1. 소개
이 Codelab에서는 gRPC를 사용하여 Go로 작성된 경로 매핑 애플리케이션의 기반을 형성하는 클라이언트와 서버를 만듭니다.
튜토리얼을 마치면 gRPC OpenTelemetry 플러그인으로 계측된 간단한 gRPC HelloWorld 애플리케이션이 있으며 내보낸 관측 가능성 측정항목을 Prometheus에서 볼 수 있습니다.
학습할 내용
- 기존 gRPC Go 애플리케이션용 OpenTelemetry 플러그인을 설정하는 방법
- 로컬 Prometheus 인스턴스 실행
- Prometheus로 측정항목 내보내기
- Prometheus 대시보드에서 측정항목 보기
2. 시작하기 전에
필요한 항목
gitcurlGo최신 Go 출시 버전 두 개 중 하나protocv3
다음 기본 요소를 설치합니다.
sudo apt-get update -y
sudo apt-get upgrade -y
sudo apt-get install -y git curl
go install google.golang.org/protobuf/cmd/protoc-gen-go@latest
go install google.golang.org/grpc/cmd/protoc-gen-go-grpc@latest
코드 가져오기
학습을 간소화하기 위해 이 Codelab에서는 시작하는 데 도움이 되는 사전 빌드된 소스 코드 스캐폴드를 제공합니다. 다음 단계에서는 애플리케이션에서 gRPC OpenTelemetry 플러그인을 계측하는 방법을 설명합니다.
grpc-codelabs
이 Codelab의 스캐폴드 소스 코드는 이 GitHub 디렉터리에서 확인할 수 있습니다. 코드를 직접 구현하지 않으려면 completed 디렉터리에서 완료된 소스 코드를 확인하세요.
먼저 grpc codelab 저장소를 클론하고 grpc-go-opentelemetry 폴더로 cd합니다.
git clone https://github.com/grpc-ecosystem/grpc-codelabs.git
cd grpc-codelabs/codelabs/grpc-go-opentelemetry/
또는 Codelab 디렉터리만 포함된 .zip 파일을 다운로드하고 직접 압축을 해제할 수 있습니다.
3. OpenTelemetry 플러그인 등록
gRPC OpenTelemetry 플러그인을 추가하려면 gRPC 애플리케이션이 필요합니다. 이 Codelab에서는 gRPC OpenTelemetry 플러그인으로 계측할 간단한 gRPC HelloWorld 클라이언트와 서버를 사용합니다.
클라이언트에서 계측 설정
첫 번째 단계는 클라이언트에 Prometheus 내보내기 도구로 구성된 OpenTelemetry 플러그인을 등록하는 것입니다. 선호하는 편집기로 codelabs/grpc-go-opentelemetry/start_here/client/main.go를 열고 main()을 변환하여 gRPC Go Otel 플러그인을 설정하는 코드를 추가합니다.
새 Prometheus 내보내기 도구 만들기
다음 스니펫은 새 Prometheus Exporter를 만듭니다.
exporter, err := prometheus.New()
if err != nil {
log.Fatalf("Failed to start prometheus exporter: %v", err)
}
Prometheus 내보내기 도구 시작
net/http를 사용하여 prometheus_endpoint 플래그로 전달된 주소에서 수신하고 서버 역할을 하는 새 goroutine을 실행합니다.
go http.ListenAndServe(*prometheusEndpoint, promhttp.Handler())
OpenTelemetry 플러그인으로 DialOption 만들기
gRPC Otel DialOption 메서드를 사용하여 Prometheus Meter Provider를 사용하여 DialOption을 설정합니다.
provider := metric.NewMeterProvider(metric.WithReader(exporter))
do := opentelemetry.DialOption(opentelemetry.Options{MetricsOptions: opentelemetry.MetricsOptions{MeterProvider: provider}})
서버에 연결할 때 DialOption 전달
do를 gRPC.NewClient에 전달
이 MeterProvider는 gRPC의 OpenTelemetry 플러그인에 구성으로 제공됩니다. OpenTelemetry 플러그인이 전역으로 등록되면 모든 gRPC 클라이언트와 서버가 OpenTelemetry로 계측됩니다.
서버에 계측 설정
마찬가지로 OpenTelemetry 플러그인을 서버에도 추가해 보겠습니다. codelabs/grpc-go-opentelemetry/start_here/server/main.go를 열고 코드를 작성하여 gRPC Go Otel 플러그인 설정
새 Prometheus 내보내기 도구 만들기
exporter, err := prometheus.New()
if err != nil {
log.Fatalf("Failed to start prometheus exporter: %v", err)
}
Prometheus 내보내기로 새 미터 제공업체 만들기
provider := metric.NewMeterProvider(metric.WithReader(exporter))
go http.ListenAndServe(*prometheusEndpoint, promhttp.Handler())
so := opentelemetry.ServerOption(opentelemetry.Options{MetricsOptions: opentelemetry.MetricsOptions{MeterProvider: provider}})
이 서버 옵션을 gRPC.NewServer에 전달합니다.
4. 예 실행 및 측정항목 보기
서버를 실행하려면 다음을 실행하세요.
cd server
go mod tidy
go run .
설정이 완료되면 서버에 다음 출력이 표시됩니다.
Serving on :50051
서버가 실행되는 동안 다른 터미널에서 클라이언트를 실행합니다.
cd client
go mod tidy
go run .
성공적인 실행은 다음과 같습니다.
message:"this is examples/opentelemetry (from :50051)"
message:"this is examples/opentelemetry (from :50051)"
message:"this is examples/opentelemetry (from :50051)"
Prometheus를 사용하여 측정항목을 내보내도록 gRPC OpenTelemetry 플러그인을 설정했기 때문입니다. 이러한 측정항목은 서버의 경우 localhost:9464, 클라이언트의 경우 localhost:9465에서 확인할 수 있습니다.
클라이언트 측정항목을 보려면 다음 단계를 따르세요.
curl localhost:9465/metrics
결과는 다음과 같은 형식입니다.
# HELP go_gc_duration_seconds A summary of the wall-time pause (stop-the-world) duration in garbage collection cycles.
# TYPE go_gc_duration_seconds summary
go_gc_duration_seconds{quantile="0"} 0
go_gc_duration_seconds{quantile="0.25"} 0
go_gc_duration_seconds{quantile="0.5"} 0
go_gc_duration_seconds{quantile="0.75"} 0
go_gc_duration_seconds{quantile="1"} 0
go_gc_duration_seconds_sum 0
go_gc_duration_seconds_count 0
# HELP go_gc_gogc_percent Heap size target percentage configured by the user, otherwise 100. This value is set by the GOGC environment variable, and the runtime/debug.SetGCPercent function. Sourced from /gc/gogc:percent
# TYPE go_gc_gogc_percent gauge
go_gc_gogc_percent 100
# HELP go_gc_gomemlimit_bytes Go runtime memory limit configured by the user, otherwise math.MaxInt64. This value is set by the GOMEMLIMIT environment variable, and the runtime/debug.SetMemoryLimit function. Sourced from /gc/gomemlimit:bytes
# TYPE go_gc_gomemlimit_bytes gauge
go_gc_gomemlimit_bytes 9.223372036854776e+18
# HELP go_goroutines Number of goroutines that currently exist.
# TYPE go_goroutines gauge
go_goroutines 14
# HELP go_info Information about the Go environment.
# TYPE go_info gauge
go_info{version="go1.22.1"} 1
# HELP go_memstats_alloc_bytes Number of bytes allocated in heap and currently in use. Equals to /memory/classes/heap/objects:bytes.
# TYPE go_memstats_alloc_bytes gauge
go_memstats_alloc_bytes 662176
# HELP go_memstats_alloc_bytes_total Total number of bytes allocated in heap until now, even if released already. Equals to /gc/heap/allocs:bytes.
# TYPE go_memstats_alloc_bytes_total counter
go_memstats_alloc_bytes_total 662176
# HELP go_memstats_buck_hash_sys_bytes Number of bytes used by the profiling bucket hash table. Equals to /memory/classes/profiling/buckets:bytes.
# TYPE go_memstats_buck_hash_sys_bytes gauge
go_memstats_buck_hash_sys_bytes 8739
# HELP go_memstats_frees_total Total number of heap objects frees. Equals to /gc/heap/frees:objects + /gc/heap/tiny/allocs:objects.
# TYPE go_memstats_frees_total counter
go_memstats_frees_total 0
# HELP go_memstats_gc_sys_bytes Number of bytes used for garbage collection system metadata. Equals to /memory/classes/metadata/other:bytes.
# TYPE go_memstats_gc_sys_bytes gauge
go_memstats_gc_sys_bytes 1.554232e+06
# HELP go_memstats_heap_alloc_bytes Number of heap bytes allocated and currently in use, same as go_memstats_alloc_bytes. Equals to /memory/classes/heap/objects:bytes.
# TYPE go_memstats_heap_alloc_bytes gauge
go_memstats_heap_alloc_bytes 662176
# HELP go_memstats_heap_idle_bytes Number of heap bytes waiting to be used. Equals to /memory/classes/heap/released:bytes + /memory/classes/heap/free:bytes.
# TYPE go_memstats_heap_idle_bytes gauge
go_memstats_heap_idle_bytes 4.75136e+06
# HELP go_memstats_heap_inuse_bytes Number of heap bytes that are in use. Equals to /memory/classes/heap/objects:bytes + /memory/classes/heap/unused:bytes
# TYPE go_memstats_heap_inuse_bytes gauge
go_memstats_heap_inuse_bytes 2.981888e+06
# HELP go_memstats_heap_objects Number of currently allocated objects. Equals to /gc/heap/objects:objects.
# TYPE go_memstats_heap_objects gauge
go_memstats_heap_objects 4022
# HELP go_memstats_heap_released_bytes Number of heap bytes released to OS. Equals to /memory/classes/heap/released:bytes.
# TYPE go_memstats_heap_released_bytes gauge
go_memstats_heap_released_bytes 4.75136e+06
# HELP go_memstats_heap_sys_bytes Number of heap bytes obtained from system. Equals to /memory/classes/heap/objects:bytes + /memory/classes/heap/unused:bytes + /memory/classes/heap/released:bytes + /memory/classes/heap/free:bytes.
# TYPE go_memstats_heap_sys_bytes gauge
go_memstats_heap_sys_bytes 7.733248e+06
# HELP go_memstats_last_gc_time_seconds Number of seconds since 1970 of last garbage collection.
# TYPE go_memstats_last_gc_time_seconds gauge
go_memstats_last_gc_time_seconds 0
# HELP go_memstats_mallocs_total Total number of heap objects allocated, both live and gc-ed. Semantically a counter version for go_memstats_heap_objects gauge. Equals to /gc/heap/allocs:objects + /gc/heap/tiny/allocs:objects.
# TYPE go_memstats_mallocs_total counter
go_memstats_mallocs_total 4022
# HELP go_memstats_mcache_inuse_bytes Number of bytes in use by mcache structures. Equals to /memory/classes/metadata/mcache/inuse:bytes.
# TYPE go_memstats_mcache_inuse_bytes gauge
go_memstats_mcache_inuse_bytes 9600
# HELP go_memstats_mcache_sys_bytes Number of bytes used for mcache structures obtained from system. Equals to /memory/classes/metadata/mcache/inuse:bytes + /memory/classes/metadata/mcache/free:bytes.
# TYPE go_memstats_mcache_sys_bytes gauge
go_memstats_mcache_sys_bytes 15600
# HELP go_memstats_mspan_inuse_bytes Number of bytes in use by mspan structures. Equals to /memory/classes/metadata/mspan/inuse:bytes.
# TYPE go_memstats_mspan_inuse_bytes gauge
go_memstats_mspan_inuse_bytes 65440
# HELP go_memstats_mspan_sys_bytes Number of bytes used for mspan structures obtained from system. Equals to /memory/classes/metadata/mspan/inuse:bytes + /memory/classes/metadata/mspan/free:bytes.
# TYPE go_memstats_mspan_sys_bytes gauge
go_memstats_mspan_sys_bytes 81600
# HELP go_memstats_next_gc_bytes Number of heap bytes when next garbage collection will take place. Equals to /gc/heap/goal:bytes.
# TYPE go_memstats_next_gc_bytes gauge
go_memstats_next_gc_bytes 4.194304e+06
# HELP go_memstats_other_sys_bytes Number of bytes used for other system allocations. Equals to /memory/classes/other:bytes.
# TYPE go_memstats_other_sys_bytes gauge
go_memstats_other_sys_bytes 1.111813e+06
# HELP go_memstats_stack_inuse_bytes Number of bytes obtained from system for stack allocator in non-CGO environments. Equals to /memory/classes/heap/stacks:bytes.
# TYPE go_memstats_stack_inuse_bytes gauge
go_memstats_stack_inuse_bytes 655360
# HELP go_memstats_stack_sys_bytes Number of bytes obtained from system for stack allocator. Equals to /memory/classes/heap/stacks:bytes + /memory/classes/os-stacks:bytes.
# TYPE go_memstats_stack_sys_bytes gauge
go_memstats_stack_sys_bytes 655360
# HELP go_memstats_sys_bytes Number of bytes obtained from system. Equals to /memory/classes/total:byte.
# TYPE go_memstats_sys_bytes gauge
go_memstats_sys_bytes 1.1160592e+07
# HELP go_sched_gomaxprocs_threads The current runtime.GOMAXPROCS setting, or the number of operating system threads that can execute user-level Go code simultaneously. Sourced from /sched/gomaxprocs:threads
# TYPE go_sched_gomaxprocs_threads gauge
go_sched_gomaxprocs_threads 8
# HELP go_threads Number of OS threads created.
# TYPE go_threads gauge
go_threads 8
# HELP grpc_client_attempt_duration_seconds End-to-end time taken to complete a client call attempt.
# TYPE grpc_client_attempt_duration_seconds histogram
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0"} 0
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1e-05"} 0
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="5e-05"} 0
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.0001"} 0
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.0003"} 0
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grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.65"} 0
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.8"} 0
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1"} 0
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="2"} 0
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="5"} 26
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="10"} 26
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="20"} 26
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="50"} 26
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="100"} 26
grpc_client_attempt_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="+Inf"} 26
grpc_client_attempt_duration_seconds_sum{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev"} 52.09275054499999
grpc_client_attempt_duration_seconds_count{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev"} 26
# HELP grpc_client_attempt_rcvd_total_compressed_message_size_bytes Compressed message bytes received per call attempt.
# TYPE grpc_client_attempt_rcvd_total_compressed_message_size_bytes histogram
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0"} 0
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1024"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="2048"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="4096"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="16384"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="65536"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="262144"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1.048576e+06"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="4.194304e+06"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1.6777216e+07"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="6.7108864e+07"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="2.68435456e+08"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1.073741824e+09"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="4.294967296e+09"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="+Inf"} 26
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_sum{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev"} 1196
grpc_client_attempt_rcvd_total_compressed_message_size_bytes_count{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev"} 26
# HELP grpc_client_attempt_sent_total_compressed_message_size_bytes Compressed message bytes sent per client call attempt.
# TYPE grpc_client_attempt_sent_total_compressed_message_size_bytes histogram
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0"} 0
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1024"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="2048"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="4096"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="16384"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="65536"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="262144"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1.048576e+06"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="4.194304e+06"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1.6777216e+07"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="6.7108864e+07"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="2.68435456e+08"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1.073741824e+09"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="4.294967296e+09"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="+Inf"} 26
grpc_client_attempt_sent_total_compressed_message_size_bytes_sum{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev"} 832
grpc_client_attempt_sent_total_compressed_message_size_bytes_count{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev"} 26
# HELP grpc_client_attempt_started_total Number of client call attempts started.
# TYPE grpc_client_attempt_started_total counter
grpc_client_attempt_started_total{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev"} 27
# HELP grpc_client_call_duration_seconds Time taken by gRPC to complete an RPC from application's perspective.
# TYPE grpc_client_call_duration_seconds histogram
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1e-05"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="5e-05"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.0001"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.0003"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.0006"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.0008"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.001"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.002"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.003"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.004"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.005"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.006"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.008"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.01"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.013"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.016"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.02"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.025"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.03"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.04"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.05"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.065"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.08"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.1"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.13"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.16"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.2"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.25"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.3"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.4"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.5"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.65"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="0.8"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="1"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="2"} 0
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="5"} 26
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="10"} 26
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="20"} 26
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="50"} 26
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="100"} 26
grpc_client_call_duration_seconds_bucket{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev",le="+Inf"} 26
grpc_client_call_duration_seconds_sum{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev"} 52.35282954500001
grpc_client_call_duration_seconds_count{grpc_method="grpc.examples.echo.Echo/UnaryEcho",grpc_status="OK",grpc_target="dns:///:50051",otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev"} 26
# HELP otel_scope_info Instrumentation Scope metadata
# TYPE otel_scope_info gauge
otel_scope_info{otel_scope_name="grpc-go",otel_scope_version="1.67.0-dev"} 1
# HELP promhttp_metric_handler_requests_in_flight Current number of scrapes being served.
# TYPE promhttp_metric_handler_requests_in_flight gauge
promhttp_metric_handler_requests_in_flight 1
# HELP promhttp_metric_handler_requests_total Total number of scrapes by HTTP status code.
# TYPE promhttp_metric_handler_requests_total counter
promhttp_metric_handler_requests_total{code="200"} 1
promhttp_metric_handler_requests_total{code="500"} 0
promhttp_metric_handler_requests_total{code="503"} 0
# HELP target_info Target metadata
# TYPE target_info gauge
target_info{service_name="unknown_service:client",telemetry_sdk_language="go",telemetry_sdk_name="opentelemetry",telemetry_sdk_version="1.28.0"} 1
마찬가지로 서버 측 측정항목의 경우 다음을 확인하세요.
curl localhost:9464/metrics
5. Prometheus에서 측정항목 보기
여기서는 Prometheus를 사용하여 측정항목을 내보내는 gRPC 예시 클라이언트와 서버를 스크랩하는 Prometheus 인스턴스를 설정합니다.
플랫폼에 맞는 Prometheus의 최신 버전을 다운로드한 다음 압축을 풀고 실행합니다.
tar xvfz prometheus-*.tar.gz
cd prometheus-*
다음과 같이 Prometheus 구성 파일을 만듭니다.
cat > grpc_otel_go_prometheus.yml <<EOF
scrape_configs:
- job_name: "prometheus"
scrape_interval: 5s
static_configs:
- targets: ["localhost:9090"]
- job_name: "grpc-otel-go"
scrape_interval: 5s
static_configs:
- targets: ["localhost:9464", "localhost:9465"]
EOF
새 구성으로 prometheus를 시작합니다.
./prometheus --config.file=grpc_otel_go_prometheus.yml
이렇게 하면 클라이언트 및 서버 Codelab 프로세스의 측정항목이 5초마다 스크랩되도록 구성됩니다.
http://localhost:9090/graph로 이동하여 측정항목을 확인합니다. 예를 들어 다음 쿼리는
histogram_quantile(0.5, rate(grpc_client_attempt_duration_seconds_bucket[1m]))
분위수 계산의 시간 창으로 1분을 사용하여 시도 대기 시간의 중앙값을 보여주는 그래프가 표시됩니다.
질문 비율 -
increase(grpc_client_attempt_duration_seconds_bucket[1m])
6. (선택사항) 사용자 운동
Prometheus 대시보드에서 QPS가 낮다는 것을 확인할 수 있습니다. QPS를 제한하는 의심스러운 코드를 예시에서 식별할 수 있는지 확인합니다.
열성적인 사용자를 위해 클라이언트 코드는 특정 시점에 하나의 대기 중인 RPC만 갖도록 제한됩니다. 이 값을 수정하여 클라이언트가 이전 RPC가 완료될 때까지 기다리지 않고 더 많은 RPC를 전송할 수 있습니다. (이 문제의 해결 방법은 제공되지 않았습니다.)