1. Giới thiệu
Trong lớp học lập trình này, bạn sẽ sử dụng gRPC để tạo một máy khách và máy chủ tạo thành nền tảng của một ứng dụng lập bản đồ tuyến đường được viết bằng Go.
Khi kết thúc hướng dẫn này, bạn sẽ có một ứng dụng gRPC HelloWorld đơn giản được đo bằng trình bổ trợ gRPC OpenTelemetry và có thể xem các chỉ số quan sát được đã xuất trong Prometheus.
Kiến thức bạn sẽ học được
- Cách thiết lập OpenTelemetry Plugin cho ứng dụng gRPC Go hiện có
- Chạy một phiên bản Prometheus cục bộ
- Xuất chỉ số sang Prometheus
- Xem các chỉ số trên trang tổng quan Prometheus
2. Trước khi bắt đầu
Bạn cần có
gitcurlGomột trong hai bản phát hành chính mới nhất của Go.protocv3
Cài đặt các điều kiện tiên quyết:
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
Lấy mã
Để đơn giản hoá quá trình học tập, lớp học lập trình này cung cấp một khung mã nguồn được tạo sẵn để giúp bạn bắt đầu. Các bước sau đây sẽ hướng dẫn bạn cách đo lường bằng Trình bổ trợ OpenTelemetry gRPC trong một ứng dụng.
grpc-codelabs
Mã nguồn của giàn giáo cho lớp học lập trình này có trong thư mục này trên GitHub. Nếu bạn không muốn tự triển khai mã, thì mã nguồn hoàn chỉnh có trong thư mục completed.
Trước tiên, hãy sao chép kho lưu trữ lớp học lập trình grpc và chuyển đến thư mục grpc-go-opentelemetry:
git clone https://github.com/grpc-ecosystem/grpc-codelabs.git
cd grpc-codelabs/codelabs/grpc-go-opentelemetry/
Ngoài ra, bạn có thể tải tệp .zip chỉ chứa thư mục codelab xuống rồi giải nén theo cách thủ công.
3. Đăng ký trình bổ trợ OpenTelemetry
Chúng ta cần một ứng dụng gRPC để thêm trình bổ trợ gRPC OpenTelemetry. Trong lớp học lập trình này, chúng ta sẽ sử dụng một máy chủ và ứng dụng gRPC HelloWorld đơn giản mà chúng ta sẽ đo bằng trình bổ trợ gRPC OpenTelemetry.
Thiết lập tính năng đo lường trên ứng dụng
Bước đầu tiên là đăng ký OpenTelemetry Plugin được định cấu hình bằng một trình xuất Prometheus trong ứng dụng. Mở codelabs/grpc-go-opentelemetry/start_here/client/main.go bằng trình chỉnh sửa mà bạn yêu thích và chuyển đổi main() để thêm mã thiết lập trình bổ trợ gRPC Go Otel.
Tạo một trình xuất Prometheus mới
Đoạn mã sau đây sẽ tạo một prometheus Exporter mới
exporter, err := prometheus.New()
if err != nil {
log.Fatalf("Failed to start prometheus exporter: %v", err)
}
Khởi động trình xuất Prometheus
Tạo một goroutine mới sử dụng net/http để Nghe và Phục vụ tại địa chỉ được truyền vào bằng cờ prometheus_endpoint
go http.ListenAndServe(*prometheusEndpoint, promhttp.Handler())
Tạo DialOption bằng trình bổ trợ OpenTelemetry
Sử dụng phương thức gRPC Otel DialOption để đặt DialOption bằng Prometheus Meter Provider
provider := metric.NewMeterProvider(metric.WithReader(exporter))
do := opentelemetry.DialOption(opentelemetry.Options{MetricsOptions: opentelemetry.MetricsOptions{MeterProvider: provider}})
Truyền DialOption khi kết nối với máy chủ
Truyền do đến gRPC.NewClient
MeterProvider này được cung cấp cho trình bổ trợ OpenTelemetry của gRPC dưới dạng cấu hình. Sau khi trình bổ trợ OpenTelemetry được đăng ký trên toàn cầu, tất cả máy khách và máy chủ gRPC sẽ được đo lường bằng OpenTelemetry.
Thiết lập tính năng đo lường trên máy chủ
Tương tự, hãy thêm trình bổ trợ OpenTelemetry vào máy chủ. Mở codelabs/grpc-go-opentelemetry/start_here/server/main.go và mã để thiết lập trình bổ trợ gRPC Go Otel
Tạo một trình xuất Prometheus mới
exporter, err := prometheus.New()
if err != nil {
log.Fatalf("Failed to start prometheus exporter: %v", err)
}
Tạo một nhà cung cấp chỉ số mới bằng trình xuất prometheus
provider := metric.NewMeterProvider(metric.WithReader(exporter))
go http.ListenAndServe(*prometheusEndpoint, promhttp.Handler())
so := opentelemetry.ServerOption(opentelemetry.Options{MetricsOptions: opentelemetry.MetricsOptions{MeterProvider: provider}})
Truyền lựa chọn máy chủ này vào gRPC.NewServer
4. Chạy ví dụ và xem các chỉ số
Để chạy máy chủ, hãy chạy –
cd server
go mod tidy
go run .
Nếu thiết lập thành công, bạn sẽ thấy kết quả sau cho máy chủ –
Serving on :50051
Trong khi máy chủ đang chạy, trên một thiết bị đầu cuối khác, hãy chạy ứng dụng –
cd client
go mod tidy
go run .
Một lần chạy thành công sẽ có dạng như sau:
message:"this is examples/opentelemetry (from :50051)"
message:"this is examples/opentelemetry (from :50051)"
message:"this is examples/opentelemetry (from :50051)"
Vì chúng ta đã thiết lập trình bổ trợ gRPC OpenTelemetry để xuất các chỉ số bằng Prometheus. Các chỉ số đó sẽ có trên localhost:9464 cho máy chủ và localhost:9465 cho ứng dụng.
Cách xem các chỉ số về khách hàng:
curl localhost:9465/metrics
Kết quả sẽ có dạng –
# 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
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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="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
Tương tự, đối với các chỉ số phía máy chủ:
curl localhost:9464/metrics
5. Xem các chỉ số trên Prometheus
Ở đây, chúng ta sẽ thiết lập một phiên bản prometheus để thu thập dữ liệu từ máy chủ và máy khách ví dụ gRPC đang xuất các chỉ số bằng prometheus.
Tải bản phát hành mới nhất của Prometheus xuống cho nền tảng của bạn, sau đó giải nén và chạy bản phát hành đó:
tar xvfz prometheus-*.tar.gz
cd prometheus-*
Tạo một tệp cấu hình prometheus có nội dung sau:
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
Khởi động prometheus bằng cấu hình mới –
./prometheus --config.file=grpc_otel_go_prometheus.yml
Thao tác này sẽ định cấu hình các chỉ số từ quy trình lớp học lập trình máy khách và máy chủ để được thu thập sau mỗi 5 giây.
Truy cập vào http://localhost:9090/graph để xem các chỉ số. Ví dụ: truy vấn –
histogram_quantile(0.5, rate(grpc_client_attempt_duration_seconds_bucket[1m]))
sẽ cho thấy một biểu đồ có độ trễ trung bình của lượt thử bằng cách sử dụng 1 phút làm khung thời gian để tính toán phân vị.
Tỷ lệ truy vấn –
increase(grpc_client_attempt_duration_seconds_bucket[1m])
6. (Không bắt buộc) Bài tập cho người dùng
Trong trang tổng quan prometheus, bạn sẽ nhận thấy QPS thấp. Hãy xem liệu bạn có thể xác định một số mã đáng ngờ trong ví dụ đang giới hạn QPS hay không.
Đối với những người có hứng thú, mã ứng dụng khách chỉ có một RPC đang chờ xử lý tại một thời điểm nhất định. Bạn có thể sửa đổi để máy khách gửi nhiều RPC hơn mà không cần đợi các RPC trước đó hoàn tất. (Chúng tôi chưa cung cấp giải pháp cho vấn đề này.)