[英]How to deploy fastapi to google cloud run
我有一個要部署到 google cloud run 的 fastapi 應用程序。
使用 gRPC python 項目,我們將其部署為
gcloud beta run deploy countries --source .
但這並沒有按預期部署。 我觀看了一段使用Google 雲構建包從源代碼部署的視頻。
有沒有人有辦法做到這一點?
我的代碼就像
from typing import List
import geopandas as gpd
from fastapi import FastAPI
from geojson_pydantic.geometries import Geometry
from geojson_pydantic.features import Feature
from pydantic import BaseModel
from shapely.geometry.geo import shape
import json
import shapely
class Country(BaseModel):
name: str
code: str
type: str
geometry: Feature
app = FastAPI(
title="Natural Earth Countries",
description="This is a list of endpoints which you can use to access natural earth data.",
version="0.0.1",
docs_url='/',
)
gdf = gpd.read_file('data/ne_110m_admin_0_countries.zip')
gdf['name'] = gdf['ADMIN'].apply(lambda x: x.lower())
@app.get('/countries/all')
def get_all_countries() -> List[Country]:
return rows_to_countries(gdf)
@app.get('/countries/search/{name}')
def search_countries(name: str):
name = name.lower()
subset = gdf.loc[gdf["name"].str.contains(name)]
return rows_to_countries(subset)
@app.get('/countries/within-boundary')
def countries_intersecting(boundary: Geometry):
bounds = shape(boundary)
subset = gdf.loc[gdf.intersects(bounds)]
return rows_to_countries(subset)
def row_to_country(row):
return Country(
name=row["ADMIN"],
type=row["TYPE"],
geometry=Feature(geometry=row['geometry']),
code=row["ADM0_A3"],
)
def rows_to_countries(gdf):
return [row_to_country(row) for _, row in gdf.iterrows()]
感謝你的幫助
我發現的解決方案是創建一個 Dockerfile
FROM tiangolo/uvicorn-gunicorn-fastapi:python3.8
COPY . /app
ENV APP_HOME /app
WORKDIR $APP_HOME
COPY . ./
RUN pip install -r requirements.txt
CMD exec gunicorn --bind :$PORT --workers 1 --worker-class uvicorn.workers.UvicornWorker --threads 8 main:app
然后運行
gcloud builds submit --tag gcr.io/PROJECT-ID/countries_fastapi
然后將圖像提交到 gcloud 后,運行
gcloud run deploy --image gcr.io/bitnami-oyzgng8y5a/countries_fastapi --platform managed
嗨 - 我認為如果您想添加諸如數據庫遷移和其他 gcp 集成之類的內容https://github.com/anthcor/cloudrun-fastapi,這個 repo 可以提供幫助
使用 buildpack 部署時,您會看到什么錯誤消息? 部署 Python 應用程序時,您需要在應用程序的根目錄中包含一個Procfile ,它聲明了您應該用來啟動應用程序的命令:
web: gunicorn --bind :$PORT --workers 1 --worker-class uvicorn.workers.UvicornWorker --threads 8 main:app
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