Optimize function latency when cache expired/invalid under high concurrency (#856)
* Optimize router response time by adding update lock In 0.9.2, the router sends multiple GetServiceForFunction requests to executor to get the service URL. However, the response time of executor will increase under high-concurrency situation due to too many requests are waiting for processing. To solve the problem, an update lock was added to the router. All of goroutines belongs to the same function need to grab the update lock before sending the request. Only the first goroutine which gets the update lock is allowed to send request. In this way, we reduce the burden of executor and lower the failure rate.
This commit is contained in:
+185
-110
@@ -29,8 +29,8 @@ import (
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"time"
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"github.com/gorilla/mux"
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"github.com/pkg/errors"
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"github.com/satori/go.uuid"
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log "github.com/sirupsen/logrus"
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metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
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@@ -49,7 +49,19 @@ type tsRoundTripperParams struct {
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timeout time.Duration
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timeoutExponent int
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keepAlive time.Duration
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maxRetries int
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// maxRetires is the max times for RetryingRoundTripper to retry a request.
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// Default maxRetries is 10, which means router will retry for
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// up to 10 times and abort it if still not succeeded.
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maxRetries int
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// svcAddrRetryCount is the max times for RetryingRoundTripper to retry with a specific service address
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// Router sends requests to a specific service address for each function.
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// A service address is considered as an invalid one if amount of non-network
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// errors router received is higher than svcAddrRetryCount. In this situation,
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// remove it from cache and try to get a new one from executor.
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// Default svcAddrRetryCount is 5.
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svcAddrRetryCount int
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}
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type functionHandler struct {
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@@ -64,6 +76,7 @@ type functionHandler struct {
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tsRoundTripperParams *tsRoundTripperParams
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recorderName string
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isDebugEnv bool
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svcAddrUpdateLocks *svcAddrUpdateLocks
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}
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// A layer on top of http.DefaultTransport, with retries.
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@@ -103,8 +116,9 @@ func init() {
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// Earlier, GetServiceForFunction was called inside handler function and fission explicitly set http status code to 500
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// if it returned an error.
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func (roundTripper RetryingRoundTripper) RoundTrip(req *http.Request) (resp *http.Response, err error) {
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var needExecutor, serviceUrlFromExecutor bool
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var serviceUrlFromCache bool
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var serviceUrl *url.URL
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var retryCounter int
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// Set forwarded host header if not exists
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addForwardedHostHeader(req)
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@@ -130,11 +144,13 @@ func (roundTripper RetryingRoundTripper) RoundTrip(req *http.Request) (resp *htt
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}
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}
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fnMeta := roundTripper.funcHandler.function
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// Metrics stuff
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startTime := time.Now()
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funcMetricLabels := &functionLabels{
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namespace: roundTripper.funcHandler.function.Namespace,
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name: roundTripper.funcHandler.function.Name,
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namespace: fnMeta.Namespace,
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name: fnMeta.Name,
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}
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httpMetricLabels := &httpLabels{
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method: req.Method,
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@@ -146,22 +162,150 @@ func (roundTripper RetryingRoundTripper) RoundTrip(req *http.Request) (resp *htt
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// set the timeout for transport context
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transport := http.DefaultTransport.(*http.Transport)
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// Disables caching, Please refer to issue and specifically comment: https://github.com/fission/fission/issues/723#issuecomment-398781995
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transport.DisableKeepAlives = true
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// cache lookup to get serviceUrl
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serviceUrl, err = roundTripper.funcHandler.fmap.lookup(roundTripper.funcHandler.function)
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if err != nil || serviceUrl == nil {
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// cache miss or nil entry in cache
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log.Printf("Setting needExecutor to true for function : %s", roundTripper.funcHandler.function.Name)
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needExecutor = true
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}
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executingTimeout := roundTripper.funcHandler.tsRoundTripperParams.timeout
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for i := 0; i < roundTripper.funcHandler.tsRoundTripperParams.maxRetries-1; i++ {
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if needExecutor {
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log.Printf("Calling getServiceForFunction for function: %s", roundTripper.funcHandler.function.Name)
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// cache lookup to get serviceUrl
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serviceUrl, err = roundTripper.funcHandler.fmap.lookup(fnMeta)
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if err != nil {
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e, ok := err.(fission.Error)
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if (ok && e.Code != fission.ErrorNotFound) || !ok {
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if ok {
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err = errors.Wrap(err, fmt.Sprintf("Error getting function %v;s service entry from cache", fnMeta.Name))
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} else {
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err = errors.Wrap(err, "Unknown error when looking up service entry")
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}
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return nil, err
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}
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} else {
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serviceUrlFromCache = true
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}
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if serviceUrl != nil {
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// modify the request to reflect the service url
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// this service url may have come from the cache lookup or from executor response
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req.URL.Scheme = serviceUrl.Scheme
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req.URL.Host = serviceUrl.Host
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// To keep the function run container simple, it
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// doesn't do any routing. In the future if we have
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// multiple functions per container, we could use the
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// function metadata here.
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// leave the query string intact (req.URL.RawQuery)
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req.URL.Path = "/"
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// Overwrite request host with internal host,
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// or request will be blocked in some situations
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// (e.g. istio-proxy)
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req.Host = serviceUrl.Host
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// over-riding default settings.
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transport.DialContext = (&net.Dialer{
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Timeout: executingTimeout,
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KeepAlive: roundTripper.funcHandler.tsRoundTripperParams.keepAlive,
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}).DialContext
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overhead := time.Since(startTime)
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// tapService before invoking roundTrip for the serviceUrl
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if serviceUrlFromCache {
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go roundTripper.funcHandler.tapService(serviceUrl)
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}
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// forward the request to the function service
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resp, err = transport.RoundTrip(req)
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if err == nil {
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// Track metrics
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httpMetricLabels.code = resp.StatusCode
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funcMetricLabels.cached = serviceUrlFromCache
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functionCallCompleted(funcMetricLabels, httpMetricLabels,
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overhead, time.Since(startTime), resp.ContentLength)
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if len(roundTripper.funcHandler.recorderName) > 0 {
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if roundTripper.funcHandler.httpTrigger != nil {
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trigger := roundTripper.funcHandler.httpTrigger.Metadata.Name
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redis.Record(
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trigger,
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roundTripper.funcHandler.recorderName,
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req.Header.Get("X-Fission-ReqUID"), req, originalUrl, postedBody, resp, fnMeta.Namespace,
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time.Now().UnixNano(),
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)
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} else {
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log.Println("No http trigger attached for recorder: %v", roundTripper.funcHandler.recorderName)
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}
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}
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// return response back to user
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return resp, nil
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}
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// if transport.RoundTrip returns a non-network dial error, then relay it back to user
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if !fission.IsNetworkDialError(err) {
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err = errors.Wrapf(err, "Error sending request to function %v", fnMeta.Name)
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return resp, err
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}
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// dial timeout or dial network errors goes here
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// The reason for request failure may vary from case to case.
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// After some investigation, found most of the failure are due to
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// network timeout or target function is under heavy workload. In
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// such cases, if router keeps trying to get new function service
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// will increase executor burden and cause 502 error.
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//
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// The "retryCounter" was introduced to solve this problem by retrying
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// requests for "limited threshold". Once a request's retryCounter higher
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// than the predefined threshold, reset retryCounter and remove service
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// cache, then retry to get new svc record from executor again.
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if retryCounter < roundTripper.funcHandler.tsRoundTripperParams.svcAddrRetryCount {
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retryCounter++
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executingTimeout = executingTimeout * time.Duration(roundTripper.funcHandler.tsRoundTripperParams.timeoutExponent)
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log.Printf("request to %s errored out. backing off for %v before retrying",
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req.URL.Host, executingTimeout)
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time.Sleep(executingTimeout)
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if serviceUrlFromCache {
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continue
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}
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} else {
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// if transport.RoundTrip returns a network dial error and serviceUrl was from cache,
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// it means, the entry in router cache is stale, so invalidate it.
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log.Printf("request to %s errored out. removing function : %s from router's cache "+
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"and requesting a new service for function",
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req.URL.Host, fnMeta.Name)
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roundTripper.funcHandler.fmap.remove(fnMeta)
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retryCounter = 0
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}
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}
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// break directly if we still fail at the last round
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if i >= roundTripper.funcHandler.tsRoundTripperParams.maxRetries-1 {
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break
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}
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// cache miss or nil entry in cache
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lock, ableToUpdateCache := roundTripper.funcHandler.grabUpdateEntryLock(fnMeta)
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if !ableToUpdateCache {
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// This goroutine wait for update of service map to finish.
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err = lock.Wait()
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if err != nil {
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log.Println(errors.Wrap(err,
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fmt.Sprintf("Error updating service address entry for function %v_%v", fnMeta.Name, fnMeta.Namespace)))
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}
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} else {
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// This goroutine is the first one to grab update lock
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log.Printf("Calling getServiceForFunction for function: %s", fnMeta.Name)
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// send a request to executor to specialize a new pod
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service, err := roundTripper.funcHandler.executor.GetServiceForFunction(
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@@ -169,7 +313,7 @@ func (roundTripper RetryingRoundTripper) RoundTrip(req *http.Request) (resp *htt
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if err != nil {
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statusCode, errMsg := fission.GetHTTPError(err)
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log.Printf("Err from GetServiceForFunction : %v : %v", statusCode, errMsg)
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log.Printf("Err from GetServiceForFunction for function (%v): %v : %v", roundTripper.funcHandler.function, statusCode, errMsg)
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// We might want a specific error code or header for fission failures as opposed to
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// user function bugs.
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@@ -186,118 +330,37 @@ func (roundTripper RetryingRoundTripper) RoundTrip(req *http.Request) (resp *htt
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}, nil
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}
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roundTripper.funcHandler.releaseUpdateEntryLock(fnMeta)
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return nil, err
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}
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// parse the address into url
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serviceUrl, err = url.Parse(fmt.Sprintf("http://%v", service))
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if err != nil {
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log.Printf("Error parsing service url (%v): %v", serviceUrl, err)
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roundTripper.funcHandler.releaseUpdateEntryLock(fnMeta)
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return nil, err
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}
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// add the address in router's cache
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log.Printf("assigning serviceUrl : %s for function : %s", serviceUrl, roundTripper.funcHandler.function.Name)
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log.Printf("Assigning serviceUrl : %s for function : %s", serviceUrl, roundTripper.funcHandler.function.Name)
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roundTripper.funcHandler.fmap.assign(roundTripper.funcHandler.function, serviceUrl)
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// flag denotes that service was not obtained from cache, instead, created just now by executor
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serviceUrlFromExecutor = true
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}
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serviceUrlFromCache = false
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// modify the request to reflect the service url
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// this service url may have come from the cache lookup or from executor response
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req.URL.Scheme = serviceUrl.Scheme
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req.URL.Host = serviceUrl.Host
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// To keep the function run container simple, it
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// doesn't do any routing. In the future if we have
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// multiple functions per container, we could use the
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// function metadata here.
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// leave the query string intact (req.URL.RawQuery)
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req.URL.Path = "/"
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// Overwrite request host with internal host,
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// or request will be blocked in some situations
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// (e.g. istio-proxy)
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req.Host = serviceUrl.Host
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// over-riding default settings.
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transport.DialContext = (&net.Dialer{
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Timeout: executingTimeout,
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KeepAlive: roundTripper.funcHandler.tsRoundTripperParams.keepAlive,
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}).DialContext
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overhead := time.Since(startTime)
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// tapService before invoking roundTrip for the serviceUrl
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if !serviceUrlFromExecutor {
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go roundTripper.funcHandler.tapService(serviceUrl)
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}
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// forward the request to the function service
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resp, err = transport.RoundTrip(req)
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if err == nil {
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// Track metrics
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httpMetricLabels.code = resp.StatusCode
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funcMetricLabels.cached = !serviceUrlFromExecutor
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functionCallCompleted(funcMetricLabels, httpMetricLabels,
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overhead, time.Since(startTime), resp.ContentLength)
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// if transport.RoundTrip succeeds and it was a cached entry, then tapService
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if !serviceUrlFromExecutor {
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go roundTripper.funcHandler.tapService(serviceUrl)
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}
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trigger := ""
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if roundTripper.funcHandler.httpTrigger != nil {
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trigger = roundTripper.funcHandler.httpTrigger.Metadata.Name
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} else {
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log.Println("No trigger attached.") // Wording?
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}
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if len(roundTripper.funcHandler.recorderName) > 0 {
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redis.Record(
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trigger,
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roundTripper.funcHandler.recorderName,
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req.Header.Get("X-Fission-ReqUID"), req, originalUrl, postedBody, resp, roundTripper.funcHandler.function.Namespace,
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time.Now().UnixNano(),
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)
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}
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// return response back to user
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return resp, nil
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}
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// if transport.RoundTrip returns a non-network dial error, then relay it back to user
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if !fission.IsNetworkDialError(err) {
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return resp, err
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}
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// means its a newly created service and it returned a network dial error.
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// just retry after backing off for timeout period.
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if serviceUrlFromExecutor {
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log.Printf("request to %s errored out. backing off for %v before retrying",
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req.URL.Host, executingTimeout)
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executingTimeout = executingTimeout * time.Duration(roundTripper.funcHandler.tsRoundTripperParams.timeoutExponent)
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time.Sleep(executingTimeout)
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needExecutor = false
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continue
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} else {
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// if transport.RoundTrip returns a network dial error and serviceUrl was from cache,
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// it means, the entry in router cache is stale, so invalidate it.
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// also set needExecutor to true so a new service can be requested for function.
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log.Printf("request to %s errored out. removing function : %s from router's cache "+
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"and requesting a new service for function",
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req.URL.Host, roundTripper.funcHandler.function.Name)
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roundTripper.funcHandler.fmap.remove(roundTripper.funcHandler.function)
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needExecutor = true
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roundTripper.funcHandler.releaseUpdateEntryLock(fnMeta)
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}
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}
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// finally, one more retry with the default timeout
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return http.DefaultTransport.RoundTrip(req)
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resp, err = http.DefaultTransport.RoundTrip(req)
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if err != nil {
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log.Printf("Error getting response from function %v: %v",
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fnMeta.Name, err)
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}
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return resp, err
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}
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func (fh *functionHandler) tapService(serviceUrl *url.URL) {
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@@ -429,3 +492,15 @@ func addForwardedHostHeader(req *http.Request) {
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req.Header.Set(FORWARDED, host)
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req.Header.Set(X_FORWARDED_HOST, req.Host)
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}
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// grabUpdateEntryLock helps goroutine to grab update lock for updating function service cache.
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// If the update lock exists, return old svcAddrUpdateLock.
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func (fh *functionHandler) grabUpdateEntryLock(fnMeta *metav1.ObjectMeta) (lock *svcAddrUpdateLock, ableToUpdateCache bool) {
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return fh.svcAddrUpdateLocks.Get(fnMeta)
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}
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// releaseUpdateEntryLock release update lock so that other goroutines can take over the responsibility
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// of updating the service map.
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func (fh *functionHandler) releaseUpdateEntryLock(fnMeta *metav1.ObjectMeta) {
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fh.svcAddrUpdateLocks.Delete(fnMeta)
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}
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Reference in New Issue
Block a user