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lambda.go
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package corral
import (
"context"
"encoding/json"
"fmt"
"os"
"runtime/debug"
"strconv"
"sync/atomic"
"time"
log "github.com/sirupsen/logrus"
"github.com/spf13/viper"
"github.com/bcongdon/corral/internal/pkg/corfs"
"github.com/bcongdon/corral/internal/pkg/coriam"
"github.com/bcongdon/corral/internal/pkg/corlambda"
)
var (
lambdaDriver *Driver
)
// corralRoleName is the name to use when deploying an IAM role
const corralRoleName = "CorralExecutionRole"
// runningInLambda infers if the program is running in AWS lambda via inspection of the environment
func runningInLambda() bool {
expectedEnvVars := []string{"LAMBDA_TASK_ROOT", "AWS_EXECUTION_ENV", "LAMBDA_RUNTIME_DIR"}
for _, envVar := range expectedEnvVars {
if os.Getenv(envVar) == "" {
return false
}
}
return true
}
func prepareResult(job *Job, task task, functionStartTime time.Time, lengths []int) string {
var bytesRead int
var bytesWritten int
if task.Phase == MapPhase {
bytesRead = int(job.mapBytesRead)
bytesWritten = int(job.mapBytesWritten)
} else if task.Phase == ReducePhase {
bytesRead = int(job.reduceBytesRead)
bytesWritten = int(job.reduceBytesWritten)
} else if task.Phase == MergePhase {
bytesRead = int(job.mergeBytesRead)
bytesWritten = int(job.mergeBytesWritten)
} else if task.Phase == CombinePhase {
bytesRead = int(job.combineBytesRead)
bytesWritten = int(job.combineBytesWritten)
}
result := taskResult{
BytesRead: bytesRead,
BytesWritten: bytesWritten,
RunningTime: time.Now().Sub(functionStartTime).Milliseconds(),
Lengths: nil, // lengths
}
payload, _ := json.Marshal(result)
return string(payload)
}
func handleRequest(ctx context.Context, task task) (string, error) {
// Precaution to avoid running out of memory for reused Lambdas
functionStartTime := time.Now()
fmt.Printf("[handleRequest] receive task %v, binID: %v, taskID: %v\n", task.Phase, task.BinID, task.TaskID)
debug.FreeOSMemory()
// Setup current job
fs := corfs.InitFilesystem(task.FileSystemType)
currentJob := lambdaDriver.jobs[task.JobNumber]
currentJob.fileSystem = fs
currentJob.intermediateBins = task.IntermediateBins
currentJob.outputPath = task.WorkingLocation
currentJob.config.Cleanup = task.Cleanup
// Need to reset job counters in case this is a reused lambda
currentJob.mapBytesRead = 0
currentJob.mapBytesWritten = 0
currentJob.reduceBytesRead = 0
currentJob.reduceBytesWritten = 0
currentJob.mergeBytesRead = 0
currentJob.mergeBytesWritten = 0
currentJob.combineBytesRead = 0
currentJob.combineBytesWritten = 0
currentJob.config.NumReduce = task.NumReduce
if task.Phase == MapPhase {
lengths, err := currentJob.runMapper(task.BinID, task.Splits)
return prepareResult(currentJob, task, functionStartTime, lengths), err
} else if task.Phase == ReducePhase {
err := currentJob.runReducer(task.BinID)
return prepareResult(currentJob, task, functionStartTime, nil), err
} else if task.Phase == MergePhase {
err := currentJob.runMerger(task.TaskID, task.StartFileID, task.EndFileID)
return prepareResult(currentJob, task, functionStartTime, nil), err
} else if task.Phase == CombinePhase {
err := currentJob.runCombiner(task.CombineOutputFilePath, task.NeedToCombinedFiles)
return prepareResult(currentJob, task, functionStartTime, nil), err
}
return "", fmt.Errorf("Unknown phase: %d", task.Phase)
}
type LambdaExecutor struct {
*corlambda.LambdaClient
*coriam.IAMClient
FunctionName string
}
func (l *LambdaExecutor) RunMerge(job *Job, jobNumber int, taskID int, startFileID int, endFileID int) error {
mergeTask := task{
JobNumber: jobNumber,
Phase: MergePhase,
FileSystemType: corfs.S3,
WorkingLocation: job.outputPath,
TaskID: taskID,
StartFileID: startFileID,
EndFileID: endFileID,
NumReduce: job.config.NumReduce,
}
payload, err := json.Marshal(mergeTask)
if err != nil {
return err
}
resultPayload, err := l.Invoke(l.FunctionName, payload)
taskResult := loadTaskResult(resultPayload)
atomic.AddInt64(&job.mergeBytesRead, int64(taskResult.BytesRead))
atomic.AddInt64(&job.mergeBytesWritten, int64(taskResult.BytesWritten))
if taskResult.RunningTime > 0 {
atomic.AddInt64(&job.cloudFuncRunningTime, taskResult.RunningTime)
}
return err
}
func NewLambdaExecutor(functionName string) *LambdaExecutor {
return &LambdaExecutor{
LambdaClient: corlambda.NewLambdaClient(),
IAMClient: coriam.NewIAMClient(),
FunctionName: functionName,
}
}
func loadTaskResult(payload []byte) taskResult {
// Unescape JSON string
payloadStr, _ := strconv.Unquote(string(payload))
var result taskResult
err := json.Unmarshal([]byte(payloadStr), &result)
if err != nil {
log.Errorf("%s", err)
}
return result
}
func (l *LambdaExecutor) RunMapper(job *Job, jobNumber int, binID uint, inputSplits []inputSplit) error {
mapTask := task{
JobNumber: jobNumber,
Phase: MapPhase,
BinID: binID,
Splits: inputSplits,
IntermediateBins: job.intermediateBins,
FileSystemType: corfs.S3,
WorkingLocation: job.outputPath,
}
payload, err := json.Marshal(mapTask)
if err != nil {
return err
}
resultPayload, err := l.Invoke(l.FunctionName, payload)
taskResult := loadTaskResult(resultPayload)
atomic.AddInt64(&job.mapBytesRead, int64(taskResult.BytesRead))
atomic.AddInt64(&job.mapBytesWritten, int64(taskResult.BytesWritten))
atomic.AddInt64(&job.cloudFuncRunningTime, taskResult.RunningTime)
//if shuffleEmitterType == "SingleFile" {
// if taskResult.Lengths == nil || len(taskResult.Lengths) != job.config.NumReduce {
// return errors.New("Error occur in write lengths to index file to local")
// }
// emitter := newSingleFileMapperEmitter(job.intermediateBins, binID, viper.GetString("localout"), &corfs.LocalFileSystem{})
// err := emitter.writeToIndexFile(taskResult.Lengths)
// if err != nil {
// return err
// }
//}
return err
}
func (l *LambdaExecutor) RunReducer(job *Job, jobNumber int, binID uint) error {
reduceTask := task{
JobNumber: jobNumber,
Phase: ReducePhase,
BinID: binID,
FileSystemType: corfs.S3,
WorkingLocation: job.outputPath,
Cleanup: job.config.Cleanup,
NumReduce: job.config.NumReduce,
}
payload, err := json.Marshal(reduceTask)
if err != nil {
return err
}
resultPayload, err := l.Invoke(l.FunctionName, payload)
taskResult := loadTaskResult(resultPayload)
atomic.AddInt64(&job.reduceBytesRead, int64(taskResult.BytesRead))
atomic.AddInt64(&job.reduceBytesWritten, int64(taskResult.BytesWritten))
atomic.AddInt64(&job.cloudFuncRunningTime, taskResult.RunningTime)
return err
}
func (l *LambdaExecutor) RunCombiner(job *Job, jobNumber int, outputPath string, files []string) error {
reduceTask := task{
JobNumber: jobNumber,
Phase: CombinePhase,
FileSystemType: corfs.S3,
WorkingLocation: job.outputPath,
Cleanup: job.config.Cleanup,
NumReduce: job.config.NumReduce,
CombineOutputFilePath: outputPath,
NeedToCombinedFiles: files,
}
payload, err := json.Marshal(reduceTask)
if err != nil {
return err
}
resultPayload, err := l.Invoke(l.FunctionName, payload)
taskResult := loadTaskResult(resultPayload)
atomic.AddInt64(&job.combineBytesRead, int64(taskResult.BytesRead))
atomic.AddInt64(&job.combineBytesWritten, int64(taskResult.BytesWritten))
atomic.AddInt64(&job.cloudFuncRunningTime, taskResult.RunningTime)
return err
}
func (l *LambdaExecutor) Deploy() {
var roleARN string
var err error
if viper.GetBool("lambdaManageRole") {
roleARN, err = l.DeployPermissions(corralRoleName)
if err != nil {
panic(err)
}
} else {
roleARN = viper.GetString("lambdaRoleARN")
}
config := &corlambda.FunctionConfig{
Name: l.FunctionName,
RoleARN: roleARN,
Timeout: viper.GetInt64("lambdaTimeout"),
MemorySize: viper.GetInt64("lambdaMemory"),
}
err = l.DeployFunction(config)
if err != nil {
panic(err)
}
}
func (l *LambdaExecutor) Undeploy() {
log.Info("Undeploying function")
err := l.LambdaClient.DeleteFunction(l.FunctionName)
if err != nil {
log.Errorf("Error when undeploying function: %s", err)
}
log.Info("Undeploying IAM Permissions")
err = l.IAMClient.DeletePermissions(corralRoleName)
if err != nil {
log.Errorf("Error when undeploying IAM permissions: %s", err)
}
}