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Merge pull request #57 from bgokden/develop
Add missing resource
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Original file line number | Diff line number | Diff line change |
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package data | ||
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import ( | ||
"io/ioutil" | ||
"log" | ||
"math/rand" | ||
"os" | ||
"time" | ||
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"github.com/bgokden/veri/annoyindex" | ||
pb "github.com/bgokden/veri/veriservice" | ||
) | ||
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type DBMapEntry struct { | ||
ExprireAt int64 | ||
Datum *pb.Datum | ||
} | ||
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func (dt *Data) InsertBDMap(datum *pb.Datum, config *pb.InsertConfig) error { | ||
exprireAt := int64(0) | ||
if config != nil && config.TTL != 0 { | ||
exprireAt = time.Now().Unix() + int64(config.TTL) | ||
} | ||
entry := &DBMapEntry{ | ||
ExprireAt: exprireAt, | ||
Datum: datum, | ||
} | ||
keyByte, err := GetKeyAsBytes(datum) | ||
if err != nil { | ||
return err | ||
} | ||
dt.DBMap.Store(string(keyByte), entry) | ||
return nil | ||
} | ||
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func (dt *Data) DeleteBDMap(datum *pb.Datum) error { | ||
keyByte, err := GetKeyAsBytes(datum) | ||
if err != nil { | ||
return err | ||
} | ||
dt.DBMap.Delete(string(keyByte)) | ||
return nil | ||
} | ||
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func (dt *Data) LoopDBMap(entryFunction func(entry *DBMapEntry) error) error { | ||
var lastError error | ||
dt.DBMap.Range(func(key, value interface{}) bool { | ||
if mapEntry, ok := value.(*DBMapEntry); ok { | ||
if mapEntry.ExprireAt != 0 && mapEntry.ExprireAt <= time.Now().Unix() { | ||
dt.DBMap.Delete(key) | ||
return true | ||
} | ||
err := entryFunction(mapEntry) | ||
if err != nil { | ||
lastError = err | ||
return false | ||
} | ||
} | ||
return true | ||
}) | ||
return lastError | ||
} | ||
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func (dt *Data) Process(force bool) error { | ||
if getCurrentTime()-dt.Timestamp >= 60 || force { | ||
localInfo := dt.GetDataInfo() | ||
localN := localInfo.N | ||
config := dt.GetConfig() | ||
diffMap, limit := dt.DataSourceDiffMap() | ||
datumStream := make(chan *pb.InsertDatumWithConfig, limit) | ||
defer close(datumStream) | ||
insertionCounter := uint64(0) | ||
fraction := float64(0) | ||
if localN > 0 { | ||
fraction = float64(limit) / float64(localN) | ||
countMap := make(map[string]uint64, len(diffMap)) | ||
go func() { | ||
deleted := uint64(0) | ||
counter := 0 | ||
for datum := range datumStream { | ||
for id, count := range diffMap { | ||
if countMap[id] < count { | ||
if sourceItem, ok := dt.Sources.Get(id); ok { | ||
if source, ok2 := sourceItem.(DataSource); ok2 { | ||
err := source.Insert(datum.Datum, datum.Config) | ||
if err != nil && CheckIfUnkownError(err) { | ||
log.Printf("Sending Insert error %v\n", err.Error()) | ||
} | ||
if err == nil { | ||
counter++ | ||
} | ||
if err == nil && (!dt.Alive || isEvictionOn(localInfo, config, deleted)) { | ||
countMap[id]++ | ||
dt.DeleteBDMap(datum.Datum) | ||
deleted++ | ||
} | ||
} | ||
} | ||
} | ||
} | ||
} | ||
}() | ||
} | ||
n := uint64(0) | ||
distance := 0.0 | ||
maxDistance := 0.0 | ||
avg := make([]float32, 0) | ||
hist := make([]float32, 64) | ||
nFloat := float32(dt.N) | ||
if nFloat == 0 { | ||
nFloat = 1 | ||
} | ||
histUnit := 1 / nFloat | ||
newDataIndex := make([]*pb.Datum, max(1000, int(dt.N))) | ||
var newAnnoyIndex annoyindex.AnnoyIndexAngular | ||
var newTempFileName string | ||
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err := dt.LoopDBMap(func(entry *DBMapEntry) error { | ||
n++ | ||
avg = CalculateAverage(avg, entry.Datum.Key.Feature, nFloat) | ||
distance = VectorDistance(dt.Avg, entry.Datum.Key.Feature) | ||
if distance > maxDistance { | ||
maxDistance = distance | ||
} | ||
if dt.MaxDistance != 0 { | ||
index := int((distance / dt.MaxDistance) * 64) | ||
if index >= 64 { | ||
index = 63 | ||
} | ||
if index <= 0 { | ||
index = 0 | ||
} | ||
hist[index] += histUnit | ||
} | ||
i := int(n - 1) | ||
if dt.Alive && i < len(newDataIndex) { | ||
if newAnnoyIndex == nil { | ||
// newAnnoyIndex = annoyindex.NewAnnoyIndexEuclidean(len(datum.Key.Feature)) | ||
newAnnoyIndex = annoyindex.NewAnnoyIndexAngular(len(entry.Datum.Key.Feature)) | ||
tmpfile, err := ioutil.TempFile("", "annoy") | ||
if err == nil { | ||
newTempFileName = tmpfile.Name() | ||
newAnnoyIndex.OnDiskBuild(newTempFileName) | ||
} | ||
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} | ||
newAnnoyIndex.AddItem(i, entry.Datum.Key.Feature) | ||
newDataIndex[i] = entry.Datum | ||
} | ||
if !dt.Alive || (insertionCounter < limit && rand.Float64() < fraction) { | ||
config := InsertConfigFromExpireAt(uint64(entry.ExprireAt)) | ||
if config.TTL > 10 { | ||
datumStream <- &pb.InsertDatumWithConfig{ | ||
Datum: entry.Datum, | ||
Config: config, | ||
} | ||
insertionCounter++ | ||
} | ||
} | ||
return nil | ||
}) | ||
if err != nil { | ||
return err | ||
} | ||
dt.Avg = avg | ||
dt.Hist = hist | ||
dt.MaxDistance = maxDistance | ||
dt.N = n | ||
dt.Timestamp = getCurrentTime() | ||
if newAnnoyIndex != nil { | ||
start := time.Now() | ||
newAnnoyIndex.Build(-1) // Previosly 10, -1 creates index dynamically | ||
elapsed := time.Since(start) | ||
log.Printf("Building annoy index took %s", elapsed) | ||
// log.Printf("Updating index. len: %v\n", len(newDataIndex)) | ||
dt.Annoyer.Lock() | ||
if dt.Annoyer.DataIndex != nil { | ||
dt.Annoyer.AnnoyIndex.Unload() // Not sure if this is needed | ||
annoyindex.DeleteAnnoyIndexAngular(dt.Annoyer.AnnoyIndex) | ||
} | ||
oldFile := dt.Annoyer.BuildFileName | ||
dt.Annoyer.BuildFileName = newTempFileName | ||
dt.Annoyer.AnnoyIndex = newAnnoyIndex | ||
dt.Annoyer.DataIndex = &newDataIndex | ||
dt.Annoyer.Unlock() | ||
if len(oldFile) > 0 { | ||
os.Remove(oldFile) | ||
} | ||
} | ||
} | ||
dt.Dirty = false | ||
return nil | ||
} |