/
transformer.go
344 lines (311 loc) · 9.83 KB
/
transformer.go
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package processor
import (
"encoding/json"
"fmt"
"github.com/bugsnag/bugsnag-go"
"kassette.ai/kassette-server/integrations"
"kassette.ai/kassette-server/sources"
"kassette.ai/kassette-server/utils/logger"
"sort"
"strconv"
"sync"
)
var (
TransType = map[string]string{
"FIELDMAP": "field_map",
"FIELDHIDING": "field_hide",
"FIELDDELETING": "field_delete",
}
SystemTransformationRules = []TransformationRuleT{
{
Field: "anonymousId",
Type: TransType["FIELDHIDING"],
},
}
)
type TransformationRuleT struct {
From string `json:"from"`
To string `json:"to"`
Field string `json:"field"`
Type string `json:"type"`
Value string `json:"value"`
}
type ResponseT struct {
Events []interface{}
Success bool
}
type transformerHandleT struct {
requestQ chan *transformMessageT
responseQ chan *transformMessageT
accessLock sync.Mutex
}
type transformMessageT struct {
index int
data interface{}
rules []TransformationRuleT
destSchema integrations.SchemaT
destConverter integrations.TransformerHandleI
typeMapToDest map[string]string
destSkipWithNoSchema bool
srcSchema integrations.SchemaT
srcConverter sources.TransformerHandleI
typeMapToSrc map[string]string
srcSkipWithNoSchema bool
}
func (trans *transformerHandleT) transformWorker() {
for job := range trans.requestQ {
reqArray := job.data.([]interface{})
respArray := transformBatchPayload(reqArray, job.rules, job.destConverter, job.destSchema, job.typeMapToDest, job.destSkipWithNoSchema, job.srcConverter, job.srcSchema, job.typeMapToSrc, job.srcSkipWithNoSchema)
trans.responseQ <- &transformMessageT{data: respArray, index: job.index}
}
}
func transformBatchPayload(m []interface{}, rules []TransformationRuleT, destConverter integrations.TransformerHandleI, destSchema integrations.SchemaT, typeMapKassetteToDest map[string]string, destSkipWithNoSchema bool, srcConverter sources.TransformerHandleI, srcSchema integrations.SchemaT, typeMapKassetteToSrc map[string]string, srcSkipWithNoSchema bool) map[string]interface{} {
rawTransform := make(map[string]interface{})
batchPayload := make([]interface{}, 0)
for _, rawMap := range m {
rawMap := rawMap.(map[string]interface{})
rawPayload := rawMap["message"].(map[string]interface{})
transformedPayload := make(map[string]interface{})
delete := false
for k, v := range rawPayload {
var convertV interface{}
var sourceConvSuccess bool
if typeMapKassetteToSrc != nil {
var srcDataType string
srcFields := srcSchema.SchemaFields
if len(srcFields) == 0 {
if !srcSkipWithNoSchema {
convertV = v
sourceConvSuccess = true
} else {
convertV = nil
sourceConvSuccess = false
}
} else {
for _, srcField := range srcFields {
if srcField.Name == k {
srcDataType = srcField.Type
break
}
}
if srcDataType != "" {
srcType, ok := typeMapKassetteToSrc[srcDataType]
if ok {
convertV, sourceConvSuccess = srcConverter.Convert(v, srcType)
} else {
convertV = nil
sourceConvSuccess = false
}
} else {
convertV = nil
sourceConvSuccess = false
}
}
}
if !sourceConvSuccess {
continue
}
fieldName := k
hide := false
for _, rule := range rules {
if rule.Type == TransType["FIELDMAP"] {
if rule.From == k {
fieldName = rule.To
}
} else if rule.Type == TransType["FIELDHIDING"] {
if rule.Field == k {
hide = true
}
} else if rule.Type == TransType["FIELDDELETING"] {
switch convertV.(type) {
case int:
vnum, err := strconv.Atoi(rule.Value)
if err == nil && vnum == convertV.(int) {
delete = true
}
case string:
if rule.Value == convertV.(string) {
delete = true
}
case bool:
if rule.Value == "true" && convertV.(bool) || rule.Value == "false" && !convertV.(bool) {
delete = true
}
}
}
}
if !hide && typeMapKassetteToDest != nil {
var destDataType string
destFields := destSchema.SchemaFields
if len(destFields) == 0 {
if !destSkipWithNoSchema {
transformedPayload[fieldName] = convertV
}
} else {
for _, destfield := range destFields {
if destfield.Name == fieldName {
destDataType = destfield.Type
break
}
}
if destDataType != "" {
destType, ok := typeMapKassetteToDest[destDataType]
if ok {
logger.Info(fmt.Sprintf("heyheyhey:!!!! %v %v", convertV, destType))
destConvertedV, success := destConverter.Convert(convertV, destType)
if success {
transformedPayload[fieldName] = destConvertedV
} else {
transformedPayload[fieldName] = nil
}
}
}
}
}
}
if !delete {
batchPayload = append(batchPayload, transformedPayload)
}
}
// Converting to array to support PowerBi
rawTransform["payload"] = batchPayload
logger.Debug(fmt.Sprintf("Transformed payload: %v", rawTransform))
return rawTransform
}
// Transform function is used to invoke transformer API
// Transformer is not thread safe. So we need to create a new instance for each request
func (trans *transformerHandleT) Transform(clientEvents []interface{}, ruleStr string, destConfig string, destConverter integrations.TransformerHandleI, typeMapToDest map[string]string, destSkipWithNoSchema bool, srcConfig string, srcConverter sources.TransformerHandleI, typeMapToSrc map[string]string, srcSkipWithNoSchema bool, batchSize int) ResponseT {
logger.Info("Transform!!!!")
trans.accessLock.Lock()
defer trans.accessLock.Unlock()
var rules []TransformationRuleT
var srcConfigMap map[string]interface{}
var destConfigMap map[string]interface{}
err := json.Unmarshal([]byte(ruleStr), &rules)
if err != nil {
bugsnag.Notify(fmt.Errorf("Error while unmarshaling transformation rules: %s", err.Error()))
logger.Debug(fmt.Sprintf("Error while unmarshaling transformation rules: %s", err.Error()))
return ResponseT{
Events: []interface{}{},
Success: false,
}
}
rules = append(rules, SystemTransformationRules...)
err = json.Unmarshal([]byte(srcConfig), &srcConfigMap)
if err != nil {
bugsnag.Notify(fmt.Errorf("Error while getting schema for transformation [%s]. Error: %s", srcConfig, err.Error()))
logger.Error(fmt.Sprintf("Error while getting schema for transformation [%s]. Error: %s", srcConfig, err.Error()))
return ResponseT{
Events: []interface{}{},
Success: false,
}
}
srcSchema := integrations.SchemaT{}
srcSchemaStr, ok := srcConfigMap["schema"].(string)
if ok {
err = json.Unmarshal([]byte(srcSchemaStr), &srcSchema)
if err != nil {
bugsnag.Notify(fmt.Errorf("Error while getting schema for transformation [%s]. Error: %s", srcSchemaStr, err.Error()))
logger.Error(fmt.Sprintf("Error while getting schema for transformation [%s]. Error: %s", srcSchemaStr, err.Error()))
return ResponseT{
Events: []interface{}{},
Success: false,
}
}
}
err = json.Unmarshal([]byte(destConfig), &destConfigMap)
if err != nil {
logger.Error(fmt.Sprintf("Error while getting schema for transformation [%s]. Error: %s", destConfig, err.Error()))
return ResponseT{
Events: []interface{}{},
Success: false,
}
}
destSchema := integrations.SchemaT{}
destSchemaStr, ok := destConfigMap["schema"].(string)
if ok {
err = json.Unmarshal([]byte(destSchemaStr), &destSchema)
if err != nil {
logger.Error(fmt.Sprintf("Error while getting schema for transformation [%s]. Error: %s", destSchemaStr, err.Error()))
return ResponseT{
Events: []interface{}{},
Success: false,
}
}
}
var transformResponse = make([]*transformMessageT, 0)
inputIdx := 0
outputIdx := 0
totalSent := 0
reqQ := trans.requestQ
resQ := trans.responseQ
var toSendData interface{}
for {
//The channel is still live and the last batch has been sent
//Construct the next batch
if reqQ != nil && toSendData == nil {
if batchSize > 0 {
clientBatch := make([]interface{}, 0)
batchCount := 0
for {
if batchCount >= batchSize || inputIdx >= len(clientEvents) {
break
}
clientBatch = append(clientBatch, clientEvents[inputIdx])
batchCount++
inputIdx++
}
toSendData = clientBatch
} else {
toSendData = clientEvents[inputIdx]
inputIdx++
}
}
select {
//In case of batch event, index is the next Index
case reqQ <- &transformMessageT{index: inputIdx, data: toSendData, rules: rules, destConverter: destConverter, destSchema: destSchema, typeMapToDest: typeMapToDest, destSkipWithNoSchema: destSkipWithNoSchema, srcConverter: srcConverter, srcSchema: srcSchema, typeMapToSrc: typeMapToSrc, srcSkipWithNoSchema: srcSkipWithNoSchema}:
totalSent++
toSendData = nil
if inputIdx == len(clientEvents) {
reqQ = nil
}
case data := <-resQ:
transformResponse = append(transformResponse, data)
outputIdx++
//If all was sent and all was received we are done
if reqQ == nil && outputIdx == totalSent {
resQ = nil
}
}
if reqQ == nil && reqQ != nil && len(reqQ) == 0 {
break
}
if reqQ == nil && resQ == nil {
break
}
}
logger.Info(fmt.Sprintf("Sort events"))
//Sort the responses in the same order as input
sort.Slice(transformResponse, func(i, j int) bool {
return transformResponse[i].index < transformResponse[j].index
})
outClientEvents := make([]interface{}, 0)
for _, resp := range transformResponse {
if resp.data == nil {
continue
}
outClientEvents = append(outClientEvents, resp.data)
}
return ResponseT{
Events: outClientEvents,
Success: true,
}
}
func (trans *transformerHandleT) Setup() {
trans.requestQ = make(chan *transformMessageT, 100)
trans.responseQ = make(chan *transformMessageT, 100)
for i := 0; i < 5; i++ {
logger.Info(fmt.Sprintf("Starting transformer worker", i))
go trans.transformWorker()
}
}