zardoz/matrix.go

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package main
import (
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"bufio"
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"fmt"
"log"
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"os"
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"sort"
"strconv"
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"sync"
"time"
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"github.com/lytics/multibayes"
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)
//ByControlPlane contains all the channels we need.
type ByControlPlane struct {
BadTokens chan string
GoodTokens chan string
StatsTokens chan string
}
//ControPlane is the variabile
var ControPlane ByControlPlane
//ByClassifier is the structure containing our Pseudo-Bayes classifier.
type ByClassifier struct {
GOOD sync.Map
BAD sync.Map
MEH sync.Map
STATS sync.Map
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bayez *multibayes.Classifier
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}
//AddStats adds the statistics after proper blocking.
func (c *ByClassifier) AddStats(action string) {
var one int64 = 1
if v, ok := c.STATS.Load(action); ok {
c.STATS.Store(action, v.(int64)+1)
} else {
c.STATS.Store(action, one)
}
}
//IsBAD inserts a bad key in the right place.
func (c *ByClassifier) IsBAD(key string) {
if _, ok := c.MEH.Load(key); ok {
c.MEH.Store(key, time.Now().UnixNano())
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log.Println("Updated BAD into MEH: ", key)
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return
}
if _, ok := c.GOOD.Load(key); ok {
c.MEH.Store(key, time.Now().UnixNano())
c.GOOD.Delete(key)
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log.Println("Moved to MEH from GOOD: ", key)
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return
}
c.BAD.Store(key, time.Now().UnixNano())
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log.Println("Stored into BAD: ", key)
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}
//IsGOOD inserts the key in the right place.
func (c *ByClassifier) IsGOOD(key string) {
if _, ok := c.MEH.Load(key); ok {
c.MEH.Store(key, time.Now().UnixNano())
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log.Println("Updated GOOD into MEH: ", key)
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return
}
if _, ok := c.BAD.Load(key); ok {
c.MEH.Store(key, time.Now().UnixNano())
c.BAD.Delete(key)
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log.Println("Moved to MEH from BAD: ", key)
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return
}
c.GOOD.Store(key, time.Now().UnixNano())
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log.Println("Stored into GOOD: ", key)
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}
//Posterior calculates the posterior probabilities in pseudo-bayes.
func (c *ByClassifier) Posterior(hdr string) map[string]float64 {
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var ff map[string]float64
ff = make(map[string]float64)
ff["BAD"] = 0.5
ff["GOOD"] = 0.5
defer handlepanic()
ff = c.bayez.Posterior(hdr)
return ff
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}
//Janitor keeps the maps under a certain size, keeping the biggest values.
func (c *ByClassifier) Janitor(size int) {
log.Println("Janitor Running")
sortMap(&c.BAD, size)
sortMap(&c.GOOD, size)
sortMap(&c.MEH, size)
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c.bayez = nil // mark it for garbage collection.
c.bayez = multibayes.NewClassifier()
c.bayez.MinClassSize = 0
c.BAD.Range(func(key interface{}, value interface{}) bool {
c.bayez.Add(key.(string), []string{"BAD"})
return true
})
c.GOOD.Range(func(key interface{}, value interface{}) bool {
c.bayez.Add(key.(string), []string{"GOOD"})
return true
})
c.MEH.Range(func(key interface{}, value interface{}) bool {
c.bayez.Add(key.(string), []string{"GOOD", "BAD"})
return true
})
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log.Println("Janitor Finished.")
}
//CleanThread is the Janitor thread
func (c *ByClassifier) CleanThread() {
for {
MaxSize, err := strconv.Atoi(fmt.Sprintf("%d", Maturity))
if err != nil {
MaxSize = 1000
log.Println("Maxsize converted to: ", MaxSize)
}
log.Println("Janitor Maxsize is now:", MaxSize)
time.Sleep(10 * time.Second)
c.Janitor(MaxSize)
}
}
func (c *ByClassifier) enroll() {
ControPlane.BadTokens = make(chan string, 2048)
ControPlane.GoodTokens = make(chan string, 2048)
ControPlane.StatsTokens = make(chan string, 2048)
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c.bayez = multibayes.NewClassifier()
c.bayez.MinClassSize = 0
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c.readInitList("blacklist.txt", "BAD")
c.readInitList("whitelist.txt", "GOOD")
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c.MEH.Store("Dildo", time.Now().UnixNano())
go c.readBadTokens()
go c.readGoodTokens()
go c.readStatsTokens()
log.Println("Classifier populated...")
go c.CleanThread()
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log.Println("Janitor Started")
}
func sortMap(unsorted *sync.Map, size int) {
type Myt struct {
Name string
Num int64
}
var tempCont []Myt
var tc Myt
unsorted.Range(func(key interface{}, value interface{}) bool {
tc.Name = key.(string)
tc.Num = value.(int64)
tempCont = append(tempCont, tc)
return true
})
sort.Slice(tempCont, func(i, j int) bool { return tempCont[i].Num > tempCont[j].Num })
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if size > 0 && len(tempCont) > size {
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tempCont = tempCont[:size]
}
unsorted.Range(func(key interface{}, value interface{}) bool {
unsorted.Delete(key)
return true
})
for _, val := range tempCont {
unsorted.Store(val.Name, val.Num)
}
}
func (c *ByClassifier) readBadTokens() {
log.Println("Start reading BAD tokens")
for token := range ControPlane.BadTokens {
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log.Println("Received BAD Token: ", token)
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c.IsBAD(token)
}
}
func (c *ByClassifier) readGoodTokens() {
log.Println("Start reading GOOD tokens")
for token := range ControPlane.GoodTokens {
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log.Println("Received GOOD Token: ", token)
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c.IsGOOD(token)
}
}
func (c *ByClassifier) readStatsTokens() {
log.Println("Start reading STATS tokens")
for token := range ControPlane.StatsTokens {
c.AddStats(token)
}
}
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func (c *ByClassifier) readInitList(filePath, class string) {
inFile, err := os.Open(filePath)
if err != nil {
log.Println(err.Error() + `: ` + filePath)
return
}
defer inFile.Close()
scanner := bufio.NewScanner(inFile)
for scanner.Scan() {
if len(scanner.Text()) > 3 {
switch class {
case "BAD":
log.Println("Loading into Blacklist: ", scanner.Text()) // the line
c.IsBAD(scanner.Text())
case "GOOD":
log.Println("Loading into Whitelist: ", scanner.Text()) // the line
c.IsGOOD(scanner.Text())
}
}
}
}