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如何使用 Faust Python 包將 kafka 主題與 Web 端點連接？

[英]How to connect kafka topic with web endpoint using Faust Python package?

 原文  2020-03-28 09:36:58  4   3    python/ python-3.x/ apache-kafka/ aiohttp/ faust

問題描述

我有一個簡單的應用程序，有兩個功能，一個用於收聽主題，另一個用於 Web 端點。 我想創建服務器端事件流 (SSE)，即文本/事件流，以便在客戶端我可以使用 EventSource 收聽它。

我現在有以下代碼，其中每個函數都在執行其特定的工作：

import faust

from faust.web import Response

app = faust.App("app1", broker="kafka://localhost:29092", value_serializer="raw")
test_topic = app.topic("test")


@app.agent(test_topic)
async def test_topic_agent(stream):
    async for value in stream:
        print(f"test_topic_agent RECEIVED -- {value!r}")
        yield value


@app.page("/")
async def index(self, request):
    return self.text("yey")

現在，我想要在索引中，像這樣的代碼，但使用 faust：

import asyncio
from aiohttp import web
from aiohttp.web import Response
from aiohttp_sse import sse_response
from datetime import datetime


async def hello(request):
    loop = request.app.loop
    async with sse_response(request) as resp:
        while True:
            data = 'Server Time : {}'.format(datetime.now())
            print(data)
            await resp.send(data)
            await asyncio.sleep(1, loop=loop)
    return resp


async def index(request):
    d = """
        <html>
        <body>
            <script>
                var evtSource = new EventSource("/hello");
                evtSource.onmessage = function(e) {
                    document.getElementById('response').innerText = e.data
                }
            </script>
            <h1>Response from server:</h1>
            <div id="response"></div>
        </body>
    </html>
    """
    return Response(text=d, content_type='text/html')


app = web.Application()
app.router.add_route('GET', '/hello', hello)
app.router.add_route('GET', '/', index)
web.run_app(app, host='127.0.0.1', port=8080)

我試過這個：

import faust

from faust.web import Response

app = faust.App("app1", broker="kafka://localhost:29092", value_serializer="raw")
test_topic = app.topic("test")


# @app.agent(test_topic)
# async def test_topic_agent(stream):
#     async for value in stream:
#         print(f"test_topic_agent RECEIVED -- {value!r}")
#         yield value


@app.page("/", name="t1")
@app.agent(test_topic, name="t")
async def index(self, request):
    return self.text("yey")

但它給了我以下錯誤：

Traceback (most recent call last):
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/cli/base.py", line 299, in find_app
    val = symbol_by_name(app, imp=imp)
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/utils/imports.py", line 262, in symbol_by_name
    module = imp(  # type: ignore
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/utils/imports.py", line 376, in import_from_cwd
    return imp(module, package=package)
  File "/Users/maverick/.pyenv/versions/3.8.1/lib/python3.8/importlib/__init__.py", line 127, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 1014, in _gcd_import
  File "<frozen importlib._bootstrap>", line 991, in _find_and_load
  File "<frozen importlib._bootstrap>", line 975, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 671, in _load_unlocked
  File "<frozen importlib._bootstrap_external>", line 783, in exec_module
  File "<frozen importlib._bootstrap>", line 219, in _call_with_frames_removed
  File "/Users/maverick/company/demo1/baiohttp-demo/app1.py", line 18, in <module>
    async def index(self, request):
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/app/base.py", line 1231, in _decorator
    view = view_base.from_handler(cast(ViewHandlerFun, fun))
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/web/views.py", line 50, in from_handler
    return type(fun.__name__, (cls,), {
AttributeError: 'Agent' object has no attribute '__name__'

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/Users/maverick/.pyenv/versions/faust_demo/bin/faust", line 8, in <module>
    sys.exit(cli())
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/click/core.py", line 829, in __call__
    return self.main(*args, **kwargs)
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/click/core.py", line 781, in main
    with self.make_context(prog_name, args, **extra) as ctx:
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/cli/base.py", line 407, in make_context
    self._maybe_import_app()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/cli/base.py", line 372, in _maybe_import_app
    find_app(appstr)
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/cli/base.py", line 303, in find_app
    val = imp(app)
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/utils/imports.py", line 376, in import_from_cwd
    return imp(module, package=package)
  File "/Users/maverick/.pyenv/versions/3.8.1/lib/python3.8/importlib/__init__.py", line 127, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 1014, in _gcd_import
  File "<frozen importlib._bootstrap>", line 991, in _find_and_load
  File "<frozen importlib._bootstrap>", line 975, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 671, in _load_unlocked
  File "<frozen importlib._bootstrap_external>", line 783, in exec_module
  File "<frozen importlib._bootstrap>", line 219, in _call_with_frames_removed
  File "/Users/maverick/company/demo1/baiohttp-demo/app1.py", line 18, in <module>
    async def index(self, request):
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/app/base.py", line 1231, in _decorator
    view = view_base.from_handler(cast(ViewHandlerFun, fun))
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/web/views.py", line 50, in from_handler
    return type(fun.__name__, (cls,), {
AttributeError: 'Agent' object has no attribute '__name__'

我事件試過這個：

import faust

from faust.web import Response

app = faust.App("app1", broker="kafka://localhost:29092", value_serializer="raw")
test_topic = app.topic("test")


# @app.agent(test_topic)
# async def test_topic_agent(stream):
#     async for value in stream:
#         print(f"test_topic_agent RECEIVED -- {value!r}")
#         yield value


@app.agent(test_topic, name="t")
@app.page("/", name="t1")
async def index(self, request):
    return self.text("yey")

但我收到以下錯誤：

[2020-03-28 10:32:50,676] [29976] [INFO] [^--Producer]: Creating topic 'app1-__assignor-__leader'
[2020-03-28 10:32:50,695] [29976] [INFO] [^--ReplyConsumer]: Starting...
[2020-03-28 10:32:50,695] [29976] [INFO] [^--AgentManager]: Starting...
[2020-03-28 10:32:50,695] [29976] [INFO] [^---Agent: app1.index]: Starting...
[2020-03-28 10:32:50,696] [29976] [ERROR] [^Worker]: Error: TypeError("__init__() missing 1 required positional argument: 'web'")
Traceback (most recent call last):
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/worker.py", line 273, in execute_from_commandline
    self.loop.run_until_complete(self._starting_fut)
  File "/Users/maverick/.pyenv/versions/3.8.1/lib/python3.8/asyncio/base_events.py", line 612, in run_until_complete
    return future.result()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 736, in start
    await self._default_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 743, in _default_start
    await self._actually_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 767, in _actually_start
    await child.maybe_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 795, in maybe_start
    await self.start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 736, in start
    await self._default_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 743, in _default_start
    await self._actually_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 767, in _actually_start
    await child.maybe_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 795, in maybe_start
    await self.start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 736, in start
    await self._default_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 743, in _default_start
    await self._actually_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 760, in _actually_start
    await self.on_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/agents/manager.py", line 58, in on_start
    await agent.maybe_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 795, in maybe_start
    await self.start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 736, in start
    await self._default_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 743, in _default_start
    await self._actually_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/mode/services.py", line 760, in _actually_start
    await self.on_start()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/agents/agent.py", line 282, in on_start
    await self._on_start_supervisor()
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/agents/agent.py", line 312, in _on_start_supervisor
    res = await self._start_one(
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/agents/agent.py", line 251, in _start_one
    return await self._start_task(
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/agents/agent.py", line 617, in _start_task
    actor = self(
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/agents/agent.py", line 525, in __call__
    return self.actor_from_stream(stream,
  File "/Users/maverick/.pyenv/versions/3.8.1/envs/faust_demo/lib/python3.8/site-packages/faust/agents/agent.py", line 552, in actor_from_stream
    res = self.fun(actual_stream)
TypeError: __init__() missing 1 required positional argument: 'web'
[2020-03-28 10:32:50,703] [29976] [INFO] [^Worker]: Stopping...
[2020-03-28 10:32:50,703] [29976] [INFO] [^-App]: Stopping...
[2020-03-28 10:32:50,703] [29976] [INFO] [^-App]: Flush producer buffer...
[2020-03-28 10:32:50,703] [29976] [INFO] [^--TableManager]: Stopping...

有沒有辦法做到這一點？ 非常感謝！

3 個解決方案

解決方案1
 11 已采納  2020-04-05 18:59:54

Faust worker 還將在每個實例上公開一個 web 服務器，默認情況下在端口 6066 上運行。

服務器將使用 aiohttp HTTP 服務器庫，您可以利用此功能並像示例代碼中一樣創建服務器端事件流 (SSE)。

您可以創建一個代理，該代理將從 Kafka 主題test讀取，並將使用來自主題的最后一條消息更新變量last_message_from_topic ，該變量也將從您的網頁中可見。

在索引頁面（ @app.page('/') ）中，EventSource 接口用於接收服務器發送的事件。 它通過 HTTP 連接到服務器，並從頁面/hello接收文本/事件流格式的事件，而無需關閉連接。

網頁/hello每秒都會發送一條消息文本，其中包含來自 Kafka 主題test的最后一條消息和來自服務器的當前時間。

這是我的文件my_worker.py代碼：

import asyncio
from datetime import datetime

import faust
from aiohttp.web import Response
from aiohttp_sse import sse_response

app = faust.App(
    "app1",
    broker='kafka://localhost:9092',
    value_serializer='json',
)
test_topic = app.topic("test")

last_message_from_topic = ['No messages yet']


@app.agent(test_topic)
async def greet(greetings):
    async for greeting in greetings:
        last_message_from_topic[0] = greeting


@app.page('/hello')
async def hello(self, request):
    loop = request.app.loop
    async with sse_response(request) as resp:
        while True:
            data = f'last message from topic_test: {last_message_from_topic[0]} | '
            data += f'Server Time : {datetime.now()}'

            print(data)
            await resp.send(data)
            await asyncio.sleep(1, loop=loop)
    return resp


@app.page('/')
async def index(self, request):
    d = """
        <html>
        <body>
            <script>
                var evtSource = new EventSource("/hello");
                evtSource.onmessage = function(e) {
                    document.getElementById('response').innerText = e.data
                }
            </script>
            <h1>Response from server:</h1>
            <div id="response"></div>
        </body>
    </html>
    """
    return Response(text=d, content_type='text/html')

現在您必須使用以下命令啟動 Faust 工作線程：

faust -A my_worker worker -l info

在您的網絡瀏覽器上，您可以訪問http://localhost:6066/ ：

在此處輸入圖片說明

這是在主題test （來自另一個python文件）上向Kafka發送消息的代碼：

import time
import json

from kafka import  KafkaProducer

producer = KafkaProducer(bootstrap_servers=['localhost:9092'],value_serializer=lambda x: json.dumps(x).encode('utf-8'))


for i in range(220):
    time.sleep(1)
    producer.send('test', value=f'Some message from kafka id {i}')

解決方案2
 1  2020-04-03 13:30:28

閱讀 faust 網絡文檔，它似乎無法處理 SSE。

@app.agent當卡夫卡消息被消耗，被回呼@app.page當HTTP請求被處理。 將它們結合起來可能是不可能的。

使用faust.web的另一種方法是從 javascript 中進行輪詢。
例如使用：

import faust
from faust.web import Response

app = faust.App("myapp", broker="kafka://kafka:9092", value_serializer="raw")
test_topic = app.topic("test")
app.lastmsg = ""

@app.agent(test_topic)
async def test_topic_agent(stream):
    async for value in stream:
        app.lastmsg = str(value)
        yield value

@app.page("/msg")
async def msg(self, request):
    return self.text(app.lastmsg)

@app.page("/")
async def index(self, request):
    body = """
        <html>
        <body>
            <script>
                setInterval(()=>{
                    let xhr = new XMLHttpRequest();
                    xhr.open('GET', '/msg');
                    xhr.send();
                    xhr.onload = function() {
                        if (xhr.status == 200) {
                            document.getElementById('response').innerText = xhr.response
                        }
                    }
                },1000);
            </script>
            <h1>Response from server:</h1>
            <div id="response"></div>
        </body>
    </html>
    """
    return self.html(body)

這個簡單的實現將 kafka 消息存儲到app.lastmsg可以通過 api /msg 。

為了使用SSE，您可以使用asyncio Web部件和faust的卡夫卡消費者。

解決方案3
 1  2021-08-11 14:30:17

我能夠讓 Faust 服務、代理和 Web 端點進行交互。 這包括三個部分，處理應用程序生命周期的 Service 類，將消息轉發到業務類的 Kafka 和 Portal 端點，以及執行某些功能並將結果通過服務類傳遞回 kafka 的業務類

注意：這是偽代碼，您需要填寫一些基本內容

import MyBusinessClass

# This is my class handling the business functions, events are routed to it
# from kafka or the web portal and it takes an action by sending a message
# back on kafka via the Service class
actor = MyBusinessClass()

# Kafka topic to receive messages and hand over to business class
topic = app.topic('mytopic', value_serializer='raw')

@app.service
class MyService:
    async def on_start(self):
       # Give a reference of your self to Business class
       actor.setService(self) 
       ... do startup stuff

    async def on_stop(self):
       ... do shutdown stuff

    # Kafka consumption end point
    @app.agent(topic)
    async def process_kafka(stream):
        async for payload in stream:
            obj = from_dict(data_class=MsgPojo, data=loads(payload))
            # hand over the message to the business class
            await actor.onKafkaMsg(obj) 


    # Web portal endpoint
    @app.page('/main')
    async def portal_main(self, request):
         ... do something
         # Send portal actions over the internal channel to 
         await actor.onPortalMsg(request)

     # This function is called by the Business class to send messages over
     # kafka, in response to an action on the web portal or a message from 
     # kafka
     async def sendOrder(self, order)
         await topic.send(value=order)



class MyBusinessClass:

    # gets a handle to the service class for network communication
    def setService(self, service:MyService):
        self.service = service
   
    def onKafkaMsg(self, obj)
        ... do something with obj
        await self.service.sendOrder(result)

    def onPortalMsg(self, portalreq)
        ... do something with portalreq
        await self.service.sendOrder(result)

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