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profiler.go
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profiler.go
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// Copyright 2017 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// Package profiler is a client for the Stackdriver Profiler service.
//
// This package is still experimental and subject to change.
//
// Usage example:
//
// import "cloud.google.com/go/profiler"
// ...
// if err := profiler.Start(profiler.Config{Service: "my-service"}); err != nil {
// // TODO: Handle error.
// }
//
// Calling Start will start a goroutine to collect profiles and upload to
// the profiler server, at the rhythm specified by the server.
//
// The caller must provide the service string in the config, and may provide
// other information as well. See Config for details.
//
// Profiler has CPU, heap and goroutine profiling enabled by default. Mutex
// profiling can be enabled in the config. Note that goroutine and mutex
// profiles are shown as "threads" and "contention" profiles in the profiler
// UI.
package profiler
import (
"bytes"
"errors"
"fmt"
"log"
"os"
"runtime"
"runtime/pprof"
"sync"
"time"
gcemd "cloud.google.com/go/compute/metadata"
"cloud.google.com/go/internal/version"
"github.com/golang/protobuf/proto"
"github.com/golang/protobuf/ptypes"
"github.com/google/pprof/profile"
gax "github.com/googleapis/gax-go"
"golang.org/x/net/context"
"google.golang.org/api/option"
gtransport "google.golang.org/api/transport/grpc"
pb "google.golang.org/genproto/googleapis/devtools/cloudprofiler/v2"
edpb "google.golang.org/genproto/googleapis/rpc/errdetails"
"google.golang.org/grpc"
"google.golang.org/grpc/codes"
grpcmd "google.golang.org/grpc/metadata"
"google.golang.org/grpc/status"
)
var (
config Config
startOnce sync.Once
mutexEnabled bool
// The functions below are stubbed to be overrideable for testing.
getProjectID = gcemd.ProjectID
getInstanceName = gcemd.InstanceName
getZone = gcemd.Zone
startCPUProfile = pprof.StartCPUProfile
stopCPUProfile = pprof.StopCPUProfile
writeHeapProfile = pprof.WriteHeapProfile
sleep = gax.Sleep
dialGRPC = gtransport.Dial
onGCE = gcemd.OnGCE
)
const (
apiAddress = "cloudprofiler.googleapis.com:443"
xGoogAPIMetadata = "x-goog-api-client"
zoneNameLabel = "zone"
versionLabel = "version"
languageLabel = "language"
instanceLabel = "instance"
scope = "https://www.googleapis.com/auth/monitoring.write"
initialBackoff = time.Minute
// Ensure the agent will recover within 1 hour.
maxBackoff = time.Hour
backoffMultiplier = 1.3 // Backoff envelope increases by this factor on each retry.
retryInfoMetadata = "google.rpc.retryinfo-bin"
)
// Config is the profiler configuration.
type Config struct {
// Service must be provided to start the profiler. It specifies the name of
// the service under which the profiled data will be recorded and exposed at
// the Profiler UI for the project. You can specify an arbitrary string, but
// see Deployment.target at
// https://github.com/googleapis/googleapis/blob/master/google/devtools/cloudprofiler/v2/profiler.proto
// for restrictions. If the parameter is not set, the agent will probe
// GAE_SERVICE environment variable which is present in Google App Engine
// environment.
// NOTE: The string should be the same across different replicas of
// your service so that the globally constant profiling rate is
// maintained. Do not put things like PID or unique pod ID in the name.
Service string
// ServiceVersion is an optional field specifying the version of the
// service. It can be an arbitrary string. Profiler profiles
// once per minute for each version of each service in each zone.
// ServiceVersion defaults to GAE_VERSION environment variable if that is
// set, or to empty string otherwise.
ServiceVersion string
// DebugLogging enables detailed debug logging from profiler. It
// defaults to false.
DebugLogging bool
// MutexProfiling enables mutex profiling. It defaults to false.
// Note that mutex profiling is not supported by Go versions older
// than Go 1.8.
MutexProfiling bool
// When true, collecting the allocation profiles is disabled.
NoAllocProfiling bool
// AllocForceGC forces garbage collection before the collection of each heap
// profile collected to produce the allocation profile. This increases the
// accuracy of allocation profiling. It defaults to false.
AllocForceGC bool
// When true, collecting the heap profiles is disabled.
NoHeapProfiling bool
// When true, collecting the goroutine profiles is disabled.
NoGoroutineProfiling bool
// ProjectID is the Cloud Console project ID to use instead of the one set by
// GOOGLE_CLOUD_PROJECT environment variable or read from the VM metadata
// server.
//
// Set this if you are running the agent in your local environment
// or anywhere else outside of Google Cloud Platform.
ProjectID string
// APIAddr is the HTTP endpoint to use to connect to the profiler
// agent API. Defaults to the production environment, overridable
// for testing.
APIAddr string
instance string
zone string
}
// startError represents the error occurred during the
// initializating and starting of the agent.
var startError error
// Start starts a goroutine to collect and upload profiles. The
// caller must provide the service string in the config. See
// Config for details. Start should only be called once. Any
// additional calls will be ignored.
func Start(cfg Config, options ...option.ClientOption) error {
startOnce.Do(func() {
startError = start(cfg, options...)
})
return startError
}
func start(cfg Config, options ...option.ClientOption) error {
if err := initializeConfig(cfg); err != nil {
debugLog("failed to initialize config: %v", err)
return err
}
if config.MutexProfiling {
if mutexEnabled = enableMutexProfiling(); !mutexEnabled {
return fmt.Errorf("mutex profiling is not supported by %s, requires Go 1.8 or later", runtime.Version())
}
}
ctx := context.Background()
opts := []option.ClientOption{
option.WithEndpoint(config.APIAddr),
option.WithScopes(scope),
}
opts = append(opts, options...)
conn, err := dialGRPC(ctx, opts...)
if err != nil {
debugLog("failed to dial GRPC: %v", err)
return err
}
a := initializeAgent(pb.NewProfilerServiceClient(conn))
go pollProfilerService(withXGoogHeader(ctx), a)
return nil
}
func debugLog(format string, e ...interface{}) {
if config.DebugLogging {
log.Printf(format, e...)
}
}
// agent polls the profiler server for instructions on behalf of a task,
// and collects and uploads profiles as requested.
type agent struct {
client pb.ProfilerServiceClient
deployment *pb.Deployment
profileLabels map[string]string
profileTypes []pb.ProfileType
}
// abortedBackoffDuration retrieves the retry duration from gRPC trailing
// metadata, which is set by the profiler server.
func abortedBackoffDuration(md grpcmd.MD) (time.Duration, error) {
elem := md[retryInfoMetadata]
if len(elem) <= 0 {
return 0, errors.New("no retry info")
}
var retryInfo edpb.RetryInfo
if err := proto.Unmarshal([]byte(elem[0]), &retryInfo); err != nil {
return 0, err
} else if time, err := ptypes.Duration(retryInfo.RetryDelay); err != nil {
return 0, err
} else {
if time < 0 {
return 0, errors.New("negative retry duration")
}
return time, nil
}
}
type retryer struct {
backoff gax.Backoff
md grpcmd.MD
}
func (r *retryer) Retry(err error) (time.Duration, bool) {
st, _ := status.FromError(err)
if st != nil && st.Code() == codes.Aborted {
dur, err := abortedBackoffDuration(r.md)
if err == nil {
return dur, true
}
debugLog("failed to get backoff duration: %v", err)
}
return r.backoff.Pause(), true
}
// createProfile talks to the profiler server to create profile. In
// case of error, the goroutine will sleep and retry. Sleep duration may
// be specified by the server. Otherwise it will be an exponentially
// increasing value, bounded by maxBackoff.
func (a *agent) createProfile(ctx context.Context) *pb.Profile {
req := pb.CreateProfileRequest{
Deployment: a.deployment,
ProfileType: a.profileTypes,
}
var p *pb.Profile
md := grpcmd.New(map[string]string{})
gax.Invoke(ctx, func(ctx context.Context, settings gax.CallSettings) error {
var err error
p, err = a.client.CreateProfile(ctx, &req, grpc.Trailer(&md))
if err != nil {
debugLog("failed to create a profile, will retry: %v", err)
}
return err
}, gax.WithRetry(func() gax.Retryer {
return &retryer{
backoff: gax.Backoff{
Initial: initialBackoff,
Max: maxBackoff,
Multiplier: backoffMultiplier,
},
md: md,
}
}))
debugLog("successfully created profile %v", p.GetProfileType())
return p
}
func (a *agent) profileAndUpload(ctx context.Context, p *pb.Profile) {
var prof bytes.Buffer
pt := p.GetProfileType()
switch pt {
case pb.ProfileType_CPU:
duration, err := ptypes.Duration(p.Duration)
if err != nil {
debugLog("failed to get profile duration for CPU profile: %v", err)
return
}
if err := startCPUProfile(&prof); err != nil {
debugLog("failed to start CPU profile: %v", err)
return
}
sleep(ctx, duration)
stopCPUProfile()
case pb.ProfileType_HEAP:
if err := heapProfile(&prof); err != nil {
debugLog("failed to write heap profile: %v", err)
return
}
case pb.ProfileType_HEAP_ALLOC:
duration, err := ptypes.Duration(p.Duration)
if err != nil {
debugLog("failed to get profile duration for allocation profile: %v", err)
return
}
if err := deltaAllocProfile(ctx, duration, config.AllocForceGC, &prof); err != nil {
debugLog("failed to collect allocation profile: %v", err)
return
}
case pb.ProfileType_THREADS:
if err := pprof.Lookup("goroutine").WriteTo(&prof, 0); err != nil {
debugLog("failed to collect goroutine profile: %v", err)
return
}
case pb.ProfileType_CONTENTION:
duration, err := ptypes.Duration(p.Duration)
if err != nil {
debugLog("failed to get profile duration: %v", err)
return
}
if err := deltaMutexProfile(ctx, duration, &prof); err != nil {
debugLog("failed to collect mutex profile: %v", err)
return
}
default:
debugLog("unexpected profile type: %v", pt)
return
}
// Starting Go 1.9 the profiles are symbolized by runtime/pprof.
// TODO(jianqiaoli): Remove the symbolization code when we decide to
// stop supporting Go 1.8.
if !shouldAssumeSymbolized && pt != pb.ProfileType_CONTENTION {
if err := parseAndSymbolize(&prof); err != nil {
debugLog("failed to symbolize profile: %v", err)
}
}
p.ProfileBytes = prof.Bytes()
p.Labels = a.profileLabels
req := pb.UpdateProfileRequest{Profile: p}
// Upload profile, discard profile in case of error.
debugLog("start uploading profile")
if _, err := a.client.UpdateProfile(ctx, &req); err != nil {
debugLog("failed to upload profile: %v", err)
}
}
// deltaMutexProfile writes mutex profile changes over a time period specified
// with 'duration' to 'prof'.
func deltaMutexProfile(ctx context.Context, duration time.Duration, prof *bytes.Buffer) error {
if !mutexEnabled {
return errors.New("mutex profiling is not enabled")
}
p0, err := mutexProfile()
if err != nil {
return err
}
sleep(ctx, duration)
p, err := mutexProfile()
if err != nil {
return err
}
p0.Scale(-1)
p, err = profile.Merge([]*profile.Profile{p0, p})
if err != nil {
return err
}
// The mutex profile is not symbolized by runtime.pprof until
// golang.org/issue/21474 is fixed in go1.10.
symbolize(p)
return p.Write(prof)
}
func mutexProfile() (*profile.Profile, error) {
p := pprof.Lookup("mutex")
if p == nil {
return nil, errors.New("mutex profiling is not supported")
}
var buf bytes.Buffer
if err := p.WriteTo(&buf, 0); err != nil {
return nil, err
}
return profile.Parse(&buf)
}
// withXGoogHeader sets the name and version of the application in
// the `x-goog-api-client` header passed on each request. Intended for
// use by Google-written clients.
func withXGoogHeader(ctx context.Context, keyval ...string) context.Context {
kv := append([]string{"gl-go", version.Go(), "gccl", version.Repo}, keyval...)
kv = append(kv, "gax", gax.Version, "grpc", grpc.Version)
md, _ := grpcmd.FromOutgoingContext(ctx)
md = md.Copy()
md[xGoogAPIMetadata] = []string{gax.XGoogHeader(kv...)}
return grpcmd.NewOutgoingContext(ctx, md)
}
func initializeAgent(c pb.ProfilerServiceClient) *agent {
labels := map[string]string{languageLabel: "go"}
if config.zone != "" {
labels[zoneNameLabel] = config.zone
}
if config.ServiceVersion != "" {
labels[versionLabel] = config.ServiceVersion
}
d := &pb.Deployment{
ProjectId: config.ProjectID,
Target: config.Service,
Labels: labels,
}
profileLabels := map[string]string{}
if config.instance != "" {
profileLabels[instanceLabel] = config.instance
}
profileTypes := []pb.ProfileType{pb.ProfileType_CPU}
if !config.NoHeapProfiling {
profileTypes = append(profileTypes, pb.ProfileType_HEAP)
}
if !config.NoGoroutineProfiling {
profileTypes = append(profileTypes, pb.ProfileType_THREADS)
}
if !config.NoAllocProfiling {
profileTypes = append(profileTypes, pb.ProfileType_HEAP_ALLOC)
}
if mutexEnabled {
profileTypes = append(profileTypes, pb.ProfileType_CONTENTION)
}
return &agent{
client: c,
deployment: d,
profileLabels: profileLabels,
profileTypes: profileTypes,
}
}
func initializeConfig(cfg Config) error {
config = cfg
if config.Service == "" {
config.Service = os.Getenv("GAE_SERVICE")
}
if config.Service == "" {
return errors.New("service name must be configured")
}
if config.ServiceVersion == "" {
config.ServiceVersion = os.Getenv("GAE_VERSION")
}
if projectID := os.Getenv("GOOGLE_CLOUD_PROJECT"); config.ProjectID == "" && projectID != "" {
// Cloud Shell and App Engine set this environment variable to the project
// ID, so use it if present. In case of App Engine the project ID is also
// available from the GCE metadata server, but by using the environment
// variable saves one request to the metadata server. The environment
// project ID is only used if no project ID is provided in the
// configuration.
config.ProjectID = projectID
}
if onGCE() {
var err error
if config.ProjectID == "" {
if config.ProjectID, err = getProjectID(); err != nil {
return fmt.Errorf("failed to get the project ID from Compute Engine metadata: %v", err)
}
}
if config.zone, err = getZone(); err != nil {
return fmt.Errorf("failed to get zone from Compute Engine metadata: %v", err)
}
if config.instance, err = getInstanceName(); err != nil {
if _, ok := err.(gcemd.NotDefinedError); !ok {
return fmt.Errorf("failed to get instance name from Compute Engine metadata: %v", err)
}
debugLog("failed to get instance name from Compute Engine metadata, will use empty name: %v", err)
}
} else {
if config.ProjectID == "" {
return fmt.Errorf("project ID must be specified in the configuration if running outside of GCP")
}
}
if config.APIAddr == "" {
config.APIAddr = apiAddress
}
return nil
}
// pollProfilerService starts an endless loop to poll the profiler
// server for instructions, and collects and uploads profiles as
// requested.
func pollProfilerService(ctx context.Context, a *agent) {
debugLog("profiler has started")
for {
p := a.createProfile(ctx)
a.profileAndUpload(ctx, p)
}
}