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forestreader.go
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forestreader.go
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package CloudForest
import (
"bufio"
"errors"
"fmt"
"io"
"log"
"strconv"
"strings"
)
/*
ForestReader wraps an io.Reader to reads a forest. It includes ReadForest for reading an
entire forest or ReadTree for reading a forest tree by tree.
The forest should be in .sf format see the package doc's in doc.go for full format details.
It ignores fields that are not use by CloudForest.
*/
type ForestReader struct {
br *bufio.Reader
}
//NewForestReader wraps the supplied io.Reader as a ForestReader.
func NewForestReader(r io.Reader) *ForestReader {
return &ForestReader{bufio.NewReader(r)}
}
/*
ForestReader.ReadForest reads the next forest from the underlying reader.
If io.EOF or another error is encountered it returns that.
*/
func (fr *ForestReader) ReadForest() (forest *Forest, err error) {
peek := []byte(" ")
peek, err = fr.br.Peek(1)
if err != nil {
return
}
if peek[0] != 'F' && peek[0] != 'T' {
err = errors.New("Forest Header Not Found.")
return
}
for {
peek, err = fr.br.Peek(1)
if peek[0] == 'F' && forest != nil {
return
}
t, f, e := fr.ReadTree()
if forest != nil && f != nil {
return
}
if forest == nil && f != nil {
forest = f
}
if t != nil {
if forest == nil {
forest = new(Forest)
forest.Target = t.Target
}
forest.Trees = append(forest.Trees, t)
}
if e == io.EOF {
return forest, nil
}
if e != nil {
return
}
}
}
/*ForestReader.ReadTree reads the next tree from the underlying reader. If the next tree
is in a new forest it returns a forest object as well. If an io.EOF or other error is
encountered it returns that as well as any partially parsed structs.*/
func (fr *ForestReader) ReadTree() (tree *Tree, forest *Forest, err error) {
intree := false
line := ""
peek := []byte(" ")
for {
peek, err = fr.br.Peek(1)
//If their is no next line or it starts a new Tree or Forest return
if err != nil || (intree && (peek[0] == 'T' || peek[0] == 'F')) {
return
}
line, err = fr.br.ReadString('\n')
if err != nil {
return
}
parsed := fr.ParseRfAcePredictorLine(line)
switch {
case strings.HasPrefix(line, "FOREST"):
forest = new(Forest)
forest.Target = parsed["TARGET"]
i, ok := parsed["INTERCEPT"]
if ok {
intercept, err := strconv.ParseFloat(i, 64)
if err != nil {
log.Print("Error parsing forest intercept value ", err)
}
forest.Intercept = intercept
}
case strings.HasPrefix(line, "TREE"):
intree = true
tree = new(Tree)
tree.Target = parsed["TARGET"]
weights, ok := parsed["WEIGHT"]
if ok {
weight, err := strconv.ParseFloat(weights, 64)
if err != nil {
log.Print("Error parsing weight value ", err)
}
tree.Weight = weight
} else {
tree.Weight = -1.0
}
case strings.HasPrefix(line, "NODE"):
if intree == false {
err = errors.New("Poorly formed .sf file. Node found outside of tree.")
return
}
var splitter *Splitter
pred := ""
if filepred, ok := parsed["PRED"]; ok {
pred = filepred
}
if stype, ok := parsed["SPLITTERTYPE"]; ok {
splitter = new(Splitter)
splitter.Feature = parsed["SPLITTER"]
switch stype {
case "CATEGORICAL":
splitter.Numerical = false
splitter.Left = make(map[string]bool)
for _, f := range strings.Split(parsed["LVALUES"], ":") {
splitter.Left[f] = true
}
case "NUMERICAL":
splitter.Numerical = true
lvalue, err := strconv.ParseFloat(parsed["LVALUES"], 64)
if err != nil {
log.Print("Error parsing lvalues value ", err)
}
splitter.Value = float64(lvalue)
}
}
tree.AddNode(parsed["NODE"], pred, splitter)
}
}
}
/*
ParseRfAcePredictorLine parses a single line of an rf-ace sf "stochastic forest"
and returns a map[string]string of the key value pairs.
*/
func (fr *ForestReader) ParseRfAcePredictorLine(line string) map[string]string {
clauses := make([]string, 0)
insidequotes := make([]string, 0)
terms := strings.Split(strings.TrimSpace(line), ",")
for _, term := range terms {
term = strings.TrimSpace(term)
quotes := strings.Count(term, "\"")
//if quotes have been opend join terms
if quotes == 1 || len(insidequotes) > 0 {
insidequotes = append(insidequotes, term)
} else {
//If the term doesn't have an = in it join it to the last term
if strings.Count(term, "=") == 0 {
clauses[len(clauses)-1] += "," + term
} else {
clauses = append(clauses, term)
}
}
//quotes were closed
if quotes == 1 && len(insidequotes) > 1 {
clauses = append(clauses, strings.Join(insidequotes, ","))
insidequotes = make([]string, 0)
}
}
parsed := make(map[string]string, 0)
for _, clause := range clauses {
vs := strings.Split(clause, "=")
for i, v := range vs {
vs[i] = strings.Trim(strings.TrimSpace(v), "\"")
}
if len(vs) != 2 {
fmt.Println("Parser Choked on : \"", line, "\"")
}
parsed[vs[0]] = vs[1]
}
return parsed
}