Module Expr Str Import alias Import alias Import alias Import alias Import alias identifier Import alias identifier ImportFrom alias ImportFrom alias ClassDef bases body Expr Str FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr BinOpSub BinOpMult Num Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr Num Assign AttributeStore NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num Assign AttributeStore NameLoad attr ListComp Call AttributeLoad NameLoad attr NameLoad comprehension NameStore Call NameLoad AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr Call NameLoad AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Call AttributeLoad NameLoad attr Str Return Call NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr SubscriptLoad AttributeLoad NameLoad attr Index NameLoad SubscriptLoad AttributeLoad NameLoad attr Index BinOpMod NameLoad Call NameLoad AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str For NameStore ListLoad Num Num body TryExcept body Assign SubscriptStore AttributeLoad NameLoad attr Index NameLoad Call AttributeLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad attr Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Break handlers ExceptHandler type NameLoad body Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Continue Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign SubscriptStore AttributeLoad NameLoad attr Index NameLoad NameLoad AugAssignAdd SubscriptStore AttributeLoad NameLoad attr Index NameLoad Num AugAssignAdd AttributeStore NameLoad attr Num Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad AttributeLoad AttributeLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad attr attr SubscriptLoad AttributeLoad NameLoad attr Index NameLoad BinOpSub SubscriptLoad AttributeLoad NameLoad attr Index NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Return TupleLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str Assign SubscriptStore AttributeLoad NameLoad attr Index NameLoad BinOpSub BinOpMult Num Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr Num Assign SubscriptStore AttributeLoad NameLoad attr Index NameLoad Num Assign SubscriptStore AttributeLoad NameLoad attr Index NameLoad Call AttributeLoad NameLoad attr NameLoad Assign SubscriptStore AttributeLoad NameLoad attr Index NameLoad Num decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad BinOpSub BinOpMult Num Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr Num keyword Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad Num keyword Num Assign NameStore BinOpSub Call NameLoad AttributeLoad NameLoad attr Num Expr Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr ListLoad Num keyword Num Return NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Str AugAssignAdd AttributeStore NameLoad attr Num Expr Call AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam defaults body For NameStore AttributeLoad NameLoad attr body Expr Call AttributeLoad NameLoad attr decorator_list decorator_list
N/A N/A 
A generic manager of iteratively minimized population that will
keep track of solutions and respective minimizer states.

Solution search progress (in respect to method population) is
recorded to an .mdat file.
 N/A string N/A sys N/A time N/A warnings N/A numpy np N/A numpy.random nr cocopf.minstep MinimizeStepping cocopf.methods SteppingData Population N/A N/A N/A 
    ``points`` contains the solution points of the population.
    ``minimizers`` contains the optimizer instances associated with these points.
     __init__ N/A N/A self fi K methods N/A N/A N/A N/A self fi fi N/A N/A self K K N/A N/A self methods methods N/A N/A self points N/A N/A 10.0 N/A N/A N/A np random rand N/A self K N/A N/A self fi dim 5.0 N/A N/A self values N/A N/A N/A np zeros N/A self K 10000000000.0 N/A N/A self minimizers N/A N/A N/A self _minimizer_make i N/A i N/A range N/A self K N/A N/A self iters N/A N/A np zeros N/A self K dtype N/A np int N/A N/A self total_steps 0 N/A N/A self total_iters 0 N/A N/A self data N/A SteppingData N/A self fi N/A _minimizer_make N/A N/A self i N/A N/A N/A N/A N/A warnings simplefilter ignore N/A N/A MinimizeStepping N/A N/A N/A self fi f evalfun N/A N/A self points N/A i N/A N/A self methods N/A N/A i N/A len N/A self methods N/A step_one N/A N/A self i N/A N/A N/A 
        Perform a single minimization step with member i.
        Returns an (x,y) tuple.
         N/A retry N/A 0 1 N/A N/A N/A N/A N/A N/A self points N/A i N/A N/A N/A N/A self minimizers N/A i next N/A x N/A N/A self points N/A i N/A N/A N/A N/A StopIteration N/A N/A x N/A N/A self points N/A i N/A N/A N/A self restart_one i N/A N/A y N/A N/A N/A self fi evalfun x N/A N/A N/A self values N/A i y N/A N/A N/A self iters N/A i 1 N/A N/A self total_steps 1 N/A N/A N/A N/A self data record i N/A N/A N/A N/A self minimizers N/A i minmethod name N/A N/A self iters N/A i N/A N/A N/A self values N/A i N/A N/A N/A self fi f fopt N/A N/A self points N/A i N/A N/A x y N/A restart_one N/A N/A self i N/A N/A N/A 
        Reinitialize a given population member.
         N/A N/A N/A self points N/A i N/A N/A 10.0 N/A N/A N/A np random rand N/A N/A self fi dim 5.0 N/A N/A N/A self values N/A i 10000000000.0 N/A N/A N/A self minimizers N/A i N/A N/A self _minimizer_make i N/A N/A N/A self iters N/A i 0 N/A add N/A N/A self N/A N/A N/A 
        Add another population member.
         N/A N/A self points N/A N/A np append N/A self points N/A N/A N/A 10.0 N/A N/A N/A np random rand N/A N/A self fi dim 5.0 axis 0 N/A N/A self values N/A N/A np append N/A self values N/A 10000000000.0 axis 0 N/A i N/A N/A len N/A self points 1 N/A N/A N/A N/A self minimizers append N/A N/A self _minimizer_make i N/A N/A self iters N/A N/A np append N/A self iters N/A 0 axis 0 N/A i N/A end_iter N/A N/A self N/A N/A N/A 
        Notify the population that a single portfolio iteration has passed.
        This is useful in case we step multiple method instances within
        a single iteration (e.g. in MetaMax).
         N/A N/A self total_iters 1 N/A N/A N/A N/A self data end_iter N/A stop N/A N/A self N/A N/A N/A m N/A self minimizers N/A N/A N/A N/A m stop N/A N/A