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public int add operator operator operator boolean register with process if operator null throw new null pointer exception operator cannot be null if operator instanceof process root operator throw new illegal argument exception process operator cannot be added it must always be the top level operator operators add operator register operator operator register with process return operators size 1
adds the operator to this execution unit
public void add operator operator operator int index if operator null throw new null pointer exception operator cannot be null if operator instanceof process root operator throw new illegal argument exception process operator cannot be added it must always be the top level operator operators add index operator register operator operator true
adds the operator to this execution unit
protected void set name string new name this name new name
dont use this method
public void pause this set process state process state paused
stops the process as soon as possible
protected void remove operator operator operator if operators contains operator throw new no such element exception operator operator get name not contained in get name int old index operators index of operator int old index among enabled get enabled operators index of operator operators remove operator unregister operator operator disconnect ports transform mdneighbourhood process process get enclosing operator get process if process null process fire operator removed operator old index old index among enabled operator set enclosing process null fire update this
removes the given operator
public boolean should pause return get process state process state paused
returns true iff the process should be stopped
protected precondition make precondition final input port port int port index return make precondition port
subclasses might override this method in order to specify preconditions dependent
public void pass data through int from index for multi port pair mpp get managed pairs mpp single port deliver mpp multi ports get from index get any data or null
delivers all data from all managed input ports to the corresponding output port
public void reset for port pair pair get managed pairs if pair get input port is connected pair get output port deliver new ioobject collection ioobject else pair get output port clear port clear data
resets all output ports by delivering empty collection to all output ports for
public void start managed pairs add create port fix names single ports add observer observer false for ports m ports multi ports list ports add observer observer false
creates an initial port and starts to listen
public void start managed pairs add create port fix names in ports add observer observer false out ports add observer observer false
creates an initial port and starts to listen
public void start managed ports add create port fix names ports add observer observer false
creates an initial port and starts to listen
private void fire breakpoint event operator operator iocontainer io container int location for breakpoint listener l breakpoint listeners l breakpoint reached this operator io container location
fires the event that the process was paused
public void pass data through for port pair pair managed pairs ioobject data pair input port get any data or null pair output port deliver data
passes the actual data from the output ports to their connected input ports
public void pass clone through for port pair pair managed pairs ioobject data pair input port get any data or null if data null pair output port deliver data copy else pair output port deliver null
does the same as
public void deliver list extends ioobject io object list iterator port pair port iterator get managed pairs iterator for ioobject object io object list port pair pair port iterator next ioobject data pair input port get any data or null while data null data port iterator next input port get any data or null pair output port deliver object
this method is a convenient method for delivering several ioobjects
public operator chain get enclosing operator return enclosing operator
returns the operator that contains this process as a subprocess
public quick fix get quick fix example set meta data emd throws undefined parameter error return null
can be implemented by subclasses in order to specify quickfixes
public void make additional checks example set meta data emd
can be implemented by subclasses
public t get value if is known return get number else throw new illegal state exception value is currently not exactly known
returns the value
private void transform mdneighbourhood get enclosing operator get transformer transform meta data get enclosing operator transform meta data
transforms the meta data of the enclosing operator
public t get number return number
this returns the estimated number regardless of relation
protected quick fix create to binominal fix final string label name return new operator insertion quick fix insert nominal to binominal label name null label attributes new object 0 10 get input port override public operator create operator throws operator creation exception operator op operator service create operator nominal to binominal class if label name null op set parameter attribute subset selector parameter filter type attribute subset selector condition names attribute subset selector condition single op set parameter attribute subset selector parameter include special attributes true op set parameter single attribute filter parameter attribute label name return op
creates a quickfix to convert to nominal
protected quick fix create to numerical fix final string label name return new operator insertion quick fix insert nominal to numerical label name null label attributes new object 0 10 get input port override public operator create operator throws operator creation exception operator op operator service create operator nominal to numeric class if label name null op set parameter attribute subset selector parameter filter type attribute subset selector condition names attribute subset selector condition regular expression op set parameter attribute subset selector parameter include special attributes true op set parameter regexp attribute filter parameter regular expression label name return op
creates a quickfix to convert to numerical
public void auto wire compatibility level level boolean keep connections boolean recursive throws port exception if keep connections unwire recursive store all outputs scan them to find matching inputs linked list output port ready outputs new linked list output port add ready outputs ready outputs get inner sources list operator enabled new linked list operator for operator op get operators if op is enabled enabled add op auto wire level enabled ready outputs recursive true
connects the ports automatically in a first fit approach
public meta data transform generated meta data md md add to history output port return md
can be overridden to make additional transformations to the
public meta data transform passed through meta data md md add to history output port return md
can be overridden to make additional transformations to the meta data
public void add pass through condition pass through or generate rule condition condition pass through conditions add condition
this method allows to add additional conditions for passing through
public object read resolve throws object stream exception in default read object if generation history null generation history new linked list output port if annotations null annotations new annotations return this
restores an empty history
public boolean check process iocontainer input container root operator check all return true
checks for correct number of inner operators properties and io
public void add generate condition pass through or generate rule condition condition generate conditions add condition
this allows to add additional conditions for generation
public meta data modify meta data example set meta data unmodified meta data return unmodified meta data
modifies the standard meta data before it is passed to the output
public meta data modify meta data meta data unmodified meta data int output index return unmodified meta data
modifies the received meta data before it is passed to the output
public void merge set relation set relation relation this attributes relation this attributes relation merge relation
changes the knowledge about the attributes in this set
public quick fix get quick fix example set meta data emd throws undefined parameter error if required name provider null if required name provider instanceof parameter attribute name provider parameter attribute name provider provider parameter attribute name provider required name provider if provider get parameter keys length 1 provider get required attribute names length 1 return new attribute selection quick fix emd provider get parameter keys 0 provider get handler provider get required attribute names 0 required attributes type return null
can be implemented by subclasses in order to specify quickfixes
public void attributes are superset merge set relation set relation superset
declares that the attributes in this example set are a
public void attributes are subset merge set relation set relation subset
declares that the attributes in this example set are only a
public example set meta data modify example set example set meta data meta data throws undefined parameter error return meta data
this method might be used for convenience for slight modifications of the
public void set number of examples mdinteger num number of examples num
method for setting the number of examples
public void transform meta data for mdtransformation rule rule transformation rules try rule transform md catch exception e operator get logger log level warning error during meta data transformation e e operator add error new simple process setup error severity warning operator get port owner exception transforming metadata e to string
executes all rules added by
public void add pass through rule input port input output port output add rule new pass through rule input output false
convenience method to generate a
public void add generation rule output port output class extends ioobject clazz add rule new generate new mdrule output clazz
convenience method to generate a
public meta data modify meta data meta data unmodified meta data return unmodified meta data
modifies the standard meta data before it is passed to the output
private void tear down try root operator process finished catch operator exception e get logger log level warning problem during finishing the process e get message e clean up clear macros clear report streams clear storage clear unknown parameters result service close
this method is invoked after a process has finished
public void clear regular iterator attribute meta data iterator get all attributes iterator while iterator has next attribute meta data amd iterator next if amd is special iterator remove
this method removes all regular attributes from this example set meta data
public void free memory get inner sources free memory get inner sinks free memory
frees memory used by inner sinks
public void save throws ioexception if process location null this is process converted false process location store this null else throw new ioexception no process location is specified
saves the process to the process file
public void clear get all attributes clear
this method removes every attribute
protected example set meta data apply effects example set meta data emd input port input port return emd
this method must be implemented by subclasses in order to apply
public void save file file throws ioexception new file process location file store this null
saves the process to the given process file
public void read process reader in throws xmlexception ioexception read process in null
reads the process setup from the given input stream
public void move to index operator op int new index int old index operators index of op process process get enclosing operator get process if old index 1 operators remove op if process null int old index among enabled get enabled operators index of op process fire operator removed op old index old index among enabled if old index new index new index operators add new index op if process null process fire operator added op fire update update execution order
moves an operator to the given index
public void process started operator operator op for process listener listener get listener list copy listener process started operator this process op
counts the step and notifies all process listeners
public void process finished operator operator op for process listener listener get listener list copy listener process finished operator this process op
counts the step and notifies all process listeners
private void evaluate throws operator exception in extender pass clone through get subprocess 0 execute tools build averages performance port extender
applies the inner operator on a clone of the input
protected precondition get capability precondition return new capability precondition this example set input
this method can be overwritten in order to give a more senseful quickfix
public iocontainer get results return get subprocess 0 get inner sinks create iocontainer false
convenience backport method to get the results of a process
protected precondition get capability precondition return new capability precondition this training set input
this method can be overwritten in order to give a more senseful quickfix
protected void learn final model example set training set throws operator exception learn training set
applies the learner first encapsulated inner operator
public execution unit add subprocess int index execution unit copy subprocesses subprocesses new execution unit copy length 1 int j 0 for int i 0 i copy length i if i index j subprocesses j copy i subprocesses index create subprocess index fire update this return subprocesses index
creates a subprocess by making a callback to
protected void clear all inner sinks for execution unit subprocess subprocesses subprocess get inner sinks clear port clear data
clears all sinks of all inner processes
public attribute weights do work example set example set throws operator exception example set input receive example set check capabilities and produce errors if they are not fulfilled capability check check new capability check this tools boolean value parameter service get parameter value property rapidminer general capabilities warn true only warn for non sufficient capabilities check check learner capabilities this example set do work return weights output get data attribute weights class
helper method for anonymous instances of this class
public attribute weights do work model model example set example set throws operator exception model input receive model get example set input port receive example set do work return get weights output port get data attribute weights class
helper method for anonymous instantiations of this class
public repository location resolve repository location string loc throws user error malformed repository location exception if repository location is absolute loc repository location repository location new repository location loc repository location set accessor get repository accessor return repository location repository location repository location get repository location if repository location null repository location repository location2 new repository location repository location parent loc repository location2 set accessor get repository accessor return repository location2 else throw new user error null 317 loc
resolves a repository location relative to
public void evaluate list population example set original example set throws operator exception iterator i population iterator while i has next aggregation individual individual aggregation individual i next if individual get performance null example set example set individual create example set original example set all attributes generator if example set get attributes size 0 i remove else inner example set source deliver example set get subprocess 0 execute performance vector performance vector inner performance sink get data performance vector class individual set performance performance vector
creates example sets from all individuals and invoke the inner operators
private void mutate int individual double prob 1 0d individual length for int i 0 i individual length i if random next double prob individual i random next int in range 0 2
changes the individual each gene with probability 1 n
public string make relative repository location repository location loc repository location repository location get repository location if repository location null return loc make relative repository location parent else return loc get absolute location
turns loc into a repository location relative to
protected example set meta data modify inner output example set example set meta data meta data return meta data
subclasses might override this method in order to change the meta data delivered
private void evaluate population population example set original example set throws operator exception population evaluator evaluate population
evaluates all individuals in the population by applying the inner
public void set process converted boolean is process converted this is process converted is process converted
this sets whether the process is converted
protected performance vector evaluate example set based individual individual throws operator exception total evaluations if individual get performance null return individual get performance else evaluation counter attribute weighted example set clone individual get example set create clean clone inner example set source deliver clone get subprocess 0 execute performance vector performance vector inner performance sink get data performance vector class individual set performance performance vector return performance vector
evaluates the given individual
public string get import message return import message
returns some user readable messages generated during import by
public boolean has save destination return process location null
returns true iff either a file or a repository location is defined
public int get number of components return singular values length
this returns the total number of possible components
public model do work example set example set throws operator exception example set input receive example set do work return model output get data model class
helper method for anonymous operators
public void set process file file file set process location new file process location file
sets the process file
public boolean is adding label return is adding as label
this method returns whether this cluster model should add the assignment
public void set user description string description this user description description fire update this
sets the user specified comment for this operator
public boolean is removing unknown assignments return is removing unknown
this method returns whether examples which cant be assigned should be removed from
public void set preset measure distance measure me this preset measure me
overrides the measure specified by the operator parameters
public void remove remove and keep connections null
removes this operator from its parent
public void set enabled boolean enabled if this enabled enabled this enabled enabled fire update this
sets the activation mode
public void keep workbook open keep workbook open true
inform the excel reader to keep the workbook open due to performance
public void close workbook if workbook null workbook close
closes the the excel workbook
protected parameter type make file parameter type return file output port handler make file parameter type this get file parameter name new port provider override public port get port return file output port get file extensions
creates but does not add the file parameter named by
public int get index of attribute column attribute column column return attribute columns index of column
returns the index of the given
public int get index of active attribute column attribute column column return get active attribute columns index of column
returns the index of the given b activated b
public string get status return name apply count at last execution
returns human readable status information
public boolean is meta datafixed return meta data fixed
returns code true code when somebody called
public int get apply count return apply count at last execution
returns the number of times this operator was already applied
public void fix meta data definition meta data fixed true
method to declare the operators meta data as final
protected performance vector get performance return get performance true
applies the inner operator and employs the performance evaluator for
protected void pass results through inner sink extender pass data through
passes data from the inner sinks to the output ports
public void apply all process process map string string name translation iterator parameter value i parameter values iterator while i has next i next apply process name translation
applies all parameters in the set to their operators
public int get column count return attribute columns size
returns the number of all columns regardless a column is activated or not
private int get row count from guessing return row count from guessing
returns the number of row which are read during the value type guessing
public boolean check process branch operator string value throws operator exception class extends ioobject clazz operator get selected class if clazz null ioobject object operator get condition input or null clazz return object null return false
this method checks if the file with pathname value exists
protected void reset column names int i 0 for attribute column column get all attribute columns column set name get new generic column name i i
resets the column names to a generic column name given by the method
public int get dimensions return this values length
provides the integer number of dimensions of the object
public int check deprecations string deprecation string get operator description get deprecation info int deprecation count 0 if deprecation string null add error new simple process setup error severity warning port owner deprecation new object get operator description get name deprecation string deprecation count 1 return deprecation count
will count the number of deprecated operators i