{"id":38506,"date":"2024-11-01T18:17:40","date_gmt":"2024-11-01T18:17:40","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=38506"},"modified":"2024-11-26T06:44:08","modified_gmt":"2024-11-26T06:44:08","slug":"fastapi-%ec%84%9c%eb%b2%84%ea%b0%9c%eb%b0%9c-fastapi-%ec%84%b1%eb%8a%a5-%eb%b6%84%ec%84%9d-%eb%b0%8f-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81-%eb%8f%84%ea%b5%ac","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/38506\/","title":{"rendered":"FastAPI \uc11c\ubc84\uac1c\ubc1c, FastAPI \uc131\ub2a5 \ubd84\uc11d \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c"},"content":{"rendered":"

<\/p>\n

FastAPI\ub294 Python\uc73c\ub85c \uc791\uc131\ub41c \ud604\ub300\uc801\uc778 \uc6f9 \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \ub192\uc740 \uc131\ub2a5\uacfc \uc26c\uc6b4 \uc0ac\uc6a9\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ube44\ub3d9\uae30 I\/O\ub97c \uc9c0\uc6d0\ud558\uba70, Python \ud0c0\uc785 \ud78c\ud2b8\ub97c \ud65c\uc6a9\ud574 API \ubb38\uc11c\ud654\ub97c \uc790\ub3d9\uc73c\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 FastAPI \uc11c\ubc84\ub97c \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uacfc \uc131\ub2a5 \ubd84\uc11d \ubc0f \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc704\ud55c \ub3c4\uad6c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. FastAPI \uc11c\ubc84 \uac1c\ubc1c<\/h2>\n

1.1 FastAPI \uc124\uce58<\/h3>\n

FastAPI\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec FastAPI\uc640 ASGI \uc11c\ubc84\uc778 Uvicorn\uc744 \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

pip install fastapi uvicorn<\/code><\/pre>\n
1.2 \uae30\ubcf8 FastAPI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc0dd\uc131\ud558\uae30<\/h3>\n
FastAPI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uac04\ub2e8\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uac04\ub2e8\ud55c “Hello, World!” \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc608\uc785\ub2c8\ub2e4.<\/p>\n
from fastapi import FastAPI\n\napp = FastAPI()\n\n@app.get(\"\/\")\nasync def read_root():\n    return {\"Hello\": \"World\"}<\/code><\/pre>\n
\uc704 \ucf54\ub4dc\ub97c main.py<\/code> \ud30c\uc77c\ub85c \uc800\uc7a5\ud55c \ub2e4\uc74c, \uc544\ub798\uc758 \uba85\ub839\uc5b4\ub85c \uc11c\ubc84\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
uvicorn main:app --reload<\/code><\/pre>\n
\uc11c\ubc84\uac00 \uc2e4\ud589\ub418\uba74 http:\/\/127.0.0.1:8000\/docs<\/a> \uc5d0\uc11c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ub41c API \ubb38\uc11c\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
1.3 \uacbd\ub85c \ub9e4\uac1c\ubcc0\uc218\uc640 \ucffc\ub9ac \ub9e4\uac1c\ubcc0\uc218<\/h3>\n
FastAPI\uc5d0\uc11c\ub294 \uacbd\ub85c \ub9e4\uac1c\ubcc0\uc218\uc640 \ucffc\ub9ac \ub9e4\uac1c\ubcc0\uc218\ub97c \uc190\uc27d\uac8c \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \ub450 \uac00\uc9c0 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\ub294 \uc608\uc2dc\uc785\ub2c8\ub2e4.<\/p>\n
@app.get(\"\/items\/{item_id}\")\nasync def read_item(item_id: int, q: str = None):\n    return {\"item_id\": item_id, \"q\": q}<\/code><\/pre>\n
1.4 \ub370\uc774\ud130 \ubaa8\ub378\ub9c1<\/h3>\n
FastAPI\ub294 Pydantic\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \ubaa8\ub378\uc744 \uc815\uc758\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc785\ub825 \ub370\uc774\ud130\uc758 \uc720\ud6a8\uc131\uc744 \uac80\uc0ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
from pydantic import BaseModel\n\nclass Item(BaseModel):\n    name: str\n    price: float\n    is_offer: bool = None\n\n@app.post(\"\/items\/\")\nasync def create_item(item: Item):\n    return item<\/code><\/pre>\n
2. FastAPI \uc131\ub2a5 \ubd84\uc11d<\/h2>\n
FastAPI\ub294 \uae30\ubcf8\uc801\uc73c\ub85c \ube44\ub3d9\uae30\uc801\uc73c\ub85c \ub3d9\uc791\ud558\uc5ec \ub192\uc740 \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc131\ub2a5\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.1 \uc131\ub2a5 \ud14c\uc2a4\ud2b8 \ub3c4\uad6c<\/h3>\n
\uc131\ub2a5\uc744 \ubd84\uc11d\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac00\uc7a5 \ud754\ud788 \uc0ac\uc6a9\ub418\ub294 \ub3c4\uad6c\ub294 Locust<\/strong>\uc640 Apache Benchmark<\/strong>\uc785\ub2c8\ub2e4.<\/p>\n
Locust \uc124\uce58 \ubc0f \uc0ac\uc6a9 \uc608\uc81c<\/h4>\n
pip install locust<\/code><\/pre>\n
\uc544\ub798\ub294 Locust\ub97c \uc0ac\uc6a9\ud558\uc5ec FastAPI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ubd80\ud558 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n
from locust import HttpUser, task\n\nclass FastAPIUser(HttpUser):\n    @task\n    def index(self):\n        self.client.get(\"\/\")<\/code><\/pre>\n
\uc704 \ucf54\ub4dc\ub97c locustfile.py<\/code> \ud30c\uc77c\ub85c \uc800\uc7a5\ud55c \ud6c4, \ub2e4\uc74c \uba85\ub839\uc5b4\ub85c Locust\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
locust -f locustfile.py<\/code><\/pre>\n
\uc6f9 \ube0c\ub77c\uc6b0\uc800\uc5d0\uc11c http:\/\/localhost:8089<\/a>\uc5d0 \uc811\uc18d\ud558\uc5ec \uc6d0\ud558\ub294 \uc218\uc758 \uc0ac\uc6a9\uc790\ub97c \uc124\uc815\ud558\uace0 \ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.2 APM(\uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc131\ub2a5 \ubaa8\ub2c8\ud130\ub9c1) \ub3c4\uad6c<\/h3>\n
\uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc131\ub2a5\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uae30 \uc704\ud574 APM \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 APM \ub3c4\uad6c\ub85c\ub294 New Relic<\/strong>, Datadog<\/strong>, Sentry<\/strong>\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
New Relic \uc124\uce58 \ubc0f \uc124\uc815<\/h4>\n
New Relic\uc744 \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \uacc4\uc815\uc744 \uc0dd\uc131\ud55c \ud6c4, \uc544\ub798\uc758 \uba85\ub839\uc5b4\ub85c New Relic Python \uc5d0\uc774\uc804\ud2b8\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
pip install newrelic<\/code><\/pre>\n
\uc124\uce58 \ud6c4, newrelic-admin generate-config YOUR_NEW_RELIC_LICENSE_KEY newrelic.ini<\/code> \uba85\ub839\uc5b4\ub97c \ud1b5\ud574 \uc124\uc815 \ud30c\uc77c\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ud6c4 FastAPI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc2e4\ud589\ud560 \ub54c \uc544\ub798\uc640 \uac19\uc774 \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
NEW_RELIC_CONFIG_FILE=newrelic.ini newrelic-admin run-program uvicorn main:app --reload<\/code><\/pre>\n
3. FastAPI \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c<\/h2>\n
\uc11c\ubc84\uc758 \uc0c1\ud0dc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \uc720\ud615\uc758 \ub85c\uadf8 \ubc0f \uba54\ud2b8\ub9ad\uc744 \uc218\uc9d1\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
3.1 Prometheus\uc640 Grafana<\/h3>\n
Prometheus\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub85c, \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ucffc\ub9ac\ud560 \uc218 \uc788\ub294 \uc5ed\ub7c9\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Grafana\ub294 \uadf8 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/p>\n
FastAPI\uc640 Prometheus \uc5f0\ub3d9<\/h4>\n
\uba3c\uc800, prometheus_fastapi_instrumentator<\/code> \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud569\ub2c8\ub2e4.<\/p>\n
pip install prometheus-fastapi-instrumentator<\/code><\/pre>\n
\ub2e4\uc74c\uc73c\ub85c, FastAPI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 Prometheus \ubbf8\ub4e4\uc6e8\uc5b4\ub97c \ucd94\uac00\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n
from prometheus_fastapi_instrumentator import Instrumentator\n\ninstrumentator = Instrumentator()\n\n@app.on_event(\"startup\")\ndef startup():\n    instrumentator.instrument(app).expose(app)<\/code><\/pre>\n
\uc774\ub807\uac8c \uc124\uc815\ud55c \ud6c4, Prometheus\ub294 FastAPI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc0c1\ud0dc\ub97c \uc790\ub3d9\uc73c\ub85c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/p>\n
3.2 ELK \uc2a4\ud0dd(Elasticsearch, Logstash, Kibana)<\/h3>\n
ELK \uc2a4\ud0dd\uc740 \uc800\uc7a5\ub41c \ub85c\uadf8 \ub370\uc774\ud130\uc758 \uac80\uc0c9 \ubc0f \ubd84\uc11d\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. FastAPI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ub85c\uadf8 \ub370\uc774\ud130\ub97c ELK \uc2a4\ud0dd\uacfc \uc5f0\uacb0\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
FastAPI \ub85c\uae45 \uc124\uc815<\/h4>\n
\ud30c\uc774\uc36c\uc758 logging<\/code> \ubaa8\ub4c8\uc744 \uc0ac\uc6a9\ud558\uc5ec FastAPI\uc758 \ub85c\uadf8\ub97c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
import logging\n\nlogging.basicConfig(level=logging.INFO)\nlogger = logging.getLogger(__name__)\n\n@app.get(\"\/\")\nasync def read_root():\n    logger.info(\"Root endpoint accessed\")\n    return {\"Hello\": \"World\"}<\/code><\/pre>\n
\uc774\ub807\uac8c \uc124\uc815\ud55c \ub85c\uadf8\ub97c Logstash\ub97c \ud1b5\ud574 Elasticsearch\ub85c \uc804\uc1a1\ud558\uace0, Kibana\ub97c \ud1b5\ud574 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uacb0\ub860<\/h2>\n
FastAPI\ub294 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 API \uc11c\ubc84 \uac1c\ubc1c\uc744 \uc9c0\uc6d0\ud558\uba70, \uc131\ub2a5 \ubd84\uc11d \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc640\uc758 \uc5f0\ub3d9\uc744 \ud1b5\ud574 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc0c1\ud0dc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 FastAPI \uc11c\ubc84 \uac1c\ubc1c\uc744 \uc704\ud55c \uae30\ubcf8\uc801\uc778 \ub0b4\uc6a9\uacfc \uac01\uc885 \uc131\ub2a5 \ubd84\uc11d \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \uc18c\uac1c\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub354 \ub098\uc740 FastAPI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud574\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
FastAPI\ub294 Python\uc73c\ub85c \uc791\uc131\ub41c \ud604\ub300\uc801\uc778 \uc6f9 \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \ub192\uc740 \uc131\ub2a5\uacfc \uc26c\uc6b4 \uc0ac\uc6a9\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ube44\ub3d9\uae30 I\/O\ub97c \uc9c0\uc6d0\ud558\uba70, Python \ud0c0\uc785 \ud78c\ud2b8\ub97c \ud65c\uc6a9\ud574 API \ubb38\uc11c\ud654\ub97c \uc790\ub3d9\uc73c\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 FastAPI \uc11c\ubc84\ub97c \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uacfc \uc131\ub2a5 \ubd84\uc11d \ubc0f \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc704\ud55c \ub3c4\uad6c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. 1. FastAPI \uc11c\ubc84 \uac1c\ubc1c 1.1 FastAPI \uc124\uce58 FastAPI\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec … \ub354 \ubcf4\uae30 “FastAPI \uc11c\ubc84\uac1c\ubc1c, FastAPI \uc131\ub2a5 \ubd84\uc11d \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[183],"tags":[],"class_list":["post-38506","post","type-post","status-publish","format-standard","hentry","category-fastapi"],"yoast_head":"\nFastAPI \uc11c\ubc84\uac1c\ubc1c, FastAPI \uc131\ub2a5 \ubd84\uc11d \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/38506\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"FastAPI \uc11c\ubc84\uac1c\ubc1c, FastAPI \uc131\ub2a5 \ubd84\uc11d \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"FastAPI\ub294 Python\uc73c\ub85c \uc791\uc131\ub41c \ud604\ub300\uc801\uc778 \uc6f9 \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \ub192\uc740 \uc131\ub2a5\uacfc \uc26c\uc6b4 \uc0ac\uc6a9\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ube44\ub3d9\uae30 I\/O\ub97c \uc9c0\uc6d0\ud558\uba70, Python \ud0c0\uc785 \ud78c\ud2b8\ub97c \ud65c\uc6a9\ud574 API \ubb38\uc11c\ud654\ub97c \uc790\ub3d9\uc73c\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 FastAPI \uc11c\ubc84\ub97c \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uacfc \uc131\ub2a5 \ubd84\uc11d \ubc0f \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc704\ud55c \ub3c4\uad6c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. 1. 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