  4.85e-02 6.91e-03h  6
1285 -3.8883672e+01 2.80e+09 2.13e+01  -8.6 2.28e+11    -  3.87e-02 5.90e-03h  7
1286 -3.8936111e+01 2.79e+09 2.29e+01  -8.6 2.42e+11    -  1.17e-01 2.37e-03h  9
1287 -3.8986791e+01 2.79e+09 2.36e+01  -8.6 2.32e+11    -  4.48e-02 2.26e-03h  9
1288 -3.9034562e+01 2.78e+09 2.38e+01  -8.6 2.22e+11    -  1.53e-01 2.14e-03h  9
1289 -3.9057412e+01 2.78e+09 2.38e+01  -8.6 2.14e+11    -  4.99e-02 1.04e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1290 -3.9079795e+01 2.77e+09 2.38e+01  -8.6 2.11e+11    -  3.43e-01 1.03e-03h 10
1291 -3.9101584e+01 2.77e+09 2.38e+01  -8.6 2.09e+11    -  4.79e-02 1.03e-03h 10
1292 -3.9123068e+01 2.77e+09 2.38e+01  -8.6 2.07e+11    -  2.83e-01 1.03e-03h 10
1293 -4.3653300e+01 3.57e+11 1.68e+01  -8.6 2.06e+11    -  5.45e-02 5.30e-01w  1
1294 -4.3583911e+01 3.39e+11 1.04e+05  -8.6 2.89e+09 -13.2 2.64e-04 5.19e-02w  1
1295 -4.3583328e+01 3.39e+11 1.04e+05  -8.6 5.99e+09 -13.7 1.27e-07 4.34e-04w  1
1296 -3.9144009e+01 2.77e+09 2.38e+01  -8.6 6.10e+09 -14.1 5.45e-02 1.03e-03h  9
1297 -3.9164755e+01 2.76e+09 2.39e+01  -8.6 2.04e+11    -  4.51e-01 1.03e-03h 10
1298 -3.9184489e+01 2.76e+09 2.39e+01  -8.6 2.06e+11    -  5.74e-02 1.05e-03h 10
1299 -3.9204113e+01 2.76e+09 2.39e+01  -8.6 2.08e+11    -  3.02e-01 1.06e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1300 -3.9223191e+01 2.75e+09 2.39e+01  -8.6 2.10e+11    -  6.76e-02 1.07e-03h 10
1301 -3.9242239e+01 2.75e+09 2.39e+01  -8.6 2.12e+11    -  4.77e-01 1.08e-03h 10
1302 -3.9260565e+01 2.75e+09 2.39e+01  -8.6 2.15e+11    -  7.16e-02 1.11e-03h 10
1303 -3.9278975e+01 2.75e+09 2.39e+01  -8.6 2.18e+11    -  2.70e-01 1.12e-03h 10
1304 -3.9315576e+01 2.74e+09 2.39e+01  -8.6 2.20e+11    -  9.02e-02 2.27e-03h  9
1305 -3.9334322e+01 2.74e+09 2.39e+01  -8.6 2.26e+11    -  5.19e-01 1.17e-03h 10
1306 -4.3187701e+01 4.78e+11 1.21e+01  -8.6 2.29e+11    -  9.43e-02 6.16e-01w  1
1307 -4.3093394e+01 4.47e+11 3.01e+03  -8.6 5.99e+08 -14.6 1.06e-02 6.97e-02w  1
1308 -4.2939206e+01 3.99e+11 1.04e+04  -8.6 2.37e+09 -15.1 4.50e-09 1.16e-01w  1
1309 -3.9353017e+01 2.73e+09 2.39e+01  -8.6 5.23e+09 -15.6 9.43e-02 1.20e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1310 -3.9371970e+01 2.73e+09 2.39e+01  -8.6 2.33e+11    -  5.16e-01 1.22e-03h 10
1311 -3.9391045e+01 2.73e+09 2.39e+01  -8.6 2.36e+11    -  1.10e-01 1.26e-03h 10
1312 -3.9410451e+01 2.72e+09 2.39e+01  -8.6 2.40e+11    -  3.67e-01 1.29e-03h 10
1313 -3.9430143e+01 2.72e+09 2.39e+01  -8.6 2.44e+11    -  1.32e-01 1.32e-03h 10
1314 -3.9450242e+01 2.72e+09 2.39e+01  -8.6 2.49e+11    -  2.52e-01 1.36e-03h 10
1315 -3.9470762e+01 2.71e+09 2.39e+01  -8.6 2.53e+11    -  9.14e-02 1.40e-03h 10
1316 -3.9491786e+01 2.71e+09 2.39e+01  -8.6 2.58e+11    -  2.35e-01 1.44e-03h 10
1317 -3.9502590e+01 2.71e+09 2.39e+01  -8.6 2.63e+11    -  9.44e-02 7.44e-04h 11
1318 -3.9513541e+01 2.70e+09 2.39e+01  -8.6 2.65e+11    -  2.59e-01 7.57e-04h 11
1319 -4.3682642e+01 8.42e+11 1.73e+01  -8.6 2.68e+11    -  8.89e-02 7.91e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1320 -4.3611341e+01 8.02e+11 1.54e+02  -8.6 1.78e+09 -16.1 1.08e-01 4.88e-02w  1
1321 -4.3611341e+01 8.02e+11 1.54e+02  -8.6 6.34e+09 -16.5 1.11e-01 2.50e-09w  1
1322 -3.9535668e+01 2.70e+09 2.39e+01  -8.6 9.82e+09 -17.0 8.89e-02 1.54e-03h  9
1323 -3.9547101e+01 2.70e+09 2.39e+01  -8.6 2.73e+11    -  2.75e-01 8.00e-04h 11
1324 -3.9558707e+01 2.70e+09 2.39e+01  -8.6 2.76e+11    -  8.65e-02 8.19e-04h 11
1325 -3.9582237e+01 2.69e+09 2.39e+01  -8.6 2.79e+11    -  3.13e-01 1.67e-03h 10
1326 -3.9594449e+01 2.69e+09 2.39e+01  -8.6 2.84e+11    -  8.27e-02 8.75e-04h 11
1327 -3.9606887e+01 2.69e+09 2.39e+01  -8.6 2.87e+11    -  3.87e-01 8.95e-04h 11
1328 -3.9619574e+01 2.68e+09 2.39e+01  -8.6 2.90e+11    -  7.67e-02 9.22e-04h 11
1329 -3.9632342e+01 2.68e+09 2.39e+01  -8.6 2.93e+11    -  4.03e-01 9.33e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1330 -3.9644723e+01 2.68e+09 2.39e+01  -8.6 2.96e+11    -  7.47e-02 9.13e-04h 11
1331 -3.9657085e+01 2.68e+09 2.36e+01  -8.6 2.99e+11    -  4.16e-01 9.16e-04h 11
1332 -4.4016503e+01 1.20e+12 2.10e+01  -8.6 3.01e+11    -  7.44e-02 9.24e-01w  1
1333 -4.4016238e+01 1.20e+12 3.52e+01  -8.6 2.00e+10 -17.5 6.24e-02 1.86e-04w  1
1334 -4.3852442e+01 1.11e+12 1.17e+02  -8.6 2.46e+10 -18.0 5.69e-02 7.88e-02w  1
1335 -3.9681100e+01 2.67e+09 2.35e+01  -8.6 3.03e+10 -18.4 7.44e-02 1.81e-03h  9
1336 -3.9692913e+01 2.67e+09 2.22e+01  -8.6 3.07e+11    -  5.53e-01 8.96e-04h 11
1337 -3.9704080e+01 2.67e+09 2.20e+01  -8.6 3.07e+11    -  7.49e-02 8.64e-04h 11
1338 -3.9715129e+01 2.66e+09 2.07e+01  -8.6 3.09e+11    -  5.12e-01 8.61e-04h 11
1339 -3.9726034e+01 2.66e+09 2.05e+01  -8.6 3.09e+11    -  7.85e-02 8.66e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1340 -3.9736851e+01 2.66e+09 1.91e+01  -8.6 3.11e+11    -  5.40e-01 8.65e-04h 11
1341 -3.9758216e+01 2.66e+09 1.90e+01  -8.6 3.10e+11    -  8.09e-02 1.75e-03h 10
1342 -3.9768794e+01 2.65e+09 1.73e+01  -8.6 3.15e+11    -  5.85e-01 8.73e-04h 11
1343 -3.9779270e+01 2.65e+09 1.71e+01  -8.6 3.13e+11    -  8.54e-02 8.85e-04h 11
1344 -3.9789691e+01 2.65e+09 1.56e+01  -8.6 3.15e+11    -  6.39e-01 8.86e-04h 11
1345 -4.3858288e+01 1.06e+12 1.74e+01  -8.6 3.13e+11    -  8.71e-02 9.18e-01w  1
1346 -4.3819516e+01 1.04e+12 1.77e+01  -8.6 1.04e+10 -18.0 4.78e-05 2.09e-02w  1
1347 -4.3819516e+01 1.04e+12 1.77e+01  -8.6 6.75e+09 -16.7 1.51e-03 5.17e-11w  1
1348 -3.9799998e+01 2.65e+09 1.55e+01  -8.6 5.82e+10 -17.2 8.71e-02 8.96e-04h 10
1349 -3.9820467e+01 2.64e+09 1.39e+01  -8.6 3.15e+11    -  7.86e-01 1.80e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1350 -3.9830569e+01 2.64e+09 1.38e+01  -8.6 3.14e+11    -  8.89e-02 9.11e-04h 11
1351 -3.9840632e+01 2.64e+09 1.19e+01  -8.6 3.16e+11    -  9.85e-01 9.14e-04h 11
1352 -3.9850495e+01 2.63e+09 1.18e+01  -8.6 3.11e+11    -  9.01e-02 9.23e-04h 11
1353 -3.9860333e+01 2.63e+09 1.06e+01  -8.6 3.13e+11    -  1.00e+00 9.26e-04h 11
1354 -3.9879468e+01 2.63e+09 1.06e+01  -8.6 3.09e+11    -  9.04e-02 1.85e-03h 10
1355 -3.9889029e+01 2.62e+09 9.30e+00  -8.6 3.14e+11    -  1.00e+00 9.30e-04h 11
1356 -3.9898380e+01 2.62e+09 9.23e+00  -8.6 3.10e+11    -  9.76e-02 9.33e-04h 11
1357 -3.9916984e+01 2.62e+09 8.36e+00  -8.6 3.12e+11    -  1.00e+00 1.87e-03h 10
1358 -4.3768514e+01 9.51e+11 1.07e+01  -8.6 3.11e+11    -  9.65e-02 9.55e-01w  1
1359 -4.3765133e+01 9.49e+11 1.07e+01  -8.6 5.70e+09 -17.6 3.72e-05 2.23e-03w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1360 -4.3765085e+01 9.49e+11 1.13e+01  -8.6 8.10e+09 -16.3 1.60e-03 4.02e-05w  1
1361 -3.9926073e+01 2.61e+09 8.27e+00  -8.6 1.86e+10 -16.8 9.65e-02 9.33e-04h 10
1362 -3.9935156e+01 2.61e+09 7.67e+00  -8.6 3.13e+11    -  5.77e-01 9.38e-04h 11
1363 -3.9952575e+01 2.61e+09 7.56e+00  -8.6 3.13e+11    -  1.15e-01 1.84e-03h 10
1364 -3.9961352e+01 2.60e+09 6.40e+00  -8.6 3.16e+11    -  1.00e+00 9.33e-04h 11
1365 -3.9968126e+01 2.60e+09 6.33e+00  -8.6 3.09e+11    -  1.01e-01 7.33e-04h 11
1366 -3.9985470e+01 2.60e+09 6.02e+00  -8.6 3.11e+11    -  4.12e-01 1.90e-03h 10
1367 -3.9993299e+01 2.60e+09 5.90e+00  -8.6 3.15e+11    -  1.40e-01 8.72e-04h 11
1368 -3.9999713e+01 2.59e+09 4.82e+00  -8.6 3.13e+11    -  1.00e+00 7.12e-04h 11
1369 -3.9914373e+01 3.07e+09 9.52e+00  -8.6 1.84e+09 -17.3 7.00e-02 1.15e-01h  1
In iteration 1369, 1 Slack too small, adjusting variable bound
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1370 -3.9912867e+01 3.05e+09 1.56e+01  -8.6 1.88e+09 -17.7 4.79e-01 5.76e-03h  1
1371 -3.9895438e+01 2.56e+09 2.27e+01  -8.6 1.59e+09 -17.3 3.83e-01 2.74e-01h  1
In iteration 1371, 1 Slack too small, adjusting variable bound
1372 -3.9892070e+01 2.63e+09 1.03e+02  -8.6 2.63e+10 -17.8 9.87e-03 2.86e-02h  1
1373 -4.0061425e+01 3.78e+09 1.32e+02  -8.6 2.46e+09 -17.4 5.05e-09 2.54e-01h  1
1374r-4.0061425e+01 3.78e+09 9.99e+02   5.4 0.00e+00 -17.8 0.00e+00 3.15e-07R  5
1375r-4.0061424e+01 3.78e+09 1.72e+05   5.4 1.20e+10    -  6.89e-11 1.94e-08f  1
1376r-4.0061395e+01 3.43e+09 1.59e+05   3.3 5.52e+03   0.0 9.88e-02 7.17e-02f  1
1377r-4.0061394e+01 3.42e+09 1.50e+05   3.3 2.06e+02   1.3 7.05e-01 5.90e-02f  1
1378r-4.0061394e+01 3.42e+09 9.80e+04   3.3 7.16e+01   1.8 1.00e+00 4.01e-01f  1
1379r-4.0061392e+01 3.56e+09 4.66e+04   3.3 1.83e+02   1.3 6.92e-01 6.40e-01f  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1380r-4.0061388e+01 3.48e+09 2.73e+04   3.3 2.01e+02   0.8 4.68e-02 3.48e-01f  1
1381r-4.0061385e+01 3.44e+09 2.72e+04   3.3 1.30e+03   0.3 9.67e-02 2.31e-02f  1
1382r-4.0035437e+01 3.43e+09 2.72e+04   3.3 1.29e+10    -  1.12e-04 1.53e-05f  1
1383r-4.0035437e+01 3.43e+09 9.99e+02   5.2 0.00e+00    -  0.00e+00 4.37e-07R 15
1384r-3.9953940e+01 3.42e+09 3.50e+04   5.2 7.92e+07    -  2.86e-02 1.94e-03f  1
1385 -3.9958810e+01 3.55e+09 2.31e-01  -8.6 9.08e+11    -  4.64e-02 1.16e-03h  6
1386r-3.9958810e+01 3.55e+09 9.99e+02   5.1 0.00e+00    -  0.00e+00 3.12e-07R 18
1387r-3.9947033e+01 3.54e+09 3.54e+04   5.1 1.26e+08    -  8.70e-02 1.03e-03f  1
1388r-3.9932108e+01 2.86e+09 3.47e+04   3.7 4.46e+05    -  3.59e-01 7.74e-02f  1
1389 -3.9935134e+01 3.84e+09 3.74e-02  -8.6 4.20e+12    -  2.13e-02 8.06e-04h  6
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1390r-3.9935134e+01 3.84e+09 9.99e+02   4.6 0.00e+00    -  0.00e+00 3.20e-07R 17
1391r-3.9924320e+01 3.82e+09 1.61e+04   4.6 4.32e+07    -  1.15e-01 1.01e-03f  1
1392r-3.9918143e+01 2.30e+09 1.60e+04   3.9 1.12e+05    -  1.89e-01 1.06e-01f  1
1393 -3.9918794e+01 2.30e+09 7.50e-03  -8.6 1.64e+12    -  8.52e-02 1.87e-04h  7
1394 -3.9919444e+01 2.31e+09 7.44e-03  -8.6 1.81e+12    -  1.67e-01 1.87e-04h  7
1395 -3.9920294e+01 2.32e+09 7.38e-03  -8.6 2.16e+12    -  1.96e-01 2.44e-04h  7
1396 -3.9931964e+01 5.93e+09 7.36e-03  -8.6 2.89e+12    -  1.54e-01 3.35e-03h  5
1397r-3.9931964e+01 5.93e+09 9.99e+02   5.7 0.00e+00    -  0.00e+00 3.17e-07R 19
1398r-3.9915670e+01 5.93e+09 8.04e+04   5.7 4.49e+08    -  5.29e-02 1.03e-03f  1
1399r-3.9872974e+01 5.39e+09 6.97e+04   4.3 2.90e+06    -  8.70e-01 4.34e-02f  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1400r-3.9880799e+01 7.27e+08 1.27e+04   4.3 1.75e+04    -  1.00e+00 7.95e-01f  1
1401r-3.9881539e+01 9.80e+07 1.77e+04   3.6 1.63e+03    -  4.56e-01 8.79e-01f  1
1402 -3.9943005e+01 1.12e+09 6.23e-03  -8.6 2.79e+11    -  7.62e-02 1.78e-02h  4
1403 -4.0018795e+01 1.57e+09 6.13e-03  -8.6 1.61e+11    -  8.88e-02 2.24e-02h  3
1404 -4.0044291e+01 1.64e+09 6.07e-03  -8.6 1.89e+11    -  2.34e-02 7.67e-03h  2
1405 -4.0081764e+01 1.66e+09 6.48e-03  -8.6 7.08e+10    -  4.08e-02 1.09e-02h  1
1406 -4.0283625e+01 3.70e+09 8.57e-03  -8.6 4.49e+10    -  1.60e-01 5.78e-02h  3
1407 -4.0433551e+01 3.76e+09 1.86e-02  -8.6 3.65e+10    -  5.30e-01 4.18e-02h  4
1408 -4.0443922e+01 3.76e+09 1.85e-02  -8.6 9.27e+10    -  2.66e-03 3.19e-03h  1
1409 -4.0521253e+01 3.79e+09 2.33e-02  -8.6 4.30e+10    -  3.59e-01 2.09e-02h  5
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1410 -4.0652177e+01 4.08e+09 2.82e-02  -8.6 4.72e+10    -  5.85e-01 3.57e-02h  4
1411 -4.0692875e+01 4.07e+09 2.91e-02  -8.6 4.73e+10    -  3.94e-01 1.12e-02h  5
1412 -4.0738530e+01 4.05e+09 2.89e-02  -8.6 4.62e+10    -  4.38e-02 1.28e-02h  5
1413 -4.0738292e+01 4.05e+09 1.79e-02  -8.6 1.27e+09 -18.3 3.25e-02 3.04e-04h  1
1414 -4.0749214e+01 4.03e+09 1.78e-02  -8.6 4.86e+10    -  2.18e-03 3.07e-03h  1
1415 -4.0829607e+01 4.04e+09 1.71e-02  -8.6 4.87e+10    -  2.46e-03 2.29e-02h  4
1416 -4.0898838e+01 4.04e+09 1.66e-02  -8.6 5.07e+10    -  2.70e-03 2.03e-02h  4
1417 -4.0956731e+01 4.03e+09 1.62e-02  -8.6 5.61e+10    -  2.54e-03 1.74e-02h  2
1418 -4.0985731e+01 4.00e+09 1.61e-02  -8.6 6.27e+10    -  1.89e-02 8.90e-03h  1
1419 -4.1058864e+01 3.99e+09 1.57e-02  -8.6 6.72e+10    -  1.25e-02 2.28e-02h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1420 -4.1105041e+01 3.95e+09 1.56e-02  -8.6 8.41e+10    -  3.51e-02 1.57e-02h  4
1421 -4.1162123e+01 3.90e+09 1.53e-02  -8.6 9.61e+10    -  1.93e-02 2.06e-02h  1
1422 -4.1211630e+01 3.85e+09 1.50e-02  -8.6 1.10e+11    -  2.19e-02 1.96e-02h  3
1423 -4.1261374e+01 3.80e+09 1.76e-02  -8.6 1.23e+11    -  1.06e-01 2.22e-02h  2
1424 -4.1290253e+01 3.79e+09 1.80e-02  -8.6 1.44e+11    -  3.10e-02 1.51e-02h  1
1425 -4.1303583e+01 3.78e+09 2.79e-02  -8.6 1.85e+11    -  1.90e-01 8.40e-03h  1
1426 -4.1325372e+01 3.85e+09 2.79e-02  -8.6 2.34e+11    -  2.26e-02 1.40e-02h  4
1427 -4.1342667e+01 3.89e+09 3.90e-02  -8.6 2.24e+11    -  2.09e-01 1.20e-02h  3
1428 -4.1358765e+01 3.93e+09 4.92e-02  -8.6 2.28e+11    -  2.07e-01 1.09e-02h  4
1429 -4.1386361e+01 4.05e+09 5.75e-02  -8.6 1.95e+11    -  1.99e-01 1.85e-02h  3
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1430 -4.1398027e+01 4.04e+09 6.58e-02  -8.6 1.08e+11    -  1.99e-01 6.80e-03h  4
1431 -4.1419280e+01 4.03e+09 7.24e-02  -8.6 7.58e+10    -  2.11e-01 1.17e-02h  3
1432 -4.1436568e+01 4.02e+09 7.64e-02  -8.6 8.02e+10    -  2.04e-01 8.39e-03h  3
1433 -4.1461691e+01 4.00e+09 7.60e-02  -8.6 8.54e+10    -  4.35e-02 1.32e-02h  2
1434 -4.1469991e+01 3.97e+09 7.59e-02  -8.6 8.41e+10    -  2.79e-02 8.88e-03h  2
1435 -4.1452032e+01 3.88e+09 9.41e-02  -8.6 7.34e+10    -  3.44e-01 2.26e-02h  1
1436 -4.1408907e+01 3.83e+09 1.39e-01  -8.6 6.40e+10    -  6.55e-01 2.06e-02h  5
1437 -4.1396718e+01 3.92e+09 1.46e-01  -8.6 7.82e+10    -  8.57e-02 7.44e-03h  3
1438 -4.1389275e+01 3.90e+09 8.60e-02  -8.6 1.86e+10 -18.8 1.47e-04 4.19e-03h  1
1439 -4.1388000e+01 3.90e+09 5.55e-02  -8.6 3.70e+10 -19.3 4.15e-02 1.58e-03h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1440 -4.1373858e+01 3.87e+09 7.90e-02  -8.6 2.27e+10 -19.8 9.76e-04 8.74e-03h  1
1441 -4.1333271e+01 3.81e+09 1.45e-01  -8.6 3.87e+10 -20.0 5.30e-03 2.33e-02h  4
1442 -4.1313719e+01 3.83e+09 9.68e-02  -8.6 4.13e+10 -20.0 7.42e-02 1.56e-02h  1
1443 -4.1309403e+01 3.87e+09 3.24e-01  -8.6 4.64e+10 -20.0 1.23e-01 9.66e-03h  4
1444 -4.1307227e+01 3.88e+09 8.36e-01  -8.6 4.19e+10 -20.0 1.99e-01 6.52e-03h  4
1445 -4.1295157e+01 4.02e+09 8.81e-01  -8.6 3.84e+10 -20.0 3.91e-02 1.39e-02h  2
1446 -4.1281831e+01 4.00e+09 9.76e-01  -8.6 3.98e+10 -20.0 5.22e-02 1.77e-02h  4
1447 -4.1267605e+01 3.96e+09 9.74e-01  -8.6 4.14e+10 -20.0 2.36e-02 1.88e-02h  3
1448 -4.1249336e+01 3.90e+09 9.11e-01  -8.6 4.35e+10 -20.0 1.07e-02 2.23e-02h  2
1449 -4.1230571e+01 3.85e+09 8.32e-01  -8.6 4.47e+10 -20.0 4.15e-03 2.01e-02h  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1450r-4.1230571e+01 3.85e+09 9.99e+02   5.5 0.00e+00 -18.2 0.00e+00 6.29e-11R  2
1451r-4.1230571e+01 3.85e+09 1.71e+03   5.5 6.76e+12    -  1.07e-10 2.93e-11f  2
1452r-4.1179487e+01 3.84e+09 6.59e+03   3.4 3.03e+08    -  8.51e-03 1.06e-03f  1
1453 -4.1193119e+01 7.41e+09 1.17e+00  -8.6 4.90e+11    -  1.65e-02 2.21e-02h  3
1454 -4.1220939e+01 1.01e+10 6.85e+00  -8.6 1.22e+10 -18.7 3.61e-04 2.92e-02h  1
1455 -4.1194319e+01 1.00e+10 6.75e+00  -8.6 2.63e+10 -19.1 7.63e-02 1.16e-02h  4
1456 -4.1306604e+01 1.02e+10 6.56e+00  -8.6 1.07e+11 -19.6 3.86e-02 1.80e-02h  1
1457 -4.1318912e+01 9.71e+09 6.10e+00  -8.6 4.07e+10 -20.0 9.48e-02 7.12e-02h  3
1458 -4.1358643e+01 1.09e+10 5.44e+00  -8.6 1.89e+10 -20.0 5.79e-02 1.11e-01h  2
1459r-4.1358643e+01 1.09e+10 9.99e+02   5.7 0.00e+00 -20.0 0.00e+00 2.44e-09R  2
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1460r-4.1358639e+01 1.09e+10 1.17e+05   5.7 2.53e+09    -  1.85e-07 9.01e-08f  2
1461r-4.1326554e+01 1.09e+10 1.55e+05   5.7 3.92e+08    -  1.00e-02 7.94e-04f  1
1462 -4.1344360e+01 1.10e+10 1.37e+00  -8.6 1.25e+12    -  2.77e-02 5.18e-03h  1
1463 -4.1356625e+01 1.12e+10 1.18e+00  -8.6 1.40e+12    -  1.62e-01 6.49e-03h  5
1464 -4.1356771e+01 1.12e+10 1.01e+00  -8.6 1.78e+12    -  1.57e-01 4.02e-05h 12
1465 -4.1356995e+01 1.12e+10 8.26e-01  -8.6 1.47e+12    -  1.99e-01 7.35e-05h 12
1466 -4.1357231e+01 1.12e+10 7.20e-01  -8.6 1.49e+12    -  1.36e-01 7.76e-05h 13
1467 -4.1357373e+01 1.12e+10 6.43e-01  -8.6 1.72e+12    -  1.10e-01 4.25e-05h 14
1468 -4.1357515e+01 1.12e+10 5.82e-01  -8.6 1.99e+12    -  9.19e-02 3.80e-05h 14
1469 -4.1357604e+01 1.12e+10 5.29e-01  -8.6 2.24e+12    -  8.47e-02 2.20e-05h 14
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1470 -4.1357722e+01 1.12e+10 4.80e-01  -8.6 2.42e+12    -  8.38e-02 2.75e-05h 13
1471r-4.1357722e+01 1.12e+10 9.99e+02   5.6 0.00e+00    -  0.00e+00 3.26e-07R 19
1472r-4.1337775e+01 1.12e+10 2.62e+05   5.6 2.62e+08    -  1.93e-03 5.15e-04f  1
1473 -4.1337954e+01 1.12e+10 4.33e-01  -8.6 1.28e+12    -  1.04e-01 5.17e-05h 13
1474 -4.1338154e+01 1.12e+10 3.75e-01  -8.6 1.23e+12    -  1.33e-01 5.75e-05h 13
1475 -4.1338386e+01 1.12e+10 3.02e-01  -8.6 1.17e+12    -  1.94e-01 6.68e-05h 13
1476 -4.1356036e+01 1.13e+10 2.15e-01  -8.6 1.05e+12    -  2.88e-01 5.10e-03h  7
1477 -4.1373142e+01 1.15e+10 1.36e-01  -8.6 5.63e+11    -  3.68e-01 4.94e-03h  7
1478 -4.1373387e+01 1.15e+10 1.07e-01  -8.6 4.52e+11    -  2.10e-01 7.04e-05h 13
1479 -4.1373616e+01 1.15e+10 7.44e-02  -8.6 5.09e+11    -  3.03e-01 6.59e-05h 13
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1480 -4.1373812e+01 1.15e+10 5.70e-02  -8.6 8.31e+11    -  2.32e-01 5.64e-05h 13
1481 -4.1373983e+01 1.15e+10 4.24e-02  -8.6 1.35e+12    -  2.53e-01 4.92e-05h 13
1482 -4.1374139e+01 1.15e+10 3.12e-02  -8.6 1.59e+12    -  2.63e-01 4.51e-05h 13
1483 -4.1998076e+01 9.84e+11 2.42e-02  -8.6 1.33e+12    -  2.25e-01 1.97e-01w  1
1484 -4.2368804e+01 1.37e+12 1.62e-02  -8.6 1.90e+12    -  3.30e-01 1.13e-01w  1
1485 -4.2639741e+01 1.35e+12 1.61e-02  -8.6 1.41e+12    -  2.56e-05 8.14e-02w  1
1486 -4.1374306e+01 1.15e+10 2.41e-02  -8.6 1.36e+12    -  2.25e-01 4.80e-05h 12
1487 -4.1374502e+01 1.15e+10 2.04e-02  -8.6 1.08e+12    -  1.53e-01 5.65e-05h 13
1488 -4.1374710e+01 1.15e+10 1.51e-02  -8.6 1.01e+12    -  2.56e-01 5.99e-05h 13
1489 -4.1374914e+01 1.15e+10 1.40e-02  -8.6 1.03e+12    -  7.31e-02 5.87e-05h 13
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1490 -4.1375327e+01 1.15e+10 1.01e-02  -8.6 1.07e+12    -  2.98e-01 1.19e-04h 12
1491 -4.1375780e+01 1.15e+10 9.99e-03  -8.6 1.20e+12    -  8.22e-02 1.31e-04h 12
1492 -4.1376259e+01 1.15e+10 9.67e-03  -8.6 1.25e+12    -  4.51e-01 1.38e-04h 12
1493 -4.1376692e+01 1.15e+10 9.62e-03  -8.6 1.37e+12    -  1.85e-01 1.25e-04h 12
1494 -4.1377515e+01 1.15e+10 9.45e-03  -8.6 1.41e+12    -  1.00e+00 2.37e-04h 11
1495 -4.1378510e+01 1.15e+10 9.64e-03  -8.6 1.41e+12    -  4.56e-01 2.87e-04h 10
1496 -4.1750365e+01 1.07e+11 8.58e-03  -8.6 1.32e+12    -  1.88e-01 1.13e-01w  1
1497 -4.1751594e+01 1.07e+11 8.56e-03  -8.6 5.51e+09 -20.0 5.79e-02 3.24e-03w  1
1498 -4.2516618e+01 3.95e+11 1.01e-01  -8.6 4.55e+11    -  2.40e-02 2.59e-01w  1
1499 -4.1379276e+01 1.15e+10 9.73e-03  -8.6 8.28e+11    -  1.88e-01 2.21e-04h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1500 -4.1380775e+01 1.15e+10 9.95e-03  -8.6 1.28e+12    -  4.08e-01 4.33e-04h  9
1501 -4.1382274e+01 1.15e+10 1.00e-02  -8.6 1.21e+12    -  1.72e-01 4.33e-04h  9
1502 -4.1383867e+01 1.14e+10 1.03e-02  -8.6 1.19e+12    -  4.66e-01 4.60e-04h  9
1503 -4.1400819e+01 1.15e+10 1.03e-02  -8.6 1.14e+12    -  1.65e-01 4.92e-03h  6
1504 -4.1401945e+01 1.14e+10 1.06e-02  -8.6 1.29e+12    -  6.73e-01 3.26e-04h 10
1505 -4.1402929e+01 1.14e+10 1.06e-02  -8.6 1.13e+12    -  1.56e-01 2.86e-04h 11
1506 -4.1403973e+01 1.14e+10 1.08e-02  -8.6 1.12e+12    -  8.05e-01 3.04e-04h 11
1507 -4.1405211e+01 1.14e+10 1.08e-02  -8.6 1.08e+12    -  1.52e-01 3.63e-04h 11
1508 -4.1406482e+01 1.14e+10 1.10e-02  -8.6 1.08e+12    -  9.97e-01 3.73e-04h 11
1509 -4.2546541e+01 1.09e+12 2.98e-01  -8.6 1.04e+12    -  1.48e-01 4.03e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1510 -4.2546351e+01 1.09e+12 2.98e-01  -8.6 1.50e+10 -20.0 1.34e-01 6.20e-05w  1
1511 -4.2522729e+01 1.08e+12 3.01e-01  -8.6 3.67e+10 -20.0 1.34e-03 6.04e-03w  1
1512 -4.1407801e+01 1.14e+10 1.13e-02  -8.6 8.10e+12    -  1.48e-01 3.93e-04h 10
1513 -4.1409112e+01 1.14e+10 2.05e-02  -8.6 1.05e+12    -  1.00e+00 3.93e-04h 11
1514 -4.1410463e+01 1.14e+10 2.29e-02  -8.6 1.00e+12    -  1.49e-01 4.18e-04h 11
1515 -4.1411807e+01 1.14e+10 4.09e-02  -8.6 1.00e+12    -  1.00e+00 4.19e-04h 11
1516 -4.1413133e+01 1.14e+10 4.53e-02  -8.6 9.40e+11    -  1.52e-01 4.40e-04h 11
1517 -4.1414456e+01 1.14e+10 7.80e-02  -8.6 9.31e+11    -  1.00e+00 4.47e-04h 11
1518 -4.1416990e+01 1.14e+10 8.54e-02  -8.6 8.48e+11    -  1.55e-01 9.59e-04h 10
1519 -4.1419517e+01 1.14e+10 1.38e-01  -8.6 8.34e+11    -  1.00e+00 9.85e-04h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1520 -4.1421690e+01 1.14e+10 1.48e-01  -8.6 7.32e+11    -  1.60e-01 1.01e-03h 10
1521 -4.1423760e+01 1.14e+10 2.16e-01  -8.6 7.09e+11    -  1.00e+00 1.00e-03h 10
1522 -4.1245179e+01 6.84e+11 3.69e+00  -8.6 6.09e+11    -  1.65e-01 4.21e-01w  1
1523 -4.1245179e+01 6.84e+11 3.69e+00  -8.6 3.07e+10 -20.0 3.50e-01 6.42e-08w  1
1524 -4.1156143e+01 6.55e+11 4.93e+01  -8.6 2.00e+10 -19.1 9.28e-01 4.19e-02w  1
1525 -4.1424428e+01 1.14e+10 2.27e-01  -8.6 8.20e+10 -19.6 1.65e-01 4.11e-04h 10
1526 -4.1425062e+01 1.14e+10 2.96e-01  -8.6 5.90e+11    -  1.00e+00 4.06e-04h 11
1527 -4.1425273e+01 1.14e+10 3.06e-01  -8.6 5.14e+11    -  1.68e-01 1.76e-04h 12
1528 -4.1425474e+01 1.14e+10 3.62e-01  -8.6 5.01e+11    -  1.00e+00 1.75e-04h 12
1529 -4.1425618e+01 1.14e+10 3.69e-01  -8.6 4.76e+11    -  1.70e-01 1.61e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1530 -4.1425758e+01 1.14e+10 4.07e-01  -8.6 4.79e+11    -  1.00e+00 1.61e-04h 12
1531 -4.1425868e+01 1.13e+10 4.11e-01  -8.6 5.14e+11    -  1.72e-01 1.54e-04h 12
1532 -4.1425974e+01 1.13e+10 4.36e-01  -8.6 5.14e+11    -  1.00e+00 1.53e-04h 12
1533 -4.1426062e+01 1.13e+10 4.38e-01  -8.6 5.33e+11    -  1.73e-01 1.47e-04h 12
1534 -4.1426147e+01 1.13e+10 4.53e-01  -8.6 5.31e+11    -  1.00e+00 1.47e-04h 12
1535 -2.5081810e+01 1.31e+12 2.03e+03  -8.6 5.41e+11    -  1.74e-01 2.93e-01w  1
1536 -2.5202892e+01 1.26e+12 1.95e+03  -8.6 1.83e+10 -17.3 2.88e-02 3.86e-02w  1
1537 -2.7070216e+01 1.23e+12 2.13e+04  -8.6 1.88e+10  -9.4 1.21e-04 2.42e-02w  1
1538 -4.1426223e+01 1.13e+10 4.55e-01  -8.6 1.89e+10  -8.1 1.74e-01 1.43e-04h 11
1539 -4.1426296e+01 1.13e+10 4.65e-01  -8.6 5.39e+11    -  1.00e+00 1.43e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1540 -4.1426363e+01 1.13e+10 4.66e-01  -8.6 5.44e+11    -  1.74e-01 1.41e-04h 12
1541 -4.1426428e+01 1.13e+10 4.74e-01  -8.6 5.41e+11    -  1.00e+00 1.41e-04h 12
1542 -4.1426487e+01 1.13e+10 4.75e-01  -8.6 5.41e+11    -  1.75e-01 1.40e-04h 12
1543 -4.1426544e+01 1.13e+10 4.82e-01  -8.6 5.37e+11    -  1.00e+00 1.39e-04h 12
1544 -4.1426591e+01 1.13e+10 4.84e-01  -8.6 5.28e+11    -  1.76e-01 1.39e-04h 12
1545 -4.1426635e+01 1.13e+10 4.94e-01  -8.6 5.21e+11    -  1.00e+00 1.39e-04h 12
1546 -4.1426657e+01 1.13e+10 4.97e-01  -8.6 4.95e+11    -  1.77e-01 1.40e-04h 12
1547 -4.1426671e+01 1.13e+10 5.17e-01  -8.6 4.84e+11    -  1.00e+00 1.40e-04h 12
1548 -2.4906146e+01 1.03e+12 2.04e+03  -8.6 4.98e+11    -  1.80e-01 2.89e-01w  1
1549 -2.6704299e+01 1.03e+12 1.46e+04  -8.6 2.53e+10  -8.6 1.61e-04 1.12e-03w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1550 -2.7002039e+01 1.03e+12 1.46e+04  -8.6 2.51e+10  -8.2 1.63e-03 1.61e-06w  1
1551 -4.1426646e+01 1.13e+10 5.23e-01  -8.6 2.53e+10  -8.6 1.80e-01 1.41e-04h 11
1552 -4.1426611e+01 1.13e+10 5.53e-01  -8.6 5.23e+11    -  8.33e-01 1.41e-04h 12
1553 -4.1426551e+01 1.13e+10 5.62e-01  -8.6 6.11e+11    -  1.90e-01 1.39e-04h 12
1554 -4.1426491e+01 1.13e+10 5.91e-01  -8.6 6.22e+11    -  5.43e-01 1.39e-04h 12
1555 -4.1426443e+01 1.13e+10 6.06e-01  -8.6 6.05e+11    -  2.17e-01 1.45e-04h 12
1556 -4.1426414e+01 1.13e+10 6.66e-01  -8.6 5.71e+11    -  6.85e-01 1.51e-04h 12
1557 -4.1426518e+01 1.13e+10 6.94e-01  -8.6 4.19e+11    -  1.96e-01 3.67e-04h 11
1558 -4.1426696e+01 1.13e+10 8.63e-01  -8.6 3.78e+11    -  9.94e-01 3.92e-04h 11
1559 -4.1427656e+01 1.13e+10 9.09e-01  -8.6 5.18e+11    -  1.77e-01 8.99e-04h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1560 -4.1428690e+01 1.13e+10 1.21e+00  -8.6 5.15e+11    -  1.00e+00 8.84e-04h 10
1561 -4.1326584e+01 3.69e+11 1.07e+01  -8.6 6.35e+11    -  1.80e-01 3.51e-01w  1
1562 -4.1205104e+01 3.64e+11 6.78e+01  -8.6 1.96e+06  -9.1 3.59e-10 1.16e-02w  1
1563 -4.1205045e+01 3.64e+11 6.78e+01  -8.6 2.32e+06  -9.6 1.88e-02 4.49e-06w  1
1564 -4.1431004e+01 1.13e+10 1.28e+00  -8.6 2.32e+06 -10.1 1.80e-01 1.37e-03h  8
1565 -4.1433762e+01 1.13e+10 1.71e+00  -8.6 5.84e+11    -  9.44e-01 1.46e-03h  9
1566 -4.1450244e+01 1.13e+10 1.81e+00  -8.6 5.54e+11    -  1.91e-01 5.87e-03h  7
1567 -4.1467551e+01 1.14e+10 2.41e+00  -8.6 4.00e+11    -  7.56e-01 4.51e-03h  8
1568 -4.1482742e+01 1.14e+10 2.63e+00  -8.6 4.52e+11    -  2.41e-01 2.46e-03h  9
1569 -4.1501295e+01 1.14e+10 3.19e+00  -8.6 6.02e+11    -  5.25e-01 2.37e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1570 -4.1504133e+01 1.14e+10 3.59e+00  -8.6 8.80e+11    -  3.45e-01 2.52e-04h 12
1571 -4.1503636e+01 1.13e+10 1.81e+01  -8.6 3.30e+04 -10.6 5.29e-03 9.35e-03h  1
In iteration 1571, 1 Slack too small, adjusting variable bound
1572 -4.1503497e+01 1.12e+10 6.24e+01  -8.6 4.47e+05 -11.0 3.06e-02 2.65e-03h  1
1573 -4.1501456e+01 1.11e+10 1.07e+03  -8.6 1.27e+06 -11.5 3.95e-02 3.90e-02h  1
1574r-4.1501456e+01 1.11e+10 9.99e+02   5.6 0.00e+00 -12.0 0.00e+00 4.85e-07R  2
1575r-4.1501360e+01 1.11e+10 2.15e+03   5.6 2.59e+08    -  7.14e-06 2.59e-06f  1
1576r-4.1449637e+01 1.10e+10 6.75e+04   4.2 2.57e+08    -  1.00e+00 1.38e-03f  1
1577 -4.1467408e+01 1.15e+10 4.08e-01  -8.6 8.67e+11    -  2.09e-02 4.78e-03h  1
1578 -4.1476085e+01 1.15e+10 3.90e-01  -8.6 3.11e+12    -  7.84e-02 1.41e-03h  1
1579 -4.1532950e+01 1.46e+10 1.23e+00  -8.6 2.61e+12    -  2.94e-01 8.98e-03h  3
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1580 -4.1569369e+01 1.54e+10 1.33e+00  -8.6 2.87e+12    -  3.37e-02 5.71e-03h  6
1581 -4.1592867e+01 1.59e+10 1.92e+00  -8.6 3.52e+12    -  1.57e-01 4.46e-03h  6
1582 -4.1618309e+01 1.60e+10 2.16e+00  -8.6 1.75e+12    -  6.63e-02 3.67e-03h  7
1583 -4.1652703e+01 1.61e+10 2.42e+00  -8.6 1.11e+12    -  7.49e-02 4.43e-03h  7
1584 -4.1677216e+01 1.61e+10 2.67e+00  -8.6 5.89e+11    -  6.90e-02 2.75e-03h  8
1585 -4.1693112e+01 1.61e+10 2.94e+00  -8.6 3.94e+11    -  7.10e-02 1.62e-03h  9
1586 -4.1711519e+01 1.61e+10 3.20e+00  -8.6 4.19e+11    -  7.20e-02 1.76e-03h  9
1587 -4.1716677e+01 1.61e+10 3.48e+00  -8.6 4.43e+11    -  7.65e-02 4.60e-04h 11
1588 -4.1722122e+01 1.61e+10 3.77e+00  -8.6 4.54e+11    -  8.00e-02 4.69e-04h 11
1589 -4.2706127e+01 1.83e+12 1.10e+02  -8.6 4.65e+11    -  8.50e-02 4.89e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1590 -4.2705753e+01 1.83e+12 1.10e+02  -8.6 4.01e+08 -12.5 8.29e-07 4.71e-06w  1
1591 -4.2705434e+01 1.83e+12 1.10e+02  -8.6 7.65e+08 -12.9 2.60e-08 4.05e-06w  1
1592 -4.1724991e+01 1.61e+10 4.06e+00  -8.6 2.55e+09 -13.4 8.50e-02 2.39e-04h 11
1593 -4.1728006e+01 1.61e+10 4.37e+00  -8.6 4.72e+11    -  9.09e-02 2.44e-04h 12
1594 -4.1731174e+01 1.61e+10 4.69e+00  -8.6 4.79e+11    -  9.75e-02 2.50e-04h 12
1595 -4.1734505e+01 1.61e+10 5.02e+00  -8.6 4.86e+11    -  1.05e-01 2.56e-04h 12
1596 -4.1737840e+01 1.61e+10 5.36e+00  -8.6 5.23e+11    -  1.14e-01 2.50e-04h 12
1597 -4.1741149e+01 1.61e+10 5.71e+00  -8.6 6.06e+11    -  1.24e-01 2.43e-04h 12
1598 -4.1744430e+01 1.61e+10 6.08e+00  -8.6 6.85e+11    -  1.37e-01 2.36e-04h 12
1599 -4.1747685e+01 1.61e+10 6.45e+00  -8.6 7.64e+11    -  1.48e-01 2.29e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1600 -4.1750915e+01 1.61e+10 6.82e+00  -8.6 8.37e+11    -  1.63e-01 2.22e-04h 12
1601 -4.1754119e+01 1.61e+10 7.19e+00  -8.6 9.06e+11    -  1.79e-01 2.16e-04h 12
1602 -2.7141434e+01 1.87e+12 2.23e+03  -8.6 9.71e+11    -  2.17e-01 4.31e-01w  1
1603 -2.7179243e+01 1.87e+12 2.23e+03  -8.6 9.40e+10  -9.4 7.59e-05 3.36e-06w  1
1604 -2.9396504e+01 1.87e+12 3.36e+04  -8.6 9.40e+10  -9.9 8.78e-03 3.47e-03w  1
1605 -4.1757303e+01 1.61e+10 7.59e+00  -8.6 9.40e+10 -10.3 2.17e-01 2.11e-04h 11
1606 -4.1760463e+01 1.60e+10 7.99e+00  -8.6 1.04e+12    -  2.41e-01 2.05e-04h 12
1607 -4.1762034e+01 1.60e+10 8.36e+00  -8.6 1.09e+12    -  2.64e-01 9.99e-05h 13
1608 -4.1763586e+01 1.60e+10 8.70e+00  -8.6 1.14e+12    -  2.79e-01 9.77e-05h 13
1609 -4.1765123e+01 1.60e+10 9.01e+00  -8.6 1.18e+12    -  3.03e-01 9.57e-05h 13
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1610 -4.1766647e+01 1.60e+10 9.09e+00  -8.6 1.21e+12    -  1.02e-01 9.39e-05h 13
1611 -4.1768174e+01 1.60e+10 9.37e+00  -8.6 1.22e+12    -  3.48e-01 9.35e-05h 13
1612 -4.1769689e+01 1.60e+10 9.42e+00  -8.6 1.24e+12    -  7.91e-02 9.18e-05h 13
1613 -4.1771210e+01 1.60e+10 9.68e+00  -8.6 1.25e+12    -  4.21e-01 9.14e-05h 13
1614 -4.1772721e+01 1.60e+10 9.72e+00  -8.6 1.26e+12    -  7.63e-02 9.00e-05h 13
1615 -2.7031915e+01 1.65e+12 2.24e+03  -8.6 1.27e+12    -  4.47e-01 3.67e-01w  1
1616 -2.7580968e+01 1.65e+12 3.15e+03  -8.6 1.08e+11  -9.0 2.39e-05 2.09e-05w  1
1617 -2.8316785e+01 1.65e+12 3.97e+03  -8.6 1.08e+11  -9.5 9.49e-04 4.67e-05w  1
1618 -4.1774237e+01 1.60e+10 9.93e+00  -8.6 1.08e+11  -9.1 4.47e-01 8.96e-05h 12
1619 -4.1775744e+01 1.60e+10 9.95e+00  -8.6 1.27e+12    -  7.57e-02 8.84e-05h 13
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1620 -4.1777263e+01 1.60e+10 1.01e+01  -8.6 1.29e+12    -  4.86e-01 8.82e-05h 13
1621 -4.1778774e+01 1.60e+10 1.01e+01  -8.6 1.28e+12    -  7.50e-02 8.72e-05h 13
1622 -4.1780297e+01 1.60e+10 1.03e+01  -8.6 1.29e+12    -  6.08e-01 8.70e-05h 13
1623 -4.1781812e+01 1.60e+10 1.03e+01  -8.6 1.28e+12    -  7.30e-02 8.62e-05h 13
1624 -4.1783340e+01 1.60e+10 1.04e+01  -8.6 1.30e+12    -  5.50e-01 8.61e-05h 13
1625 -4.1784867e+01 1.60e+10 1.04e+01  -8.6 1.29e+12    -  7.43e-02 8.56e-05h 13
1626 -4.1786410e+01 1.60e+10 1.04e+01  -8.6 1.30e+12    -  2.46e-01 8.55e-05h 13
1627 -4.1787963e+01 1.60e+10 1.04e+01  -8.6 1.31e+12    -  8.96e-02 8.54e-05h 13
1628 -2.7213948e+01 1.81e+12 2.24e+03  -8.6 1.32e+12    -  1.51e-01 3.49e-01w  1
1629 -2.8847633e+01 1.81e+12 1.18e+04  -8.6 1.11e+11  -9.5 7.57e-05 3.83e-04w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1630 -3.1186318e+01 1.83e+12 1.46e+04  -8.6 1.10e+11  -9.1 3.44e-05 2.56e-05w  1
1631 -4.1789533e+01 1.60e+10 1.04e+01  -8.6 1.11e+11  -9.6 1.51e-01 8.53e-05h 12
1632 -4.1791118e+01 1.60e+10 1.04e+01  -8.6 1.33e+12    -  1.17e-01 8.52e-05h 13
1633 -4.1792721e+01 1.60e+10 1.04e+01  -8.6 1.35e+12    -  1.06e-01 8.52e-05h 13
1634 -4.1794341e+01 1.60e+10 1.04e+01  -8.6 1.36e+12    -  1.75e-01 8.51e-05h 13
1635 -4.1795978e+01 1.60e+10 1.04e+01  -8.6 1.37e+12    -  7.98e-02 8.51e-05h 13
1636 -4.1797637e+01 1.60e+10 1.03e+01  -8.6 1.39e+12    -  3.91e-01 8.51e-05h 13
1637 -4.1799302e+01 1.60e+10 1.03e+01  -8.6 1.37e+12    -  6.31e-02 8.53e-05h 13
1638 -4.1800995e+01 1.60e+10 1.02e+01  -8.6 1.40e+12    -  7.44e-01 8.53e-05h 13
1639 -4.1802671e+01 1.60e+10 1.02e+01  -8.6 1.31e+12    -  5.85e-02 8.58e-05h 13
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1640 -4.1804386e+01 1.60e+10 1.01e+01  -8.6 1.37e+12    -  8.63e-01 8.57e-05h 13
1641 -2.7549128e+01 2.04e+12 2.25e+03  -8.6 1.30e+12    -  5.73e-02 3.53e-01w  1
1642 -2.7816527e+01 2.04e+12 2.46e+03  -8.6 1.07e+11  -9.2 3.10e-05 1.11e-05w  1
1643 -2.9131909e+01 2.05e+12 6.31e+03  -8.6 1.07e+11  -9.6 1.27e-03 2.04e-04w  1
1644 -4.1806097e+01 1.60e+10 1.01e+01  -8.6 1.07e+11 -10.1 5.73e-02 8.62e-05h 12
1645 -4.1807867e+01 1.60e+10 9.92e+00  -8.6 1.41e+12    -  9.97e-01 8.60e-05h 13
1646 -4.1809650e+01 1.60e+10 9.91e+00  -8.6 1.37e+12    -  5.59e-02 8.66e-05h 13
1647 -4.1811544e+01 1.60e+10 9.85e+00  -8.6 1.58e+12    -  2.94e-01 8.63e-05h 13
1648 -4.1827647e+01 1.60e+10 9.82e+00  -8.6 1.81e+12    -  6.00e-02 6.89e-04h 10
1649r-4.1827647e+01 1.60e+10 9.99e+02   5.8 0.00e+00    -  0.00e+00 3.46e-07R 20
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1650r-4.1825217e+01 1.60e+10 5.54e+05   5.8 4.01e+08    -  4.94e-03 7.86e-05f  1
1651r-4.1774993e+01 1.58e+10 3.13e+04   4.4 1.28e+08    -  1.00e+00 4.65e-03f  1
1652 -4.1787497e+01 1.68e+10 5.63e+00  -8.6 1.57e+12    -  2.22e-03 4.24e-03h  3
1653 -4.1803283e+01 1.79e+10 5.32e+00  -8.6 5.26e+11    -  5.44e-02 5.59e-03h  2
1654 -4.1803415e+01 1.79e+10 5.26e+00  -8.6 4.81e+12    -  1.60e-02 5.60e-05h  8
1655 -4.1803455e+01 1.79e+10 5.19e+00  -8.6 7.90e+12    -  3.31e-02 2.06e-05h 10
1656r-4.1803455e+01 1.79e+10 9.99e+02   5.5 0.00e+00    -  0.00e+00 2.89e-07R 17
1657r-4.1775088e+01 1.78e+10 6.43e+04   5.5 2.68e+08    -  5.93e-02 1.20e-03f  1
1658 -4.1781251e+01 1.88e+10 4.19e+00  -8.6 1.59e+12    -  1.97e-02 2.13e-03h  4
1659r-4.1781251e+01 1.88e+10 9.99e+02   5.0 0.00e+00    -  0.00e+00 2.82e-07R 17
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1660r-4.1777341e+01 1.85e+10 2.17e+04   5.0 9.25e+07    -  8.92e-02 9.90e-04f  1
1661 -4.1779970e+01 2.83e+10 2.14e-01  -8.6 2.07e+13    -  1.22e-02 9.17e-04h  5
1662 -4.1785636e+01 3.03e+10 2.03e-01  -8.6 5.31e+12    -  4.74e-02 1.95e-03h  6
1663r-4.1785636e+01 3.03e+10 9.99e+02   5.5 0.00e+00    -  0.00e+00 2.82e-07R 18
1664r-4.1762908e+01 3.01e+10 5.31e+04   5.5 2.34e+08    -  7.31e-02 1.19e-03f  1
1665r-4.1764858e+01 2.09e+10 5.12e+04   4.1 4.61e+05    -  7.12e-01 6.12e-02f  1
1666 -4.1767660e+01 2.24e+10 4.51e-03  -8.6 8.90e+12    -  3.73e-02 8.61e-04h  7
1667r-4.1767660e+01 2.24e+10 9.99e+02   4.5 0.00e+00    -  0.00e+00 4.91e-07R 14
1668r-4.1767299e+01 2.14e+10 8.14e+03   4.5 2.89e+07    -  1.19e-01 9.91e-04f  1
1669r-4.1767299e+01 2.14e+10 9.99e+02   3.8 0.00e+00    -  0.00e+00 4.68e-07R 16
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1670r-4.1768012e+01 1.77e+10 7.26e+03   3.8 6.88e+06    -  4.47e-01 9.90e-04f  1
1671 -4.1812562e+01 2.32e+10 5.60e-06  -8.6 1.62e+12    -  1.41e-01 1.29e-02h  4
1672 -4.1913099e+01 5.58e+10 5.44e-06  -8.6 3.88e+11    -  1.79e-01 2.94e-02h  3
1673 -4.1913508e+01 5.58e+10 5.44e-06  -8.6 2.99e+12    -  2.45e-01 1.18e-04h 11
1674 -4.1914110e+01 5.58e+10 5.44e-06  -8.6 2.50e+12    -  2.40e-01 1.73e-04h 11
1675 -4.1914845e+01 5.58e+10 5.44e-06  -8.6 1.82e+12    -  5.85e-02 2.12e-04h 11
1676 -4.1930552e+01 5.67e+10 5.41e-06  -8.6 1.72e+12    -  1.33e-01 4.53e-03h  6
1677 -4.1931230e+01 5.67e+10 5.41e-06  -8.6 2.17e+12    -  7.05e-02 1.95e-04h 11
1678 -4.1931917e+01 5.67e+10 5.48e-06  -8.6 2.10e+12    -  5.00e-01 1.98e-04h 11
1679 -4.1933199e+01 5.67e+10 5.94e-06  -8.6 1.70e+12    -  1.12e-01 3.69e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1680 -4.1934446e+01 5.66e+10 7.77e-06  -8.6 1.68e+12    -  4.09e-01 3.59e-04h 11
1681 -4.2872795e+01 6.40e+12 3.05e-04  -8.6 1.53e+12    -  1.53e-01 3.10e-01w  1
1682 -4.2874063e+01 6.46e+12 2.91e-04  -8.6 1.53e+14    -  6.25e-04 3.69e-04w  1
1683 -4.3290134e+01 5.74e+12 5.22e-04  -8.6 3.50e+12    -  3.80e-05 1.27e-01w  1
1684 -4.1951238e+01 5.79e+10 8.54e-06  -8.6 1.09e+13    -  1.53e-01 4.84e-03h  6
1685 -4.1951903e+01 5.79e+10 1.47e-05  -8.6 1.96e+12    -  7.22e-01 1.91e-04h 12
1686 -4.1952589e+01 5.79e+10 1.64e-05  -8.6 2.17e+12    -  1.38e-01 1.98e-04h 12
1687 -4.1953271e+01 5.79e+10 3.10e-05  -8.6 2.24e+12    -  1.00e+00 1.96e-04h 12
1688 -4.1953744e+01 5.79e+10 3.45e-05  -8.6 3.01e+12    -  1.33e-01 1.36e-04h 12
1689 -4.1954206e+01 5.79e+10 6.35e-05  -8.6 3.11e+12    -  1.00e+00 1.33e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1690 -4.1954484e+01 5.79e+10 7.04e-05  -8.6 4.56e+12    -  1.39e-01 8.02e-05h 12
1691 -4.1954762e+01 5.79e+10 1.14e-04  -8.6 4.66e+12    -  7.78e-01 7.99e-05h 12
1692 -4.1954868e+01 5.79e+10 1.26e-04  -8.6 5.92e+12    -  1.47e-01 3.05e-05h 13
1693 -4.1954979e+01 5.79e+10 1.45e-04  -8.6 5.75e+12    -  1.90e-01 3.21e-05h 13
1694 -4.2431805e+01 6.43e+12 1.03e-03  -8.6 5.30e+12    -  3.32e-01 1.47e-01w  1
1695 -4.2746465e+01 5.95e+12 6.84e-03  -8.6 7.03e+12    -  1.62e-03 9.49e-02w  1
1696 -4.2264792e+01 5.50e+12 1.75e+02  -8.6 9.24e+05 -10.6 2.49e-10 7.87e-02w  1
1697 -4.1955104e+01 5.79e+10 1.82e-04  -8.6 2.17e+12    -  3.32e-01 3.59e-05h 12
1698 -4.1955422e+01 5.79e+10 2.04e-04  -8.6 4.45e+12    -  1.49e-01 9.18e-05h 12
1699 -4.1955623e+01 5.79e+10 2.99e-04  -8.6 3.85e+12    -  5.56e-01 5.77e-05h 13
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1700 -4.1955890e+01 5.79e+10 3.42e-04  -8.6 3.24e+12    -  1.74e-01 7.70e-05h 13
1701 -4.1956194e+01 5.79e+10 4.43e-04  -8.6 3.04e+12    -  3.47e-01 8.78e-05h 13
1702 -4.1956545e+01 5.78e+10 5.39e-04  -8.6 2.84e+12    -  2.57e-01 1.01e-04h 13
1703 -4.1956907e+01 5.78e+10 6.34e-04  -8.6 2.74e+12    -  2.11e-01 1.04e-04h 13
1704 -4.1957269e+01 5.78e+10 9.25e-04  -8.6 2.67e+12    -  5.49e-01 1.05e-04h 13
1705 -4.1957634e+01 5.78e+10 1.04e-03  -8.6 2.66e+12    -  1.47e-01 1.06e-04h 13
1706 -4.1958000e+01 5.78e+10 1.65e-03  -8.6 2.62e+12    -  7.25e-01 1.06e-04h 13
1707 -4.3214547e+01 5.04e+12 1.57e-01  -8.6 2.66e+12    -  1.38e-01 4.42e-01w  1
1708 -4.2395945e+01 4.94e+12 2.66e+03  -8.6 7.27e+06 -11.1 3.61e-08 1.89e-02w  1
1709 -4.2395944e+01 4.94e+12 2.66e+03  -8.6 2.07e+07 -11.5 3.94e-04 8.91e-09w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1710 -4.1958370e+01 5.78e+10 1.83e-03  -8.6 2.07e+07 -12.0 1.38e-01 1.08e-04h 12
1711 -4.1958740e+01 5.78e+10 3.19e-03  -8.6 2.61e+12    -  9.44e-01 1.08e-04h 13
1712 -4.1959114e+01 5.78e+10 3.51e-03  -8.6 2.67e+12    -  1.34e-01 1.11e-04h 13
1713 -4.1959489e+01 5.78e+10 6.13e-03  -8.6 2.59e+12    -  1.00e+00 1.11e-04h 13
1714 -4.1959869e+01 5.78e+10 6.71e-03  -8.6 2.59e+12    -  1.37e-01 1.16e-04h 13
1715 -4.1960248e+01 5.78e+10 1.13e-02  -8.6 2.50e+12    -  1.00e+00 1.17e-04h 13
1716 -4.1960631e+01 5.78e+10 1.22e-02  -8.6 2.42e+12    -  1.46e-01 1.26e-04h 13
1717 -4.1961398e+01 5.78e+10 2.13e-02  -8.6 2.31e+12    -  1.00e+00 2.56e-04h 12
1718 -4.1962169e+01 5.78e+10 2.36e-02  -8.6 2.06e+12    -  1.64e-01 2.86e-04h 12
1719 -4.1962939e+01 5.77e+10 3.85e-02  -8.6 1.87e+12    -  1.00e+00 2.92e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1720 -2.6379861e+01 3.14e+12 2.14e+03  -8.6 1.71e+12    -  1.89e-01 6.02e-01w  1
1721 -2.6509288e+01 3.12e+12 2.15e+03  -8.6 6.70e+10 -12.5 4.36e-02 7.43e-03w  1
1722 -2.6509662e+01 3.12e+12 2.15e+03  -8.6 6.62e+10 -13.0 5.33e-05 4.95e-05w  1
1723 -4.1964293e+01 5.77e+10 4.15e-02  -8.6 6.66e+10 -11.6 1.89e-01 5.88e-04h 10
1724 -4.1965509e+01 5.77e+10 5.80e-02  -8.6 1.40e+12    -  1.00e+00 5.43e-04h 11
1725 -4.1967103e+01 5.76e+10 6.10e-02  -8.6 1.24e+12    -  2.21e-01 8.10e-04h 10
1726 -4.1968600e+01 5.76e+10 7.39e-02  -8.6 1.01e+12    -  1.00e+00 7.80e-04h 10
1727 -4.1970971e+01 5.75e+10 7.59e-02  -8.6 8.69e+11    -  2.54e-01 1.36e-03h  9
1728 -4.1972096e+01 5.75e+10 8.25e-02  -8.6 8.18e+11    -  9.69e-01 6.66e-04h 10
1729 -4.1973087e+01 5.74e+10 8.36e-02  -8.6 7.80e+11    -  3.01e-01 6.28e-04h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1730 -4.1974028e+01 5.74e+10 8.55e-02  -8.6 8.28e+11    -  1.00e+00 6.19e-04h 10
1731 -4.1974890e+01 5.74e+10 8.55e-02  -8.6 8.81e+11    -  4.10e-01 6.03e-04h 10
1732 -4.1975287e+01 5.73e+10 8.53e-02  -8.6 9.96e+11    -  1.00e+00 2.98e-04h 11
1733 -2.5793056e+01 2.26e+12 2.18e+03  -8.6 1.07e+12    -  4.45e-01 3.04e-01w  1
1734 -2.5873898e+01 2.25e+12 2.28e+03  -8.6 2.34e+10 -11.2 6.87e-02 5.61e-03w  1
1735 -2.5873898e+01 2.25e+12 2.28e+03  -8.6 2.33e+10 -11.7 9.49e-02 2.84e-11w  1
1736 -4.1975670e+01 5.73e+10 8.57e-02  -8.6 2.30e+10 -12.2 4.45e-01 2.97e-04h 10
1737 -4.1975913e+01 5.73e+10 8.60e-02  -8.6 1.23e+12    -  1.56e-01 2.02e-04h  9
1738 -4.1976129e+01 5.73e+10 8.64e-02  -8.6 1.39e+12    -  8.73e-02 1.96e-04h  8
1739 -4.1976257e+01 5.73e+10 8.73e-02  -8.6 1.59e+12    -  1.61e-01 1.29e-04h  8
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1740 -4.1976361e+01 5.73e+10 8.77e-02  -8.6 1.73e+12    -  7.35e-02 1.14e-04h  8
1741 -4.1976480e+01 5.73e+10 8.97e-02  -8.6 1.78e+12    -  3.20e-01 1.36e-04h  8
1742 -4.1976592e+01 5.73e+10 9.16e-02  -8.6 1.63e+12    -  8.45e-01 1.17e-04h 11
1743 -4.1976738e+01 5.73e+10 9.06e-02  -8.6 1.66e+12    -  1.00e+00 1.48e-04h 12
1744 -4.1976881e+01 5.73e+10 9.08e-02  -8.6 1.79e+12    -  1.00e+00 1.49e-04h 12
1745 -4.1977019e+01 5.73e+10 9.09e-02  -8.6 1.90e+12    -  2.53e-01 1.50e-04h 12
1746 -2.5692416e+01 3.37e+12 2.19e+03  -8.6 2.06e+12    -  1.00e+00 3.04e-01w  1
1747 -2.5779906e+01 3.34e+12 2.18e+03  -8.6 6.04e+10 -12.7 3.71e-02 6.64e-03w  1
1748 -2.5781648e+01 3.34e+12 2.18e+03  -8.6 6.03e+10 -11.3 3.11e-03 2.65e-05w  1
1749 -4.1977142e+01 5.72e+10 9.29e-02  -8.6 6.03e+10 -11.8 1.00e+00 1.48e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1750 -4.1977266e+01 5.72e+10 9.29e-02  -8.6 2.15e+12    -  2.17e-01 1.51e-04h 12
1751 -4.1977318e+01 5.72e+10 9.57e-02  -8.6 2.38e+12    -  1.00e+00 7.42e-05h 13
1752 -4.1977386e+01 5.72e+10 9.56e-02  -8.6 2.35e+12    -  2.12e-01 7.84e-05h 13
1753 -4.1977453e+01 5.72e+10 9.71e-02  -8.6 2.47e+12    -  1.00e+00 7.86e-05h 13
1754 -4.1977560e+01 5.72e+10 9.79e-02  -8.6 2.49e+12    -  2.12e-01 8.77e-05h 13
1755 -4.1977681e+01 5.72e+10 1.05e-01  -8.6 2.62e+12    -  1.00e+00 9.07e-05h 13
1756 -4.1977860e+01 5.72e+10 1.08e-01  -8.6 2.56e+12    -  2.20e-01 8.43e-05h 13
1757 -4.1978050e+01 5.72e+10 1.24e-01  -8.6 2.67e+12    -  1.00e+00 8.30e-05h 13
1758 -4.1978289e+01 5.72e+10 1.31e-01  -8.6 2.69e+12    -  2.25e-01 7.62e-05h 13
1759 -4.2513922e+01 1.78e+12 1.36e+01  -8.6 2.80e+12    -  1.00e+00 3.09e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1760 -2.5033642e+01 1.75e+12 1.53e+03  -8.6 1.38e+07 -12.3 5.92e-09 1.63e-02w  1
1761 -2.5036706e+01 1.75e+12 1.53e+03  -8.6 1.18e+10 -12.8 3.19e-03 1.63e-03w  1
1762 -4.1978538e+01 5.72e+10 1.61e-01  -8.6 3.41e+14    -  1.00e+00 7.55e-05h 12
1763 -4.1978828e+01 5.72e+10 1.71e-01  -8.6 2.81e+12    -  2.28e-01 7.05e-05h 13
1764 -4.1979127e+01 5.72e+10 2.14e-01  -8.6 2.88e+12    -  1.00e+00 7.00e-05h 13
1765 -4.1979470e+01 5.72e+10 2.26e-01  -8.6 2.76e+12    -  2.37e-01 6.66e-05h 13
1766 -4.1979829e+01 5.72e+10 2.79e-01  -8.6 2.76e+12    -  1.00e+00 6.71e-05h 13
1767 -4.1980274e+01 5.72e+10 2.95e-01  -8.6 2.23e+12    -  2.71e-01 7.07e-05h 13
1768 -4.1980771e+01 5.72e+10 3.60e-01  -8.6 1.98e+12    -  1.00e+00 7.63e-05h 13
1769 -4.1982302e+01 5.72e+10 3.90e-01  -8.6 7.84e+11    -  4.27e-01 2.04e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1770 -4.1984162e+01 5.72e+10 4.23e-01  -8.6 7.66e+11    -  4.07e-01 2.37e-04h 12
1771 -4.2030621e+01 5.76e+10 4.21e-01  -8.6 5.91e+11    -  1.18e-02 5.52e-03h  4
1772 -4.2010779e+01 5.81e+10 4.22e-01  -8.6 1.08e+14    -  3.01e-04 1.12e-04w  1
1773 -4.2005443e+01 6.98e+10 8.77e+00  -8.6 8.21e+04 -13.2 8.28e-11 4.35e-02w  1
1774 -4.2005443e+01 6.98e+10 8.77e+00  -8.6 3.17e+07 -13.7 5.49e-03 4.54e-11w  1
1775r-4.2030621e+01 5.76e+10 9.99e+02   5.8 0.00e+00 -14.2 0.00e+00 4.39e-07R  8
1776r-4.1976701e+01 5.72e+10 8.33e+04   5.8 4.02e+08    -  5.47e-02 1.64e-03f  1
1777 -4.1990188e+01 5.80e+10 2.56e-01  -8.6 2.66e+12    -  1.12e-02 2.60e-03h  2
1778r-4.1990188e+01 5.80e+10 9.99e+02   5.5 0.00e+00    -  0.00e+00 4.19e-07R 11
1779r-4.1968291e+01 5.73e+10 4.06e+04   5.5 2.70e+08    -  8.68e-02 1.16e-03f  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1780r-4.1968291e+01 5.73e+10 9.99e+02   4.7 0.00e+00    -  0.00e+00 2.83e-07R 18
1781r-4.1966537e+01 5.38e+10 8.47e+03   4.7 5.23e+07    -  1.15e-01 9.89e-04f  1
1782 -4.1970469e+01 6.80e+10 3.72e-03  -8.6 1.61e+13    -  1.63e-02 1.15e-03h  6
1783r-4.1970469e+01 6.80e+10 9.99e+02   5.3 0.00e+00    -  0.00e+00 4.36e-07R 13
1784r-4.1953818e+01 6.65e+10 2.87e+04   5.3 1.81e+08    -  9.91e-02 1.12e-03f  1
1785r-4.1955222e+01 2.72e+10 2.95e+04   3.9 2.18e+05    -  5.08e-01 8.80e-02f  1
1786 -4.1958249e+01 2.73e+10 8.28e-04  -8.6 4.29e+12    -  2.37e-01 8.72e-04h  7
1787r-4.1958249e+01 2.73e+10 9.99e+02   4.5 0.00e+00    -  0.00e+00 2.84e-07R 19
1788r-4.1956266e+01 2.58e+10 6.29e+03   4.5 2.82e+07    -  1.49e-01 9.95e-04f  1
1789 -4.2015763e+01 4.31e+10 5.32e-05  -8.6 1.88e+12    -  2.63e-01 1.73e-02h  4
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1790 -4.2014918e+01 4.30e+10 3.08e-04  -8.6 3.46e+04 -14.7 1.23e-02 3.73e-02h  1
1791 -4.2064620e+01 4.64e+10 2.91e-04  -8.6 2.97e+11    -  1.20e-01 1.50e-02h  2
1792 -4.2078385e+01 4.63e+10 1.66e-03  -8.6 3.26e+11    -  3.34e-01 4.11e-03h  4
1793 -4.2092069e+01 4.61e+10 3.10e-03  -8.6 3.38e+11    -  2.11e-01 4.13e-03h  6
1794 -4.2092777e+01 4.61e+10 6.73e-03  -8.6 3.45e+11    -  5.14e-01 2.14e-04h 11
1795 -4.2093507e+01 4.61e+10 7.51e-03  -8.6 3.46e+11    -  2.05e-01 2.20e-04h 11
1796 -4.2094240e+01 4.61e+10 9.96e-03  -8.6 3.46e+11    -  7.82e-01 2.21e-04h 11
1797 -4.2094989e+01 4.61e+10 1.01e-02  -8.6 3.46e+11    -  1.93e-01 2.26e-04h 11
1798 -4.2095749e+01 4.61e+10 1.09e-02  -8.6 3.46e+11    -  1.00e+00 2.29e-04h 11
1799 -4.2096596e+01 4.61e+10 1.09e-02  -8.6 3.46e+11    -  2.46e-01 2.55e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1800 -4.2111083e+01 4.59e+10 1.13e-02  -8.6 3.46e+11    -  1.00e+00 4.38e-03h  7
1801 -4.3132552e+01 4.70e+11 1.72e-01  -8.6 3.46e+11    -  9.90e-01 3.59e-01w  1
1802 -4.3994321e+01 3.26e+11 6.74e-01  -8.6 6.80e+11    -  2.12e-01 3.22e-01w  1
1803 -4.4085543e+01 3.11e+11 6.27e-01  -8.6 5.75e+11    -  2.57e-07 5.79e-02w  1
1804 -4.2112251e+01 4.59e+10 1.26e-02  -8.6 7.20e+11    -  9.90e-01 3.51e-04h 10
1805 -4.2113020e+01 4.59e+10 1.31e-02  -8.6 3.44e+11    -  1.00e+00 2.30e-04h 12
1806 -4.2114147e+01 4.59e+10 1.35e-02  -8.6 3.43e+11    -  1.00e+00 3.37e-04h 11
1807 -4.2115112e+01 4.58e+10 1.37e-02  -8.6 3.42e+11    -  1.00e+00 2.88e-04h 11
1808 -4.2116028e+01 4.58e+10 1.39e-02  -8.6 3.42e+11    -  1.00e+00 2.74e-04h 11
1809 -4.2116928e+01 4.58e+10 1.42e-02  -8.6 3.42e+11    -  1.00e+00 2.69e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1810 -4.2117819e+01 4.58e+10 1.46e-02  -8.6 3.42e+11    -  1.00e+00 2.67e-04h 11
1811 -4.2118708e+01 4.58e+10 1.54e-02  -8.6 3.42e+11    -  1.00e+00 2.67e-04h 11
1812 -4.2119606e+01 4.58e+10 1.65e-02  -8.6 3.42e+11    -  7.64e-01 2.71e-04h 11
1813 -4.2120542e+01 4.58e+10 1.90e-02  -8.6 3.42e+11    -  1.00e+00 2.85e-04h 11
1814 -4.3046719e+01 4.20e+11 1.65e-01  -8.6 3.44e+11    -  5.33e-01 3.33e-01w  1
1815 -4.3609721e+01 3.51e+11 5.77e-01  -8.6 1.40e+12    -  1.70e-01 2.08e-01w  1
1816 -4.3757470e+01 3.32e+11 5.37e-01  -8.6 8.23e+11    -  2.35e-01 9.91e-02w  1
1817 -4.2121589e+01 4.58e+10 2.13e-02  -8.6 3.65e+10 -15.1 5.33e-01 3.25e-04h 10
1818 -4.2122778e+01 4.57e+10 2.73e-02  -8.6 3.46e+11    -  1.00e+00 3.75e-04h 11
1819 -4.2123485e+01 4.57e+10 3.21e-02  -8.6 3.50e+11    -  5.56e-01 2.31e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1820 -4.2124244e+01 4.57e+10 4.12e-02  -8.6 3.54e+11    -  9.12e-01 2.54e-04h 12
1821 -4.2125054e+01 4.57e+10 4.77e-02  -8.6 3.63e+11    -  6.02e-01 2.80e-04h 12
1822 -4.2125898e+01 4.57e+10 5.85e-02  -8.6 3.71e+11    -  1.00e+00 2.96e-04h 12
1823 -4.2126801e+01 4.57e+10 6.40e-02  -8.6 3.88e+11    -  5.66e-01 3.20e-04h 12
1824 -4.2127753e+01 4.57e+10 7.30e-02  -8.6 4.00e+11    -  1.00e+00 3.35e-04h 12
1825 -4.2128801e+01 4.56e+10 7.73e-02  -8.6 4.22e+11    -  5.51e-01 3.63e-04h 12
1826 -4.2129912e+01 4.56e+10 8.43e-02  -8.6 4.34e+11    -  1.00e+00 3.79e-04h 12
1827 -4.3526664e+01 2.31e+12 7.55e+00  -8.6 4.55e+11    -  5.34e-01 8.33e-01w  1
1828 -4.3526327e+01 2.31e+12 7.55e+00  -8.6 6.38e+08 -15.6 2.31e-04 1.94e-05w  1
1829 -4.3517037e+01 2.31e+12 7.55e+00  -8.6 1.34e+09 -16.1 2.59e-04 5.31e-04w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1830 -4.2131131e+01 4.56e+10 8.72e-02  -8.6 3.91e+10 -16.6 5.34e-01 4.07e-04h 11
1831 -4.2132386e+01 4.56e+10 9.20e-02  -8.6 4.63e+11    -  1.00e+00 4.13e-04h 12
1832 -4.2133676e+01 4.56e+10 9.38e-02  -8.6 4.77e+11    -  5.23e-01 4.16e-04h 12
1833 -4.2134983e+01 4.55e+10 9.66e-02  -8.6 4.83e+11    -  1.00e+00 4.17e-04h 12
1834 -4.2136313e+01 4.55e+10 9.75e-02  -8.6 4.91e+11    -  5.16e-01 4.18e-04h 12
1835 -4.2137656e+01 4.55e+10 9.89e-02  -8.6 4.93e+11    -  1.00e+00 4.18e-04h 12
1836 -4.2139018e+01 4.55e+10 9.93e-02  -8.6 4.98e+11    -  5.12e-01 4.19e-04h 12
1837 -4.2140392e+01 4.55e+10 9.99e-02  -8.6 4.99e+11    -  1.00e+00 4.19e-04h 12
1838 -4.2141782e+01 4.55e+10 1.00e-01  -8.6 5.01e+11    -  5.09e-01 4.20e-04h 12
1839 -4.2143183e+01 4.54e+10 1.00e-01  -8.6 5.01e+11    -  1.00e+00 4.20e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1840 -4.3377680e+01 2.73e+12 6.02e+00  -8.6 5.02e+11    -  5.08e-01 8.61e-01w  1
1841 -4.3377679e+01 2.73e+12 6.02e+00  -8.6 1.45e+10 -17.0 1.53e-04 3.13e-08w  1
1842 -4.3249085e+01 2.72e+12 7.31e+00  -8.6 1.52e+10 -17.5 1.72e-04 2.92e-03w  1
1843 -4.2144600e+01 4.54e+10 1.00e-01  -8.6 4.49e+10 -18.0 5.08e-01 4.21e-04h 11
1844 -4.2146028e+01 4.54e+10 9.99e-02  -8.6 5.02e+11    -  1.00e+00 4.21e-04h 12
1845 -4.2147472e+01 4.54e+10 9.98e-02  -8.6 5.02e+11    -  5.06e-01 4.22e-04h 12
1846 -4.2148928e+01 4.54e+10 9.95e-02  -8.6 5.01e+11    -  1.00e+00 4.22e-04h 12
1847 -4.2150400e+01 4.53e+10 9.93e-02  -8.6 5.01e+11    -  5.05e-01 4.23e-04h 12
1848 -4.2151886e+01 4.53e+10 9.89e-02  -8.6 5.00e+11    -  1.00e+00 4.23e-04h 12
1849 -4.2153388e+01 4.53e+10 9.87e-02  -8.6 4.99e+11    -  5.03e-01 4.24e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1850 -4.2154904e+01 4.53e+10 9.83e-02  -8.6 4.98e+11    -  1.00e+00 4.25e-04h 12
1851 -4.2156438e+01 4.53e+10 9.81e-02  -8.6 4.96e+11    -  5.02e-01 4.26e-04h 12
1852 -4.2157986e+01 4.53e+10 9.77e-02  -8.6 4.95e+11    -  7.33e-01 4.27e-04h 12
1853 -4.3482902e+01 2.70e+12 4.67e+00  -8.6 4.93e+11    -  6.14e-01 8.77e-01w  1
1854 -2.6126781e+01 2.61e+12 1.12e+03  -8.6 5.16e+10 -18.5 1.44e-07 3.86e-02w  1
1855 -2.6014806e+01 2.49e+12 1.03e+03  -8.6 6.43e+10 -19.0 1.39e-02 8.94e-02w  1
1856 -4.2159552e+01 4.52e+10 9.73e-02  -8.6 4.47e+10 -19.4 6.14e-01 4.28e-04h 11
1857 -4.2161134e+01 4.52e+10 9.70e-02  -8.6 4.91e+11    -  5.00e-01 4.29e-04h 12
1858 -4.2162731e+01 4.52e+10 9.63e-02  -8.6 4.89e+11    -  1.00e+00 4.30e-04h 12
1859 -4.2164343e+01 4.52e+10 9.61e-02  -8.6 4.88e+11    -  3.73e-01 4.30e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1860 -4.2165965e+01 4.52e+10 9.54e-02  -8.6 4.86e+11    -  1.00e+00 4.30e-04h 12
1861 -4.2167601e+01 4.51e+10 9.52e-02  -8.6 4.84e+11    -  3.67e-01 4.30e-04h 12
1862 -4.2169246e+01 4.51e+10 9.44e-02  -8.6 4.82e+11    -  1.00e+00 4.29e-04h 12
1863 -4.2170905e+01 4.51e+10 9.42e-02  -8.6 4.80e+11    -  3.60e-01 4.29e-04h 12
1864 -4.2172574e+01 4.51e+10 9.34e-02  -8.6 4.77e+11    -  1.00e+00 4.29e-04h 12
1865 -4.2174256e+01 4.51e+10 9.32e-02  -8.6 4.75e+11    -  3.55e-01 4.29e-04h 12
1866 -4.3572992e+01 3.18e+12 3.34e+00  -8.6 4.73e+11    -  1.00e+00 8.77e-01w  1
1867 -4.3013724e+01 2.94e+12 8.82e+01  -8.6 1.16e+11 -19.9 2.72e-07 1.24e-01w  1
1868 -4.2909342e+01 2.76e+12 8.29e+01  -8.6 4.22e+10 -20.0 2.58e-09 6.19e-02w  1
1869 -4.2175947e+01 4.50e+10 9.23e-02  -8.6 5.59e+10 -19.1 1.00e+00 4.28e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1870 -4.2177652e+01 4.50e+10 9.20e-02  -8.6 4.71e+11    -  3.49e-01 4.28e-04h 12
1871 -4.2179365e+01 4.50e+10 9.12e-02  -8.6 4.68e+11    -  1.00e+00 4.28e-04h 12
1872 -4.2181091e+01 4.50e+10 9.09e-02  -8.6 4.67e+11    -  3.44e-01 4.28e-04h 12
1873 -4.2182825e+01 4.50e+10 9.00e-02  -8.6 4.64e+11    -  1.00e+00 4.27e-04h 12
1874 -4.2184572e+01 4.50e+10 8.97e-02  -8.6 4.62e+11    -  3.40e-01 4.27e-04h 12
1875 -4.2186326e+01 4.49e+10 8.87e-02  -8.6 4.60e+11    -  1.00e+00 4.27e-04h 12
1876 -4.2188093e+01 4.49e+10 8.84e-02  -8.6 4.58e+11    -  3.35e-01 4.26e-04h 12
1877 -4.2189867e+01 4.49e+10 8.74e-02  -8.6 4.56e+11    -  1.00e+00 4.26e-04h 12
1878 -4.2191653e+01 4.49e+10 8.71e-02  -8.6 4.54e+11    -  3.31e-01 4.26e-04h 12
1879 -4.3619266e+01 3.36e+12 3.55e+00  -8.6 4.52e+11    -  1.00e+00 8.71e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1880 -4.4504225e+01 2.84e+12 1.32e+02  -8.6 8.64e+10 -19.6 6.27e-07 1.70e-01w  1
1881 -4.4271327e+01 2.69e+12 1.61e+02  -8.6 3.57e+11 -20.0 5.70e-03 6.78e-02w  1
1882 -4.2193446e+01 4.49e+10 8.60e-02  -8.6 4.91e+10 -19.1 1.00e+00 4.25e-04h 11
1883 -4.2195252e+01 4.48e+10 8.57e-02  -8.6 4.51e+11    -  3.28e-01 4.25e-04h 12
1884 -4.2197063e+01 4.48e+10 8.46e-02  -8.6 4.48e+11    -  1.00e+00 4.25e-04h 12
1885 -4.2198886e+01 4.48e+10 8.43e-02  -8.6 4.47e+11    -  3.24e-01 4.25e-04h 12
1886 -4.2200715e+01 4.48e+10 8.32e-02  -8.6 4.45e+11    -  1.00e+00 4.24e-04h 12
1887 -4.2202555e+01 4.48e+10 8.29e-02  -8.6 4.44e+11    -  3.21e-01 4.24e-04h 12
1888 -4.2204401e+01 4.48e+10 8.18e-02  -8.6 4.42e+11    -  1.00e+00 4.24e-04h 12
1889 -4.2219198e+01 4.46e+10 8.12e-02  -8.6 4.41e+11    -  3.18e-01 3.39e-03h  9
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1890 -4.2221068e+01 4.46e+10 7.72e-02  -8.6 4.23e+11    -  1.00e+00 4.19e-04h 12
1891 -4.2222964e+01 4.46e+10 7.67e-02  -8.6 4.27e+11    -  3.10e-01 4.20e-04h 12
1892 -4.3536522e+01 2.56e+12 3.79e+00  -8.6 4.26e+11    -  1.00e+00 8.59e-01w  1
1893 -4.3435180e+01 2.42e+12 1.55e+01  -8.6 2.08e+11 -19.6 1.19e-04 5.68e-02w  1
1894 -4.3435169e+01 2.42e+12 1.55e+01  -8.6 3.93e+10 -20.0 4.65e-03 5.10e-06w  1
1895 -4.2224866e+01 4.46e+10 7.48e-02  -8.6 6.31e+10 -20.0 1.00e+00 4.20e-04h 11
1896 -4.2226787e+01 4.46e+10 7.44e-02  -8.6 4.28e+11    -  3.07e-01 4.20e-04h 12
1897 -4.2228712e+01 4.46e+10 7.27e-02  -8.6 4.27e+11    -  1.00e+00 4.20e-04h 12
1898 -4.2244167e+01 4.44e+10 7.21e-02  -8.6 4.28e+11    -  3.04e-01 3.36e-03h  9
1899 -4.2246105e+01 4.44e+10 6.81e-02  -8.6 4.17e+11    -  1.00e+00 4.16e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1900 -4.2248067e+01 4.44e+10 6.76e-02  -8.6 4.21e+11    -  3.01e-01 4.17e-04h 12
1901 -4.2250033e+01 4.44e+10 6.58e-02  -8.6 4.21e+11    -  1.00e+00 4.17e-04h 12
1902 -4.2252016e+01 4.44e+10 6.54e-02  -8.6 4.24e+11    -  2.99e-01 4.18e-04h 12
1903 -4.2254001e+01 4.44e+10 6.61e-02  -8.6 4.24e+11    -  1.00e+00 4.17e-04h 12
1904 -4.2255998e+01 4.43e+10 6.63e-02  -8.6 4.26e+11    -  2.98e-01 4.18e-04h 12
1905 -4.3425239e+01 1.38e+12 4.06e+00  -8.6 4.25e+11    -  1.00e+00 8.55e-01w  1
1906 -2.5733713e+01 1.26e+12 9.96e+02  -8.6 1.88e+11 -20.0 2.96e-05 9.16e-02w  1
1907 -2.5712208e+01 1.26e+12 9.96e+02  -8.6 6.72e+12 -20.0 1.05e-05 1.59e-04w  1
1908 -4.2257997e+01 4.43e+10 6.68e-02  -8.6 3.47e+11 -20.0 1.00e+00 4.17e-04h 11
1909 -4.2260006e+01 4.43e+10 6.69e-02  -8.6 4.27e+11    -  2.97e-01 4.18e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1910 -4.2262016e+01 4.43e+10 6.73e-02  -8.6 4.27e+11    -  1.00e+00 4.17e-04h 12
1911 -4.2264034e+01 4.43e+10 6.74e-02  -8.6 4.28e+11    -  2.96e-01 4.17e-04h 12
1912 -4.2266053e+01 4.42e+10 6.78e-02  -8.6 4.27e+11    -  1.00e+00 4.17e-04h 12
1913 -4.2268078e+01 4.42e+10 6.79e-02  -8.6 4.28e+11    -  2.96e-01 4.17e-04h 12
1914 -4.2270103e+01 4.42e+10 6.82e-02  -8.6 4.28e+11    -  1.00e+00 4.17e-04h 12
1915 -4.2272134e+01 4.42e+10 6.82e-02  -8.6 4.29e+11    -  2.96e-01 4.17e-04h 12
1916 -4.2274165e+01 4.42e+10 6.85e-02  -8.6 4.29e+11    -  1.00e+00 4.17e-04h 12
1917 -4.2276200e+01 4.42e+10 6.85e-02  -8.6 4.30e+11    -  2.96e-01 4.17e-04h 12
1918 -4.3405038e+01 1.07e+12 4.14e+00  -8.6 4.29e+11    -  1.00e+00 8.53e-01w  1
1919 -2.5417967e+01 1.04e+12 9.72e+02  -8.6 2.19e+10 -17.3 9.03e-06 1.99e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1920 -2.5417967e+01 1.04e+12 9.72e+02  -8.6 1.67e+10 -17.8 7.99e-04 1.16e-06w  1
1921 -4.2278236e+01 4.41e+10 6.87e-02  -8.6 1.97e+10 -17.3 1.00e+00 4.17e-04h 11
1922 -4.2280275e+01 4.41e+10 6.88e-02  -8.6 4.30e+11    -  2.96e-01 4.17e-04h 12
1923 -4.2282313e+01 4.41e+10 6.89e-02  -8.6 4.30e+11    -  1.00e+00 4.17e-04h 12
1924 -4.2284355e+01 4.41e+10 6.89e-02  -8.6 4.30e+11    -  2.96e-01 4.17e-04h 12
1925 -4.2286396e+01 4.41e+10 6.91e-02  -8.6 4.30e+11    -  1.00e+00 4.16e-04h 12
1926 -4.2288440e+01 4.40e+10 6.91e-02  -8.6 4.31e+11    -  2.97e-01 4.16e-04h 12
1927 -4.2290483e+01 4.40e+10 6.92e-02  -8.6 4.31e+11    -  1.00e+00 4.16e-04h 12
1928 -4.2292529e+01 4.40e+10 6.92e-02  -8.6 4.31e+11    -  2.97e-01 4.16e-04h 12
1929 -4.2294573e+01 4.40e+10 6.92e-02  -8.6 4.32e+11    -  1.00e+00 4.16e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1930 -4.2296620e+01 4.40e+10 6.92e-02  -8.6 4.32e+11    -  2.98e-01 4.16e-04h 12
1931 -4.3380105e+01 9.96e+11 4.16e+00  -8.6 4.32e+11    -  1.00e+00 8.52e-01w  1
1932 -4.3377847e+01 9.96e+11 4.16e+00  -8.6 2.41e+11 -17.8 2.15e-03 4.95e-06w  1
1933 -2.5128587e+01 9.84e+11 9.56e+02  -8.6 5.22e+10 -17.4 1.60e-02 1.18e-02w  1
1934 -4.2298665e+01 4.40e+10 6.92e-02  -8.6 3.07e+10 -17.9 1.00e+00 4.16e-04h 11
1935 -4.2300712e+01 4.39e+10 6.92e-02  -8.6 4.33e+11    -  2.98e-01 4.16e-04h 12
1936 -4.2302758e+01 4.39e+10 6.92e-02  -8.6 4.33e+11    -  1.00e+00 4.16e-04h 12
1937 -4.2304805e+01 4.39e+10 6.92e-02  -8.6 4.33e+11    -  2.99e-01 4.16e-04h 12
1938 -4.2306852e+01 4.39e+10 6.91e-02  -8.6 4.33e+11    -  1.00e+00 4.16e-04h 12
1939 -4.2308899e+01 4.39e+10 6.91e-02  -8.6 4.34e+11    -  3.00e-01 4.16e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1940 -4.2310945e+01 4.38e+10 6.90e-02  -8.6 4.34e+11    -  1.00e+00 4.16e-04h 12
1941 -4.2312992e+01 4.38e+10 6.89e-02  -8.6 4.35e+11    -  3.01e-01 4.16e-04h 12
1942 -4.2315038e+01 4.38e+10 7.18e-02  -8.6 4.35e+11    -  1.00e+00 4.16e-04h 12
1943 -4.2317084e+01 4.38e+10 7.29e-02  -8.6 4.36e+11    -  3.02e-01 4.16e-04h 12
1944 -4.3380201e+01 9.47e+11 4.14e+00  -8.6 4.36e+11    -  1.00e+00 8.52e-01w  1
1945 -4.4029623e+01 9.28e+11 1.55e+01  -8.6 5.92e+10 -18.3 9.04e-05 2.05e-02w  1
1946 -4.4029886e+01 9.28e+11 1.55e+01  -8.6 1.09e+12 -17.9 3.02e-05 2.08e-06w  1
1947 -4.2319129e+01 4.38e+10 7.69e-02  -8.6 2.52e+10 -18.4 1.00e+00 4.16e-04h 11
1948 -4.2321175e+01 4.38e+10 7.83e-02  -8.6 4.37e+11    -  3.03e-01 4.16e-04h 12
1949 -4.2323220e+01 4.37e+10 8.32e-02  -8.6 4.37e+11    -  1.00e+00 4.16e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1950 -4.2325265e+01 4.37e+10 8.50e-02  -8.6 4.38e+11    -  3.04e-01 4.16e-04h 12
1951 -4.2327309e+01 4.37e+10 9.11e-02  -8.6 4.39e+11    -  1.00e+00 4.16e-04h 12
1952 -4.2329353e+01 4.37e+10 9.33e-02  -8.6 4.39e+11    -  3.05e-01 4.17e-04h 12
1953 -4.2331397e+01 4.37e+10 1.01e-01  -8.6 4.40e+11    -  1.00e+00 4.17e-04h 12
1954 -4.2333440e+01 4.36e+10 1.04e-01  -8.6 4.41e+11    -  3.06e-01 4.17e-04h 12
1955 -4.2337523e+01 4.36e+10 1.13e-01  -8.6 4.42e+11    -  1.00e+00 8.34e-04h 11
1956 -4.2341605e+01 4.36e+10 1.16e-01  -8.6 4.44e+11    -  3.08e-01 8.34e-04h 11
1957 -4.3399775e+01 9.23e+11 4.11e+00  -8.6 4.45e+11    -  1.00e+00 8.54e-01w  1
1958 -4.3325078e+01 8.78e+11 5.18e+01  -8.6 6.85e+10 -18.9 4.14e-04 5.02e-02w  1
1959 -4.3314035e+01 8.77e+11 5.17e+01  -8.6 1.76e+10 -18.4 3.31e-03 6.85e-04w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1960 -4.2345683e+01 4.35e+10 1.27e-01  -8.6 8.52e+10 -18.9 1.00e+00 8.34e-04h 10
1961 -4.2349758e+01 4.35e+10 1.31e-01  -8.6 4.47e+11    -  3.10e-01 8.35e-04h 11
1962 -4.2353830e+01 4.35e+10 1.44e-01  -8.6 4.48e+11    -  1.00e+00 8.35e-04h 11
1963 -4.2357885e+01 4.34e+10 1.49e-01  -8.6 4.50e+11    -  3.12e-01 8.33e-04h 11
1964 -4.2361934e+01 4.34e+10 1.65e-01  -8.6 4.52e+11    -  1.00e+00 8.32e-04h 11
1965 -4.2365944e+01 4.34e+10 1.71e-01  -8.6 4.55e+11    -  3.15e-01 8.25e-04h 11
1966 -4.2369948e+01 4.33e+10 1.91e-01  -8.6 4.57e+11    -  1.00e+00 8.25e-04h 11
1967 -4.2373918e+01 4.33e+10 1.98e-01  -8.6 4.59e+11    -  3.18e-01 8.20e-04h 11
1968 -4.2377883e+01 4.33e+10 2.22e-01  -8.6 4.62e+11    -  1.00e+00 8.20e-04h 11
1969 -4.2381820e+01 4.32e+10 2.31e-01  -8.6 4.65e+11    -  3.20e-01 8.15e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1970 -4.3561977e+01 8.82e+11 3.81e+00  -8.6 4.68e+11    -  1.00e+00 8.35e-01w  1
1971 -4.3557767e+01 8.81e+11 3.81e+00  -8.6 4.05e+10 -17.6 7.50e-04 6.45e-05w  1
1972 -4.4811947e+01 8.54e+11 1.71e+01  -8.6 7.20e+10 -18.1 1.09e-04 3.12e-02w  1
1973 -4.2385754e+01 4.32e+10 2.60e-01  -8.6 5.94e+10 -18.6 1.00e+00 8.15e-04h 10
1974 -4.2389664e+01 4.31e+10 2.70e-01  -8.6 4.72e+11    -  3.23e-01 8.12e-04h 11
1975 -4.2393573e+01 4.31e+10 3.04e-01  -8.6 4.74e+11    -  1.00e+00 8.12e-04h 11
1976 -4.2397464e+01 4.31e+10 3.17e-01  -8.6 4.79e+11    -  3.26e-01 8.10e-04h 11
1977 -4.2401355e+01 4.30e+10 3.58e-01  -8.6 4.82e+11    -  1.00e+00 8.11e-04h 11
1978 -4.2405234e+01 4.30e+10 3.73e-01  -8.6 4.88e+11    -  3.28e-01 8.10e-04h 11
1979 -4.2409114e+01 4.30e+10 4.20e-01  -8.6 4.92e+11    -  1.00e+00 8.11e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1980 -4.2411052e+01 4.30e+10 4.38e-01  -8.6 4.98e+11    -  3.31e-01 4.05e-04h 12
1981 -4.2412991e+01 4.29e+10 4.94e-01  -8.6 5.01e+11    -  1.00e+00 4.06e-04h 12
1982 -4.2414931e+01 4.29e+10 5.15e-01  -8.6 5.08e+11    -  3.33e-01 4.06e-04h 12
1983 -4.3683755e+01 9.90e+11 3.75e+00  -8.6 5.11e+11    -  1.00e+00 8.33e-01w  1
1984 -2.3999704e+01 9.73e+11 1.07e+04  -8.6 1.02e+11 -18.1 4.33e-03 1.76e-02w  1
1985 -2.3999926e+01 9.73e+11 1.07e+04  -8.6 3.57e+11 -18.6 4.28e-04 1.38e-04w  1
1986 -4.2416872e+01 4.29e+10 5.79e-01  -8.6 2.95e+10 -19.1 1.00e+00 4.07e-04h 11
1987 -4.2418819e+01 4.29e+10 6.03e-01  -8.6 5.19e+11    -  3.34e-01 4.08e-04h 12
1988 -4.2420769e+01 4.29e+10 6.76e-01  -8.6 5.23e+11    -  1.00e+00 4.08e-04h 12
1989 -4.2422728e+01 4.28e+10 7.03e-01  -8.6 5.33e+11    -  3.35e-01 4.10e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
1990 -4.2424692e+01 4.28e+10 7.85e-01  -8.6 5.38e+11    -  1.00e+00 4.11e-04h 12
1991 -4.2426668e+01 4.28e+10 8.15e-01  -8.6 5.49e+11    -  3.36e-01 4.13e-04h 12
1992 -4.2428650e+01 4.28e+10 9.05e-01  -8.6 5.54e+11    -  1.00e+00 4.15e-04h 12
1993 -4.2430645e+01 4.28e+10 9.37e-01  -8.6 5.66e+11    -  3.36e-01 4.17e-04h 12
1994 -4.2432640e+01 4.28e+10 1.03e+00  -8.6 5.72e+11    -  1.00e+00 4.17e-04h 12
1995 -4.2434637e+01 4.27e+10 1.07e+00  -8.6 5.86e+11    -  3.36e-01 4.16e-04h 12
1996 -4.3708445e+01 1.38e+12 4.14e+00  -8.6 5.92e+11    -  1.00e+00 8.52e-01w  1
1997 -4.3038387e+01 1.33e+12 1.18e+02  -8.6 4.21e+11 -19.6 1.14e-06 3.68e-02w  1
1998 -4.3038489e+01 1.33e+12 1.18e+02  -8.6 2.10e+11 -18.2 3.67e-04 1.44e-06w  1
1999 -4.2436635e+01 4.27e+10 1.17e+00  -8.6 5.03e+12 -16.9 1.00e+00 4.16e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2000 -4.2438636e+01 4.27e+10 1.20e+00  -8.6 6.07e+11    -  3.36e-01 4.16e-04h 12
2001 -4.2440639e+01 4.27e+10 1.30e+00  -8.6 6.14e+11    -  1.00e+00 4.16e-04h 12
2002 -4.2442648e+01 4.27e+10 1.33e+00  -8.6 6.30e+11    -  3.35e-01 4.16e-04h 12
2003 -4.2444658e+01 4.27e+10 1.43e+00  -8.6 6.37e+11    -  1.00e+00 4.16e-04h 12
2004 -4.2446675e+01 4.26e+10 1.45e+00  -8.6 6.54e+11    -  3.33e-01 4.15e-04h 12
2005 -4.2448695e+01 4.26e+10 1.54e+00  -8.6 6.61e+11    -  1.00e+00 4.15e-04h 12
2006 -4.2450723e+01 4.26e+10 1.56e+00  -8.6 6.78e+11    -  3.31e-01 4.15e-04h 12
2007 -4.2452755e+01 4.26e+10 1.62e+00  -8.6 6.85e+11    -  1.00e+00 4.15e-04h 12
2008 -4.2454795e+01 4.26e+10 1.64e+00  -8.6 7.00e+11    -  3.28e-01 4.15e-04h 12
2009 -4.3639940e+01 1.90e+12 4.58e+00  -8.6 7.06e+11    -  1.00e+00 8.50e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2010 -4.2721587e+01 1.84e+12 1.38e+03  -8.6 1.63e+10 -17.3 9.38e-07 3.36e-02w  1
2011 -4.2693607e+01 1.84e+12 1.38e+03  -8.6 1.49e+10 -16.0 1.41e-09 1.94e-04w  1
2012 -4.2456838e+01 4.25e+10 1.68e+00  -8.6 1.91e+10 -15.6 1.00e+00 4.15e-04h 11
2013 -4.2458888e+01 4.25e+10 1.69e+00  -8.6 7.18e+11    -  3.26e-01 4.15e-04h 12
2014 -4.2460941e+01 4.25e+10 1.73e+00  -8.6 7.23e+11    -  1.00e+00 4.15e-04h 12
2015 -4.2462999e+01 4.25e+10 1.73e+00  -8.6 7.32e+11    -  3.25e-01 4.15e-04h 12
2016 -4.2465058e+01 4.25e+10 1.75e+00  -8.6 7.36e+11    -  9.97e-01 4.16e-04h 12
2017 -4.2467121e+01 4.25e+10 1.76e+00  -8.6 7.43e+11    -  3.25e-01 4.16e-04h 12
2018 -4.2469185e+01 4.24e+10 1.77e+00  -8.6 7.46e+11    -  1.00e+00 4.16e-04h 12
2019 -4.2471250e+01 4.24e+10 1.77e+00  -8.6 7.51e+11    -  3.24e-01 4.16e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2020 -4.2473316e+01 4.24e+10 1.78e+00  -8.6 7.54e+11    -  1.00e+00 4.16e-04h 12
2021 -4.2475382e+01 4.24e+10 1.78e+00  -8.6 7.58e+11    -  3.24e-01 4.16e-04h 12
2022 -4.3559410e+01 2.08e+12 4.73e+00  -8.6 7.60e+11    -  1.00e+00 8.53e-01w  1
2023 -4.2494955e+01 2.03e+12 6.60e+03  -8.6 7.50e+09 -16.1 1.40e-06 2.49e-02w  1
2024 -2.4616497e+01 2.02e+12 6.62e+03  -8.6 5.54e+09 -14.7 1.37e-10 3.78e-03w  1
2025 -4.2477448e+01 4.24e+10 1.78e+00  -8.6 1.66e+10 -15.2 1.00e+00 4.16e-04h 11
2026 -4.2479514e+01 4.24e+10 1.79e+00  -8.6 7.63e+11    -  3.25e-01 4.16e-04h 12
2027 -4.2481580e+01 4.23e+10 1.79e+00  -8.6 7.66e+11    -  1.00e+00 4.17e-04h 12
2028 -4.2483645e+01 4.23e+10 1.79e+00  -8.6 7.68e+11    -  3.26e-01 4.17e-04h 12
2029 -4.2485710e+01 4.23e+10 1.79e+00  -8.6 7.70e+11    -  1.00e+00 4.17e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2030 -4.2487773e+01 4.23e+10 1.79e+00  -8.6 7.72e+11    -  3.26e-01 4.17e-04h 12
2031 -4.2489836e+01 4.23e+10 1.79e+00  -8.6 7.74e+11    -  1.00e+00 4.17e-04h 12
2032 -4.2491897e+01 4.22e+10 1.79e+00  -8.6 7.76e+11    -  3.27e-01 4.18e-04h 12
2033 -4.2493958e+01 4.22e+10 1.78e+00  -8.6 7.78e+11    -  1.00e+00 4.18e-04h 12
2034 -4.2496016e+01 4.22e+10 1.78e+00  -8.6 7.79e+11    -  3.28e-01 4.18e-04h 12
2035 -4.3582384e+01 2.07e+12 4.66e+00  -8.6 7.82e+11    -  1.00e+00 8.57e-01w  1
2036 -4.1600480e+01 1.99e+12 2.94e+04  -8.6 6.91e+09 -15.7 2.58e-06 3.72e-02w  1
2037 -4.1600480e+01 1.99e+12 2.94e+04  -8.6 2.21e+12 -16.2 8.78e-09 2.29e-13w  1
2038 -4.2498075e+01 4.22e+10 1.78e+00  -8.6 7.99e+10 -14.8 1.00e+00 4.18e-04h 11
2039 -4.2500131e+01 4.22e+10 1.78e+00  -8.6 7.83e+11    -  3.29e-01 4.19e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2040 -4.2502187e+01 4.22e+10 1.78e+00  -8.6 7.85e+11    -  1.00e+00 4.19e-04h 12
2041 -4.2504241e+01 4.21e+10 1.78e+00  -8.6 7.86e+11    -  3.30e-01 4.19e-04h 12
2042 -4.2506294e+01 4.21e+10 1.78e+00  -8.6 7.88e+11    -  1.00e+00 4.19e-04h 12
2043 -4.2508345e+01 4.21e+10 1.78e+00  -8.6 7.89e+11    -  3.32e-01 4.20e-04h 12
2044 -4.2510396e+01 4.21e+10 1.78e+00  -8.6 7.91e+11    -  1.00e+00 4.20e-04h 12
2045 -4.2512445e+01 4.21e+10 1.78e+00  -8.6 7.92e+11    -  3.33e-01 4.21e-04h 12
2046 -4.2514494e+01 4.21e+10 1.78e+00  -8.6 7.94e+11    -  1.00e+00 4.21e-04h 12
2047 -4.2516542e+01 4.20e+10 1.78e+00  -8.6 7.95e+11    -  3.34e-01 4.22e-04h 12
2048 -4.3601926e+01 2.04e+12 4.58e+00  -8.6 7.97e+11    -  1.00e+00 8.64e-01w  1
2049 -2.4949301e+01 1.93e+12 8.59e+04  -8.6 4.22e+09 -15.3 5.77e-06 5.30e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2050 -2.5496743e+01 1.90e+12 8.42e+04  -8.6 1.92e+10 -10.4 5.07e-02 1.98e-02w  1
2051 -4.2518589e+01 4.20e+10 1.78e+00  -8.6 1.88e+10  -9.9 1.00e+00 4.22e-04h 11
2052 -4.2520634e+01 4.20e+10 1.78e+00  -8.6 7.98e+11    -  3.36e-01 4.23e-04h 12
2053 -4.2522680e+01 4.20e+10 1.78e+00  -8.6 8.00e+11    -  1.00e+00 4.23e-04h 12
2054 -4.2524725e+01 4.20e+10 1.79e+00  -8.6 8.01e+11    -  3.37e-01 4.24e-04h 12
2055 -4.2526770e+01 4.19e+10 1.79e+00  -8.6 8.03e+11    -  1.00e+00 4.24e-04h 12
2056 -4.2528814e+01 4.19e+10 1.79e+00  -8.6 8.04e+11    -  3.38e-01 4.25e-04h 12
2057 -4.2530858e+01 4.19e+10 1.80e+00  -8.6 8.06e+11    -  1.00e+00 4.26e-04h 12
2058 -4.2532903e+01 4.19e+10 1.80e+00  -8.6 8.07e+11    -  3.40e-01 4.27e-04h 12
2059 -4.2534948e+01 4.19e+10 1.80e+00  -8.6 8.09e+11    -  1.00e+00 4.27e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2060 -4.2536994e+01 4.19e+10 1.81e+00  -8.6 8.10e+11    -  3.41e-01 4.28e-04h 12
2061 -4.3600407e+01 2.03e+12 4.54e+00  -8.6 8.12e+11    -  1.00e+00 8.79e-01w  1
2062 -2.5052598e+01 1.95e+12 7.88e+04  -8.6 9.27e+06 -10.4 1.38e-05 4.40e-02w  1
2063 -2.5052606e+01 1.95e+12 7.88e+04  -8.6 1.73e+10 -10.9 7.79e-03 5.36e-06w  1
2064 -4.2539040e+01 4.18e+10 1.82e+00  -8.6 1.73e+10 -11.4 1.00e+00 4.29e-04h 11
2065 -4.2541087e+01 4.18e+10 1.82e+00  -8.6 8.13e+11    -  3.43e-01 4.30e-04h 12
2066 -4.2543135e+01 4.18e+10 1.83e+00  -8.6 8.15e+11    -  1.00e+00 4.31e-04h 12
2067 -4.2545185e+01 4.18e+10 1.83e+00  -8.6 8.16e+11    -  3.44e-01 4.33e-04h 12
2068 -4.2547236e+01 4.18e+10 1.84e+00  -8.6 8.19e+11    -  1.00e+00 4.33e-04h 12
2069 -4.2549290e+01 4.18e+10 1.85e+00  -8.6 8.20e+11    -  3.46e-01 4.35e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2070 -4.2551344e+01 4.17e+10 1.86e+00  -8.6 8.22e+11    -  1.00e+00 4.36e-04h 12
2071 -4.2553402e+01 4.17e+10 1.87e+00  -8.6 8.23e+11    -  3.48e-01 4.37e-04h 12
2072 -4.2555461e+01 4.17e+10 1.88e+00  -8.6 8.25e+11    -  1.00e+00 4.38e-04h 12
2073 -4.2557524e+01 4.17e+10 1.89e+00  -8.6 8.26e+11    -  3.49e-01 4.40e-04h 12
2074 -4.3579205e+01 2.07e+12 5.35e+00  -8.6 8.29e+11    -  1.00e+00 9.03e-01w  1
2075 -2.5859138e+01 2.02e+12 2.04e+04  -8.6 1.89e+07 -11.9 5.76e-05 2.11e-02w  1
2076 -2.5859138e+01 2.02e+12 2.04e+04  -8.6 1.85e+10 -12.3 2.13e-03 2.94e-07w  1
2077 -4.2559589e+01 4.17e+10 1.91e+00  -8.6 1.85e+10 -12.8 1.00e+00 4.41e-04h 11
2078 -4.2561657e+01 4.16e+10 1.91e+00  -8.6 8.30e+11    -  3.51e-01 4.43e-04h 12
2079 -4.2563725e+01 4.16e+10 1.93e+00  -8.6 8.32e+11    -  1.00e+00 4.43e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2080 -4.2565796e+01 4.16e+10 1.93e+00  -8.6 8.33e+11    -  3.52e-01 4.45e-04h 12
2081 -4.2567868e+01 4.16e+10 1.95e+00  -8.6 8.36e+11    -  1.00e+00 4.46e-04h 12
2082 -4.2569943e+01 4.16e+10 1.96e+00  -8.6 8.37e+11    -  3.54e-01 4.48e-04h 12
2083 -4.2572018e+01 4.15e+10 1.98e+00  -8.6 8.39e+11    -  1.00e+00 4.48e-04h 12
2084 -4.2574096e+01 4.15e+10 1.98e+00  -8.6 8.40e+11    -  3.56e-01 4.50e-04h 12
2085 -4.2576175e+01 4.15e+10 2.00e+00  -8.6 8.42e+11    -  1.00e+00 4.51e-04h 12
2086 -4.2578257e+01 4.15e+10 2.01e+00  -8.6 8.43e+11    -  3.57e-01 4.53e-04h 12
2087 -4.3574740e+01 2.10e+12 7.04e+00  -8.6 8.46e+11    -  1.00e+00 9.28e-01w  1
2088 -4.3573553e+01 2.10e+12 7.04e+00  -8.6 6.30e+07 -13.3 4.86e-05 1.22e-05w  1
2089 -4.1560427e+01 2.08e+12 4.00e+03  -8.6 1.98e+08 -13.8 6.08e-05 9.85e-03w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2090 -4.2580339e+01 4.15e+10 2.03e+00  -8.6 1.03e+10 -12.4 1.00e+00 4.53e-04h 11
2091 -4.2582396e+01 4.15e+10 2.03e+00  -8.6 8.47e+11    -  3.59e-01 4.49e-04h 12
2092 -4.2584442e+01 4.14e+10 2.05e+00  -8.6 8.49e+11    -  1.00e+00 4.47e-04h 12
2093 -4.2586458e+01 4.14e+10 2.06e+00  -8.6 8.50e+11    -  3.61e-01 4.41e-04h 12
2094 -4.2588464e+01 4.14e+10 2.07e+00  -8.6 8.52e+11    -  1.00e+00 4.40e-04h 12
2095 -4.2590443e+01 4.14e+10 2.08e+00  -8.6 8.53e+11    -  3.62e-01 4.35e-04h 12
2096 -4.2592414e+01 4.14e+10 2.09e+00  -8.6 8.55e+11    -  1.00e+00 4.33e-04h 12
2097 -4.2594361e+01 4.13e+10 2.10e+00  -8.6 8.55e+11    -  3.64e-01 4.29e-04h 12
2098 -4.2596301e+01 4.13e+10 2.11e+00  -8.6 8.57e+11    -  1.00e+00 4.28e-04h 12
2099 -4.2598221e+01 4.13e+10 2.11e+00  -8.6 8.58e+11    -  3.65e-01 4.25e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2100 -4.3823825e+01 1.78e+12 6.95e+00  -8.6 8.60e+11    -  1.00e+00 8.67e-01w  1
2101 -4.3823825e+01 1.78e+12 6.95e+00  -8.6 1.84e+07 -12.9 9.06e-05 5.58e-09w  1
2102 -2.6441138e+01 1.74e+12 1.13e+04  -8.6 2.98e+07 -13.4 9.25e-05 2.09e-02w  1
2103 -4.2600134e+01 4.13e+10 2.13e+00  -8.6 1.81e+10 -13.9 1.00e+00 4.24e-04h 11
2104 -4.2602030e+01 4.13e+10 2.13e+00  -8.6 8.60e+11    -  3.67e-01 4.21e-04h 12
2105 -4.2603920e+01 4.13e+10 2.14e+00  -8.6 8.62e+11    -  1.00e+00 4.20e-04h 12
2106 -4.2605796e+01 4.12e+10 2.14e+00  -8.6 8.63e+11    -  3.68e-01 4.17e-04h 12
2107 -4.2607666e+01 4.12e+10 2.15e+00  -8.6 8.65e+11    -  1.00e+00 4.17e-04h 12
2108 -4.2609524e+01 4.12e+10 2.15e+00  -8.6 8.65e+11    -  3.70e-01 4.15e-04h 12
2109 -4.2611378e+01 4.12e+10 2.16e+00  -8.6 8.67e+11    -  1.00e+00 4.14e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2110 -4.2613222e+01 4.12e+10 2.16e+00  -8.6 8.67e+11    -  3.71e-01 4.13e-04h 12
2111 -4.2615061e+01 4.12e+10 2.17e+00  -8.6 8.69e+11    -  1.00e+00 4.12e-04h 12
2112 -4.2616892e+01 4.11e+10 2.17e+00  -8.6 8.69e+11    -  3.72e-01 4.11e-04h 12
2113 -4.3894699e+01 1.63e+12 6.80e+00  -8.6 8.71e+11    -  1.00e+00 8.42e-01w  1
2114 -4.3894698e+01 1.63e+12 6.80e+00  -8.6 2.93e+08 -14.3 1.11e-04 2.73e-08w  1
2115 -2.6539659e+01 1.59e+12 1.22e+04  -8.6 7.19e+08 -14.8 1.12e-04 2.51e-02w  1
2116 -4.2618719e+01 4.11e+10 2.17e+00  -8.6 1.70e+10 -15.3 1.00e+00 4.11e-04h 11
2117 -4.2620539e+01 4.11e+10 2.18e+00  -8.6 8.71e+11    -  3.74e-01 4.10e-04h 12
2118 -4.2622356e+01 4.11e+10 2.18e+00  -8.6 8.73e+11    -  1.00e+00 4.10e-04h 12
2119 -4.2624167e+01 4.11e+10 2.18e+00  -8.6 8.73e+11    -  3.75e-01 4.09e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2120 -4.2625976e+01 4.11e+10 2.18e+00  -8.6 8.74e+11    -  1.00e+00 4.09e-04h 12
2121 -4.2627778e+01 4.10e+10 2.18e+00  -8.6 8.74e+11    -  3.77e-01 4.09e-04h 12
2122 -4.2629579e+01 4.10e+10 2.18e+00  -8.6 8.76e+11    -  1.00e+00 4.09e-04h 12
2123 -4.2631375e+01 4.10e+10 2.18e+00  -8.6 8.76e+11    -  3.78e-01 4.09e-04h 12
2124 -4.2633170e+01 4.10e+10 2.19e+00  -8.6 8.78e+11    -  1.00e+00 4.09e-04h 12
2125 -4.2634960e+01 4.10e+10 2.18e+00  -8.6 8.78e+11    -  3.79e-01 4.09e-04h 12
2126 -4.3908685e+01 1.58e+12 6.68e+00  -8.6 8.80e+11    -  1.00e+00 8.37e-01w  1
2127 -4.3897086e+01 1.58e+12 5.62e+01  -8.6 6.58e+10 -15.8 3.24e-11 1.47e-04w  1
2128 -4.3897086e+01 1.58e+12 5.62e+01  -8.6 2.07e+09 -16.3 1.66e-02 1.50e-10w  1
2129 -4.2636749e+01 4.10e+10 2.19e+00  -8.6 1.08e+13 -16.7 1.00e+00 4.09e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2130 -4.2638534e+01 4.09e+10 2.18e+00  -8.6 8.79e+11    -  3.81e-01 4.09e-04h 12
2131 -4.2640317e+01 4.09e+10 2.18e+00  -8.6 8.81e+11    -  1.00e+00 4.09e-04h 12
2132 -4.2642098e+01 4.09e+10 2.18e+00  -8.6 8.81e+11    -  3.82e-01 4.09e-04h 12
2133 -4.2643877e+01 4.09e+10 2.18e+00  -8.6 8.83e+11    -  1.00e+00 4.09e-04h 12
2134 -4.2645654e+01 4.09e+10 2.18e+00  -8.6 8.83e+11    -  3.83e-01 4.10e-04h 12
2135 -4.2647429e+01 4.09e+10 2.18e+00  -8.6 8.84e+11    -  1.00e+00 4.10e-04h 12
2136 -4.2649202e+01 4.08e+10 2.18e+00  -8.6 8.84e+11    -  3.85e-01 4.10e-04h 12
2137 -4.2650974e+01 4.08e+10 2.18e+00  -8.6 8.86e+11    -  1.00e+00 4.10e-04h 12
2138 -4.2652744e+01 4.08e+10 2.18e+00  -8.6 8.85e+11    -  3.86e-01 4.11e-04h 12
2139 -4.3898789e+01 1.56e+12 6.59e+00  -8.6 8.87e+11    -  1.00e+00 8.41e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2140 -2.6537348e+01 1.53e+12 9.11e+02  -8.6 1.61e+10 -17.2 1.15e-08 2.30e-02w  1
2141 -2.6554794e+01 1.51e+12 9.03e+02  -8.6 1.76e+10 -16.8 2.47e-02 8.31e-03w  1
2142 -4.2654513e+01 4.08e+10 2.17e+00  -8.6 2.77e+10 -17.3 1.00e+00 4.11e-04h 11
2143 -4.2656279e+01 4.08e+10 2.17e+00  -8.6 8.87e+11    -  3.88e-01 4.11e-04h 12
2144 -4.2658045e+01 4.08e+10 2.17e+00  -8.6 8.89e+11    -  1.00e+00 4.12e-04h 12
2145 -4.2659809e+01 4.07e+10 2.17e+00  -8.6 8.88e+11    -  3.89e-01 4.12e-04h 12
2146 -4.2661572e+01 4.07e+10 2.16e+00  -8.6 8.90e+11    -  1.00e+00 4.12e-04h 12
2147 -4.2663333e+01 4.07e+10 2.16e+00  -8.6 8.90e+11    -  3.90e-01 4.13e-04h 12
2148 -4.2665093e+01 4.07e+10 2.16e+00  -8.6 8.91e+11    -  1.00e+00 4.13e-04h 12
2149 -4.2666852e+01 4.07e+10 2.16e+00  -8.6 8.91e+11    -  3.92e-01 4.14e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2150 -4.2668610e+01 4.07e+10 2.15e+00  -8.6 8.93e+11    -  1.00e+00 4.14e-04h 12
2151 -4.2670366e+01 4.06e+10 2.15e+00  -8.6 8.92e+11    -  3.93e-01 4.15e-04h 12
2152 -4.3876766e+01 1.56e+12 6.52e+00  -8.6 8.94e+11    -  1.00e+00 8.50e-01w  1
2153 -2.6500067e+01 1.53e+12 9.02e+02  -8.6 3.61e+10 -17.7 1.39e-08 1.72e-02w  1
2154 -2.6520400e+01 1.52e+12 8.93e+02  -8.6 2.14e+10 -17.3 1.57e-02 9.83e-03w  1
2155 -4.2672122e+01 4.06e+10 2.15e+00  -8.6 4.63e+10 -17.8 1.00e+00 4.15e-04h 11
2156 -4.2673876e+01 4.06e+10 2.15e+00  -8.6 8.94e+11    -  3.95e-01 4.16e-04h 12
2157 -4.2675629e+01 4.06e+10 2.14e+00  -8.6 8.95e+11    -  1.00e+00 4.16e-04h 12
2158 -4.2677381e+01 4.06e+10 2.14e+00  -8.6 8.95e+11    -  3.96e-01 4.17e-04h 12
2159 -4.2679132e+01 4.06e+10 2.14e+00  -8.6 8.96e+11    -  1.00e+00 4.17e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2160 -4.2680882e+01 4.05e+10 2.14e+00  -8.6 8.96e+11    -  3.98e-01 4.18e-04h 12
2161 -4.2682631e+01 4.05e+10 2.13e+00  -8.6 8.98e+11    -  1.00e+00 4.18e-04h 12
2162 -4.2684379e+01 4.05e+10 2.13e+00  -8.6 8.97e+11    -  3.99e-01 4.19e-04h 12
2163 -4.2686126e+01 4.05e+10 2.12e+00  -8.6 8.99e+11    -  1.00e+00 4.19e-04h 12
2164 -4.2687872e+01 4.05e+10 2.12e+00  -8.6 8.98e+11    -  4.01e-01 4.20e-04h 12
2165 -4.3847076e+01 1.57e+12 6.46e+00  -8.6 9.00e+11    -  1.00e+00 8.60e-01w  1
2166 -4.3847173e+01 1.57e+12 6.46e+00  -8.6 1.35e+11 -18.3 1.95e-04 3.44e-07w  1
2167 -4.4192949e+01 1.47e+12 3.70e+01  -8.6 2.17e+10 -18.7 9.08e-05 6.01e-02w  1
2168 -4.2689617e+01 4.05e+10 2.12e+00  -8.6 6.03e+12 -19.2 1.00e+00 4.20e-04h 11
2169 -4.2691361e+01 4.04e+10 2.12e+00  -8.6 9.00e+11    -  4.02e-01 4.21e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2170 -4.2693104e+01 4.04e+10 2.11e+00  -8.6 9.01e+11    -  1.00e+00 4.21e-04h 12
2171 -4.2694846e+01 4.04e+10 2.11e+00  -8.6 9.01e+11    -  4.04e-01 4.22e-04h 12
2172 -4.2696587e+01 4.04e+10 2.10e+00  -8.6 9.02e+11    -  1.00e+00 4.22e-04h 12
2173 -4.2698328e+01 4.04e+10 2.10e+00  -8.6 9.02e+11    -  4.06e-01 4.23e-04h 12
2174 -4.2700067e+01 4.04e+10 2.10e+00  -8.6 9.04e+11    -  1.00e+00 4.23e-04h 12
2175 -4.2701806e+01 4.03e+10 2.09e+00  -8.6 9.03e+11    -  4.07e-01 4.24e-04h 12
2176 -4.2703544e+01 4.03e+10 2.09e+00  -8.6 9.05e+11    -  1.00e+00 4.25e-04h 12
2177 -4.2705281e+01 4.03e+10 2.09e+00  -8.6 9.04e+11    -  4.09e-01 4.25e-04h 12
2178 -4.3810659e+01 1.58e+12 6.41e+00  -8.6 9.06e+11    -  1.00e+00 8.72e-01w  1
2179 -2.6434065e+01 1.57e+12 8.82e+02  -8.6 5.53e+11 -19.7 7.72e-08 5.99e-03w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2180 -2.6446233e+01 1.55e+12 8.74e+02  -8.6 1.82e+11 -20.0 5.24e-03 9.08e-03w  1
2181 -4.2707017e+01 4.03e+10 2.08e+00  -8.6 2.57e+10 -20.0 1.00e+00 4.26e-04h 11
2182 -4.2708752e+01 4.03e+10 2.08e+00  -8.6 9.05e+11    -  4.10e-01 4.27e-04h 12
2183 -4.2710487e+01 4.03e+10 2.07e+00  -8.6 9.07e+11    -  1.00e+00 4.27e-04h 12
2184 -4.2712221e+01 4.02e+10 2.07e+00  -8.6 9.06e+11    -  4.12e-01 4.28e-04h 12
2185 -4.2713954e+01 4.02e+10 2.07e+00  -8.6 9.08e+11    -  1.00e+00 4.28e-04h 12
2186 -4.2715687e+01 4.02e+10 2.06e+00  -8.6 9.07e+11    -  4.14e-01 4.29e-04h 12
2187 -4.2717419e+01 4.02e+10 2.06e+00  -8.6 9.09e+11    -  1.00e+00 4.30e-04h 12
2188 -4.2719150e+01 4.02e+10 2.06e+00  -8.6 9.09e+11    -  4.15e-01 4.30e-04h 12
2189 -4.2720881e+01 4.02e+10 2.05e+00  -8.6 9.10e+11    -  1.00e+00 4.31e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2190 -4.2722611e+01 4.01e+10 2.05e+00  -8.6 9.10e+11    -  4.17e-01 4.32e-04h 12
2191 -4.3767603e+01 1.59e+12 6.36e+00  -8.6 9.11e+11    -  1.00e+00 8.85e-01w  1
2192 -2.6337834e+01 1.59e+12 8.71e+02  -8.6 1.29e+11 -18.2 2.60e-08 2.42e-03w  1
2193 -2.6499267e+01 1.48e+12 8.15e+02  -8.6 3.08e+10 -18.7 1.36e-03 6.95e-02w  1
2194 -4.2724340e+01 4.01e+10 2.04e+00  -8.6 4.75e+12 -19.1 1.00e+00 4.32e-04h 11
2195 -4.2726069e+01 4.01e+10 2.04e+00  -8.6 9.11e+11    -  4.19e-01 4.33e-04h 12
2196 -4.2727797e+01 4.01e+10 2.03e+00  -8.6 9.12e+11    -  1.00e+00 4.34e-04h 12
2197 -4.2729525e+01 4.01e+10 2.03e+00  -8.6 9.12e+11    -  4.20e-01 4.35e-04h 12
2198 -4.2731252e+01 4.01e+10 2.02e+00  -8.6 9.13e+11    -  1.00e+00 4.35e-04h 12
2199 -4.2732979e+01 4.00e+10 2.02e+00  -8.6 9.13e+11    -  4.22e-01 4.36e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2200 -4.2734706e+01 4.00e+10 2.02e+00  -8.6 9.14e+11    -  1.00e+00 4.37e-04h 12
2201 -4.2736432e+01 4.00e+10 2.01e+00  -8.6 9.13e+11    -  4.24e-01 4.38e-04h 12
2202 -4.2738158e+01 4.00e+10 2.01e+00  -8.6 9.15e+11    -  1.00e+00 4.38e-04h 12
2203 -4.2739883e+01 4.00e+10 2.00e+00  -8.6 9.14e+11    -  4.26e-01 4.39e-04h 12
2204 -4.3715002e+01 1.62e+12 6.33e+00  -8.6 9.16e+11    -  1.00e+00 9.01e-01w  1
2205 -2.6274200e+01 1.61e+12 8.60e+02  -8.6 9.00e+10 -17.8 6.45e-08 2.87e-03w  1
2206 -2.6429784e+01 1.52e+12 9.17e+02  -8.6 2.54e+10 -18.3 1.94e-03 5.95e-02w  1
2207 -4.2741609e+01 4.00e+10 2.00e+00  -8.6 2.26e+10 -18.8 1.00e+00 4.40e-04h 11
2208 -4.2743334e+01 3.99e+10 2.00e+00  -8.6 9.15e+11    -  4.27e-01 4.41e-04h 12
2209 -4.2745058e+01 3.99e+10 1.99e+00  -8.6 9.17e+11    -  1.00e+00 4.41e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2210 -4.2746783e+01 3.99e+10 1.99e+00  -8.6 9.16e+11    -  4.29e-01 4.43e-04h 12
2211 -4.2748507e+01 3.99e+10 1.98e+00  -8.6 9.18e+11    -  1.00e+00 4.43e-04h 12
2212 -4.2750232e+01 3.99e+10 1.98e+00  -8.6 9.17e+11    -  4.31e-01 4.44e-04h 12
2213 -4.2751956e+01 3.98e+10 1.97e+00  -8.6 9.19e+11    -  1.00e+00 4.45e-04h 12
2214 -4.2753680e+01 3.98e+10 1.97e+00  -8.6 9.18e+11    -  4.33e-01 4.46e-04h 12
2215 -4.2755404e+01 3.98e+10 1.96e+00  -8.6 9.19e+11    -  1.00e+00 4.47e-04h 12
2216 -4.2757128e+01 3.98e+10 1.96e+00  -8.6 9.19e+11    -  4.35e-01 4.48e-04h 12
2217 -4.3648930e+01 1.65e+12 6.30e+00  -8.6 9.20e+11    -  1.00e+00 9.18e-01w  1
2218 -4.3648292e+01 1.65e+12 6.30e+00  -8.6 1.62e+11 -18.3 4.43e-04 8.02e-06w  1
2219 -2.6211694e+01 1.63e+12 8.48e+02  -8.6 1.35e+10 -17.0 3.08e-05 8.83e-03w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2220 -4.2758853e+01 3.98e+10 1.95e+00  -8.6 2.33e+10 -17.5 1.00e+00 4.48e-04h 11
2221 -4.2760577e+01 3.98e+10 1.95e+00  -8.6 9.20e+11    -  4.36e-01 4.50e-04h 12
2222 -4.2762301e+01 3.97e+10 1.94e+00  -8.6 9.21e+11    -  1.00e+00 4.50e-04h 12
2223 -4.2764026e+01 3.97e+10 1.94e+00  -8.6 9.20e+11    -  4.38e-01 4.52e-04h 12
2224 -4.2765750e+01 3.97e+10 1.93e+00  -8.6 9.22e+11    -  1.00e+00 4.52e-04h 12
2225 -4.2767475e+01 3.97e+10 1.93e+00  -8.6 9.21e+11    -  4.40e-01 4.53e-04h 12
2226 -4.2769200e+01 3.97e+10 1.92e+00  -8.6 9.23e+11    -  1.00e+00 4.54e-04h 12
2227 -4.2770925e+01 3.97e+10 1.92e+00  -8.6 9.22e+11    -  4.42e-01 4.55e-04h 12
2228 -4.2772651e+01 3.96e+10 1.91e+00  -8.6 9.24e+11    -  1.00e+00 4.56e-04h 12
2229 -4.2774376e+01 3.96e+10 1.91e+00  -8.6 9.23e+11    -  4.44e-01 4.57e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2230 -4.3565330e+01 1.68e+12 6.28e+00  -8.6 9.24e+11    -  1.00e+00 9.38e-01w  1
2231 -4.3565362e+01 1.68e+12 6.28e+00  -8.6 9.13e+10 -18.0 8.10e-05 4.71e-07w  1
2232 -2.6108011e+01 1.67e+12 8.34e+02  -8.6 1.08e+10 -16.6 3.78e-05 7.33e-03w  1
2233 -4.2776102e+01 3.96e+10 1.90e+00  -8.6 1.81e+10 -17.1 1.00e+00 4.58e-04h 11
2234 -4.2777828e+01 3.96e+10 1.90e+00  -8.6 9.24e+11    -  4.46e-01 4.59e-04h 12
2235 -4.2779554e+01 3.96e+10 1.89e+00  -8.6 9.25e+11    -  1.00e+00 4.60e-04h 12
2236 -4.2781280e+01 3.95e+10 1.89e+00  -8.6 9.24e+11    -  4.48e-01 4.62e-04h 12
2237 -4.2783007e+01 3.95e+10 1.88e+00  -8.6 9.26e+11    -  1.00e+00 4.62e-04h 12
2238 -4.2784734e+01 3.95e+10 1.88e+00  -8.6 9.25e+11    -  4.50e-01 4.64e-04h 12
2239 -4.2786461e+01 3.95e+10 1.87e+00  -8.6 9.27e+11    -  1.00e+00 4.64e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2240 -4.2788188e+01 3.95e+10 1.87e+00  -8.6 9.26e+11    -  4.52e-01 4.66e-04h 12
2241 -4.2789915e+01 3.95e+10 1.86e+00  -8.6 9.27e+11    -  1.00e+00 4.66e-04h 12
2242 -4.2791642e+01 3.94e+10 1.86e+00  -8.6 9.27e+11    -  4.54e-01 4.68e-04h 12
2243 -4.3461573e+01 1.72e+12 6.27e+00  -8.6 9.28e+11    -  1.00e+00 9.59e-01w  1
2244 -2.5971790e+01 1.72e+12 8.21e+02  -8.6 2.68e+10 -16.7 3.25e-07 3.62e-03w  1
2245 -2.6156744e+01 1.62e+12 7.77e+02  -8.6 1.84e+10 -17.2 2.01e-03 5.59e-02w  1
2246 -4.2793370e+01 3.94e+10 1.85e+00  -8.6 1.75e+10 -17.6 1.00e+00 4.68e-04h 11
2247 -4.2795097e+01 3.94e+10 1.85e+00  -8.6 9.27e+11    -  4.56e-01 4.70e-04h 12
2248 -4.2796824e+01 3.94e+10 1.84e+00  -8.6 9.29e+11    -  1.00e+00 4.70e-04h 12
2249 -4.2798552e+01 3.94e+10 1.84e+00  -8.6 9.28e+11    -  4.58e-01 4.72e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2250 -4.2800279e+01 3.93e+10 1.83e+00  -8.6 9.29e+11    -  1.00e+00 4.73e-04h 12
2251 -4.2802006e+01 3.93e+10 1.83e+00  -8.6 9.29e+11    -  4.60e-01 4.74e-04h 12
2252 -4.2803733e+01 3.93e+10 1.82e+00  -8.6 9.30e+11    -  1.00e+00 4.75e-04h 12
2253 -4.2805460e+01 3.93e+10 1.82e+00  -8.6 9.29e+11    -  4.62e-01 4.76e-04h 12
2254 -4.2807187e+01 3.93e+10 1.81e+00  -8.6 9.31e+11    -  1.00e+00 4.77e-04h 12
2255 -4.2808913e+01 3.93e+10 1.80e+00  -8.6 9.30e+11    -  4.64e-01 4.78e-04h 12
2256 -4.3338715e+01 1.76e+12 6.27e+00  -8.6 9.31e+11    -  1.00e+00 9.80e-01w  1
2257 -4.2382163e+01 1.75e+12 6.89e+00  -8.6 1.44e+10 -16.3 2.40e-07 2.15e-03w  1
2258 -4.2382163e+01 1.75e+12 6.89e+00  -8.6 1.85e+10 -16.8 1.96e-03 5.99e-10w  1
2259 -4.2810639e+01 3.92e+10 1.80e+00  -8.6 1.96e+10 -17.3 1.00e+00 4.78e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2260 -4.2812364e+01 3.92e+10 1.79e+00  -8.6 9.31e+11    -  4.66e-01 4.80e-04h 12
2261 -4.2814090e+01 3.92e+10 1.78e+00  -8.6 9.32e+11    -  1.00e+00 4.80e-04h 12
2262 -4.2815814e+01 3.92e+10 1.78e+00  -8.6 9.31e+11    -  4.68e-01 4.82e-04h 12
2263 -4.2817538e+01 3.92e+10 1.77e+00  -8.6 9.33e+11    -  1.00e+00 4.82e-04h 12
2264 -4.2819262e+01 3.91e+10 1.77e+00  -8.6 9.32e+11    -  4.71e-01 4.84e-04h 12
2265 -4.2820985e+01 3.91e+10 1.76e+00  -8.6 9.33e+11    -  1.00e+00 4.84e-04h 12
2266 -4.2822707e+01 3.91e+10 1.76e+00  -8.6 9.33e+11    -  4.73e-01 4.85e-04h 12
2267 -4.2824428e+01 3.91e+10 1.75e+00  -8.6 9.34e+11    -  1.00e+00 4.86e-04h 12
2268 -4.2826143e+01 3.91e+10 1.74e+00  -8.6 9.33e+11    -  4.75e-01 4.86e-04h 12
2269 -4.3229187e+01 1.77e+12 6.23e+00  -8.6 9.35e+11    -  1.00e+00 9.95e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2270 -4.3228913e+01 1.77e+12 6.23e+00  -8.6 8.87e+09 -15.9 3.82e-06 1.20e-06w  1
2271 -2.5701647e+01 1.77e+12 8.00e+02  -8.6 4.10e+09 -15.5 4.89e-06 4.16e-03w  1
2272 -4.2827856e+01 3.90e+10 1.74e+00  -8.6 1.90e+10 -16.0 1.00e+00 4.86e-04h 11
2273 -4.2829564e+01 3.90e+10 1.73e+00  -8.6 9.34e+11    -  4.77e-01 4.86e-04h 12
2274 -4.2831269e+01 3.90e+10 1.72e+00  -8.6 9.35e+11    -  1.00e+00 4.86e-04h 12
2275 -4.2832969e+01 3.90e+10 1.72e+00  -8.6 9.34e+11    -  4.80e-01 4.86e-04h 12
2276 -4.2834666e+01 3.90e+10 1.71e+00  -8.6 9.36e+11    -  1.00e+00 4.86e-04h 12
2277 -4.2836357e+01 3.90e+10 1.71e+00  -8.6 9.35e+11    -  4.82e-01 4.86e-04h 12
2278 -4.2838046e+01 3.89e+10 1.70e+00  -8.6 9.36e+11    -  1.00e+00 4.86e-04h 12
2279 -4.2839730e+01 3.89e+10 1.69e+00  -8.6 9.35e+11    -  4.84e-01 4.86e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2280 -4.2841411e+01 3.89e+10 1.68e+00  -8.6 9.37e+11    -  1.00e+00 4.86e-04h 12
2281 -4.2843086e+01 3.89e+10 1.68e+00  -8.6 9.36e+11    -  4.87e-01 4.86e-04h 12
2282 -4.3222822e+01 1.73e+12 6.03e+00  -8.6 9.37e+11    -  1.00e+00 9.95e-01w  1
2283 -4.3224234e+01 1.73e+12 6.03e+00  -8.6 1.00e+11 -16.5 4.41e-06 1.56e-06w  1
2284 -2.5668805e+01 1.73e+12 7.98e+02  -8.6 1.36e+10 -16.0 4.84e-06 3.17e-03w  1
2285 -4.2844759e+01 3.89e+10 1.67e+00  -8.6 1.86e+10 -16.5 1.00e+00 4.86e-04h 11
2286 -4.2846427e+01 3.88e+10 1.67e+00  -8.6 9.36e+11    -  4.89e-01 4.86e-04h 12
2287 -4.2848092e+01 3.88e+10 1.66e+00  -8.6 9.37e+11    -  1.00e+00 4.86e-04h 12
2288 -4.2849751e+01 3.88e+10 1.65e+00  -8.6 9.37e+11    -  4.91e-01 4.86e-04h 12
2289 -4.2851408e+01 3.88e+10 1.65e+00  -8.6 9.38e+11    -  1.00e+00 4.86e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2290 -4.2853060e+01 3.88e+10 1.64e+00  -8.6 9.37e+11    -  4.94e-01 4.86e-04h 12
2291 -4.2854708e+01 3.87e+10 1.63e+00  -8.6 9.38e+11    -  1.00e+00 4.86e-04h 12
2292 -4.2856352e+01 3.87e+10 1.63e+00  -8.6 9.37e+11    -  4.96e-01 4.86e-04h 12
2293 -4.2857992e+01 3.87e+10 1.62e+00  -8.6 9.39e+11    -  1.00e+00 4.86e-04h 12
2294 -4.2859628e+01 3.87e+10 1.61e+00  -8.6 9.38e+11    -  4.98e-01 4.86e-04h 12
2295 -4.3218075e+01 1.69e+12 5.86e+00  -8.6 9.39e+11    -  1.00e+00 9.96e-01w  1
2296 -4.3217997e+01 1.69e+12 5.86e+00  -8.6 1.29e+10 -16.1 3.70e-06 1.14e-06w  1
2297 -2.5630144e+01 1.69e+12 7.98e+02  -8.6 2.02e+11 -16.6 3.99e-06 4.90e-04w  1
2298 -4.2861261e+01 3.87e+10 1.60e+00  -8.6 1.81e+10 -17.1 1.00e+00 4.86e-04h 11
2299 -4.2862888e+01 3.87e+10 1.60e+00  -8.6 9.38e+11    -  5.01e-01 4.86e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2300 -4.2864513e+01 3.86e+10 1.59e+00  -8.6 9.39e+11    -  1.00e+00 4.86e-04h 12
2301 -4.2866132e+01 3.86e+10 1.59e+00  -8.6 9.38e+11    -  5.03e-01 4.86e-04h 12
2302 -4.2867748e+01 3.86e+10 1.58e+00  -8.6 9.39e+11    -  1.00e+00 4.86e-04h 12
2303 -4.2869360e+01 3.86e+10 1.57e+00  -8.6 9.39e+11    -  5.06e-01 4.86e-04h 12
2304 -4.2870968e+01 3.86e+10 1.56e+00  -8.6 9.40e+11    -  1.00e+00 4.86e-04h 12
2305 -4.2872572e+01 3.85e+10 1.56e+00  -8.6 9.39e+11    -  5.08e-01 4.86e-04h 12
2306 -4.2874172e+01 3.85e+10 1.55e+00  -8.6 9.40e+11    -  1.00e+00 4.86e-04h 12
2307 -4.2875768e+01 3.85e+10 1.54e+00  -8.6 9.39e+11    -  5.11e-01 4.86e-04h 12
2308 -4.3215259e+01 1.65e+12 5.69e+00  -8.6 9.40e+11    -  1.00e+00 9.96e-01w  1
2309 -4.3216229e+01 1.65e+12 5.69e+00  -8.6 8.42e+10 -16.6 4.29e-06 1.43e-06w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2310 -2.5624796e+01 1.65e+12 7.97e+02  -8.6 8.92e+09 -16.2 4.53e-06 4.19e-03w  1
2311 -4.2877360e+01 3.85e+10 1.53e+00  -8.6 1.80e+10 -16.7 1.00e+00 4.86e-04h 11
2312 -4.2878947e+01 3.85e+10 1.53e+00  -8.6 9.39e+11    -  5.13e-01 4.86e-04h 12
2313 -4.2880532e+01 3.84e+10 1.52e+00  -8.6 9.40e+11    -  1.00e+00 4.86e-04h 12
2314 -4.2882111e+01 3.84e+10 1.51e+00  -8.6 9.39e+11    -  5.16e-01 4.86e-04h 12
2315 -4.2883688e+01 3.84e+10 1.51e+00  -8.6 9.40e+11    -  1.00e+00 4.86e-04h 12
2316 -4.2885259e+01 3.84e+10 1.50e+00  -8.6 9.40e+11    -  5.18e-01 4.86e-04h 12
2317 -4.2886828e+01 3.84e+10 1.49e+00  -8.6 9.41e+11    -  1.00e+00 4.86e-04h 12
2318 -4.2888391e+01 3.84e+10 1.49e+00  -8.6 9.40e+11    -  5.21e-01 4.86e-04h 12
2319 -4.2889952e+01 3.83e+10 1.48e+00  -8.6 9.41e+11    -  1.00e+00 4.86e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2320 -4.2891508e+01 3.83e+10 1.47e+00  -8.6 9.40e+11    -  5.23e-01 4.86e-04h 12
2321 -4.3216078e+01 1.61e+12 5.50e+00  -8.6 9.41e+11    -  1.00e+00 9.96e-01w  1
2322 -4.3227416e+01 1.61e+12 5.50e+00  -8.6 2.40e+11 -17.2 7.87e-06 5.22e-06w  1
2323 -2.5604182e+01 1.61e+12 7.91e+02  -8.6 3.18e+13 -17.6 4.57e-07 8.11e-06w  1
2324 -4.2893060e+01 3.83e+10 1.46e+00  -8.6 2.57e+10 -18.1 1.00e+00 4.86e-04h 11
2325 -4.2894608e+01 3.83e+10 1.46e+00  -8.6 9.40e+11    -  5.26e-01 4.86e-04h 12
2326 -4.2896153e+01 3.83e+10 1.45e+00  -8.6 9.41e+11    -  1.00e+00 4.86e-04h 12
2327 -4.2897693e+01 3.82e+10 1.44e+00  -8.6 9.40e+11    -  5.28e-01 4.86e-04h 12
2328 -4.2899230e+01 3.82e+10 1.43e+00  -8.6 9.41e+11    -  1.00e+00 4.86e-04h 12
2329 -4.2900762e+01 3.82e+10 1.43e+00  -8.6 9.40e+11    -  5.31e-01 4.86e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2330 -4.2902291e+01 3.82e+10 1.42e+00  -8.6 9.41e+11    -  1.00e+00 4.87e-04h 12
2331 -4.2903816e+01 3.82e+10 1.41e+00  -8.6 9.40e+11    -  5.34e-01 4.87e-04h 12
2332 -4.2905337e+01 3.82e+10 1.40e+00  -8.6 9.41e+11    -  1.00e+00 4.87e-04h 12
2333 -4.2906854e+01 3.81e+10 1.40e+00  -8.6 9.40e+11    -  5.36e-01 4.87e-04h 12
2334 -4.3219277e+01 1.58e+12 5.30e+00  -8.6 9.41e+11    -  1.00e+00 9.96e-01w  1
2335 -4.3454873e+01 1.58e+12 5.29e+00  -8.6 8.89e+11 -18.6 2.57e-06 4.13e-05w  1
2336 -4.3454874e+01 1.58e+12 5.29e+00  -8.6 4.44e+11 -19.1 7.27e-05 4.24e-08w  1
2337 -4.2908367e+01 3.81e+10 1.39e+00  -8.6 8.12e+12 -19.5 1.00e+00 4.87e-04h 11
2338 -4.2909876e+01 3.81e+10 1.38e+00  -8.6 9.40e+11    -  5.39e-01 4.87e-04h 12
2339 -4.2911382e+01 3.81e+10 1.37e+00  -8.6 9.41e+11    -  1.00e+00 4.87e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2340 -4.2912883e+01 3.81e+10 1.37e+00  -8.6 9.40e+11    -  5.42e-01 4.87e-04h 12
2341 -4.2914381e+01 3.80e+10 1.36e+00  -8.6 9.41e+11    -  1.00e+00 4.87e-04h 12
2342 -4.2915874e+01 3.80e+10 1.35e+00  -8.6 9.40e+11    -  5.44e-01 4.87e-04h 12
2343 -4.2917365e+01 3.80e+10 1.34e+00  -8.6 9.41e+11    -  1.00e+00 4.87e-04h 12
2344 -4.2918851e+01 3.80e+10 1.34e+00  -8.6 9.40e+11    -  5.47e-01 4.87e-04h 12
2345 -4.2920334e+01 3.80e+10 1.33e+00  -8.6 9.41e+11    -  1.00e+00 4.87e-04h 12
2346 -4.2921812e+01 3.80e+10 1.32e+00  -8.6 9.40e+11    -  5.50e-01 4.87e-04h 12
2347 -4.3225966e+01 1.54e+12 5.07e+00  -8.6 9.41e+11    -  1.00e+00 9.97e-01w  1
2348 -4.3235237e+01 1.54e+12 5.07e+00  -8.6 1.41e+12 -20.0 9.11e-05 7.71e-05w  1
2349 -4.3960394e+01 1.53e+12 1.82e+01  -8.6 7.87e+11 -20.0 5.85e-06 8.57e-03w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2350 -4.2923287e+01 3.79e+10 1.31e+00  -8.6 3.31e+10 -18.2 1.00e+00 4.87e-04h 11
2351 -4.2924757e+01 3.79e+10 1.31e+00  -8.6 9.40e+11    -  5.52e-01 4.87e-04h 12
2352 -4.2926225e+01 3.79e+10 1.30e+00  -8.6 9.41e+11    -  1.00e+00 4.87e-04h 12
2353 -4.2927688e+01 3.79e+10 1.29e+00  -8.6 9.40e+11    -  5.55e-01 4.87e-04h 12
2354 -4.2929148e+01 3.79e+10 1.29e+00  -8.6 9.40e+11    -  1.00e+00 4.87e-04h 12
2355 -4.2930604e+01 3.78e+10 1.28e+00  -8.6 9.39e+11    -  5.58e-01 4.87e-04h 12
2356 -4.2932056e+01 3.78e+10 1.27e+00  -8.6 9.40e+11    -  1.00e+00 4.87e-04h 12
2357 -4.2933504e+01 3.78e+10 1.27e+00  -8.6 9.39e+11    -  5.60e-01 4.87e-04h 12
2358 -4.2934950e+01 3.78e+10 1.26e+00  -8.6 9.40e+11    -  1.00e+00 4.87e-04h 12
2359 -4.2936390e+01 3.78e+10 1.25e+00  -8.6 9.39e+11    -  5.63e-01 4.87e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2360 -4.3233997e+01 1.51e+12 4.82e+00  -8.6 9.40e+11    -  1.00e+00 9.97e-01w  1
2361 -4.3236285e+01 1.51e+12 4.82e+00  -8.6 5.36e+11 -18.7 1.23e-05 6.48e-06w  1
2362 -4.2872043e+01 1.48e+12 2.80e+01  -8.6 4.60e+10 -19.1 4.75e-06 1.84e-02w  1
2363 -4.2937828e+01 3.78e+10 1.24e+00  -8.6 3.41e+10 -19.6 1.00e+00 4.87e-04h 11
2364 -4.2939261e+01 3.77e+10 1.24e+00  -8.6 9.39e+11    -  5.66e-01 4.87e-04h 12
2365 -4.2940691e+01 3.77e+10 1.23e+00  -8.6 9.40e+11    -  1.00e+00 4.87e-04h 12
2366 -4.2942117e+01 3.77e+10 1.22e+00  -8.6 9.39e+11    -  5.69e-01 4.87e-04h 12
2367 -4.2943540e+01 3.77e+10 1.21e+00  -8.6 9.40e+11    -  1.00e+00 4.87e-04h 12
2368 -4.2944958e+01 3.77e+10 1.21e+00  -8.6 9.39e+11    -  5.71e-01 4.87e-04h 12
2369 -4.2946374e+01 3.76e+10 1.20e+00  -8.6 9.39e+11    -  1.00e+00 4.87e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2370 -4.2947784e+01 3.76e+10 1.19e+00  -8.6 9.38e+11    -  5.74e-01 4.87e-04h 12
2371 -4.2949193e+01 3.76e+10 1.18e+00  -8.6 9.39e+11    -  1.00e+00 4.87e-04h 12
2372 -4.2950596e+01 3.76e+10 1.18e+00  -8.6 9.38e+11    -  5.77e-01 4.87e-04h 12
2373 -4.3243333e+01 1.47e+12 4.57e+00  -8.6 9.39e+11    -  1.00e+00 9.97e-01w  1
2374 -4.3244222e+01 1.47e+12 4.57e+00  -8.6 1.45e+12 -20.0 8.84e-05 6.20e-05w  1
2375 -4.3279998e+01 1.43e+12 9.55e+00  -8.6 5.12e+10 -20.0 5.11e-06 2.88e-02w  1
2376 -4.2951997e+01 3.76e+10 1.17e+00  -8.6 7.41e+10 -20.0 1.00e+00 4.87e-04h 11
2377 -4.2953394e+01 3.76e+10 1.16e+00  -8.6 9.38e+11    -  5.80e-01 4.87e-04h 12
2378 -4.2954787e+01 3.75e+10 1.15e+00  -8.6 9.39e+11    -  1.00e+00 4.87e-04h 12
2379 -4.2956176e+01 3.75e+10 1.15e+00  -8.6 9.38e+11    -  5.82e-01 4.87e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2380 -4.2957563e+01 3.75e+10 1.14e+00  -8.6 9.38e+11    -  1.00e+00 4.87e-04h 12
2381 -4.2958944e+01 3.75e+10 1.13e+00  -8.6 9.37e+11    -  5.85e-01 4.87e-04h 12
2382 -4.2960324e+01 3.75e+10 1.12e+00  -8.6 9.38e+11    -  1.00e+00 4.87e-04h 12
2383 -4.2961698e+01 3.74e+10 1.12e+00  -8.6 9.37e+11    -  5.88e-01 4.87e-04h 12
2384 -4.2963070e+01 3.74e+10 1.11e+00  -8.6 9.38e+11    -  1.00e+00 4.87e-04h 12
2385 -4.2964438e+01 3.74e+10 1.10e+00  -8.6 9.37e+11    -  5.91e-01 4.87e-04h 12
2386 -4.3252967e+01 1.44e+12 4.32e+00  -8.6 9.38e+11    -  1.00e+00 9.97e-01w  1
2387 -4.3253323e+01 1.44e+12 4.32e+00  -8.6 2.01e+14 -20.0 3.72e-07 5.79e-07w  1
2388 -4.3253323e+01 1.44e+12 4.32e+00  -8.6 6.14e+11 -20.0 4.81e-04 5.42e-09w  1
2389 -4.2965803e+01 3.74e+10 1.09e+00  -8.6 4.94e+11 -20.0 1.00e+00 4.87e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2390 -4.2967163e+01 3.74e+10 1.09e+00  -8.6 9.37e+11    -  5.94e-01 4.87e-04h 12
2391 -4.2968521e+01 3.74e+10 1.08e+00  -8.6 9.37e+11    -  1.00e+00 4.87e-04h 12
2392 -4.2969874e+01 3.73e+10 1.07e+00  -8.6 9.36e+11    -  5.97e-01 4.87e-04h 12
2393 -4.2971224e+01 3.73e+10 1.07e+00  -8.6 9.37e+11    -  1.00e+00 4.87e-04h 12
2394 -4.2972570e+01 3.73e+10 1.06e+00  -8.6 9.36e+11    -  6.00e-01 4.87e-04h 12
2395 -4.2973914e+01 3.73e+10 1.05e+00  -8.6 9.37e+11    -  1.00e+00 4.87e-04h 12
2396 -4.2975253e+01 3.73e+10 1.05e+00  -8.6 9.36e+11    -  6.02e-01 4.87e-04h 12
2397 -4.2976589e+01 3.72e+10 1.04e+00  -8.6 9.36e+11    -  1.00e+00 4.87e-04h 12
2398 -4.2977922e+01 3.72e+10 1.03e+00  -8.6 9.35e+11    -  6.05e-01 4.87e-04h 12
2399 -4.3262399e+01 1.41e+12 4.06e+00  -8.6 9.36e+11    -  1.00e+00 9.97e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2400 -4.3262176e+01 1.41e+12 4.06e+00  -8.6 1.36e+12 -20.0 9.43e-05 6.08e-05w  1
2401 -4.3443058e+01 1.33e+12 9.90e+00  -8.6 2.11e+10 -20.0 4.62e-06 5.72e-02w  1
2402 -4.2979251e+01 3.72e+10 1.02e+00  -8.6 1.34e+11 -20.0 1.00e+00 4.87e-04h 11
2403 -4.2980576e+01 3.72e+10 1.02e+00  -8.6 9.35e+11    -  6.08e-01 4.87e-04h 12
2404 -4.2981899e+01 3.72e+10 1.01e+00  -8.6 9.36e+11    -  1.00e+00 4.87e-04h 12
2405 -4.2983217e+01 3.72e+10 1.00e+00  -8.6 9.35e+11    -  6.11e-01 4.87e-04h 12
2406 -4.2984532e+01 3.71e+10 9.93e-01  -8.6 9.35e+11    -  1.00e+00 4.87e-04h 12
2407 -4.2985843e+01 3.71e+10 9.87e-01  -8.6 9.35e+11    -  6.14e-01 4.87e-04h 12
2408 -4.2987152e+01 3.71e+10 9.78e-01  -8.6 9.35e+11    -  1.00e+00 4.87e-04h 12
2409 -4.2988456e+01 3.71e+10 9.73e-01  -8.6 9.34e+11    -  6.17e-01 4.87e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2410 -4.2989758e+01 3.71e+10 9.64e-01  -8.6 9.35e+11    -  1.00e+00 4.87e-04h 12
2411 -4.2991055e+01 3.70e+10 9.58e-01  -8.6 9.34e+11    -  6.20e-01 4.87e-04h 12
2412 -4.3271131e+01 1.38e+12 3.81e+00  -8.6 9.34e+11    -  1.00e+00 9.98e-01w  1
2413 -4.3270599e+01 1.38e+12 3.81e+00  -8.6 1.08e+12 -20.0 1.15e-04 7.18e-05w  1
2414 -4.3338117e+01 1.33e+12 1.45e+01  -8.6 5.55e+10 -20.0 4.44e-06 3.60e-02w  1
2415 -4.2992350e+01 3.70e+10 9.49e-01  -8.6 4.89e+10 -20.0 1.00e+00 4.87e-04h 11
2416 -4.2993641e+01 3.70e+10 9.44e-01  -8.6 9.33e+11    -  6.23e-01 4.87e-04h 12
2417 -4.2994929e+01 3.70e+10 9.35e-01  -8.6 9.34e+11    -  1.00e+00 4.87e-04h 12
2418 -4.2996212e+01 3.70e+10 9.30e-01  -8.6 9.33e+11    -  6.26e-01 4.87e-04h 12
2419 -4.2997493e+01 3.70e+10 9.21e-01  -8.6 9.34e+11    -  1.00e+00 4.87e-04h 12
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2420 -4.2998770e+01 3.69e+10 9.15e-01  -8.6 9.33e+11    -  6.29e-01 4.87e-04h 12
2421 -4.3000045e+01 3.69e+10 9.07e-01  -8.6 9.33e+11    -  1.00e+00 4.87e-04h 12
2422 -4.3001315e+01 3.69e+10 9.01e-01  -8.6 9.32e+11    -  6.32e-01 4.87e-04h 12
2423 -4.3002583e+01 3.69e+10 8.92e-01  -8.6 9.33e+11    -  1.00e+00 4.87e-04h 12
2424 -4.3003846e+01 3.69e+10 8.87e-01  -8.6 9.32e+11    -  6.35e-01 4.87e-04h 12
2425 -4.3279358e+01 1.35e+12 3.55e+00  -8.6 9.32e+11    -  1.00e+00 9.98e-01w  1
2426 -4.3420792e+01 1.32e+12 3.17e+00  -8.6 1.03e+13    -  9.26e-03 4.83e-02w  1
2427 -4.3458417e+01 1.30e+12 3.13e+00  -8.6 4.54e+12    -  9.76e-02 1.29e-02w  1
2428 -4.3023875e+01 3.66e+10 8.72e-01  -8.6 3.73e+12    -  1.00e+00 7.79e-03h  7
2429 -4.3026336e+01 3.66e+10 8.59e-01  -8.6 9.69e+11    -  6.38e-01 9.63e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2430 -4.3028817e+01 3.65e+10 8.40e-01  -8.6 9.68e+11    -  1.00e+00 9.77e-04h 11
2431 -4.3031281e+01 3.65e+10 8.29e-01  -8.6 9.64e+11    -  6.50e-01 9.77e-04h 11
2432 -4.3033733e+01 3.65e+10 8.11e-01  -8.6 9.64e+11    -  1.00e+00 9.77e-04h 11
2433 -4.3036166e+01 3.64e+10 8.00e-01  -8.6 9.60e+11    -  6.58e-01 9.76e-04h 11
2434 -4.3038588e+01 3.64e+10 7.84e-01  -8.6 9.60e+11    -  1.00e+00 9.76e-04h 11
2435 -4.3040994e+01 3.64e+10 7.73e-01  -8.6 9.57e+11    -  6.65e-01 9.76e-04h 11
2436 -4.3043388e+01 3.63e+10 7.57e-01  -8.6 9.57e+11    -  1.00e+00 9.76e-04h 11
2437 -4.3045766e+01 3.63e+10 7.46e-01  -8.6 9.55e+11    -  6.72e-01 9.75e-04h 11
2438 -4.3284201e+01 1.32e+12 3.10e+00  -8.6 9.55e+11    -  1.00e+00 9.99e-01w  1
2439 -4.3348573e+01 1.24e+12 2.91e+00  -8.6 2.70e+12    -  2.24e-02 5.93e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2440 -4.3373550e+01 1.21e+12 2.83e+00  -8.6 1.94e+12    -  6.20e-02 2.93e-02w  1
2441 -4.3048133e+01 3.63e+10 7.30e-01  -8.6 1.65e+12    -  1.00e+00 9.76e-04h 10
2442 -4.3050486e+01 3.62e+10 7.20e-01  -8.6 9.53e+11    -  6.79e-01 9.75e-04h 11
2443 -4.3052828e+01 3.62e+10 7.04e-01  -8.6 9.53e+11    -  1.00e+00 9.75e-04h 11
2444 -4.3055155e+01 3.62e+10 6.94e-01  -8.6 9.51e+11    -  6.85e-01 9.75e-04h 11
2445 -4.3057472e+01 3.61e+10 6.79e-01  -8.6 9.52e+11    -  1.00e+00 9.75e-04h 11
2446 -4.3059775e+01 3.61e+10 6.69e-01  -8.6 9.50e+11    -  6.92e-01 9.75e-04h 11
2447 -4.3062068e+01 3.60e+10 6.54e-01  -8.6 9.50e+11    -  1.00e+00 9.75e-04h 11
2448 -4.3064347e+01 3.60e+10 6.44e-01  -8.6 9.49e+11    -  6.99e-01 9.75e-04h 11
2449 -4.3066616e+01 3.60e+10 6.29e-01  -8.6 9.49e+11    -  1.00e+00 9.75e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2450 -4.3068872e+01 3.59e+10 6.19e-01  -8.6 9.48e+11    -  7.05e-01 9.75e-04h 11
2451 -4.3300468e+01 1.26e+12 3.02e+00  -8.6 9.48e+11    -  1.00e+00 9.99e-01w  1
2452 -4.3319125e+01 1.22e+12 2.95e+00  -8.6 3.94e+12    -  1.27e-02 2.71e-02w  1
2453 -4.3338488e+01 1.20e+12 2.88e+00  -8.6 2.65e+12    -  4.17e-02 2.11e-02w  1
2454 -4.3071118e+01 3.59e+10 6.05e-01  -8.6 2.23e+12    -  1.00e+00 9.75e-04h 10
2455 -4.3073351e+01 3.59e+10 5.95e-01  -8.6 9.47e+11    -  7.12e-01 9.75e-04h 11
2456 -4.3075575e+01 3.58e+10 5.81e-01  -8.6 9.47e+11    -  1.00e+00 9.76e-04h 11
2457 -4.3077785e+01 3.58e+10 5.71e-01  -8.6 9.46e+11    -  7.18e-01 9.75e-04h 11
2458 -4.3079986e+01 3.58e+10 5.57e-01  -8.6 9.46e+11    -  1.00e+00 9.76e-04h 11
2459 -4.3082174e+01 3.57e+10 5.47e-01  -8.6 9.45e+11    -  7.25e-01 9.75e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2460 -4.3084353e+01 3.57e+10 5.34e-01  -8.6 9.45e+11    -  1.00e+00 9.76e-04h 11
2461 -4.3086520e+01 3.57e+10 5.24e-01  -8.6 9.44e+11    -  7.31e-01 9.76e-04h 11
2462 -4.3088677e+01 3.56e+10 5.11e-01  -8.6 9.45e+11    -  1.00e+00 9.76e-04h 11
2463 -4.3090822e+01 3.56e+10 5.01e-01  -8.6 9.43e+11    -  7.38e-01 9.76e-04h 11
2464 -4.3305018e+01 1.21e+12 2.98e+00  -8.6 9.44e+11    -  1.00e+00 9.99e-01w  1
2465 -4.3305385e+01 1.20e+12 2.97e+00  -8.6 4.21e+12    -  1.12e-02 6.41e-03w  1
2466 -4.3386592e+01 1.09e+12 2.65e+00  -8.6 2.85e+12    -  2.30e-02 9.52e-02w  1
2467 -4.3092958e+01 3.56e+10 4.88e-01  -8.6 2.05e+12    -  1.00e+00 9.76e-04h 10
2468 -4.3095082e+01 3.55e+10 4.78e-01  -8.6 9.43e+11    -  7.44e-01 9.76e-04h 11
2469 -4.3097197e+01 3.55e+10 4.66e-01  -8.6 9.43e+11    -  1.00e+00 9.76e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2470 -4.3099300e+01 3.55e+10 4.56e-01  -8.6 9.42e+11    -  7.51e-01 9.76e-04h 11
2471 -4.3101391e+01 3.54e+10 4.44e-01  -8.6 9.43e+11    -  1.00e+00 9.74e-04h 11
2472 -4.3103464e+01 3.54e+10 4.34e-01  -8.6 9.42e+11    -  7.57e-01 9.71e-04h 11
2473 -4.3105523e+01 3.54e+10 4.22e-01  -8.6 9.42e+11    -  1.00e+00 9.69e-04h 11
2474 -4.3107565e+01 3.53e+10 4.13e-01  -8.6 9.41e+11    -  7.64e-01 9.66e-04h 11
2475 -4.3109592e+01 3.53e+10 4.01e-01  -8.6 9.42e+11    -  1.00e+00 9.63e-04h 11
2476 -4.3111602e+01 3.53e+10 3.91e-01  -8.6 9.41e+11    -  7.70e-01 9.60e-04h 11
2477 -4.3374065e+01 1.12e+12 2.85e+00  -8.6 9.41e+11    -  1.00e+00 9.81e-01w  1
2478 -4.3381848e+01 1.02e+12 7.99e+00  -8.6 1.76e+12    -  6.99e-02 1.01e-01w  1
2479 -4.3394310e+01 1.00e+12 7.81e+00  -8.6 4.11e+12    -  1.28e-02 1.91e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2480 -4.3113599e+01 3.52e+10 3.80e-01  -8.6 3.98e+12    -  1.00e+00 9.58e-04h 10
2481 -4.3115579e+01 3.52e+10 3.71e-01  -8.6 9.40e+11    -  7.77e-01 9.55e-04h 11
2482 -4.3117546e+01 3.52e+10 3.59e-01  -8.6 9.40e+11    -  1.00e+00 9.52e-04h 11
2483 -4.3119496e+01 3.51e+10 3.50e-01  -8.6 9.40e+11    -  7.83e-01 9.49e-04h 11
2484 -4.3121433e+01 3.51e+10 3.39e-01  -8.6 9.40e+11    -  1.00e+00 9.47e-04h 11
2485 -4.3123354e+01 3.51e+10 3.30e-01  -8.6 9.39e+11    -  7.89e-01 9.44e-04h 11
2486 -4.3125262e+01 3.50e+10 3.19e-01  -8.6 9.40e+11    -  1.00e+00 9.42e-04h 11
2487 -4.3127155e+01 3.50e+10 3.11e-01  -8.6 9.39e+11    -  7.96e-01 9.39e-04h 11
2488 -4.3129035e+01 3.50e+10 3.00e-01  -8.6 9.39e+11    -  1.00e+00 9.36e-04h 11
2489 -4.3130900e+01 3.49e+10 2.92e-01  -8.6 9.38e+11    -  8.02e-01 9.33e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2490 -4.3450739e+01 1.02e+12 2.67e+00  -8.6 9.39e+11    -  1.00e+00 9.53e-01w  1
2491 -4.3509331e+01 9.71e+11 2.53e+00  -8.6 2.29e+12    -  8.60e-02 5.06e-02w  1
2492 -4.3658384e+01 8.66e+11 2.23e+00  -8.6 3.08e+12    -  2.50e-03 1.20e-01w  1
2493 -4.3132753e+01 3.49e+10 2.81e-01  -8.6 1.38e+12    -  1.00e+00 9.31e-04h 10
2494 -4.3134591e+01 3.49e+10 2.78e-01  -8.6 9.38e+11    -  8.08e-01 9.28e-04h 11
2495 -4.3136417e+01 3.48e+10 2.78e-01  -8.6 9.38e+11    -  1.00e+00 9.26e-04h 11
2496 -4.3138229e+01 3.48e+10 2.78e-01  -8.6 9.38e+11    -  8.15e-01 9.23e-04h 11
2497 -4.3140028e+01 3.48e+10 2.78e-01  -8.6 9.38e+11    -  1.00e+00 9.20e-04h 11
2498 -4.3141815e+01 3.47e+10 2.78e-01  -8.6 9.38e+11    -  8.21e-01 9.18e-04h 11
2499 -4.3143589e+01 3.47e+10 2.78e-01  -8.6 9.38e+11    -  1.00e+00 9.15e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2500 -4.3145350e+01 3.47e+10 2.78e-01  -8.6 9.38e+11    -  8.27e-01 9.13e-04h 11
2501 -4.3147099e+01 3.46e+10 2.77e-01  -8.6 9.38e+11    -  1.00e+00 9.10e-04h 11
2502 -4.3148836e+01 3.46e+10 2.77e-01  -8.6 9.37e+11    -  8.33e-01 9.08e-04h 11
2503 -4.3503919e+01 9.32e+11 2.52e+00  -8.6 9.38e+11    -  1.00e+00 9.27e-01w  1
2504 -4.3512737e+01 9.25e+11 2.50e+00  -8.6 2.76e+12    -  1.01e-01 7.76e-03w  1
2505 -4.3727999e+01 8.80e+11 7.30e+00  -8.6 4.36e+12    -  2.10e-04 1.56e-01w  1
2506 -4.3150562e+01 3.46e+10 2.77e-01  -8.6 1.62e+12    -  1.00e+00 9.05e-04h 10
2507 -4.3152275e+01 3.45e+10 2.77e-01  -8.6 9.37e+11    -  8.39e-01 9.02e-04h 11
2508 -4.3153976e+01 3.45e+10 2.77e-01  -8.6 9.38e+11    -  1.00e+00 9.00e-04h 11
2509 -4.3155658e+01 3.45e+10 2.77e-01  -8.6 9.37e+11    -  8.45e-01 8.94e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2510 -4.3157324e+01 3.45e+10 2.76e-01  -8.6 9.38e+11    -  1.00e+00 8.88e-04h 11
2511 -4.3158972e+01 3.44e+10 2.76e-01  -8.6 9.37e+11    -  8.51e-01 8.82e-04h 11
2512 -4.3160605e+01 3.44e+10 2.76e-01  -8.6 9.38e+11    -  1.00e+00 8.77e-04h 11
2513 -4.3162221e+01 3.44e+10 2.76e-01  -8.6 9.37e+11    -  8.57e-01 8.72e-04h 11
2514 -4.3163821e+01 3.43e+10 2.76e-01  -8.6 9.38e+11    -  1.00e+00 8.67e-04h 11
2515 -4.3165405e+01 3.43e+10 2.75e-01  -8.6 9.37e+11    -  8.62e-01 8.61e-04h 11
2516 -4.3585331e+01 8.08e+11 2.26e+00  -8.6 9.38e+11    -  1.00e+00 8.77e-01w  1
2517 -4.3702904e+01 6.72e+11 5.98e+00  -8.6 2.02e+12    -  1.43e-01 3.19e-01w  1
2518 -4.3597707e+01 6.19e+11 5.40e+00  -8.6 4.37e+12    -  2.83e-01 7.93e-02w  1
2519 -4.3166974e+01 3.43e+10 2.75e-01  -8.6 2.84e+10 -20.0 1.00e+00 8.56e-04h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2520 -4.3168528e+01 3.42e+10 2.75e-01  -8.6 9.37e+11    -  8.68e-01 8.51e-04h 11
2521 -4.3170068e+01 3.42e+10 2.75e-01  -8.6 9.37e+11    -  1.00e+00 8.46e-04h 11
2522 -4.3171592e+01 3.42e+10 2.75e-01  -8.6 9.37e+11    -  8.74e-01 8.41e-04h 11
2523 -4.3173103e+01 3.42e+10 2.74e-01  -8.6 9.37e+11    -  1.00e+00 8.37e-04h 11
2524 -4.3174599e+01 3.41e+10 2.74e-01  -8.6 9.37e+11    -  8.80e-01 8.32e-04h 11
2525 -4.3176083e+01 3.41e+10 2.74e-01  -8.6 9.37e+11    -  1.00e+00 8.27e-04h 11
2526 -4.3177553e+01 3.41e+10 2.74e-01  -8.6 9.37e+11    -  8.85e-01 8.22e-04h 11
2527 -4.3179010e+01 3.41e+10 2.74e-01  -8.6 9.37e+11    -  1.00e+00 8.18e-04h 11
2528 -4.3180454e+01 3.40e+10 2.73e-01  -8.6 9.37e+11    -  8.91e-01 8.14e-04h 11
2529 -4.3637292e+01 7.01e+11 2.04e+00  -8.6 9.37e+11    -  1.00e+00 8.29e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2530 -4.3682792e+01 5.36e+11 7.66e+00  -8.6 1.49e+12    -  2.90e-01 4.29e-01w  1
2531 -4.3664401e+01 5.02e+11 6.89e+00  -8.6 3.47e+12    -  8.20e-02 9.60e-02w  1
2532 -4.3181886e+01 3.40e+10 2.73e-01  -8.6 2.22e+12    -  1.00e+00 8.10e-04h 10
2533 -4.3183306e+01 3.40e+10 2.73e-01  -8.6 9.37e+11    -  8.96e-01 8.05e-04h 11
2534 -4.3184713e+01 3.39e+10 2.73e-01  -8.6 9.37e+11    -  1.00e+00 8.01e-04h 11
2535 -4.3186109e+01 3.39e+10 2.72e-01  -8.6 9.37e+11    -  9.02e-01 7.97e-04h 11
2536 -4.3187494e+01 3.39e+10 2.72e-01  -8.6 9.37e+11    -  1.00e+00 7.94e-04h 11
2537 -4.3188868e+01 3.39e+10 2.72e-01  -8.6 9.37e+11    -  9.07e-01 7.90e-04h 11
2538 -4.3190231e+01 3.38e+10 2.72e-01  -8.6 9.37e+11    -  1.00e+00 7.86e-04h 11
2539 -4.3191583e+01 3.38e+10 2.71e-01  -8.6 9.37e+11    -  9.12e-01 7.82e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2540 -4.3192926e+01 3.38e+10 2.71e-01  -8.6 9.37e+11    -  1.00e+00 7.79e-04h 11
2541 -4.3194258e+01 3.38e+10 2.71e-01  -8.6 9.36e+11    -  9.18e-01 7.76e-04h 11
2542 -4.3664538e+01 6.20e+11 1.86e+00  -8.6 9.37e+11    -  1.00e+00 7.91e-01w  1
2543 -4.3668400e+01 4.37e+11 7.58e+00  -8.6 1.18e+12    -  3.83e-01 5.07e-01w  1
2544 -4.3644658e+01 4.37e+11 7.58e+00  -8.6 2.93e+11 -19.1 1.49e-10 3.18e-04w  1
2545 -4.3195581e+01 3.37e+10 2.71e-01  -8.6 1.39e+10 -19.6 1.00e+00 7.73e-04h 10
2546 -4.3196895e+01 3.37e+10 2.70e-01  -8.6 9.36e+11    -  9.23e-01 7.70e-04h 11
2547 -4.3198200e+01 3.37e+10 2.70e-01  -8.6 9.36e+11    -  1.00e+00 7.67e-04h 11
2548 -4.3199497e+01 3.37e+10 2.70e-01  -8.6 9.36e+11    -  9.28e-01 7.64e-04h 11
2549 -4.3200786e+01 3.36e+10 2.69e-01  -8.6 9.36e+11    -  1.00e+00 7.62e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2550 -4.3203349e+01 3.36e+10 2.69e-01  -8.6 9.36e+11    -  9.34e-01 1.52e-03h 10
2551 -4.3205890e+01 3.35e+10 2.68e-01  -8.6 9.39e+11    -  1.00e+00 1.51e-03h 10
2552 -4.3208413e+01 3.35e+10 2.67e-01  -8.6 9.42e+11    -  9.40e-01 1.51e-03h 10
2553 -4.3210918e+01 3.34e+10 2.66e-01  -8.6 9.44e+11    -  1.00e+00 1.51e-03h 10
2554 -4.3213410e+01 3.34e+10 2.65e-01  -8.6 9.46e+11    -  9.46e-01 1.50e-03h 10
2555 -4.3669191e+01 5.75e+11 1.76e+00  -8.6 9.49e+11    -  1.00e+00 7.70e-01w  1
2556 -4.3638832e+01 3.89e+11 7.45e+00  -8.6 1.03e+12    -  9.11e-03 5.51e-01w  1
2557 -4.3638832e+01 3.89e+11 7.45e+00  -8.6 2.34e+10 -20.0 6.40e-02 1.19e-09w  1
2558 -4.3215892e+01 3.33e+10 2.64e-01  -8.6 5.46e+10 -20.0 1.00e+00 1.50e-03h  9
2559 -4.3218369e+01 3.33e+10 2.62e-01  -8.6 9.51e+11    -  9.54e-01 1.51e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2560 -4.3220845e+01 3.32e+10 2.60e-01  -8.6 9.53e+11    -  1.00e+00 1.52e-03h 10
2561 -4.3223328e+01 3.32e+10 2.59e-01  -8.6 9.55e+11    -  9.62e-01 1.53e-03h 10
2562 -4.3225825e+01 3.31e+10 2.57e-01  -8.6 9.57e+11    -  1.00e+00 1.54e-03h 10
2563 -4.3227086e+01 3.31e+10 2.54e-01  -8.6 9.59e+11    -  9.70e-01 7.83e-04h 11
2564 -4.3228366e+01 3.31e+10 2.52e-01  -8.6 9.58e+11    -  1.00e+00 7.98e-04h 11
2565 -4.3229668e+01 3.31e+10 2.50e-01  -8.6 9.57e+11    -  9.78e-01 8.15e-04h 11
2566 -4.3230994e+01 3.30e+10 2.47e-01  -8.6 9.57e+11    -  1.00e+00 8.34e-04h 11
2567 -4.3232347e+01 3.30e+10 2.44e-01  -8.6 9.57e+11    -  9.85e-01 8.54e-04h 11
2568 -4.3486371e+01 7.49e+11 2.38e+00  -8.6 9.57e+11    -  1.00e+00 8.94e-01w  1
2569 -4.3657451e+01 6.78e+11 5.86e+00  -8.6 2.62e+12    -  1.46e-01 2.55e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2570 -4.3657451e+01 6.78e+11 5.86e+00  -8.6 3.99e+10 -20.0 1.60e-02 2.35e-09w  1
2571 -4.3233724e+01 3.30e+10 2.41e-01  -8.6 6.59e+10 -20.0 1.00e+00 8.73e-04h 10
2572 -4.3235126e+01 3.29e+10 2.38e-01  -8.6 9.57e+11    -  9.91e-01 8.91e-04h 11
2573 -4.3236547e+01 3.29e+10 2.35e-01  -8.6 9.57e+11    -  1.00e+00 9.07e-04h 11
2574 -4.3237986e+01 3.29e+10 2.33e-01  -8.6 9.57e+11    -  9.98e-01 9.21e-04h 11
2575 -4.3239438e+01 3.28e+10 2.30e-01  -8.6 9.57e+11    -  1.00e+00 9.32e-04h 11
2576 -4.3240900e+01 3.28e+10 2.27e-01  -8.6 9.57e+11    -  1.00e+00 9.41e-04h 11
2577 -4.3242368e+01 3.28e+10 2.25e-01  -8.6 9.57e+11    -  1.00e+00 9.48e-04h 11
2578 -4.3243837e+01 3.28e+10 2.22e-01  -8.6 9.57e+11    -  1.00e+00 9.51e-04h 11
2579 -4.3245304e+01 3.27e+10 2.20e-01  -8.6 9.57e+11    -  1.00e+00 9.53e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2580 -4.3246772e+01 3.27e+10 2.18e-01  -8.6 9.58e+11    -  1.00e+00 9.55e-04h 11
2581 -4.3271379e+01 8.67e+11 2.83e+00  -8.6 9.58e+11    -  1.00e+00 9.80e-01w  1
2582 -4.3359206e+01 8.61e+11 2.80e+00  -8.6 1.10e+13    -  4.12e-06 8.43e-03w  1
2583 -4.3648839e+01 8.35e+11 2.78e+00  -8.6 8.37e+12    -  1.19e-02 4.80e-02w  1
2584 -4.3248238e+01 3.27e+10 2.16e-01  -8.6 1.36e+12    -  1.00e+00 9.57e-04h 10
2585 -4.3249702e+01 3.26e+10 2.14e-01  -8.6 9.58e+11    -  1.00e+00 9.58e-04h 11
2586 -4.3251165e+01 3.26e+10 2.13e-01  -8.6 9.58e+11    -  1.00e+00 9.59e-04h 11
2587 -4.3252625e+01 3.26e+10 2.11e-01  -8.6 9.58e+11    -  1.00e+00 9.60e-04h 11
2588 -4.3254083e+01 3.25e+10 2.09e-01  -8.6 9.59e+11    -  1.00e+00 9.61e-04h 11
2589 -4.3255538e+01 3.25e+10 2.08e-01  -8.6 9.59e+11    -  1.00e+00 9.62e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2590 -4.3256991e+01 3.25e+10 2.06e-01  -8.6 9.59e+11    -  1.00e+00 9.63e-04h 11
2591 -4.3258441e+01 3.24e+10 2.05e-01  -8.6 9.60e+11    -  1.00e+00 9.63e-04h 11
2592 -4.3259888e+01 3.24e+10 2.04e-01  -8.6 9.60e+11    -  1.00e+00 9.64e-04h 11
2593 -4.3261332e+01 3.24e+10 2.02e-01  -8.6 9.60e+11    -  1.00e+00 9.65e-04h 11
2594 -4.3251297e+01 8.53e+11 2.78e+00  -8.6 9.61e+11    -  1.00e+00 9.88e-01w  1
2595 -4.3478413e+01 8.51e+11 2.73e+00  -8.6 2.72e+13    -  4.66e-06 9.06e-03w  1
2596 -4.3576764e+01 8.37e+11 2.71e+00  -8.6 8.29e+12    -  4.72e-03 1.83e-02w  1
2597 -4.3262773e+01 3.24e+10 2.01e-01  -8.6 1.26e+12    -  1.00e+00 9.65e-04h 10
2598 -4.3264212e+01 3.23e+10 2.00e-01  -8.6 9.61e+11    -  1.00e+00 9.66e-04h 11
2599 -4.3265648e+01 3.23e+10 1.98e-01  -8.6 9.62e+11    -  1.00e+00 9.66e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2600 -4.3267081e+01 3.23e+10 1.97e-01  -8.6 9.62e+11    -  1.00e+00 9.67e-04h 11
2601 -4.3268512e+01 3.22e+10 1.96e-01  -8.6 9.63e+11    -  1.00e+00 9.67e-04h 11
2602 -4.3269939e+01 3.22e+10 1.95e-01  -8.6 9.63e+11    -  1.00e+00 9.68e-04h 11
2603 -4.3271364e+01 3.22e+10 1.94e-01  -8.6 9.64e+11    -  1.00e+00 9.68e-04h 11
2604 -4.3272786e+01 3.21e+10 1.93e-01  -8.6 9.64e+11    -  1.00e+00 9.69e-04h 11
2605 -4.3274206e+01 3.21e+10 1.91e-01  -8.6 9.65e+11    -  1.00e+00 9.69e-04h 11
2606 -4.3275623e+01 3.21e+10 1.90e-01  -8.6 9.66e+11    -  1.00e+00 9.70e-04h 11
2607 -4.3229029e+01 8.39e+11 2.71e+00  -8.6 9.66e+11    -  1.00e+00 9.94e-01w  1
2608 -4.3181414e+01 8.39e+11 2.71e+00  -8.6 1.63e+15    -  1.40e-05 3.05e-05w  1
2609 -4.3616795e+01 8.48e+11 5.24e+00  -8.6 7.52e+13    -  9.75e-09 6.05e-03w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2610 -4.3277037e+01 3.20e+10 1.89e-01  -8.6 1.19e+12    -  1.00e+00 9.70e-04h 10
2611 -4.3278449e+01 3.20e+10 1.88e-01  -8.6 9.67e+11    -  1.00e+00 9.71e-04h 11
2612 -4.3279858e+01 3.20e+10 1.87e-01  -8.6 9.68e+11    -  1.00e+00 9.71e-04h 11
2613 -4.3281265e+01 3.20e+10 1.86e-01  -8.6 9.68e+11    -  1.00e+00 9.72e-04h 11
2614 -4.3282669e+01 3.19e+10 1.85e-01  -8.6 9.69e+11    -  1.00e+00 9.72e-04h 11
2615 -4.3284070e+01 3.19e+10 1.86e-01  -8.6 9.70e+11    -  1.00e+00 9.73e-04h 11
2616 -4.3285469e+01 3.19e+10 1.88e-01  -8.6 9.71e+11    -  1.00e+00 9.73e-04h 11
2617 -4.3286866e+01 3.18e+10 1.90e-01  -8.6 9.71e+11    -  1.00e+00 9.73e-04h 11
2618 -4.3288261e+01 3.18e+10 1.91e-01  -8.6 9.72e+11    -  1.00e+00 9.74e-04h 11
2619 -4.3289653e+01 3.18e+10 1.93e-01  -8.6 9.73e+11    -  1.00e+00 9.74e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2620 -4.3204509e+01 8.29e+11 2.65e+00  -8.6 9.74e+11    -  1.00e+00 9.98e-01w  1
2621 -4.3209036e+01 8.29e+11 2.64e+00  -8.6 1.89e+11 -20.0 1.22e-06 3.19e-04w  1
2622 -4.3209033e+01 8.29e+11 2.64e+00  -8.6 2.09e+15    -  8.80e-05 1.35e-09w  1
2623 -4.3291042e+01 3.17e+10 1.94e-01  -8.6 1.17e+13    -  1.00e+00 9.75e-04h 10
2624 -4.3292430e+01 3.17e+10 1.96e-01  -8.6 9.75e+11    -  1.00e+00 9.75e-04h 11
2625 -4.3293815e+01 3.17e+10 1.97e-01  -8.6 9.76e+11    -  1.00e+00 9.76e-04h 11
2626 -4.3295198e+01 3.16e+10 1.99e-01  -8.6 9.77e+11    -  1.00e+00 9.76e-04h 11
2627 -4.3296574e+01 3.16e+10 2.00e-01  -8.6 9.78e+11    -  1.00e+00 9.73e-04h 11
2628 -4.3297940e+01 3.16e+10 2.01e-01  -8.6 9.79e+11    -  1.00e+00 9.68e-04h 11
2629 -4.3299297e+01 3.16e+10 2.03e-01  -8.6 9.80e+11    -  1.00e+00 9.63e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2630 -4.3300645e+01 3.15e+10 2.04e-01  -8.6 9.81e+11    -  1.00e+00 9.59e-04h 11
2631 -4.3301985e+01 3.15e+10 2.05e-01  -8.6 9.83e+11    -  1.00e+00 9.55e-04h 11
2632 -4.3303316e+01 3.15e+10 2.06e-01  -8.6 9.84e+11    -  1.00e+00 9.51e-04h 11
2633 -4.3300661e+01 7.71e+11 2.41e+00  -8.6 9.85e+11    -  1.00e+00 9.69e-01w  1
2634 -4.3655713e+01 7.67e+11 2.70e+00  -8.6 1.04e+13    -  2.95e-07 3.69e-02w  1
2635 -4.3689914e+01 7.60e+11 2.62e+00  -8.6 2.14e+13    -  1.27e-04 1.09e-02w  1
2636 -4.3304639e+01 3.14e+10 2.07e-01  -8.6 2.16e+12    -  1.00e+00 9.46e-04h 10
2637 -4.3305954e+01 3.14e+10 2.08e-01  -8.6 9.86e+11    -  1.00e+00 9.42e-04h 11
2638 -4.3307261e+01 3.14e+10 2.09e-01  -8.6 9.87e+11    -  1.00e+00 9.38e-04h 11
2639 -4.3308561e+01 3.13e+10 2.10e-01  -8.6 9.89e+11    -  1.00e+00 9.35e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2640 -4.3309853e+01 3.13e+10 2.11e-01  -8.6 9.90e+11    -  1.00e+00 9.31e-04h 11
2641 -4.3311138e+01 3.13e+10 2.12e-01  -8.6 9.91e+11    -  1.00e+00 9.27e-04h 11
2642 -4.3312416e+01 3.13e+10 2.13e-01  -8.6 9.93e+11    -  1.00e+00 9.23e-04h 11
2643 -4.3313687e+01 3.12e+10 2.14e-01  -8.6 9.94e+11    -  1.00e+00 9.20e-04h 11
2644 -4.3314951e+01 3.12e+10 2.15e-01  -8.6 9.95e+11    -  1.00e+00 9.17e-04h 11
2645 -4.3316209e+01 3.12e+10 2.16e-01  -8.6 9.97e+11    -  1.00e+00 9.13e-04h 11
2646 -4.3401499e+01 7.07e+11 2.19e+00  -8.6 9.98e+11    -  1.00e+00 9.32e-01w  1
2647 -4.3668040e+01 6.37e+11 5.61e+00  -8.6 4.15e+12    -  5.19e-06 1.26e-01w  1
2648 -4.3668040e+01 6.37e+11 5.61e+00  -8.6 7.25e+10 -20.0 8.53e-03 1.83e-09w  1
2649 -4.3317460e+01 3.11e+10 2.16e-01  -8.6 2.16e+10 -20.0 1.00e+00 9.10e-04h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2650 -4.3318705e+01 3.11e+10 2.17e-01  -8.6 1.00e+12    -  1.00e+00 9.07e-04h 11
2651 -4.3319944e+01 3.11e+10 2.18e-01  -8.6 1.00e+12    -  1.00e+00 9.04e-04h 11
2652 -4.3321177e+01 3.11e+10 2.18e-01  -8.6 1.00e+12    -  1.00e+00 9.01e-04h 11
2653 -4.3322404e+01 3.10e+10 2.19e-01  -8.6 1.00e+12    -  1.00e+00 8.98e-04h 11
2654 -4.3323625e+01 3.10e+10 2.19e-01  -8.6 1.01e+12    -  1.00e+00 8.95e-04h 11
2655 -4.3324841e+01 3.10e+10 2.20e-01  -8.6 1.01e+12    -  1.00e+00 8.92e-04h 11
2656 -4.3326051e+01 3.10e+10 2.20e-01  -8.6 1.01e+12    -  1.00e+00 8.89e-04h 11
2657 -4.3327256e+01 3.09e+10 2.21e-01  -8.6 1.01e+12    -  1.00e+00 8.86e-04h 11
2658 -4.3328456e+01 3.09e+10 2.21e-01  -8.6 1.01e+12    -  1.00e+00 8.84e-04h 11
2659 -4.3467478e+01 6.62e+11 2.07e+00  -8.6 1.01e+12    -  1.00e+00 9.02e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2660 -4.3583933e+01 5.86e+11 4.03e+00  -8.6 2.44e+12    -  3.65e-05 1.74e-01w  1
2661 -4.3562782e+01 5.56e+11 3.76e+00  -8.6 2.74e+12    -  4.47e-03 6.71e-02w  1
2662 -4.3329651e+01 3.09e+10 2.22e-01  -8.6 2.93e+12    -  1.00e+00 8.81e-04h 10
2663 -4.3330841e+01 3.08e+10 2.22e-01  -8.6 1.02e+12    -  1.00e+00 8.78e-04h 11
2664 -4.3332026e+01 3.08e+10 2.22e-01  -8.6 1.02e+12    -  1.00e+00 8.76e-04h 11
2665 -4.3333206e+01 3.08e+10 2.23e-01  -8.6 1.02e+12    -  1.00e+00 8.73e-04h 11
2666 -4.3334382e+01 3.08e+10 2.23e-01  -8.6 1.02e+12    -  1.00e+00 8.71e-04h 11
2667 -4.3335553e+01 3.07e+10 2.23e-01  -8.6 1.02e+12    -  1.00e+00 8.69e-04h 11
2668 -4.3336720e+01 3.07e+10 2.24e-01  -8.6 1.02e+12    -  1.00e+00 8.66e-04h 11
2669 -4.3337883e+01 3.07e+10 2.24e-01  -8.6 1.03e+12    -  1.00e+00 8.64e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2670 -4.3339041e+01 3.07e+10 2.24e-01  -8.6 1.03e+12    -  1.00e+00 8.62e-04h 11
2671 -4.3340195e+01 3.06e+10 2.24e-01  -8.6 1.03e+12    -  1.00e+00 8.60e-04h 11
2672 -4.3513855e+01 6.31e+11 1.97e+00  -8.6 1.03e+12    -  1.00e+00 8.78e-01w  1
2673 -4.3561649e+01 5.56e+11 2.10e+00  -8.6 2.05e+12    -  2.07e-04 1.62e-01w  1
2674 -4.3572792e+01 4.99e+11 1.99e+00  -8.6 1.94e+12    -  4.17e-03 1.44e-01w  1
2675 -4.3342495e+01 3.06e+10 2.24e-01  -8.6 2.70e+12    -  1.00e+00 1.72e-03h  9
2676 -4.3344779e+01 3.05e+10 2.24e-01  -8.6 1.04e+12    -  1.00e+00 1.71e-03h 10
2677 -4.3347048e+01 3.05e+10 2.24e-01  -8.6 1.04e+12    -  1.00e+00 1.70e-03h 10
2678 -4.3349302e+01 3.04e+10 2.24e-01  -8.6 1.04e+12    -  1.00e+00 1.69e-03h 10
2679 -4.3351543e+01 3.04e+10 2.24e-01  -8.6 1.05e+12    -  1.00e+00 1.69e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2680 -4.3353770e+01 3.03e+10 2.23e-01  -8.6 1.05e+12    -  1.00e+00 1.68e-03h 10
2681 -4.3355985e+01 3.03e+10 2.23e-01  -8.6 1.06e+12    -  1.00e+00 1.67e-03h 10
2682 -4.3358187e+01 3.02e+10 2.23e-01  -8.6 1.06e+12    -  1.00e+00 1.67e-03h 10
2683 -4.3360376e+01 3.02e+10 2.23e-01  -8.6 1.07e+12    -  1.00e+00 1.66e-03h 10
2684 -4.3362553e+01 3.01e+10 2.23e-01  -8.6 1.07e+12    -  1.00e+00 1.65e-03h 10
2685 -4.3565948e+01 5.95e+11 1.84e+00  -8.6 1.07e+12    -  1.00e+00 8.44e-01w  1
2686 -4.3572516e+01 5.15e+11 1.60e+00  -8.6 1.54e+12    -  5.05e-03 1.63e-01w  1
2687 -4.3605397e+01 4.67e+11 1.49e+00  -8.6 1.44e+12    -  1.02e-02 1.09e-01w  1
2688 -4.3364719e+01 3.01e+10 2.22e-01  -8.6 1.06e+12    -  1.00e+00 1.65e-03h  9
2689 -4.3366874e+01 3.00e+10 2.22e-01  -8.6 1.08e+12    -  1.00e+00 1.64e-03h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2690 -4.3369018e+01 3.00e+10 2.22e-01  -8.6 1.08e+12    -  1.00e+00 1.64e-03h 10
2691 -4.3371152e+01 2.99e+10 2.22e-01  -8.6 1.09e+12    -  1.00e+00 1.63e-03h 10
2692 -4.3373277e+01 2.99e+10 2.21e-01  -8.6 1.09e+12    -  1.00e+00 1.63e-03h 10
2693 -4.3375393e+01 2.98e+10 2.21e-01  -8.6 1.09e+12    -  1.00e+00 1.63e-03h 10
2694 -4.3377501e+01 2.98e+10 2.21e-01  -8.6 1.10e+12    -  1.00e+00 1.62e-03h 10
2695 -4.3379602e+01 2.98e+10 2.20e-01  -8.6 1.10e+12    -  1.00e+00 1.62e-03h 10
2696 -4.3381697e+01 2.97e+10 2.20e-01  -8.6 1.11e+12    -  1.00e+00 1.62e-03h 10
2697 -4.3383788e+01 2.97e+10 2.20e-01  -8.6 1.11e+12    -  1.00e+00 1.62e-03h 10
2698 -4.3592871e+01 5.84e+11 1.79e+00  -8.6 1.11e+12    -  1.00e+00 8.28e-01w  1
2699 -4.3597342e+01 5.02e+11 1.53e+00  -8.6 1.36e+12    -  1.26e-02 1.64e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2700 -4.3635469e+01 4.85e+11 1.49e+00  -8.6 1.61e+12    -  7.18e-02 3.43e-02w  1
2701 -4.3385874e+01 2.96e+10 2.19e-01  -8.6 1.21e+12    -  1.00e+00 1.62e-03h  9
2702 -4.3387960e+01 2.96e+10 2.19e-01  -8.6 1.12e+12    -  1.00e+00 1.62e-03h 10
2703 -4.3390045e+01 2.95e+10 2.19e-01  -8.6 1.12e+12    -  1.00e+00 1.62e-03h 10
2704 -4.3392132e+01 2.95e+10 2.18e-01  -8.6 1.13e+12    -  1.00e+00 1.63e-03h 10
2705 -4.3393179e+01 2.94e+10 2.18e-01  -8.6 1.13e+12    -  1.00e+00 8.17e-04h 11
2706 -4.3394232e+01 2.94e+10 2.18e-01  -8.6 1.13e+12    -  1.00e+00 8.22e-04h 11
2707 -4.3395292e+01 2.94e+10 2.18e-01  -8.6 1.13e+12    -  1.00e+00 8.29e-04h 11
2708 -4.3396362e+01 2.94e+10 2.18e-01  -8.6 1.14e+12    -  1.00e+00 8.37e-04h 11
2709 -4.3397441e+01 2.93e+10 2.18e-01  -8.6 1.14e+12    -  1.00e+00 8.46e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2710 -4.3398532e+01 2.93e+10 2.17e-01  -8.6 1.14e+12    -  1.00e+00 8.55e-04h 11
2711 -4.3499674e+01 6.75e+11 2.06e+00  -8.6 1.14e+12    -  1.00e+00 8.86e-01w  1
2712 -4.3545334e+01 6.18e+11 1.87e+00  -8.6 3.09e+12    -  6.26e-03 1.29e-01w  1
2713 -4.3578755e+01 5.94e+11 1.79e+00  -8.6 1.71e+12    -  2.42e-02 4.11e-02w  1
2714 -4.3399634e+01 2.93e+10 2.17e-01  -8.6 2.28e+12    -  1.00e+00 8.66e-04h 10
2715 -4.3400748e+01 2.93e+10 2.17e-01  -8.6 1.14e+12    -  1.00e+00 8.76e-04h 11
2716 -4.3401874e+01 2.92e+10 2.17e-01  -8.6 1.15e+12    -  1.00e+00 8.87e-04h 11
2717 -4.3403012e+01 2.92e+10 2.17e-01  -8.6 1.15e+12    -  1.00e+00 8.98e-04h 11
2718 -4.3404162e+01 2.92e+10 2.16e-01  -8.6 1.15e+12    -  1.00e+00 9.08e-04h 11
2719 -4.3405321e+01 2.92e+10 2.16e-01  -8.6 1.15e+12    -  1.00e+00 9.17e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2720 -4.3406489e+01 2.91e+10 2.16e-01  -8.6 1.15e+12    -  1.00e+00 9.26e-04h 11
2721 -4.3407667e+01 2.91e+10 2.16e-01  -8.6 1.16e+12    -  1.00e+00 9.33e-04h 11
2722 -4.3408851e+01 2.91e+10 2.15e-01  -8.6 1.16e+12    -  1.00e+00 9.40e-04h 11
2723 -4.3410041e+01 2.91e+10 2.15e-01  -8.6 1.16e+12    -  1.00e+00 9.46e-04h 11
2724 -4.3264917e+01 8.18e+11 2.49e+00  -8.6 1.16e+12    -  1.00e+00 9.74e-01w  1
2725 -4.3150671e+01 8.13e+11 3.36e+00  -8.6 1.28e+11 -20.0 3.48e-04 6.59e-03w  1
2726 -4.3089780e+01 8.10e+11 3.51e+00  -8.6 3.86e+11 -20.0 2.61e-05 3.86e-03w  1
2727 -4.3411236e+01 2.90e+10 2.15e-01  -8.6 1.35e+11 -20.0 1.00e+00 9.51e-04h 10
2728 -4.3412434e+01 2.90e+10 2.15e-01  -8.6 1.16e+12    -  1.00e+00 9.55e-04h 11
2729 -4.3413635e+01 2.90e+10 2.14e-01  -8.6 1.17e+12    -  1.00e+00 9.58e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2730 -4.3414839e+01 2.90e+10 2.14e-01  -8.6 1.17e+12    -  1.00e+00 9.61e-04h 11
2731 -4.3416044e+01 2.89e+10 2.14e-01  -8.6 1.17e+12    -  1.00e+00 9.63e-04h 11
2732 -4.3417250e+01 2.89e+10 2.14e-01  -8.6 1.17e+12    -  1.00e+00 9.65e-04h 11
2733 -4.3418457e+01 2.89e+10 2.13e-01  -8.6 1.18e+12    -  1.00e+00 9.67e-04h 11
2734 -4.3419664e+01 2.88e+10 2.13e-01  -8.6 1.18e+12    -  1.00e+00 9.68e-04h 11
2735 -4.3420871e+01 2.88e+10 2.13e-01  -8.6 1.18e+12    -  1.00e+00 9.69e-04h 11
2736 -4.3422077e+01 2.88e+10 2.13e-01  -8.6 1.18e+12    -  1.00e+00 9.70e-04h 11
2737 -4.3182252e+01 8.59e+11 2.61e+00  -8.6 1.18e+12    -  1.00e+00 9.94e-01w  1
2738 -4.3173640e+01 8.59e+11 2.60e+00  -8.6 1.68e+11 -20.0 5.44e-04 3.41e-04w  1
2739 -4.3135501e+01 8.28e+11 2.51e+00  -8.6 2.16e+10 -20.0 5.93e-06 3.64e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2740 -4.3423283e+01 2.88e+10 2.12e-01  -8.6 4.21e+10 -20.0 1.00e+00 9.70e-04h 10
2741 -4.3424489e+01 2.87e+10 2.12e-01  -8.6 1.19e+12    -  1.00e+00 9.71e-04h 11
2742 -4.3425693e+01 2.87e+10 2.12e-01  -8.6 1.19e+12    -  1.00e+00 9.71e-04h 11
2743 -4.3426897e+01 2.87e+10 2.12e-01  -8.6 1.19e+12    -  1.00e+00 9.71e-04h 11
2744 -4.3428100e+01 2.86e+10 2.11e-01  -8.6 1.19e+12    -  1.00e+00 9.72e-04h 11
2745 -4.3429302e+01 2.86e+10 2.11e-01  -8.6 1.20e+12    -  1.00e+00 9.72e-04h 11
2746 -4.3430504e+01 2.86e+10 2.11e-01  -8.6 1.20e+12    -  1.00e+00 9.72e-04h 11
2747 -4.3431704e+01 2.86e+10 2.10e-01  -8.6 1.20e+12    -  1.00e+00 9.72e-04h 11
2748 -4.3432904e+01 2.85e+10 2.10e-01  -8.6 1.20e+12    -  1.00e+00 9.73e-04h 11
2749 -4.3434102e+01 2.85e+10 2.10e-01  -8.6 1.20e+12    -  1.00e+00 9.73e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2750 -4.3170705e+01 8.71e+11 2.62e+00  -8.6 1.21e+12    -  1.00e+00 9.96e-01w  1
2751 -4.3166663e+01 8.71e+11 2.62e+00  -8.6 2.26e+11 -20.0 4.27e-04 1.27e-04w  1
2752 -4.3118703e+01 8.44e+11 2.54e+00  -8.6 2.50e+10 -20.0 3.14e-06 3.07e-02w  1
2753 -4.3435300e+01 2.85e+10 2.10e-01  -8.6 2.97e+10 -20.0 1.00e+00 9.73e-04h 10
2754 -4.3436496e+01 2.85e+10 2.09e-01  -8.6 1.21e+12    -  1.00e+00 9.73e-04h 11
2755 -4.3437691e+01 2.84e+10 2.09e-01  -8.6 1.21e+12    -  1.00e+00 9.73e-04h 11
2756 -4.3438886e+01 2.84e+10 2.09e-01  -8.6 1.21e+12    -  1.00e+00 9.73e-04h 11
2757 -4.3440079e+01 2.84e+10 2.09e-01  -8.6 1.22e+12    -  1.00e+00 9.73e-04h 11
2758 -4.3441271e+01 2.83e+10 2.08e-01  -8.6 1.22e+12    -  1.00e+00 9.73e-04h 11
2759 -4.3442462e+01 2.83e+10 2.08e-01  -8.6 1.22e+12    -  1.00e+00 9.73e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2760 -4.3443652e+01 2.83e+10 2.08e-01  -8.6 1.22e+12    -  1.00e+00 9.73e-04h 11
2761 -4.3444840e+01 2.83e+10 2.08e-01  -8.6 1.23e+12    -  1.00e+00 9.73e-04h 11
2762 -4.3446027e+01 2.82e+10 2.07e-01  -8.6 1.23e+12    -  1.00e+00 9.73e-04h 11
2763 -4.3165079e+01 8.78e+11 2.63e+00  -8.6 1.23e+12    -  1.00e+00 9.97e-01w  1
2764 -4.3161160e+01 8.78e+11 2.63e+00  -8.6 2.26e+11 -20.0 4.65e-04 1.43e-04w  1
2765 -4.3127610e+01 8.64e+11 2.58e+00  -8.6 2.59e+10 -20.0 2.68e-06 1.65e-02w  1
2766 -4.3447214e+01 2.82e+10 2.07e-01  -8.6 2.13e+10 -20.0 1.00e+00 9.73e-04h 10
2767 -4.3448399e+01 2.82e+10 2.07e-01  -8.6 1.23e+12    -  1.00e+00 9.73e-04h 11
2768 -4.3449583e+01 2.82e+10 2.06e-01  -8.6 1.23e+12    -  1.00e+00 9.74e-04h 11
2769 -4.3450767e+01 2.81e+10 2.06e-01  -8.6 1.24e+12    -  1.00e+00 9.74e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2770 -4.3451949e+01 2.81e+10 2.06e-01  -8.6 1.24e+12    -  1.00e+00 9.74e-04h 11
2771 -4.3453130e+01 2.81e+10 2.06e-01  -8.6 1.24e+12    -  1.00e+00 9.74e-04h 11
2772 -4.3454310e+01 2.80e+10 2.05e-01  -8.6 1.24e+12    -  1.00e+00 9.74e-04h 11
2773 -4.3455489e+01 2.80e+10 2.05e-01  -8.6 1.24e+12    -  1.00e+00 9.74e-04h 11
2774 -4.3456667e+01 2.80e+10 2.05e-01  -8.6 1.25e+12    -  1.00e+00 9.74e-04h 11
2775 -4.3457843e+01 2.80e+10 2.05e-01  -8.6 1.25e+12    -  1.00e+00 9.74e-04h 11
2776 -4.3160565e+01 8.85e+11 2.63e+00  -8.6 1.25e+12    -  1.00e+00 9.97e-01w  1
2777 -4.3157124e+01 8.85e+11 2.63e+00  -8.6 2.59e+11 -20.0 4.25e-04 1.28e-04w  1
2778 -4.3118616e+01 8.71e+11 2.59e+00  -8.6 2.08e+10 -20.0 2.43e-06 1.52e-02w  1
2779 -4.3459019e+01 2.79e+10 2.04e-01  -8.6 2.17e+10 -20.0 1.00e+00 9.74e-04h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2780 -4.3460194e+01 2.79e+10 2.04e-01  -8.6 1.25e+12    -  1.00e+00 9.74e-04h 11
2781 -4.3461367e+01 2.79e+10 2.04e-01  -8.6 1.26e+12    -  1.00e+00 9.74e-04h 11
2782 -4.3462540e+01 2.79e+10 2.04e-01  -8.6 1.26e+12    -  1.00e+00 9.74e-04h 11
2783 -4.3463711e+01 2.78e+10 2.03e-01  -8.6 1.26e+12    -  1.00e+00 9.74e-04h 11
2784 -4.3464881e+01 2.78e+10 2.03e-01  -8.6 1.26e+12    -  1.00e+00 9.74e-04h 11
2785 -4.3466050e+01 2.78e+10 2.03e-01  -8.6 1.26e+12    -  1.00e+00 9.74e-04h 11
2786 -4.3467218e+01 2.78e+10 2.02e-01  -8.6 1.27e+12    -  1.00e+00 9.74e-04h 11
2787 -4.3468385e+01 2.77e+10 2.02e-01  -8.6 1.27e+12    -  1.00e+00 9.74e-04h 11
2788 -4.3469551e+01 2.77e+10 2.02e-01  -8.6 1.27e+12    -  1.00e+00 9.74e-04h 11
2789 -4.3153802e+01 8.90e+11 2.63e+00  -8.6 1.27e+12    -  1.00e+00 9.98e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2790 -4.3151310e+01 8.90e+11 2.63e+00  -8.6 2.57e+11 -20.0 4.72e-04 1.53e-04w  1
2791 -4.3118445e+01 8.81e+11 2.61e+00  -8.6 2.07e+10 -20.0 2.28e-06 1.01e-02w  1
2792 -4.3470716e+01 2.77e+10 2.02e-01  -8.6 1.72e+10 -20.0 1.00e+00 9.74e-04h 10
2793 -4.3471880e+01 2.76e+10 2.01e-01  -8.6 1.27e+12    -  1.00e+00 9.74e-04h 11
2794 -4.3473043e+01 2.76e+10 2.01e-01  -8.6 1.28e+12    -  1.00e+00 9.74e-04h 11
2795 -4.3474206e+01 2.76e+10 2.01e-01  -8.6 1.28e+12    -  1.00e+00 9.74e-04h 11
2796 -4.3475366e+01 2.76e+10 2.01e-01  -8.6 1.28e+12    -  1.00e+00 9.74e-04h 11
2797 -4.3476526e+01 2.75e+10 2.00e-01  -8.6 1.28e+12    -  1.00e+00 9.74e-04h 11
2798 -4.3477684e+01 2.75e+10 2.00e-01  -8.6 1.28e+12    -  1.00e+00 9.75e-04h 11
2799 -4.3478842e+01 2.75e+10 2.00e-01  -8.6 1.29e+12    -  1.00e+00 9.75e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2800 -4.3479999e+01 2.75e+10 2.00e-01  -8.6 1.29e+12    -  1.00e+00 9.75e-04h 11
2801 -4.3481154e+01 2.74e+10 1.99e-01  -8.6 1.29e+12    -  1.00e+00 9.75e-04h 11
2802 -4.3146985e+01 8.94e+11 2.63e+00  -8.6 1.29e+12    -  1.00e+00 9.98e-01w  1
2803 -4.3152971e+01 8.94e+11 2.63e+00  -8.6 3.40e+12 -20.0 3.06e-07 5.22e-05w  1
2804 -4.3152957e+01 8.94e+11 2.63e+00  -8.6 2.83e+11 -20.0 4.30e-04 8.19e-07w  1
2805 -4.3482309e+01 2.74e+10 1.99e-01  -8.6 2.23e+11 -20.0 1.00e+00 9.74e-04h 10
2806 -4.3483462e+01 2.74e+10 1.99e-01  -8.6 1.30e+12    -  1.00e+00 9.75e-04h 11
2807 -4.3484615e+01 2.74e+10 1.98e-01  -8.6 1.30e+12    -  1.00e+00 9.75e-04h 11
2808 -4.3485766e+01 2.73e+10 1.98e-01  -8.6 1.30e+12    -  1.00e+00 9.75e-04h 11
2809 -4.3486917e+01 2.73e+10 1.98e-01  -8.6 1.30e+12    -  1.00e+00 9.75e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2810 -4.3488067e+01 2.73e+10 1.98e-01  -8.6 1.30e+12    -  1.00e+00 9.75e-04h 11
2811 -4.3489215e+01 2.72e+10 1.97e-01  -8.6 1.31e+12    -  1.00e+00 9.75e-04h 11
2812 -4.3490363e+01 2.72e+10 1.97e-01  -8.6 1.31e+12    -  1.00e+00 9.75e-04h 11
2813 -4.3491509e+01 2.72e+10 1.97e-01  -8.6 1.31e+12    -  1.00e+00 9.74e-04h 11
2814 -4.3492655e+01 2.72e+10 1.97e-01  -8.6 1.31e+12    -  1.00e+00 9.75e-04h 11
2815 -4.3143253e+01 8.97e+11 2.63e+00  -8.6 1.31e+12    -  1.00e+00 9.98e-01w  1
2816 -4.3143125e+01 8.97e+11 2.63e+00  -8.6 3.26e+11 -20.0 3.76e-04 6.97e-06w  1
2817 -4.2749114e+01 8.27e+11 1.46e+01  -8.6 3.02e+10 -20.0 1.75e-06 8.00e-02w  1
2818 -4.3493799e+01 2.71e+10 1.96e-01  -8.6 1.55e+11 -20.0 1.00e+00 9.74e-04h 10
2819 -4.3494942e+01 2.71e+10 1.96e-01  -8.6 1.31e+12    -  1.00e+00 9.75e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2820 -4.3496084e+01 2.71e+10 1.96e-01  -8.6 1.32e+12    -  1.00e+00 9.74e-04h 11
2821 -4.3497226e+01 2.71e+10 1.96e-01  -8.6 1.32e+12    -  1.00e+00 9.75e-04h 11
2822 -4.3498366e+01 2.70e+10 1.95e-01  -8.6 1.32e+12    -  1.00e+00 9.75e-04h 11
2823 -4.3499506e+01 2.70e+10 1.95e-01  -8.6 1.32e+12    -  1.00e+00 9.75e-04h 11
2824 -4.3500644e+01 2.70e+10 1.95e-01  -8.6 1.32e+12    -  1.00e+00 9.74e-04h 11
2825 -4.3501781e+01 2.70e+10 1.94e-01  -8.6 1.33e+12    -  1.00e+00 9.75e-04h 11
2826 -4.3502918e+01 2.69e+10 1.94e-01  -8.6 1.33e+12    -  1.00e+00 9.75e-04h 11
2827 -4.3504053e+01 2.69e+10 1.94e-01  -8.6 1.33e+12    -  1.00e+00 9.74e-04h 11
2828 -4.3138153e+01 9.00e+11 2.62e+00  -8.6 1.33e+12    -  1.00e+00 9.98e-01w  1
2829 -4.3104373e+01 8.97e+11 2.62e+00  -8.6 1.65e+11 -20.0 2.40e-05 3.05e-03w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2830 -4.3104373e+01 8.97e+11 4.06e+01  -8.6 3.68e+11 -20.0 3.91e-04 5.49e-08w  1
2831 -4.3505188e+01 2.69e+10 1.94e-01  -8.6 1.66e+11 -20.0 1.00e+00 9.75e-04h 10
2832 -4.3506321e+01 2.69e+10 1.93e-01  -8.6 1.33e+12    -  1.00e+00 9.74e-04h 11
2833 -4.3507453e+01 2.68e+10 1.93e-01  -8.6 1.34e+12    -  1.00e+00 9.75e-04h 11
2834 -4.3508584e+01 2.68e+10 1.93e-01  -8.6 1.34e+12    -  1.00e+00 9.74e-04h 11
2835 -4.3509715e+01 2.68e+10 1.93e-01  -8.6 1.34e+12    -  1.00e+00 9.75e-04h 11
2836 -4.3510845e+01 2.68e+10 1.92e-01  -8.6 1.34e+12    -  1.00e+00 9.75e-04h 11
2837 -4.3511973e+01 2.67e+10 1.92e-01  -8.6 1.34e+12    -  1.00e+00 9.74e-04h 11
2838 -4.3513102e+01 2.67e+10 1.92e-01  -8.6 1.35e+12    -  1.00e+00 9.75e-04h 11
2839 -4.3514228e+01 2.67e+10 1.91e-01  -8.6 1.35e+12    -  1.00e+00 9.74e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2840 -4.3515354e+01 2.67e+10 1.91e-01  -8.6 1.35e+12    -  1.00e+00 9.75e-04h 11
2841 -4.3134002e+01 9.00e+11 2.62e+00  -8.6 1.35e+12    -  1.00e+00 9.98e-01w  1
2842 -4.3133922e+01 9.00e+11 2.62e+00  -8.6 3.25e+11 -20.0 3.76e-04 9.23e-06w  1
2843 -4.2787672e+01 8.27e+11 1.44e+01  -8.6 3.64e+10 -20.0 1.65e-06 8.33e-02w  1
2844 -4.3516480e+01 2.66e+10 1.91e-01  -8.6 8.10e+10 -20.0 1.00e+00 9.75e-04h 10
2845 -4.3517604e+01 2.66e+10 1.91e-01  -8.6 1.35e+12    -  1.00e+00 9.75e-04h 11
2846 -4.3518727e+01 2.66e+10 1.90e-01  -8.6 1.35e+12    -  1.00e+00 9.74e-04h 11
2847 -4.3519849e+01 2.65e+10 1.90e-01  -8.6 1.36e+12    -  1.00e+00 9.75e-04h 11
2848 -4.3520969e+01 2.65e+10 1.90e-01  -8.6 1.36e+12    -  1.00e+00 9.74e-04h 11
2849 -4.3522090e+01 2.65e+10 1.90e-01  -8.6 1.36e+12    -  1.00e+00 9.75e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2850 -4.3523210e+01 2.65e+10 1.89e-01  -8.6 1.36e+12    -  1.00e+00 9.74e-04h 11
2851 -4.3524329e+01 2.64e+10 1.89e-01  -8.6 1.36e+12    -  1.00e+00 9.75e-04h 11
2852 -4.3525447e+01 2.64e+10 1.89e-01  -8.6 1.37e+12    -  1.00e+00 9.74e-04h 11
2853 -4.3526564e+01 2.64e+10 1.89e-01  -8.6 1.37e+12    -  1.00e+00 9.75e-04h 11
2854 -4.3126734e+01 9.00e+11 2.61e+00  -8.6 1.37e+12    -  1.00e+00 9.98e-01w  1
2855 -4.3126650e+01 9.00e+11 2.61e+00  -8.6 3.90e+11 -20.0 3.03e-04 6.10e-06w  1
2856 -4.3056226e+01 8.26e+11 2.86e+01  -8.6 3.78e+10 -20.0 1.86e-06 8.40e-02w  1
2857 -4.3527680e+01 2.64e+10 1.88e-01  -8.6 1.21e+10 -19.1 1.00e+00 9.74e-04h 10
2858 -4.3528796e+01 2.63e+10 1.88e-01  -8.6 1.37e+12    -  1.00e+00 9.75e-04h 11
2859 -4.3529910e+01 2.63e+10 1.88e-01  -8.6 1.37e+12    -  1.00e+00 9.74e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2860 -4.3531024e+01 2.63e+10 1.87e-01  -8.6 1.37e+12    -  1.00e+00 9.75e-04h 11
2861 -4.3532136e+01 2.63e+10 1.87e-01  -8.6 1.38e+12    -  1.00e+00 9.74e-04h 11
2862 -4.3533248e+01 2.62e+10 1.87e-01  -8.6 1.38e+12    -  1.00e+00 9.75e-04h 11
2863 -4.3534359e+01 2.62e+10 1.87e-01  -8.6 1.38e+12    -  1.00e+00 9.74e-04h 11
2864 -4.3535470e+01 2.62e+10 1.86e-01  -8.6 1.38e+12    -  1.00e+00 9.75e-04h 11
2865 -4.3536579e+01 2.62e+10 1.86e-01  -8.6 1.38e+12    -  1.00e+00 9.74e-04h 11
2866 -4.3537688e+01 2.61e+10 1.86e-01  -8.6 1.38e+12    -  1.00e+00 9.75e-04h 11
2867 -4.3118150e+01 9.00e+11 2.60e+00  -8.6 1.39e+12    -  1.00e+00 9.98e-01w  1
2868 -4.3118105e+01 9.00e+11 2.60e+00  -8.6 3.65e+11 -19.6 1.20e-04 2.20e-06w  1
2869 -4.2921872e+01 8.54e+11 5.59e+00  -8.6 4.15e+10 -20.0 1.77e-06 5.14e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2870 -4.3538796e+01 2.61e+10 1.86e-01  -8.6 3.49e+10 -20.0 1.00e+00 9.75e-04h 10
2871 -4.3539903e+01 2.61e+10 1.85e-01  -8.6 1.39e+12    -  1.00e+00 9.75e-04h 11
2872 -4.3541010e+01 2.61e+10 1.85e-01  -8.6 1.39e+12    -  1.00e+00 9.74e-04h 11
2873 -4.3542115e+01 2.60e+10 1.85e-01  -8.6 1.39e+12    -  1.00e+00 9.74e-04h 11
2874 -4.3543220e+01 2.60e+10 1.84e-01  -8.6 1.39e+12    -  1.00e+00 9.74e-04h 11
2875 -4.3544325e+01 2.60e+10 1.84e-01  -8.6 1.39e+12    -  1.00e+00 9.75e-04h 11
2876 -4.3545428e+01 2.60e+10 1.84e-01  -8.6 1.40e+12    -  1.00e+00 9.74e-04h 11
2877 -4.3546531e+01 2.59e+10 1.84e-01  -8.6 1.40e+12    -  1.00e+00 9.74e-04h 11
2878 -4.3547633e+01 2.59e+10 1.83e-01  -8.6 1.40e+12    -  1.00e+00 9.75e-04h 11
2879 -4.3548734e+01 2.59e+10 1.83e-01  -8.6 1.40e+12    -  1.00e+00 9.74e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2880 -4.3111617e+01 8.99e+11 2.59e+00  -8.6 1.40e+12    -  1.00e+00 9.98e-01w  1
2881 -4.3111517e+01 8.99e+11 2.59e+00  -8.6 3.87e+11 -20.0 2.96e-04 7.04e-06w  1
2882 -4.3057785e+01 8.77e+11 2.52e+00  -8.6 3.94e+10 -20.0 1.69e-06 2.47e-02w  1
2883 -4.3549835e+01 2.59e+10 1.83e-01  -8.6 4.12e+10 -20.0 1.00e+00 9.75e-04h 10
2884 -4.3550934e+01 2.58e+10 1.83e-01  -8.6 1.40e+12    -  1.00e+00 9.74e-04h 11
2885 -4.3552033e+01 2.58e+10 1.82e-01  -8.6 1.41e+12    -  1.00e+00 9.74e-04h 11
2886 -4.3553131e+01 2.58e+10 1.82e-01  -8.6 1.41e+12    -  1.00e+00 9.74e-04h 11
2887 -4.3554229e+01 2.58e+10 1.82e-01  -8.6 1.41e+12    -  1.00e+00 9.75e-04h 11
2888 -4.3555326e+01 2.57e+10 1.81e-01  -8.6 1.41e+12    -  1.00e+00 9.74e-04h 11
2889 -4.3556422e+01 2.57e+10 1.81e-01  -8.6 1.41e+12    -  1.00e+00 9.74e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2890 -4.3557518e+01 2.57e+10 1.81e-01  -8.6 1.41e+12    -  1.00e+00 9.75e-04h 11
2891 -4.3558614e+01 2.57e+10 1.81e-01  -8.6 1.42e+12    -  1.00e+00 9.74e-04h 11
2892 -4.3559708e+01 2.56e+10 1.80e-01  -8.6 1.42e+12    -  1.00e+00 9.74e-04h 11
2893 -4.3104171e+01 8.96e+11 2.57e+00  -8.6 1.42e+12    -  1.00e+00 9.98e-01w  1
2894 -4.3104033e+01 8.96e+11 2.57e+00  -8.6 3.63e+11 -20.0 3.30e-04 7.88e-06w  1
2895 -4.3014238e+01 8.65e+11 3.82e+00  -8.6 4.37e+10 -20.0 1.93e-06 3.50e-02w  1
2896 -4.3560802e+01 2.56e+10 1.80e-01  -8.6 1.36e+11 -20.0 1.00e+00 9.74e-04h 10
2897 -4.3561895e+01 2.56e+10 1.80e-01  -8.6 1.42e+12    -  1.00e+00 9.74e-04h 11
2898 -4.3562988e+01 2.56e+10 1.79e-01  -8.6 1.42e+12    -  1.00e+00 9.74e-04h 11
2899 -4.3564080e+01 2.55e+10 1.79e-01  -8.6 1.42e+12    -  1.00e+00 9.74e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2900 -4.3565171e+01 2.55e+10 1.79e-01  -8.6 1.43e+12    -  1.00e+00 9.74e-04h 11
2901 -4.3566262e+01 2.55e+10 1.79e-01  -8.6 1.43e+12    -  1.00e+00 9.75e-04h 11
2902 -4.3567352e+01 2.55e+10 1.78e-01  -8.6 1.43e+12    -  1.00e+00 9.74e-04h 11
2903 -4.3568442e+01 2.54e+10 1.78e-01  -8.6 1.43e+12    -  1.00e+00 9.74e-04h 11
2904 -4.3569531e+01 2.54e+10 1.78e-01  -8.6 1.43e+12    -  1.00e+00 9.74e-04h 11
2905 -4.3570619e+01 2.54e+10 1.78e-01  -8.6 1.43e+12    -  1.00e+00 9.74e-04h 11
2906 -4.3094611e+01 8.94e+11 2.56e+00  -8.6 1.43e+12    -  1.00e+00 9.98e-01w  1
2907 -4.3094555e+01 8.94e+11 2.56e+00  -8.6 4.32e+11 -20.0 2.48e-04 5.13e-06w  1
2908 -4.3025785e+01 8.72e+11 2.50e+00  -8.6 4.52e+10 -20.0 1.86e-06 2.43e-02w  1
2909 -4.3571707e+01 2.54e+10 1.77e-01  -8.6 2.50e+10 -20.0 1.00e+00 9.74e-04h 10
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2910 -4.3572794e+01 2.53e+10 1.77e-01  -8.6 1.44e+12    -  1.00e+00 9.74e-04h 11
2911 -4.3573882e+01 2.53e+10 1.77e-01  -8.6 1.44e+12    -  1.00e+00 9.74e-04h 11
2912 -4.3574967e+01 2.53e+10 1.76e-01  -8.6 1.44e+12    -  1.00e+00 9.74e-04h 11
2913 -4.3576054e+01 2.53e+10 1.76e-01  -8.6 1.44e+12    -  1.00e+00 9.74e-04h 11
2914 -4.3577138e+01 2.53e+10 1.76e-01  -8.6 1.44e+12    -  1.00e+00 9.74e-04h 11
2915 -4.3578223e+01 2.52e+10 1.76e-01  -8.6 1.44e+12    -  1.00e+00 9.74e-04h 11
2916 -4.3579308e+01 2.52e+10 1.75e-01  -8.6 1.44e+12    -  1.00e+00 9.74e-04h 11
2917 -4.3580392e+01 2.52e+10 1.75e-01  -8.6 1.45e+12    -  1.00e+00 9.74e-04h 11
2918 -4.3581475e+01 2.52e+10 1.75e-01  -8.6 1.45e+12    -  1.00e+00 9.74e-04h 11
2919 -4.3082697e+01 8.91e+11 2.55e+00  -8.6 1.45e+12    -  1.00e+00 9.98e-01w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2920 -4.3092231e+01 8.91e+11 2.55e+00  -8.6 8.39e+12 -20.0 1.46e-07 1.33e-05w  1
2921 -4.3092227e+01 8.91e+11 2.55e+00  -8.6 4.63e+11 -20.0 2.25e-04 2.23e-07w  1
2922 -4.3582558e+01 2.51e+10 1.75e-01  -8.6 4.62e+11 -20.0 1.00e+00 9.74e-04h 10
2923 -4.3583641e+01 2.51e+10 1.74e-01  -8.6 1.45e+12    -  1.00e+00 9.74e-04h 11
2924 -4.3584723e+01 2.51e+10 1.74e-01  -8.6 1.45e+12    -  1.00e+00 9.74e-04h 11
2925 -4.3585804e+01 2.51e+10 1.74e-01  -8.6 1.45e+12    -  1.00e+00 9.74e-04h 11
2926 -4.3586886e+01 2.50e+10 1.73e-01  -8.6 1.46e+12    -  1.00e+00 9.74e-04h 11
2927 -4.3587966e+01 2.50e+10 1.73e-01  -8.6 1.46e+12    -  1.00e+00 9.74e-04h 11
2928 -4.3589046e+01 2.50e+10 1.73e-01  -8.6 1.46e+12    -  1.00e+00 9.74e-04h 11
2929 -4.3590127e+01 2.50e+10 1.73e-01  -8.6 1.46e+12    -  1.00e+00 9.74e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2930 -4.3591205e+01 2.49e+10 1.72e-01  -8.6 1.46e+12    -  1.00e+00 9.74e-04h 11
2931 -4.3592284e+01 2.49e+10 1.72e-01  -8.6 1.46e+12    -  1.00e+00 9.74e-04h 11
2932 -4.3068872e+01 8.87e+11 2.53e+00  -8.6 1.46e+12    -  1.00e+00 9.97e-01w  1
2933 -4.3068793e+01 8.87e+11 2.53e+00  -8.6 4.36e+11 -20.0 2.32e-04 5.02e-06w  1
2934 -4.3057310e+01 8.81e+11 2.52e+00  -8.6 4.71e+10 -20.0 1.97e-06 6.04e-03w  1
2935 -4.3593363e+01 2.49e+10 1.72e-01  -8.6 3.37e+10 -20.0 1.00e+00 9.74e-04h 10
2936 -4.3594441e+01 2.49e+10 1.71e-01  -8.6 1.47e+12    -  1.00e+00 9.74e-04h 11
2937 -4.3595520e+01 2.48e+10 1.71e-01  -8.6 1.47e+12    -  1.00e+00 9.74e-04h 11
2938 -4.3596598e+01 2.48e+10 1.71e-01  -8.6 1.47e+12    -  1.00e+00 9.74e-04h 11
2939 -4.3597675e+01 2.48e+10 1.71e-01  -8.6 1.47e+12    -  1.00e+00 9.74e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2940 -4.3598753e+01 2.48e+10 1.70e-01  -8.6 1.47e+12    -  1.00e+00 9.74e-04h 11
2941 -4.3599830e+01 2.47e+10 1.70e-01  -8.6 1.47e+12    -  1.00e+00 9.74e-04h 11
2942 -4.3600903e+01 2.47e+10 1.70e-01  -8.6 1.47e+12    -  1.00e+00 9.71e-04h 11
2943 -4.3601972e+01 2.47e+10 1.69e-01  -8.6 1.47e+12    -  1.00e+00 9.67e-04h 11
2944 -4.3603036e+01 2.47e+10 1.69e-01  -8.6 1.48e+12    -  1.00e+00 9.63e-04h 11
2945 -4.3144168e+01 8.56e+11 2.44e+00  -8.6 1.48e+12    -  1.00e+00 9.82e-01w  1
2946 -4.3144103e+01 8.56e+11 2.44e+00  -8.6 3.90e+12 -20.0 1.48e-10 4.32e-05w  1
2947 -4.3144732e+01 8.56e+11 2.44e+00  -8.6 3.06e+11 -20.0 2.36e-04 4.02e-05w  1
2948 -4.3604096e+01 2.47e+10 1.69e-01  -8.6 4.83e+11 -20.0 1.00e+00 9.59e-04h 10
2949 -4.3605151e+01 2.46e+10 1.69e-01  -8.6 1.48e+12    -  1.00e+00 9.55e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2950 -4.3606201e+01 2.46e+10 1.68e-01  -8.6 1.48e+12    -  1.00e+00 9.51e-04h 11
2951 -4.3607247e+01 2.46e+10 1.68e-01  -8.6 1.48e+12    -  1.00e+00 9.48e-04h 11
2952 -4.3608289e+01 2.46e+10 1.68e-01  -8.6 1.48e+12    -  1.00e+00 9.44e-04h 11
2953 -4.3609326e+01 2.45e+10 1.68e-01  -8.6 1.48e+12    -  1.00e+00 9.40e-04h 11
2954 -4.3610359e+01 2.45e+10 1.67e-01  -8.6 1.49e+12    -  1.00e+00 9.36e-04h 11
2955 -4.3611387e+01 2.45e+10 1.67e-01  -8.6 1.49e+12    -  1.00e+00 9.32e-04h 11
2956 -4.3612411e+01 2.45e+10 1.67e-01  -8.6 1.49e+12    -  1.00e+00 9.29e-04h 11
2957 -4.3613431e+01 2.44e+10 1.66e-01  -8.6 1.49e+12    -  1.00e+00 9.25e-04h 11
2958 -4.3314597e+01 7.88e+11 2.23e+00  -8.6 1.49e+12    -  1.00e+00 9.43e-01w  1
2959 -4.3433352e+01 7.77e+11 2.36e+00  -8.6 1.12e+13    -  4.38e-02 3.84e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2960 -4.3544707e+01 7.64e+11 2.36e+00  -8.6 4.42e+12    -  4.81e-04 1.80e-02w  1
2961 -4.3614446e+01 2.44e+10 1.66e-01  -8.6 4.53e+12    -  1.00e+00 9.21e-04h 10
2962 -4.3615458e+01 2.44e+10 1.66e-01  -8.6 1.49e+12    -  1.00e+00 9.17e-04h 11
2963 -4.3616465e+01 2.44e+10 1.66e-01  -8.6 1.49e+12    -  1.00e+00 9.14e-04h 11
2964 -4.3617468e+01 2.44e+10 1.65e-01  -8.6 1.49e+12    -  1.00e+00 9.10e-04h 11
2965 -4.3618468e+01 2.43e+10 1.65e-01  -8.6 1.50e+12    -  1.00e+00 9.06e-04h 11
2966 -4.3619463e+01 2.43e+10 1.65e-01  -8.6 1.50e+12    -  1.00e+00 9.03e-04h 11
2967 -4.3620454e+01 2.43e+10 1.65e-01  -8.6 1.50e+12    -  1.00e+00 8.99e-04h 11
2968 -4.3621442e+01 2.43e+10 1.64e-01  -8.6 1.50e+12    -  1.00e+00 8.96e-04h 11
2969 -4.3622425e+01 2.42e+10 1.64e-01  -8.6 1.50e+12    -  1.00e+00 8.92e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2970 -4.3623404e+01 2.42e+10 1.64e-01  -8.6 1.50e+12    -  1.00e+00 8.89e-04h 11
2971 -4.3445311e+01 7.26e+11 2.05e+00  -8.6 1.50e+12    -  1.00e+00 9.06e-01w  1
2972 -4.3606139e+01 7.11e+11 2.40e+00  -8.6 7.77e+12    -  8.84e-02 8.09e-02w  1
2973 -4.3550398e+01 6.73e+11 2.20e+00  -8.6 3.03e+12    -  9.33e-02 6.18e-02w  1
2974 -4.3638812e+01 2.39e+10 1.61e-01  -8.6 1.73e+12    -  1.00e+00 1.42e-02h  6
2975 -4.3639729e+01 2.39e+10 1.59e-01  -8.6 1.52e+12    -  1.00e+00 8.32e-04h 11
2976 -4.3640643e+01 2.39e+10 1.59e-01  -8.6 1.52e+12    -  1.00e+00 8.29e-04h 11
2977 -4.3641553e+01 2.39e+10 1.59e-01  -8.6 1.52e+12    -  1.00e+00 8.26e-04h 11
2978 -4.3642460e+01 2.39e+10 1.59e-01  -8.6 1.52e+12    -  1.00e+00 8.22e-04h 11
2979 -4.3643364e+01 2.38e+10 1.58e-01  -8.6 1.53e+12    -  1.00e+00 8.19e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2980 -4.3644265e+01 2.38e+10 1.58e-01  -8.6 1.53e+12    -  1.00e+00 8.16e-04h 11
2981 -4.3645163e+01 2.38e+10 1.58e-01  -8.6 1.53e+12    -  1.00e+00 8.13e-04h 11
2982 -4.3646057e+01 2.38e+10 1.58e-01  -8.6 1.53e+12    -  1.00e+00 8.10e-04h 11
2983 -4.3646949e+01 2.38e+10 1.57e-01  -8.6 1.53e+12    -  1.00e+00 8.07e-04h 11
2984 -4.3651550e+01 5.95e+11 1.66e+00  -8.6 1.53e+12    -  1.00e+00 8.24e-01w  1
2985 -4.3750704e+01 5.83e+11 1.74e+00  -8.6 4.97e+12    -  2.45e-01 1.73e-01w  1
2986 -4.3650378e+01 5.41e+11 1.55e+00  -8.6 1.43e+12    -  4.34e-02 8.21e-02w  1
2987 -4.3647837e+01 2.37e+10 1.57e-01  -8.6 2.33e+10 -20.0 1.00e+00 8.04e-04h 10
2988 -4.3648723e+01 2.37e+10 1.57e-01  -8.6 1.53e+12    -  1.00e+00 8.01e-04h 11
2989 -4.3649606e+01 2.37e+10 1.57e-01  -8.6 1.53e+12    -  1.00e+00 7.98e-04h 11
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
2990 -4.3650485e+01 2.37e+10 1.56e-01  -8.6 1.53e+12    -  1.00e+00 7.96e-04h 11
2991 -4.3651362e+01 2.37e+10 1.56e-01  -8.6 1.53e+12    -  1.00e+00 7.93e-04h 11
2992 -4.3652236e+01 2.37e+10 1.56e-01  -8.6 1.54e+12    -  1.00e+00 7.90e-04h 11
2993 -4.3653107e+01 2.36e+10 1.56e-01  -8.6 1.54e+12    -  1.00e+00 7.87e-04h 11
2994 -4.3653975e+01 2.36e+10 1.56e-01  -8.6 1.54e+12    -  1.00e+00 7.84e-04h 11
2995 -4.3654840e+01 2.36e+10 1.55e-01  -8.6 1.54e+12    -  1.00e+00 7.81e-04h 11
2996 -4.3655703e+01 2.36e+10 1.55e-01  -8.6 1.54e+12    -  1.00e+00 7.79e-04h 11
2997 -4.3709955e+01 5.52e+11 1.53e+00  -8.6 1.54e+12    -  1.00e+00 7.94e-01w  1
2998 -4.3710170e+01 5.52e+11 1.53e+00  -8.6 4.38e+12    -  2.60e-01 2.94e-04w  1
2999 -4.3688202e+01 5.16e+11 6.52e+00  -8.6 3.98e+10 -20.0 8.21e-05 6.44e-02w  1
iter    objective    inf_pr   inf_du lg(mu)  ||d||  lg(rg) alpha_du alpha_pr  ls
3000 -4.3656562e+01 2.36e+10 1.55e-01  -8.6 2.84e+10 -20.0 1.00e+00 7.76e-04h 10

Number of Iterations....: 3000

                                   (scaled)                 (unscaled)
Objective...............:  -4.3656562178926379e+01   -4.3656562178926379e+01
Dual infeasibility......:   1.5482445338999434e-01    1.5482445338999434e-01
Constraint violation....:   3.7984758185188740e+05    2.3564537920292725e+10
Complementarity.........:   1.9195446318716648e-02    1.9195446318716648e-02
Overall NLP error.......:   3.7984758185188740e+05    2.3564537920292725e+10


Number of objective function evaluations             = 8565
Number of objective gradient evaluations             = 2962
Number of equality constraint evaluations            = 26832
Number of inequality constraint evaluations          = 0
Number of equality constraint Jacobian evaluations   = 3046
Number of inequality constraint Jacobian evaluations = 0
Number of Lagrangian Hessian evaluations             = 3000
Total CPU secs in IPOPT (w/o function evaluations)   =    378.094
Total CPU secs in NLP function evaluations           =      4.195

EXIT: Maximum Number of Iterations Exceeded.
WARNING: Loading a SolverResults object with a warning status into
model.name="unknown";
    - termination condition: maxIterations
    - message from solver: Ipopt 3.13.2\x3a Maximum Number of Iterations
      Exceeded.

Extract and Summarize FIM

Next, we can summarize the FIM.

def results_summary(result):
    """Summarize the results of the experiment design
    Arguments:
    ----------
    result: The FIM matrix from the optimized experiment

    Returns:
    --------
    None

    Note: Taken from https://github.com/dowlinglab/pyomo-doe/blob/main/notebooks/tclab_pyomo.py

    """
    # The FIM is symmetric, so use eigh: it guarantees real eigenvalues in
    # ascending order, whereas the general-purpose eig returns a complex dtype.
    eigenvalues, eigenvectors = np.linalg.eigh(result)

    min_eig = min(eigenvalues)

    print("======Results Summary======")
    print("Four design criteria log10() value:")
    # NOTE: trace(FIM) is PSEUDO-A-optimality, not A-optimality.
    # A-optimality is min trace(FIM^-1). See Laky et al., Digital Discovery (2026),
    # Table 1, eqns (12) and (18).
    print("Pseudo-A-optimality:", np.log10(np.trace(result)))
    print("D-optimality:", np.log10(np.linalg.det(result)))
    print("E-optimality:", np.log10(min_eig))
    print("Modified E-optimality:", np.log10(np.linalg.cond(result)))
    print("\nFIM:\n", np.array(result))

    print("\neigenvalues:\n", eigenvalues)

    print("\neigenvectors:\n", eigenvectors)


results_summary(doe_obj.results["FIM"])
======Results Summary======
Four design criteria log10() value:
Pseudo-A-optimality: 12.15699152856854
D-optimality: 43.64578847168018
E-optimality: 9.432556297806963
Modified E-optimality: 2.5974138541028418

FIM:
 [[ 3.38503436e+11  3.38819483e+10 -4.50383903e+11 -9.12352871e+10]
 [ 3.38819483e+10  1.14552002e+10 -4.82985625e+10 -4.74266370e+10]
 [-4.50383903e+11 -4.82985625e+10  7.61868539e+11  8.47044514e+10]
 [-9.12352871e+10 -4.74266370e+10  8.47044514e+10  3.23634258e+11]]

eigenvalues:
 [2.70742415e+09 4.87974145e+10 3.12510929e+11 1.07144566e+12]

eigenvectors:
 [[ 0.00474576 -0.84652658 -0.01033138 -0.53222504]
 [ 0.98964114  0.04603236 -0.12100455 -0.06204306]
 [ 0.05080507 -0.51808779 -0.20637801  0.82849985]
 [ 0.1341892  -0.11339671  0.97090642  0.16271191]]

Extract and Visualize Optimal Dynamic Experiment

Finally, let’s extract and plot the results of the dynamic experiment.

def plot_experiment_results(model):
    """
    Plot the results of the experiment design

    Arguments:
    ----------
    model: The Pyomo model

    Returns:
    --------
    None
    """
    # Extract the timepoints
    time = np.array([pyo.value(t) for t in model.t])

    # Extract the concentrations
    CA = np.array([pyo.value(model.CA[t]) for t in model.t])
    CB = np.array([pyo.value(model.CB[t]) for t in model.t])
    CC = np.array([pyo.value(model.CC[t]) for t in model.t])
    T = np.array([pyo.value(model.T[t]) for t in model.t])

    # Create the plot
    fig, ax1 = plt.subplots()

    # Plot concentrations on the left y-axis
    # Okabe-Ito colours paired with distinct linestyles (see figures/README.md):
    # blue/green/purple alone collapse to nearly the same grey in print.
    ax1.plot(time, CA, label="$C_A$", color="black", linestyle="-")
    ax1.plot(time, CB, label="$C_B$", color="#0072B2", linestyle="--")
    ax1.plot(time, CC, label="$C_C$", color="#E69F00", linestyle="-.")
    ax1.set_xlabel("Time (h)")
    ax1.set_ylabel("Concentration (mol/L)")
    ax1.legend(loc="upper left")

    # Create a second y-axis for temperature
    ax2 = ax1.twinx()
    ax2.plot(time, T, label="$T$", color="#D55E00", linestyle=":")
    ax2.set_ylabel("Temperature (K)", color="#D55E00")
    ax2.tick_params(axis="y", labelcolor="#D55E00")

    # Add legend for the temperature line
    ax2.legend(loc="upper right")

    plt.title("Experiment Results")
    plt.show()


# Plot the results of the experiment design
plot_experiment_results(doe_obj.model.scenario_blocks[0])
<Figure size 640x480 with 2 Axes>

Key Takeaways

  • DOE is helpful for guiding decision-making by maximizing information yield in experimental design.

  • FIM allows us to gain information about the data from a mathematical model in an experiment.

  • Optimality conditions tell us the most and least informative regions in regards to the measurements in experimental design.

  • Heatmaps enable us to visualize the most informative parameters using the optimality conditions.