6.2 o11y 레퍼런스 #5
178 min readJan 11, 2023
이번 데모는 오픈텔레메트리 추적에 대해서 설명합니다.
오픈텔레메트리 로그와 메트릭에 비해서, 추적(처음 접하는 분에게 오픈 트레이싱과 유사하면서도 다른 개념들이 혼동스럽습니다)은 새로운 개념을 소개합니다.
오픈텔레메트리 추적에는 컨텍스트, 배기지, 속성, 이벤트, 리소스, 링크 등 다양한 구성요소를 소개합니다. 이러한 구성요소들이 잘 조합되어서, 하나의 추적 신호가 만들어 집니다. 사용법을 정확히 이해한 다음, 각 구성요소에 데이터를 정의해야 합니다.
데모 시스템 사용 방법
관찰가능성실무의 모든 소스를 테스트하고, 결과를 확인하기 위한 환경을 제공합니다.
http://211.33.190.199:96/login 에 접속해서, 4666e9c92f0e711e82620a90 을 입력합니다.
제공되는 코드 서버에서 파이썬 소스를 선택합니다. 소스는 /root/BOOK/ 에 위치합니다. Open Folder를 선택합니다.
F1을 클릭하고, Python Select Interpreter를 선택합니다.
파이썬 가상환경을 선택합니다.
Run and Debug을 선택합니다.
여러 개의 마이크로서비스로 구성되었으면, 브라우저 탭을 사용해서 파이썬 소스를 실행할 수 있습니다.
오픈텔레메트리 추적 예제
오픈텔레메트리 추적에서 사용되는 중요한 개념을 설명하겠습니다.
파이썬 라이브러리를 설치합니다.
pip install opentelemetry-api==1.14.0
pip install opentelemetry-sdk==1.14.0
pip install opentelemetry-exporter-otlp==1.14.0
pip install protobuf==3.20.*
export PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION=python
오픈텔레메트리 추적을 구현한 소스입니다.
(005) root@philip-virtual-machine:~/source/opentelemetry-python/docs/getting_started# python3 tracing_example.py결과를 확인하세요.
Hello world from OpenTelemetry Python!
{
"name": "baz",
"context": {
"trace_id": "0xb32f2cdcf4c8b26f34fe4a1fee4a0e2c",
"span_id": "0x5bd53cae0562a840",
"trace_state": "[]"
},
"kind": "SpanKind.INTERNAL",
"parent_id": "0xb009a72fd6138340",
"start_time": "2022-12-08T14:19:53.399632Z",
"end_time": "2022-12-08T14:19:53.399687Z",
"status": {
"status_code": "UNSET"
},
"attributes": {},
"events": [],
"links": [],
"resource": {
"attributes": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.13.0",
"service.name": "unknown_service"
},
"schema_url": ""
}
}
{
"name": "bar",
"context": {
"trace_id": "0xb32f2cdcf4c8b26f34fe4a1fee4a0e2c",
"span_id": "0xb009a72fd6138340",
"trace_state": "[]"
},
"kind": "SpanKind.INTERNAL",
"parent_id": "0x0b2aef3447b50143",
"start_time": "2022-12-08T14:19:53.399595Z",
"end_time": "2022-12-08T14:19:53.399730Z",
"status": {
"status_code": "UNSET"
},
"attributes": {},
"events": [],
"links": [],
"resource": {
"attributes": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.13.0",
"service.name": "unknown_service"
},
"schema_url": ""
}
}
{
"name": "foo",
"context": {
"trace_id": "0xb32f2cdcf4c8b26f34fe4a1fee4a0e2c",
"span_id": "0x0b2aef3447b50143",
"trace_state": "[]"
},
"kind": "SpanKind.INTERNAL",
"parent_id": null,
"start_time": "2022-12-08T14:19:53.399529Z",
"end_time": "2022-12-08T14:19:53.399741Z",
"status": {
"status_code": "UNSET"
},
"attributes": {},
"events": [],
"links": [],
"resource": {
"attributes": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.13.0",
"service.name": "unknown_service"
},
"schema_url": ""
}
}오픈텔레메트리 추적의 리소스에 대해서 설명합니다.
from opentelemetry import trace
from opentelemetry.sdk.resources import Resource
from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import (
BatchSpanProcessor,
ConsoleSpanExporter,
)
# Use Resource.create() instead of constructor directly
resource = Resource.create({"service.name": "basic_service"})
trace.set_tracer_provider(TracerProvider(resource=resource))
trace.get_tracer_provider().add_span_processor(
BatchSpanProcessor(ConsoleSpanExporter())
)
tracer = trace.get_tracer(__name__)
with tracer.start_as_current_span("foo"):
print("Hello world!")오픈텔레메트리 추적의 배기지에 대해서 설명합니다.
from opentelemetry import trace, baggage
tracer = trace.get_tracer(__name__)
with tracer.start_as_current_span(name="root span") as root_span:
parent_ctx = baggage.set_baggage("context", "parent")
with tracer.start_as_current_span(
name="child span", context=parent_ctx
) as child_span:
child_ctx = baggage.set_baggage("context", "child")
print(baggage.get_baggage("context", parent_ctx))
print(baggage.get_baggage("context", child_ctx))오픈텔레메트리 추적 예제
조금 더 복잡한 예제를 설명합니다.
파이썬 라이브러리 설치합니다.
source activate otel5
pip install flask requests
pip install opentelemetry-api==1.10.0
pip install opentelemetry-sdk==1.10.0
pip install opentelemetry-propagator-b3==1.10.0
pip install opentelemetry-exporter-prometheus==0.29b0
git clone https://github.com/PacktPublishing/Cloud-Native-Observability
curl -o hey https://hey-release.s3.us-east-2.amazonaws.com/hey_darwin_amd64
chmod +x ./hey프론트엔드를 시작하고, 아래의 로그를 확인하세요.
(otel5) root@philip-virtual-machine:/home/philip/다운로드/Cloud-Native-Observability-main/chapter05# python ./shopper.py
visiting the grocery store
add orange to cart
{"attributes": "", "description": "duration of upstream requests", "instrumentation_info": "InstrumentationInfo(shopper, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "upstream_request_duration", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'shopper', 'service.version': '0.1.2'}, maxlen=None)", "unit": "ms", "point": {"start_time_unix_nano": 1670423360786762388, "time_unix_nano": 1670423360787238679, "bucket_counts": [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], "explicit_bounds": [0.0, 5.0, 10.0, 25.0, 50.0, 75.0, 100.0, 250.0, 500.0, 1000.0], "sum": 29.661089, "aggregation_temporality": 2}}
{"attributes": "", "description": "request duration", "instrumentation_info": "InstrumentationInfo(shopper, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "duration", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'shopper', 'service.version': '0.1.2'}, maxlen=None)", "unit": "ms", "point": {"start_time_unix_nano": 1670423360787072858, "time_unix_nano": 1670423360787276191, "bucket_counts": [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], "explicit_bounds": [0.0, 5.0, 10.0, 25.0, 50.0, 75.0, 100.0, 250.0, 500.0, 1000.0], "sum": 30.274884, "aggregation_temporality": 2}}
{"attributes": "", "description": "Max resident set size", "instrumentation_info": "InstrumentationInfo(shopper, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "maxrss", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'shopper', 'service.version': '0.1.2'}, maxlen=None)", "unit": "bytes", "point": {"time_unix_nano": 1670423360787293406, "value": 36032}}
{
"name": "web request",
"context": {
"trace_id": "0xbc2f455a261b28f26aabc10b94e72174",
"span_id": "0x00d30bf02fb7c1ed",
"trace_state": "[]"
},
"kind": "SpanKind.CLIENT",
"parent_id": "0x8a95553841098dc9",
"start_time": "2022-12-07T14:29:20.756984Z",
"end_time": "2022-12-07T14:29:20.786821Z",
"status": {
"status_code": "OK"
},
"attributes": {
"http.method": "GET",
"http.flavor": "1.1",
"http.url": "http://localhost:5000/products",
"net.peer.ip": "127.0.0.1",
"http.status_code": 200
},
"events": [
{
"name": "about to send a request",
"timestamp": "2022-12-07T14:29:20.757061Z",
"attributes": {}
},
{
"name": "request sent",
"timestamp": "1970-01-01T00:00:00.000000Z",
"attributes": {
"url": "http://localhost:5000/products"
}
}
],
"links": [],
"resource": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.10.0",
"net.host.name": "philip-virtual-machine",
"net.host.ip": "127.0.1.1",
"service.name": "shopper",
"service.version": "0.1.2"
}
}
{
"name": "add item to cart",
"context": {
"trace_id": "0xbc2f455a261b28f26aabc10b94e72174",
"span_id": "0x92fe7d510c0dedcf",
"trace_state": "[]"
},
"kind": "SpanKind.INTERNAL",
"parent_id": "0x8a95553841098dc9",
"start_time": "2022-12-07T14:29:20.786904Z",
"end_time": "2022-12-07T14:29:20.787004Z",
"status": {
"status_code": "UNSET"
},
"attributes": {
"item": "orange",
"quantity": 5
},
"events": [],
"links": [],
"resource": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.10.0",
"net.host.name": "philip-virtual-machine",
"net.host.ip": "127.0.1.1",
"service.name": "shopper",
"service.version": "0.1.2"
}
}
{
"name": "browse",
"context": {
"trace_id": "0xbc2f455a261b28f26aabc10b94e72174",
"span_id": "0x8a95553841098dc9",
"trace_state": "[]"
},
"kind": "SpanKind.INTERNAL",
"parent_id": "0xa44b2a61125a2739",
"start_time": "2022-12-07T14:29:20.756842Z",
"end_time": "2022-12-07T14:29:20.787042Z",
"status": {
"status_code": "UNSET"
},
"attributes": {},
"events": [],
"links": [],
"resource": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.10.0",
"net.host.name": "philip-virtual-machine",
"net.host.ip": "127.0.1.1",
"service.name": "shopper",
"service.version": "0.1.2"
}
}
{
"name": "visit store",
"context": {
"trace_id": "0xbc2f455a261b28f26aabc10b94e72174",
"span_id": "0xa44b2a61125a2739",
"trace_state": "[]"
},
"kind": "SpanKind.INTERNAL",
"parent_id": null,
"start_time": "2022-12-07T14:29:20.756707Z",
"end_time": "2022-12-07T14:29:20.787083Z",
"status": {
"status_code": "UNSET"
},
"attributes": {},
"events": [],
"links": [],
"resource": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.10.0",
"net.host.name": "philip-virtual-machine",
"net.host.ip": "127.0.1.1",
"service.name": "shopper",
"service.version": "0.1.2"
}
}백엔드를 시작하고, 아래의 로그를 확인하세요.
(otel5) root@philip-virtual-machine:/home/philip/다운로드/Cloud-Native-Observability-main/chapter05# python ./grocery_store.py
* Serving Flask app 'grocery_store'
* Debug mode: on
WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
* Running on http://127.0.0.1:5000
Press CTRL+C to quit
* Restarting with stat
* Debugger is active!
* Debugger PIN: 664-020-067
{"attributes": "", "description": "Max resident set size", "instrumentation_info": "InstrumentationInfo(grocery-store, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "maxrss", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'grocery-store', 'service.version': '0.1.2'}, maxlen=None)", "unit": "bytes", "point": {"time_unix_nano": 1670423354454090174, "value": 37444}}
{"attributes": "", "description": "Max resident set size", "instrumentation_info": "InstrumentationInfo(grocery-store, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "maxrss", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'grocery-store', 'service.version': '0.1.2'}, maxlen=None)", "unit": "bytes", "point": {"time_unix_nano": 1670423354834049709, "value": 37552}}
{"attributes": "", "description": "Max resident set size", "instrumentation_info": "InstrumentationInfo(grocery-store, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "maxrss", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'grocery-store', 'service.version': '0.1.2'}, maxlen=None)", "unit": "bytes", "point": {"time_unix_nano": 1670423359455176168, "value": 37444}}
{"attributes": "", "description": "Max resident set size", "instrumentation_info": "InstrumentationInfo(grocery-store, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "maxrss", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'grocery-store', 'service.version': '0.1.2'}, maxlen=None)", "unit": "bytes", "point": {"time_unix_nano": 1670423359836723333, "value": 37580}}
127.0.0.1 - - [07/Dec/2022 23:29:20] "GET /products HTTP/1.1" 200 -
{"attributes": "", "description": "Max resident set size", "instrumentation_info": "InstrumentationInfo(grocery-store, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "maxrss", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'grocery-store', 'service.version': '0.1.2'}, maxlen=None)", "unit": "bytes", "point": {"time_unix_nano": 1670423364455669047, "value": 37444}}
{
"name": "inventory request",
"context": {
"trace_id": "0xbc2f455a261b28f26aabc10b94e72174",
"span_id": "0xc07154918b06a7df",
"trace_state": "[]"
},
"kind": "SpanKind.INTERNAL",
"parent_id": "0x6d20532f03fe9e41",
"start_time": "2022-12-07T14:29:20.762565Z",
"end_time": "2022-12-07T14:29:20.785244Z",
"status": {
"status_code": "UNSET"
},
"attributes": {
"http.method": "GET",
"http.flavor": "HttpFlavorValues.HTTP_1_1",
"http.url": "http://localhost:5001/inventory",
"net.peer.ip": "127.0.0.1"
},
"events": [],
"links": [],
"resource": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.10.0",
"net.host.name": "philip-virtual-machine",
"net.host.ip": "127.0.1.1",
"service.name": "grocery-store",
"service.version": "0.1.2"
}
}
{
"name": "/products",
"context": {
"trace_id": "0xbc2f455a261b28f26aabc10b94e72174",
"span_id": "0x6d20532f03fe9e41",
"trace_state": "[]"
},
"kind": "SpanKind.SERVER",
"parent_id": "0x00d30bf02fb7c1ed",
"start_time": "2022-12-07T14:29:20.762364Z",
"end_time": "2022-12-07T14:29:20.785296Z",
"status": {
"status_code": "UNSET"
},
"attributes": {
"http.flavor": "HTTP/1.1",
"http.method": "GET",
"http.user_agent": "python-requests/2.28.1",
"http.host": "localhost:5000",
"http.scheme": "http",
"http.target": "/products",
"http.client_ip": "127.0.0.1"
},
"events": [],
"links": [],
"resource": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.10.0",
"net.host.name": "philip-virtual-machine",
"net.host.ip": "127.0.1.1",
"service.name": "grocery-store",
"service.version": "0.1.2"
}
}
{"attributes": "", "description": "Max resident set size", "instrumentation_info": "InstrumentationInfo(grocery-store, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "maxrss", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'grocery-store', 'service.version': '0.1.2'}, maxlen=None)", "unit": "bytes", "point": {"time_unix_nano": 1670423364837221272, "value": 38120}}
{"attributes": "", "description": "Total number of concurrent requests", "instrumentation_info": "InstrumentationInfo(grocery-store, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "concurrent_requests", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'grocery-store', 'service.version': '0.1.2'}, maxlen=None)", "unit": "request", "point": {"start_time_unix_nano": 1670423360762031025, "time_unix_nano": 1670423364837241057, "value": 0, "aggregation_temporality": 2, "is_monotonic": false}}
{"attributes": "", "description": "duration of upstream requests", "instrumentation_info": "InstrumentationInfo(grocery-store, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "upstream_request_duration", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'grocery-store', 'service.version': '0.1.2'}, maxlen=None)", "unit": "ms", "point": {"start_time_unix_nano": 1670423360785217489, "time_unix_nano": 1670423364837277715, "bucket_counts": [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0], "explicit_bounds": [0.0, 5.0, 10.0, 25.0, 50.0, 75.0, 100.0, 250.0, 500.0, 1000.0], "sum": 22.530134, "aggregation_temporality": 2}}
{"attributes": {"code": 200}, "description": "Total number of requests", "instrumentation_info": "InstrumentationInfo(grocery-store, 0.1.2, https://opentelemetry.io/schemas/1.9.0)", "name": "requests", "resource": "BoundedAttributes({'telemetry.sdk.language': 'python', 'telemetry.sdk.name': 'opentelemetry', 'telemetry.sdk.version': '1.10.0', 'net.host.name': 'philip-virtual-machine', 'net.host.ip': '127.0.1.1', 'service.name': 'grocery-store', 'service.version': '0.1.2'}, maxlen=None)", "unit": "request", "point": {"start_time_unix_nano": 1670423360785420131, "time_unix_nano": 1670423364837300672, "value": 1, "aggregation_temporality": 2, "is_monotonic": true}}
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(otel5) root@philip-virtual-machine:/home/philip/다운로드/Cloud-Native-Observability-main/chapter05# 데이터 서비스를 시작하고, 아래의 로그를 확인하세요.
(otel5) root@philip-virtual-machine:/home/philip/다운로드/Cloud-Native-Observability-main/chapter05# python ./legacy_inventory.py
* Serving Flask app 'legacy_inventory'
* Debug mode: on
WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
* Running on http://127.0.0.1:5001
Press CTRL+C to quit
* Restarting with stat
* Debugger is active!
* Debugger PIN: 664-020-067
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127.0.0.1 - - [07/Dec/2022 23:29:20] "GET /inventory HTTP/1.1" 200 -
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{
"name": "/inventory",
"context": {
"trace_id": "0xbc2f455a261b28f26aabc10b94e72174",
"span_id": "0x2c6ab445e971812f",
"trace_state": "[]"
},
"kind": "SpanKind.SERVER",
"parent_id": "0xc07154918b06a7df",
"start_time": "2022-12-07T14:29:20.783339Z",
"end_time": "2022-12-07T14:29:20.783540Z",
"status": {
"status_code": "UNSET"
},
"attributes": {
"http.flavor": "HTTP/1.1",
"http.method": "GET",
"http.user_agent": "python-requests/2.28.1",
"http.host": "localhost:5001",
"http.scheme": "http",
"http.target": "/inventory",
"http.client_ip": "127.0.0.1"
},
"events": [],
"links": [],
"resource": {
"telemetry.sdk.language": "python",
"telemetry.sdk.name": "opentelemetry",
"telemetry.sdk.version": "1.10.0",
"net.host.name": "philip-virtual-machine",
"net.host.ip": "127.0.1.1",
"service.name": "legacy-inventory",
"service.version": "0.9.1"
}
}
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