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counter.go
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counter.go
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package kinesisdatacounter
import (
"bytes"
"context"
"encoding/base64"
"encoding/hex"
"encoding/json"
"fmt"
"hash"
"io"
"log"
"strings"
"sync"
"time"
"github.com/aead/siphash"
"github.com/aws/aws-lambda-go/events"
"github.com/aws/aws-sdk-go-v2/aws"
"github.com/aws/aws-sdk-go-v2/config"
"github.com/aws/aws-sdk-go-v2/service/firehose"
firehosetypes "github.com/aws/aws-sdk-go-v2/service/firehose/types"
"github.com/aws/aws-sdk-go-v2/service/kinesis"
"github.com/clarkduvall/hyperloglog"
"github.com/mashiike/evaluator"
"golang.org/x/sync/errgroup"
)
type KinesisClient interface {
GetRecords(ctx context.Context, params *kinesis.GetRecordsInput, optFns ...func(*kinesis.Options)) (*kinesis.GetRecordsOutput, error)
GetShardIterator(ctx context.Context, params *kinesis.GetShardIteratorInput, optFns ...func(*kinesis.Options)) (*kinesis.GetShardIteratorOutput, error)
DescribeStream(ctx context.Context, params *kinesis.DescribeStreamInput, optFns ...func(*kinesis.Options)) (*kinesis.DescribeStreamOutput, error)
PutRecord(ctx context.Context, params *kinesis.PutRecordInput, optFns ...func(*kinesis.Options)) (*kinesis.PutRecordOutput, error)
}
type FirehoseClient interface {
PutRecord(ctx context.Context, params *firehose.PutRecordInput, optFns ...func(*firehose.Options)) (*firehose.PutRecordOutput, error)
}
type App struct {
cfg *Config
kinesisClient KinesisClient
firehoseClient FirehoseClient
output io.Writer
version string
aggregateChannel chan IntermediateRecord
ignorePutRecord bool
}
func (app *App) SetOutput(w io.Writer) {
app.output = w
}
func (app *App) SetVersion(version string) {
app.version = version
}
func (app *App) SetIgnorePutRecord(f bool) {
app.ignorePutRecord = f
}
func New(cfg *Config) (*App, error) {
awsCfg, err := config.LoadDefaultConfig(context.Background())
if err != nil {
return nil, err
}
return NewWithClient(cfg, kinesis.NewFromConfig(awsCfg), firehose.NewFromConfig(awsCfg)), nil
}
func NewWithClient(cfg *Config, kinesisClient KinesisClient, firehoseClient FirehoseClient) *App {
return &App{
cfg: cfg,
kinesisClient: kinesisClient,
firehoseClient: firehoseClient,
}
}
type CounterState struct {
CounterType CounterType `json:"counter_type"`
RowCount int64 `json:"row_count,omitempty"`
Base64HLLPP string `json:"base64_hllpp,omitempty"`
}
type CounterStates map[string]map[string]*CounterState
type KinesisTimeWindow struct {
Start time.Time `json:"start"`
End time.Time `json:"end"`
}
func (w *KinesisTimeWindow) String() string {
if w == nil {
return "[now window]"
}
return fmt.Sprintf("%s ~ %s", w.Start, w.End)
}
type KinesisTimeWindowEvent struct {
Records []events.KinesisEventRecord `json:"Records"`
Window *KinesisTimeWindow `json:"window"`
State CounterStates `json:"state"`
ShardID string `json:"shardId"`
EventSourceArn string `json:"eventSourceARN"`
IsFinalInvokeForWindow bool `json:"isFinalInvokeForWindow"`
IsWindowTerminatedEarly bool `json:"isWindowTerminatedEarly"`
}
type BatchItemFailure struct {
ItemIdentifier string `json:"itemIdentifier"`
}
type TimeWindowEventResponse struct {
mu sync.Mutex
State CounterStates `json:"state"`
BatchItemFailures []BatchItemFailure `json:"batchItemFailures"`
}
func newTimeWindowEventResponse() *TimeWindowEventResponse {
return &TimeWindowEventResponse{
State: make(CounterStates),
BatchItemFailures: nil,
}
}
func (s CounterStates) MergeInto(other CounterStates) {
for id, state := range other {
s[id] = state
}
}
func (resp *TimeWindowEventResponse) MergeInto(other *TimeWindowEventResponse) {
resp.mu.Lock()
defer resp.mu.Unlock()
resp.State.MergeInto(other.State)
if other.BatchItemFailures != nil {
resp.AddBatchItemFailures(other.BatchItemFailures...)
}
}
func (resp *TimeWindowEventResponse) AddBatchItemFailures(items ...BatchItemFailure) {
resp.mu.Lock()
defer resp.mu.Unlock()
if len(items) > 0 {
if len(resp.BatchItemFailures) == 0 {
resp.BatchItemFailures = append([]BatchItemFailure{}, items...)
} else {
resp.BatchItemFailures = append(resp.BatchItemFailures, items...)
}
}
}
func (app *App) Handler(ctx context.Context, event *KinesisTimeWindowEvent) (*TimeWindowEventResponse, error) {
log.Printf("[info] start handler event_source_arn=%s shard_id=%s", event.EventSourceArn, event.ShardID)
resp, err := app.handler(ctx, event)
if err != nil {
log.Printf("[error] lambda function return: %s", err)
return nil, err
}
log.Printf("[info] end handler event_source_arn=%s shard_id=%s batch_items_failures=%d", event.EventSourceArn, event.ShardID, len(resp.BatchItemFailures))
return resp, nil
}
func (app *App) handler(ctx context.Context, event *KinesisTimeWindowEvent) (*TimeWindowEventResponse, error) {
var err error
log.Printf("[debug] start deaggregate")
event.Records, err = app.deaggregate(ctx, event.Records)
if err != nil {
log.Printf("[debug] failed deaggregate: %s", err)
return nil, err
}
log.Printf("[debug] end deaggregate")
resp := newTimeWindowEventResponse()
eg, egctx := errgroup.WithContext(ctx)
for _, c := range app.cfg.Counters {
counter := c
if counter.InputStreamARN.Match(event.EventSourceArn) {
log.Printf("[info] match counter=%s source=%s", counter.ID, event.EventSourceArn)
eg.Go(func() error {
counterResp, err := app.process(egctx, counter, event)
if err != nil {
return err
}
resp.MergeInto(counterResp)
return nil
})
}
if counter.AggregateStreamArn != nil {
if counter.AggregateStreamArn.Match(event.EventSourceArn) {
log.Printf("[info] match as aggregate counter=%s source=%s", counter.ID, event.EventSourceArn)
eg.Go(func() error {
counterResp, err := app.aggregateProcess(egctx, counter, event)
if err != nil {
return err
}
resp.MergeInto(counterResp)
return nil
})
}
}
}
if err := eg.Wait(); err != nil {
log.Printf("[debug] eg.Wait: %s", err)
return nil, err
}
return resp, nil
}
const (
precision = 16
)
func (app *App) getState(counter *CounterConfig, event *KinesisTimeWindowEvent) *CounterState {
states, ok := event.State[counter.ID]
if !ok {
states = make(map[string]*CounterState, 1)
}
state, ok := states[event.ShardID]
if !ok {
state = &CounterState{
CounterType: counter.CounterType,
}
}
return state
}
func (app *App) setState(counter *CounterConfig, event *KinesisTimeWindowEvent, state *CounterState) map[string]*CounterState {
states, ok := event.State[counter.ID]
if !ok {
states = make(map[string]*CounterState, 1)
}
states[event.ShardID] = state
return states
}
func (app *App) process(ctx context.Context, counter *CounterConfig, event *KinesisTimeWindowEvent) (*TimeWindowEventResponse, error) {
if event.IsWindowTerminatedEarly {
log.Println("[warn] state over 1MB, isWindowTerminatedEarly == true")
}
state := app.getState(counter, event)
resp := newTimeWindowEventResponse()
records := make([]map[string]interface{}, 0, len(event.Records))
log.Printf("[info] process %d records window %s", len(event.Records), event.Window)
for _, record := range event.Records {
var v map[string]interface{}
if err := json.Unmarshal(record.Kinesis.Data, &v); err != nil {
log.Printf("[debug] record unmarshal as json failed: sequence_number=%s err=%s", record.Kinesis.SequenceNumber, err)
resp.AddBatchItemFailures(BatchItemFailure{
ItemIdentifier: record.Kinesis.SequenceNumber,
})
continue
}
log.Printf("[debug] record = %#v", v)
records = append(records, v)
}
switch counter.CounterType {
case Count:
log.Println("[debug] start count")
for _, record := range records {
if record == nil {
continue
}
if counter.evaluator != nil {
val, err := counter.evaluator.Eval(evaluator.Variables(record))
if err != nil {
bs, _ := json.Marshal(record)
log.Printf("[warn] eval failed %s, record=%s", err, string(bs))
continue
}
if val == nil {
continue
}
if b, ok := val.(bool); ok && !b {
continue
}
} else if counter.TargetColumn != "*" {
if v, ok := record[counter.TargetColumn]; !ok || v == nil {
continue
}
}
state.RowCount++
}
log.Println("[debug] end count")
case ApproxCountDistinct:
log.Println("[debug] start approx count distinct")
hllpp, err := decodeBase64HLLPP(state.Base64HLLPP)
if err != nil {
return nil, err
}
h, err := newHasher(counter)
if err != nil {
return nil, err
}
for _, record := range records {
if record == nil {
continue
}
var v interface{}
if counter.evaluator != nil {
var err error
v, err = counter.evaluator.Eval(evaluator.Variables(record))
if err != nil {
bs, _ := json.Marshal(record)
log.Printf("[warn] eval failed %s, record=%s", err, string(bs))
continue
}
if v == nil {
continue
}
} else {
var ok bool
v, ok = record[counter.TargetColumn]
if !ok || v == nil {
continue
}
}
bs, err := json.Marshal(v)
if err != nil {
return nil, fmt.Errorf("can not marshal %#v", v)
}
h.Reset()
h.Write(bs)
hllpp.Add(h)
}
state.Base64HLLPP, err = encodeBase64HLLPP(hllpp)
if err != nil {
return nil, err
}
log.Println("[debug] end approx count distinct")
default:
log.Printf("[debug] unknown counter_type=%s", counter.CounterType)
return nil, fmt.Errorf("unknown counter_type=%d", counter.CounterType)
}
if counter.AggregateStreamArn != nil || app.aggregateChannel != nil {
log.Printf("[debug] put intermediate record counter=%s", counter.ID)
if err := app.putIntermediateRecord(ctx, counter, state, event); err != nil {
return nil, err
}
return resp, nil
}
resp.State[counter.ID] = app.setState(counter, event, state)
if event.IsFinalInvokeForWindow {
log.Printf("[debug] final invoke counter=%s", counter.ID)
if err := app.putStateRecord(ctx, counter, state, event); err != nil {
return nil, err
}
}
return resp, nil
}
func (app *App) aggregateProcess(ctx context.Context, counter *CounterConfig, event *KinesisTimeWindowEvent) (*TimeWindowEventResponse, error) {
if event.IsWindowTerminatedEarly {
log.Println("[warn] state over 1MB, isWindowTerminatedEarly == true")
}
state := app.getState(counter, event)
resp := newTimeWindowEventResponse()
records := make([]*IntermediateRecord, 0, len(event.Records))
log.Printf("[info] aggregate process %d records window %s", len(event.Records), event.Window)
for _, record := range event.Records {
var v IntermediateRecord
if err := json.Unmarshal(record.Kinesis.Data, &v); err != nil {
log.Printf("[debug] record unmarshal as json failed: sequence_number=%s err=%s", record.Kinesis.SequenceNumber, err)
resp.AddBatchItemFailures(BatchItemFailure{
ItemIdentifier: record.Kinesis.SequenceNumber,
})
continue
}
if v.CounterID == counter.ID && v.CounterType == counter.CounterType {
if err := app.cfg.ValidateVersion(v.CounterVersion); err != nil {
log.Printf("[warn] validate viersion failed, maybe intermediate producer and this app version mismatch: %s", err)
}
records = append(records, &v)
}
}
switch counter.CounterType {
case Count:
for _, record := range records {
if record == nil {
continue
}
state.RowCount += record.State.RowCount
}
case ApproxCountDistinct:
hllpp, err := decodeBase64HLLPP(state.Base64HLLPP)
if err != nil {
return nil, err
}
for _, record := range records {
otherHLLPP, err := decodeBase64HLLPP(record.State.Base64HLLPP)
if err != nil {
log.Printf("[warn] record HLLPP decode failed this record skip: %s", err)
continue
}
if err := hllpp.Merge(otherHLLPP); err != nil {
log.Printf("[warn] record HLLPP merge failed this record skip: %s", err)
continue
}
}
state.Base64HLLPP, err = encodeBase64HLLPP(hllpp)
if err != nil {
return nil, err
}
default:
log.Printf("[debug] final invoke counter=%s", counter.ID)
return nil, fmt.Errorf("unknown counter_type=%d", counter.CounterType)
}
resp.State[counter.ID] = app.setState(counter, event, state)
if event.IsFinalInvokeForWindow {
log.Printf("[debug] final invoke in aggregate counter=%s", counter.ID)
if err := app.putStateRecord(ctx, counter, state, event); err != nil {
return nil, err
}
}
return resp, nil
}
func (app *App) putStateRecord(ctx context.Context, counter *CounterConfig, state *CounterState, event *KinesisTimeWindowEvent) error {
log.Printf("[debug] put state record window %s", event.Window)
v := map[string]interface{}{
"event_source_arn": event.EventSourceArn,
"window_start": event.Window.Start.UnixMilli(),
"window_end": event.Window.End.UnixMilli(),
"counter_id": counter.ID,
"counter_type": counter.CounterType.String(),
}
if event.ShardID != "" {
v["shard_id"] = event.ShardID
}
switch counter.CounterType {
case Count:
v["value"] = state.RowCount
case ApproxCountDistinct:
hllpp, err := decodeBase64HLLPP(state.Base64HLLPP)
if err != nil {
return err
}
v["value"] = hllpp.Count()
default:
log.Printf("[debug] final invoke counter=%s", counter.ID)
return fmt.Errorf("unknown counter_type=%d", counter.CounterType)
}
if counter.transformer != nil {
log.Printf("[debug] with transformer `%s`", counter.transformer.String())
iter := counter.transformer.RunWithContext(ctx, v)
for {
v, ok := iter.Next()
if !ok {
break
}
if err, ok := v.(error); ok {
return err
}
bs, err := json.Marshal(v)
if err != nil {
log.Printf("[error] failed marshal output record with jq_expr: %s", err)
return err
}
if app.output != nil {
if _, err := app.output.Write(bs); err != nil {
return err
}
io.WriteString(app.output, "\n")
}
if err := app.putRecord(ctx, counter.OutputStreamARN, counter.ID, bs); err != nil {
return err
}
}
return nil
}
log.Println("[debug] without transformer")
bs, err := json.Marshal(v)
if err != nil {
log.Printf("[error] failed marshal output record: %s", err)
return err
}
if app.output != nil {
if _, err := app.output.Write(bs); err != nil {
return err
}
io.WriteString(app.output, "\n")
}
return app.putRecord(ctx, counter.OutputStreamARN, counter.ID, bs)
}
type IntermediateRecord struct {
EventSourceARN string `json:"event_source_arn,omitempty"`
ShardID string `json:"shard_id,omitempty"`
CounterID string `json:"counter_id,omitempty"`
CounterType CounterType `json:"counter_type,omitempty"`
CounterVersion string `json:"counter_version,omitempty"`
Window *KinesisTimeWindow `json:"window,omitempty"`
State *CounterState `json:"counter_state,omitempty"`
}
func (app *App) putIntermediateRecord(ctx context.Context, counter *CounterConfig, state *CounterState, event *KinesisTimeWindowEvent) error {
v := &IntermediateRecord{
EventSourceARN: event.EventSourceArn,
ShardID: event.ShardID,
CounterID: counter.ID,
CounterType: counter.CounterType,
CounterVersion: app.version,
Window: event.Window,
State: state,
}
if app.aggregateChannel != nil {
app.aggregateChannel <- *v
}
bs, err := json.Marshal(v)
if err != nil {
log.Printf("[error] failed marshal intermediate record: %s", err)
return err
}
return app.putRecord(ctx, counter.AggregateStreamArn, counter.ID, bs)
}
func (app *App) putRecord(ctx context.Context, destinationARN *ARN, partitionKey string, data []byte) error {
log.Println("[debug] start put record")
if destinationARN == nil {
log.Printf("[debug] put record arn is not set counter_id=%s", partitionKey)
return nil
}
if app.ignorePutRecord {
log.Println("[debug] ignore put record")
return nil
}
log.Println("[info]", string(data))
switch destinationARN.Service {
case "kinesis":
log.Println("[debug] put record to kinesis data stream")
output, err := app.kinesisClient.PutRecord(ctx, &kinesis.PutRecordInput{
Data: data,
PartitionKey: &partitionKey,
StreamName: aws.String(destinationARN.StreamName()),
})
if err != nil {
log.Printf("[error] failed put record to kinesis data stream: %s", err)
return err
}
log.Printf("[info] put record kinesis data stream=%s sequence_number=%s shard_id=%s", destinationARN.StreamName(), *output.SequenceNumber, *output.ShardId)
case "firehose":
log.Println("[debug] put record to kinesis data firehose")
output, err := app.firehoseClient.PutRecord(ctx, &firehose.PutRecordInput{
DeliveryStreamName: aws.String(destinationARN.StreamName()),
Record: &firehosetypes.Record{
Data: data,
},
})
if err != nil {
log.Printf("[error] failed put record to kinesis data firehose: %s", err)
return err
}
log.Printf("[info] put record firehose delivery stream=%s record_id=%s", destinationARN.StreamName(), *output.RecordId)
default:
log.Printf("[warn] unexpected Service=%s, ARN=%s", destinationARN.Service, destinationARN.String())
}
return nil
}
func decodeBase64HLLPP(str string) (*hyperloglog.HyperLogLogPlus, error) {
if str == "" {
hllpp, err := hyperloglog.NewPlus(precision)
if err != nil {
return nil, fmt.Errorf("init HyperLogLog++: %w", err)
}
return hllpp, nil
} else {
decoder := base64.NewDecoder(base64.StdEncoding, strings.NewReader(str))
bs, err := io.ReadAll(decoder)
if err != nil {
return nil, fmt.Errorf("read state Base64HLLPP: %w", err)
}
hllpp := &hyperloglog.HyperLogLogPlus{}
if err := hllpp.GobDecode(bs); err != nil {
return nil, fmt.Errorf("restore state Base64HLLPP: %w", err)
}
return hllpp, nil
}
}
func encodeBase64HLLPP(hllpp *hyperloglog.HyperLogLogPlus) (string, error) {
if hllpp == nil {
return "", nil
}
bs, err := hllpp.GobEncode()
if err != nil {
return "", fmt.Errorf("gob encode HyperLogLog++: %w", err)
}
var buf bytes.Buffer
encoder := base64.NewEncoder(base64.StdEncoding, &buf)
encoder.Write(bs)
encoder.Close()
return buf.String(), nil
}
func newHasher(cfg *CounterConfig) (hash.Hash64, error) {
var key [16]byte
b, err := hex.DecodeString(cfg.SipHashKeyHex)
if err != nil {
return nil, err
}
copy(key[:], b)
return siphash.New64(key[:])
}