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Exit Flags and Exit Messages

Exit Flags

When an optimization solver completes its task, it sets an exit flag. An exit flag is an integer that is a code for the reason the solver halted its iterations. In general:

  • Positive exit flags correspond to successful outcomes.

  • Negative exit flags correspond to unsuccessful outcomes.

  • The zero exit flag corresponds to the solver being halted by exceeding an iteration limit or limit on the number of function evaluations (see Iterations and Function Counts, and also see Tolerances and Stopping Criteria).

This table links to the exit flag description of each solver.

Exit Flags by Solver

coneprog exitflag

fgoalattain exitflag

fminbnd exitflag

fmincon exitflag

fminimax exitflag

fminsearch exitflag

fminunc exitflag

fseminf exitflag

fsolve exitflag

fzero exitflag

intlinprog exitflag

linprog exitflag

lsqcurvefit exitflag

lsqlin exitflag

lsqnonlin exitflag

lsqnonneg exitflag

quadprog exitflag



Exit flags are not infallible guides to the quality of a solution. Many other factors, such as tolerance settings, can affect whether a solution is satisfactory to you. You are responsible for deciding whether a solver returns a satisfactory answer. Sometimes a negative exit flag does not correspond to a “bad” solution. Similarly, sometimes a positive exit flag does not correspond to a “good” solution.

You obtain an exit flag by calling a solver with the exitflag syntax. This syntax depends on the solver. For details, see the solver function reference pages. For example, for fsolve, the calling syntax to obtain an exit flag is

[x,fval,exitflag] = fsolve(...)

The following example uses this syntax. Suppose you want to solve the system of nonlinear equations


Write these equations as an anonymous function that gives a zero vector at a solution:

myfcn = @(x)[2*x(1) - x(2) - exp(-x(1));
      -x(1) + 2*x(2) - exp(-x(2))];

Call fsolve with the exitflag syntax at the initial point [-5 -5]:

[xfinal fval exitflag] = fsolve(myfcn,[-5 -5])
Equation solved.

fsolve completed because the vector of function values is near zero
as measured by the value of the function tolerance, and
the problem appears regular as measured by the gradient.

xfinal =
    0.5671    0.5671

fval =
  1.0e-06 *

exitflag =

In the table for the fsolve exitflag, you find that an exit flag value 1 means “Function converged to a solution x.” In other words, fsolve reports myfcn is nearly zero at x = [0.5671 0.5671].

Exit Messages

Each solver issues a message to the MATLAB® command window at the end of its iterations. This message explains briefly why the solver halted. The message might give more detail than the exit flag.

Many examples in this documentation show exit messages, such as Define and Solve Problem at Command Line. The example in the previous section, Exit Flags, shows the following exit message:

Equation solved.

fsolve completed because the vector of function values is near zero
as measured by the value of the function tolerance, and
the problem appears regular as measured by the gradient.

This message is more informative than the exit flag. The message indicates that the gradient is relevant. The message also states that the function tolerance controls how near 0 the vector of function values must be for fsolve to regard the solution as completed.

Enhanced Exit Messages

Some solvers have exit messages that contain links for more information. There are two types of links:

  • Links on words or phrases. If you click such a link, a window opens that displays a definition of the term, or gives other information. The new window can contain links to the Help browser documentation for more detailed information.

  • A link as the last line of the display saying <stopping criteria details>. If you click this link, MATLAB displays more detail about the reason the solver halted.

The fminunc solver has enhanced exit messages:

opts = optimoptions(@fminunc,'Algorithm','quasi-newton'); % 'trust-region' needs gradient
[xfinal fval exitflag] = fminunc(@sin,0,opts)

This yields the following results:

Each of the underlined words or phrases contains a link that provides more information.

  • The <stopping criteria details> link prints the following to the MATLAB command line:

    Optimization completed: The first-order optimality measure, 0.000000e+00, is less 
    than options.OptimalityTolerance = 1.000000e-06.
  • The other links bring up a help window with term definitions. For example, clicking the Local minimum found link opens the following window:

    Clicking the first-order optimality measure expander link brings up the definition of first-order optimality measure for fminunc:

    The expander link is a way to obtain more information in the same window. Clicking the first-order optimality measure expander link again closes the definition.

  • The other links open the Help Viewer.

Exit Message Options

Set the Display option to control the appearance of both exit messages and iterative display. For more information, see Iterative Display. The following table shows the effect of the various settings of the Display option.

Value of the Display OptionOutput to Command Window
Exit messageIterative Display
'none', or the synonymous 'off'NoneNone
'final' (default for most solvers)DefaultNone
'notify'Default only if exitflag ≤ 0None
'notify-detailed'Detailed only if exitflag ≤ 0None

For example,

opts = optimoptions(@fminunc,'Display','iter-detailed','Algorithm','quasi-newton');
[xfinal fval] = fminunc(@cos,1,opts);

yields the following display:

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