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FastAPI部署-docker篇

FastAPI部署-docker篇

作者: 竞媒体 | 来源:发表于2020-06-08 10:01 被阅读0次

        FastAPI是一种现代,快速(高性能)的Web框架,用于基于标准Python类型提示使用Python 3.6+构建API,对飚go和nodejs。

     FastAPI github地址:https://github.com/tiangolo/fastapi

    Uvicorn

    Uvicorn是一款闪电般的“ ASGI”服务器。

    它在单个过程中运行异步Python Web代码。

    Gunicorn

    您可以使用Gunicorn管理Uvicorn和运行多个这些并发进程。

    这样,您将获得最佳的并发性和并行性。

    FastAPI

    FastAPI是一种现代,快速(高性能)的Web框架,用于使用Python 3.6+构建API。

    步骤一:创建dockfile

    #Dockerfile

    FROM tiangolo/uvicorn-gunicorn-fastapi:python3.7

    COPY ./app /app

    dockerfile的意思就是把当前目录(./app)复制到 /app文件夹中。

    步骤二:创建FastAPI文件

    mkdir app

    vim main.py

    main.py文件内容如下:

    from fastapi import FastAPI

    app = FastAPI()

    @app.get("/")

    def read_root():

           return {"Hello": "World"}

    @app.get("/items/{item_id}")

    def read_item(item_id: int, q: str = None):

           return {"item_id": item_id, "q": q}

    目录结构如下:

    ├── app

    │   └── main.py

    └── Dockerfile

    步骤三:创建镜像

    docker build -t fastapi_image ./

    Sending build context to Docker daemon 3.584kB

    Step 1/2 : FROM tiangolo/uvicorn-gunicorn-fastapi:python3.7

    ---> 23579a0a7c50

    Step 2/2 : COPY ./app /app

    ---> Using cache

    ---> 8c41afea5ee1

    Successfully built 8c41afea5ee1

    Successfully tagged fastapi_image:latest

    查看创建的image

    docker image ls|grep fastapi_image

    步骤四:启动应用

    docker run -d --name fastapi_container -p 10001:80 fastapi_image

    15984271b4792db1025224da534be5951307b8433dc8e41babbcba073a2baa24

    查看刚才启动的应用

    docker container ls |grep fastapi

    15984271b479 fastapi_image "/start.sh" About a minute ago Up About a minute 0.0.0.0:10001->80/tcp fastapi_container

    步骤五:访问应用

    通过浏览器  http://ip地址:10001

    或者命令行:curl http://127.0.0.1:10001

    {"Hello":"World"}

    http://127.0.0.1/docs   #API文档

    http://127.0.0.1/redoc  #备用API文档

    下面我们来分析下镜像的构建过程:

    docker image ls |grep fastapi

    docker history fastapi_image:latest

    [root@kube-test-master ~]# docker history fastapi_image:latest

    IMAGE              CREATED            CREATED BY                                      SIZE                COMMENT

    8c41afea5ee1        2 days ago          /bin/sh -c #(nop) COPY dir:d1727655ba287a3f2…  223B               

    23579a0a7c50        5 weeks ago        /bin/sh -c #(nop) COPY dir:81482727cef4cc213…  292B               

    <missing>          5 weeks ago        /bin/sh -c pip install --no-cache-dir fastapi  25.4MB             

    <missing>          5 weeks ago        /bin/sh -c #(nop)  LABEL maintainer=Sebastia…  0B                 

    <missing>          5 weeks ago        /bin/sh -c #(nop)  CMD ["/start.sh"]            0B                 

    <missing>          5 weeks ago        /bin/sh -c #(nop)  EXPOSE 80                    0B                 

    <missing>          5 weeks ago        /bin/sh -c #(nop)  ENV PYTHONPATH=/app          0B                 

    <missing>          5 weeks ago        /bin/sh -c #(nop) WORKDIR /app/                0B                 

    <missing>          5 weeks ago        /bin/sh -c #(nop) COPY dir:2e485a98ab454814a…  844B               

    <missing>          5 weeks ago        /bin/sh -c chmod +x /start-reload.sh            848B               

    <missing>          5 weeks ago        /bin/sh -c #(nop) COPY file:1ee462cef5d29106…  848B               

    <missing>          5 weeks ago        /bin/sh -c #(nop) COPY file:64f25d957a18eec5…  1.94kB             

    <missing>          5 weeks ago        /bin/sh -c chmod +x /start.sh                  1.11kB             

    <missing>          5 weeks ago        /bin/sh -c #(nop) COPY file:46531dace36927e7…  1.11kB             

    <missing>          5 weeks ago        /bin/sh -c pip install --no-cache-dir uvicor…  25.5MB             

    <missing>          5 weeks ago        /bin/sh -c #(nop)  LABEL maintainer=Sebastia…  0B                 

    <missing>          6 weeks ago        /bin/sh -c #(nop)  CMD ["python3"]              0B                 

    <missing>          6 weeks ago        /bin/sh -c set -ex;  wget -O get-pip.py "$P…  6.34MB             

    <missing>          6 weeks ago        /bin/sh -c #(nop)  ENV PYTHON_GET_PIP_SHA256…  0B                 

    <missing>          6 weeks ago        /bin/sh -c #(nop)  ENV PYTHON_GET_PIP_URL=ht…  0B                 

    <missing>          6 weeks ago        /bin/sh -c #(nop)  ENV PYTHON_PIP_VERSION=20…  0B                 

    <missing>          6 weeks ago        /bin/sh -c cd /usr/local/bin  && ln -s idle3…  32B               

    <missing>          6 weeks ago        /bin/sh -c set -ex  && wget -O python.tar.x…  91MB               

    <missing>          6 weeks ago        /bin/sh -c #(nop)  ENV PYTHON_VERSION=3.7.7    0B                 

    <missing>          6 weeks ago        /bin/sh -c #(nop)  ENV GPG_KEY=0D96DF4D4110E…  0B                 

    <missing>          6 weeks ago        /bin/sh -c apt-get update && apt-get install…  17.9MB             

    <missing>          6 weeks ago        /bin/sh -c #(nop)  ENV LANG=C.UTF-8            0B                 

    <missing>          6 weeks ago        /bin/sh -c #(nop)  ENV PATH=/usr/local/bin:/…  0B                 

    <missing>          6 weeks ago        /bin/sh -c set -ex;  apt-get update;  DEBIAN…  510MB             

    <missing>          6 weeks ago        /bin/sh -c apt-get update && apt-get install…  146MB             

    <missing>          6 weeks ago        /bin/sh -c set -ex;  if ! command -v gpg > /…  17.5MB             

    <missing>          6 weeks ago        /bin/sh -c apt-get update && apt-get install…  16.5MB             

    <missing>          6 weeks ago        /bin/sh -c #(nop)  CMD ["bash"]                0B                 

    <missing>          6 weeks ago        /bin/sh -c #(nop) ADD file:f086177965196842a…  114MB   

    由以上信息可以知道workdir 是/app,应用启动脚本start.sh,重启脚本start-reload.sh

    进入容器进一步验证

    docker container ls |grep fastapi

    15984271b479 fastapi_image "/start.sh" 34 minutes ago Up 34 minutes 0.0.0.0:10001->80/tcp fastapi_container

    docker exec -it 15984271b479 /bin/bash

    root@15984271b479:/app# ls

    __pycache__  main.py  prestart.sh

    root@15984271b479:/app# cd ..

    root@15984271b479:/# ls

    app  boot  etc              home  lib64  mnt  proc  run  srv              start.sh  tmp  var

    bin  dev  gunicorn_conf.py  lib  media  opt  root  sbin  start-reload.sh  sys      usr

    root@15984271b479:/#

    start.sh  start-reload.sh位于根目录

    root@15984271b479:/# cat start.sh

    #! /usr/bin/env sh

    set -e

    if [ -f /app/app/main.py ]; then

        DEFAULT_MODULE_NAME=app.main

    elif [ -f /app/main.py ]; then

        DEFAULT_MODULE_NAME=main

    fi

    MODULE_NAME=${MODULE_NAME:-$DEFAULT_MODULE_NAME}

    VARIABLE_NAME=${VARIABLE_NAME:-app}

    export APP_MODULE=${APP_MODULE:-"$MODULE_NAME:$VARIABLE_NAME"}

    if [ -f /app/gunicorn_conf.py ]; then

        DEFAULT_GUNICORN_CONF=/app/gunicorn_conf.py

    elif [ -f /app/app/gunicorn_conf.py ]; then

        DEFAULT_GUNICORN_CONF=/app/app/gunicorn_conf.py

    else

        DEFAULT_GUNICORN_CONF=/gunicorn_conf.py

    fi

    export GUNICORN_CONF=${GUNICORN_CONF:-$DEFAULT_GUNICORN_CONF}

    export WORKER_CLASS=${WORKER_CLASS:-"uvicorn.workers.UvicornWorker"}

    # If there's a prestart.sh script in the /app directory or other path specified, run it before starting

    PRE_START_PATH=${PRE_START_PATH:-/app/prestart.sh}

    echo "Checking for script in $PRE_START_PATH"

    if [ -f $PRE_START_PATH ] ; then

        echo "Running script $PRE_START_PATH"

        . "$PRE_START_PATH"

    else

        echo "There is no script $PRE_START_PATH"

    fi

    # Start Gunicorn

    exec gunicorn -k "$WORKER_CLASS" -c "$GUNICORN_CONF" "$APP_MODULE"

    gunicorn_conf.py

    root@15984271b479:/# cat gunicorn_conf.py

    import json

    import multiprocessing

    import os

    workers_per_core_str = os.getenv("WORKERS_PER_CORE", "1")

    max_workers_str = os.getenv("MAX_WORKERS")

    use_max_workers = None

    if max_workers_str:

        use_max_workers = int(max_workers_str)

    web_concurrency_str = os.getenv("WEB_CONCURRENCY", None)

    host = os.getenv("HOST", "0.0.0.0")

    port = os.getenv("PORT", "80")

    bind_env = os.getenv("BIND", None)

    use_loglevel = os.getenv("LOG_LEVEL", "info")

    if bind_env:

        use_bind = bind_env

    else:

        use_bind = f"{host}:{port}"

    cores = multiprocessing.cpu_count()

    workers_per_core = float(workers_per_core_str)

    default_web_concurrency = workers_per_core * cores

    if web_concurrency_str:

        web_concurrency = int(web_concurrency_str)

        assert web_concurrency > 0

    else:

        web_concurrency = max(int(default_web_concurrency), 2)

        if use_max_workers:

            web_concurrency = min(web_concurrency, use_max_workers)

    accesslog_var = os.getenv("ACCESS_LOG", "-")

    use_accesslog = accesslog_var or None

    errorlog_var = os.getenv("ERROR_LOG", "-")

    use_errorlog = errorlog_var or None

    graceful_timeout_str = os.getenv("GRACEFUL_TIMEOUT", "120")

    timeout_str = os.getenv("TIMEOUT", "120")

    keepalive_str = os.getenv("KEEP_ALIVE", "5")

    # Gunicorn config variables

    loglevel = use_loglevel

    workers = web_concurrency

    bind = use_bind

    errorlog = use_errorlog

    worker_tmp_dir = "/dev/shm"

    accesslog = use_accesslog

    graceful_timeout = int(graceful_timeout_str)

    timeout = int(timeout_str)

    keepalive = int(keepalive_str)

    # For debugging and testing

    log_data = {

        "loglevel": loglevel,

        "workers": workers,

        "bind": bind,

        "graceful_timeout": graceful_timeout,

        "timeout": timeout,

        "keepalive": keepalive,

        "errorlog": errorlog,

        "accesslog": accesslog,

        # Additional, non-gunicorn variables

        "workers_per_core": workers_per_core,

        "use_max_workers": use_max_workers,

        "host": host,

        "port": port,

    }

    print(json.dumps(log_data))

    其中有两个变量 ACCESS_LOG  ERROR_LOG是日志输出的路径,如果没定义默认不输出日志。

    如果是正式环境,建议设置路径。具体见官方文档,并使用 -v参数映射到宿主机目录。

    docker container logs fastapi_container  查看容器logs

    docker container inspect fastapi_container 

    可以获取容器的详细信息

    其中id 15984271b4792db1025224da534be5951307b8433dc8e41babbcba073a2baa24

    存放路径位置

    /var/lib/docker/containers/15984271b4792db1025224da534be5951307b8433dc8e41babbcba073a2baa24

    {"log":"{\"loglevel\": \"info\", \"workers\": 2, \"bind\": \"0.0.0.0:80\", \"graceful_timeout\": 120, \"timeout\": 120, \"keepa

    live\": 5, \"errorlog\": \"-\", \"accesslog\": \"-\", \"workers_per_core\": 1.0, \"use_max_workers\": null, \"host\": \"0.0.0.0

    \", \"port\": \"80\"}\n","stream":"stdout","time":"2020-06-08T01:58:54.535459288Z"}

    {"log":"192.168.101.202:62512 - \"GET / HTTP/1.1\" 200\n","stream":"stdout","time":"2020-06-08T01:58:54.535495087Z"}

    {"log":"192.168.101.202:62512 - \"GET /favicon.ico HTTP/1.1\" 404\n","stream":"stdout","time":"2020-06-08T01:58:55.271215897Z"}

    {"log":"172.17.0.1:41038 - \"GET / HTTP/1.1\" 200\n","stream":"stdout","time":"2020-06-08T02:00:02.409539216Z"}

    {"log":"{\"loglevel\": \"info\", \"workers\": 2, \"bind\": \"0.0.0.0:80\", \"graceful_timeout\": 120, \"timeout\": 120, \"keepa

    live\": 5, \"errorlog\": \"-\", \"accesslog\": \"-\", \"workers_per_core\": 1.0, \"use_max_workers\": null, \"host\": \"0.0.0.0

    \", \"port\": \"80\"}\n","stream":"stdout","time":"2020-06-08T02:00:07.276382848Z"}

    {"log":"172.17.0.1:41074 - \"GET / HTTP/1.1\" 200\n","stream":"stdout","time":"2020-06-08T02:00:07.276421756Z"}

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