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-
- <h1>
- <span><a id="jumper" href="#jumpto" title="Un peu perdu ?">?</a></span>
- Nameko for Microservices (archive)
- <time>Pour la pérennité des contenus liés. Non-indexé, retrait sur simple email.</time>
- </h1>
- <section>
- <article>
- <h3><a href="http://lucumr.pocoo.org/2015/4/8/microservices-with-nameko/">Source originale du contenu</a></h3>
- <p>In December some of the tech guys at <a class="reference external" href="http://www.onefinestay.com/">onefinestay</a> invited me over to London to do some
- general improvements on their their <a class="reference external" href="http://nameko.readthedocs.org/en/latest/">nameko</a> library. This collaboration
- came together because nameko was pretty similar to how I generally like to
- build certain infrastructure and I had some experience with very similar
- systems.</p>
-
- <p>So now that some of those improvements hit the release version of nameko I
- figured it might be a good idea to give some feedback on why I like this
- sort of architecture.</p>
-
- <h2>Freeing your Mind</h2>
-
- <p>Right now if you want to build a web service in Python there are many
- tools you can pick from, but most of them live in a very specific part of
- your stack. The most common tool is a web framework and that will
- typically provide you with whatever glue is necessary to connect your own
- code to an incoming HTTP request that comes from your client.</p>
-
- <p>However that's not all you need in an application. For instance very
- often you have periodic tasks that you need to execute and in that case,
- your framework is often not just not helping, it's also in your way. For
- instance because you might have built your code with the assumption that
- it has access to the HTTP request object. If you now want to run it from
- a cronjob that request object is unavailable.</p>
-
- <p>In addition to crons there is often also the wish to execute something as
- the result of the request of a client, but without blocking that request.
- For instance imagine there is an admin panel in which you can trigger some
- very expensive data conversion task. What you actually want is for the
- current request to finish but the conversion task to keep on working in
- the background until your data set is converted.</p>
-
- <p>There are obviously many existing solutions for that. Celery comes to
- mind. However they are typically very separated from the rest of the
- stack.</p>
-
- <p>Having a system which treats all of this processes the same frees up your
- mind. This is what makes microservices interesting. Away with having
- HTTP request handlers that have no direct relationship with message queue
- worker tasks or cronjobs. Instead you can have a coherent system where
- any component can talk through well defined points with other parts of the
- system.</p>
-
- <p>This is especially useful in Python where traditionally our support for
- parallel execution has been between very bad to abysmal.</p>
-
- <h2>Enter Nameko</h2>
-
- <p>Nameko is an implementation of this idea. It's very similar in
- architecture to how we structure code at Fireteam. It's based on
- distributing work between processes through AMQP. It's not just AMQP
- though. Nameko abstracts away from that and allows you to write your own
- transports, while staying true to the AMQP patterns.</p>
-
- <p>Nameko does a handful of things and you can build very complex systems
- with it. The idea is that you build individual services which can emit
- events to which other services can subscribe to or they can directly
- invoke each other via RPC. All communication between the services happens
- through AMQP. You don't need to manually deal with any connectivity of
- those.</p>
-
- <p>In addition to message exchange, services also use a lifecycle management
- to find useful resources through dependency injection. That sounds like a
- mouthful but is actually very simple. Because services are classes, you
- can add special attributes to them which will be resolved at runtime. The
- lifetime of the value resolved can be customized. For instance it becomes
- possible to attach a property to the class which can provide access to a
- database connection. The lifetime of that database connection can be
- automatically managed.</p>
-
- <p>So how does that look in practice? Something like this:</p>
-
- <div class="highlight"><pre><span class="kn">from</span> <span class="nn">nameko.rpc</span> <span class="kn">import</span> <span class="n">rpc</span>
-
- <span class="k">class</span> <span class="nc">HelloWorldService</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
- <span class="n">name</span> <span class="o">=</span> <span class="s">'helloworld'</span>
-
- <span class="nd">@rpc</span>
- <span class="k">def</span> <span class="nf">hello</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
- <span class="k">return</span> <span class="s">"Hello, {}!"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
- </pre></div>
-
- <p>This defines a basic service that provides one method that can be invoked
- via RPC. Either another service can do that, or any other process that
- runs nameko can also invoke that, for as long as they connect to the same
- AMQP server. To experiment with this service, Nameko provides a shell
- helper that launches an interactive Python shell with an <tt class="docutils literal">n</tt> object that
- provides RPC access:</p>
-
- <div class="highlight"><pre><span class="gp">>>> </span><span class="n">n</span><span class="o">.</span><span class="n">rpc</span><span class="o">.</span><span class="n">helloworld</span><span class="o">.</span><span class="n">hello</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s">'John'</span><span class="p">)</span>
- <span class="go">u'Hello, John!'</span>
- </pre></div>
-
- <p>If the AMQP server is running, <tt class="docutils literal">rpc.helloworld.hello</tt> contacts the
- <tt class="docutils literal">helloworld</tt> service and resolves the <tt class="docutils literal">hello</tt> method on it. Upon
- calling this method a message will be dispatched via the AMQP broker and
- be picked up by a nameko process. The shell will then block and wait for
- the result to come back.</p>
-
- <p>A more useful example is what happens when services want to collaborate on
- some activity. For instance it's quite common that one service wants to
- respond to the changes another service performs to update it's own state.
- This can be achieved through events:</p>
-
- <div class="highlight"><pre><span class="kn">from</span> <span class="nn">nameko.events</span> <span class="kn">import</span> <span class="n">EventDispatcher</span><span class="p">,</span> <span class="n">event_handler</span>
- <span class="kn">from</span> <span class="nn">nameko.rpc</span> <span class="kn">import</span> <span class="n">rpc</span>
-
- <span class="k">class</span> <span class="nc">ServiceA</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
- <span class="n">name</span> <span class="o">=</span> <span class="s">'servicea'</span>
- <span class="n">dispatch</span> <span class="o">=</span> <span class="n">EventDispatcher</span><span class="p">()</span>
-
- <span class="nd">@rpc</span>
- <span class="k">def</span> <span class="nf">emit_an_event</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">dispatch</span><span class="p">(</span><span class="s">'my_event_type'</span><span class="p">,</span> <span class="s">'payload'</span><span class="p">)</span>
-
-
- <span class="k">class</span> <span class="nc">ServiceB</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
- <span class="n">name</span> <span class="o">=</span> <span class="s">'serviceb'</span>
-
- <span class="nd">@event_handler</span><span class="p">(</span><span class="s">'servicea'</span><span class="p">,</span> <span class="s">'my_event_type'</span><span class="p">)</span>
- <span class="k">def</span> <span class="nf">handle_an_event</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">payload</span><span class="p">):</span>
- <span class="k">print</span> <span class="s">'service b received'</span><span class="p">,</span> <span class="n">payload</span>
- </pre></div>
-
- <p>The default behavior is that one service instance of each service type
- will pick up the event. However nameko can also route an event to every
- single instance of every single service. This is useful for in-process
- cache invalidation for instance.</p>
-
- <h2>The Web</h2>
-
- <p>Nameko is not just good for internal communication however. It uses
- Werkzeug to provide a bridge to the outside world. This allows you to
- accept an HTTP request and to ingest a task into your service world:</p>
-
- <div class="highlight"><pre><span class="kn">import</span> <span class="nn">json</span>
- <span class="kn">from</span> <span class="nn">nameko.web.handlers</span> <span class="kn">import</span> <span class="n">http</span>
- <span class="kn">from</span> <span class="nn">werkzeug.wrappers</span> <span class="kn">import</span> <span class="n">Response</span>
-
- <span class="k">class</span> <span class="nc">HttpServiceService</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
- <span class="n">name</span> <span class="o">=</span> <span class="s">'helloworld'</span>
-
- <span class="nd">@http</span><span class="p">(</span><span class="s">'GET'</span><span class="p">,</span> <span class="s">'/get/<int:value>'</span><span class="p">)</span>
- <span class="k">def</span> <span class="nf">get_method</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">request</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
- <span class="k">return</span> <span class="n">Response</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">({</span><span class="s">'value'</span><span class="p">:</span> <span class="n">value</span><span class="p">}),</span>
- <span class="n">mimetype</span><span class="o">=</span><span class="s">'application/json'</span><span class="p">)</span>
- </pre></div>
-
- <p>The endpoint function can itself invoke other parts of the system via RPC
- or other methods.</p>
-
- <p>This functionality generally also extends into the websocket world, even
- though that part is currently quite experimental. It for instance is
- possible to listen to events and forward them into websocket connections.</p>
-
- <h2>Dependency Injection</h2>
-
- <p>One of the really neat design concepts in Nameko is the use of dependency
- injection to find resources. A good example is the SQLAlchemy bridge
- which attaches a SQLAlchemy database session to a service through
- dependency injection. The descriptor itself will hook into the lifecycle
- management to automatically manage the database resources:</p>
-
- <div class="highlight"><pre><span class="kn">from</span> <span class="nn">nameko_sqlalchemy</span> <span class="kn">import</span> <span class="n">Session</span>
-
- <span class="kn">import</span> <span class="nn">sqlalchemy</span> <span class="kn">as</span> <span class="nn">sa</span>
- <span class="kn">from</span> <span class="nn">sqlalchemy.ext.declarative</span> <span class="kn">import</span> <span class="n">declarative_base</span>
-
- <span class="n">Base</span> <span class="o">=</span> <span class="n">declarative_base</span><span class="p">()</span>
-
- <span class="k">class</span> <span class="nc">User</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
- <span class="n">__tablename__</span> <span class="o">=</span> <span class="s">'users'</span>
- <span class="nb">id</span> <span class="o">=</span> <span class="n">sa</span><span class="o">.</span><span class="n">Column</span><span class="p">(</span><span class="n">sa</span><span class="o">.</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
- <span class="n">username</span> <span class="o">=</span> <span class="n">sa</span><span class="o">.</span><span class="n">Column</span><span class="p">(</span><span class="n">sa</span><span class="o">.</span><span class="n">String</span><span class="p">)</span>
-
-
- <span class="k">class</span> <span class="nc">MyService</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
- <span class="n">name</span> <span class="o">=</span> <span class="s">'myservice'</span>
- <span class="n">session</span> <span class="o">=</span> <span class="n">Session</span><span class="p">(</span><span class="n">Base</span><span class="p">)</span>
-
- <span class="nd">@rpc</span>
- <span class="k">def</span> <span class="nf">get_username</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">user_id</span><span class="p">):</span>
- <span class="n">user</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">User</span><span class="p">)</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">user_id</span><span class="p">)</span>
- <span class="k">if</span> <span class="n">user</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
- <span class="k">return</span> <span class="n">user</span><span class="o">.</span><span class="n">username</span>
- </pre></div>
-
- <p>The implementation of the <tt class="docutils literal">Session</tt> dependency provider itself is
- ridiculously simple. The whole functionality could be implemented like
- this:</p>
-
- <div class="highlight"><pre><span class="kn">from</span> <span class="nn">weakref</span> <span class="kn">import</span> <span class="n">WeakKeyDictionary</span>
-
- <span class="kn">from</span> <span class="nn">nameko.extensions</span> <span class="kn">import</span> <span class="n">DependencyProvider</span>
- <span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="kn">import</span> <span class="n">create_engine</span>
- <span class="kn">from</span> <span class="nn">sqlalchemy.orm</span> <span class="kn">import</span> <span class="n">sessionmaker</span>
-
-
- <span class="k">class</span> <span class="nc">Session</span><span class="p">(</span><span class="n">DependencyProvider</span><span class="p">):</span>
-
- <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">declarative_base</span><span class="p">):</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">declarative_base</span> <span class="o">=</span> <span class="n">declarative_base</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span> <span class="o">=</span> <span class="n">WeakKeyDictionary</span><span class="p">()</span>
-
- <span class="k">def</span> <span class="nf">get_dependency</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">worker_ctx</span><span class="p">):</span>
- <span class="n">db_uri</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">container</span><span class="o">.</span><span class="n">config</span><span class="p">[</span><span class="s">'DATABASE_URL'</span><span class="p">]</span>
- <span class="n">engine</span> <span class="o">=</span> <span class="n">create_engine</span><span class="p">(</span><span class="n">db_uri</span><span class="p">)</span>
- <span class="n">session_cls</span> <span class="o">=</span> <span class="n">sessionmaker</span><span class="p">(</span><span class="n">bind</span><span class="o">=</span><span class="n">engine</span><span class="p">)</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="p">[</span><span class="n">worker_ctx</span><span class="p">]</span> <span class="o">=</span> <span class="n">session</span> <span class="o">=</span> <span class="n">session_cls</span><span class="p">()</span>
- <span class="k">return</span> <span class="n">session</span>
-
- <span class="k">def</span> <span class="nf">worker_teardown</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">worker_ctx</span><span class="p">):</span>
- <span class="n">sess</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sessions</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="n">worker_ctx</span><span class="p">,</span> <span class="bp">None</span><span class="p">)</span>
- <span class="k">if</span> <span class="n">sess</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
- <span class="n">sess</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
- </pre></div>
-
- <p>The actual implementation is only a tiny bit more complicated, and that is
- basically just a bit of extra code to support different database URLs for
- different services and declarative bases. Overall the concept is the same
- however. When the dependency is needed, a connection to the database is
- established and when the worker shuts down, the session is closed.</p>
-
- <h2>Concurrency and Parallelism</h2>
-
- <p>What makes nameko interesting is that scales out really well through the
- use of AMQP and eventlet. First of all, when nameko starts a service
- container it uses eventlet to patch up the Python interpreter to support
- green concurrency. This allows a service container to become quite
- concurrent to do multiple things at once. This is very useful when a
- service waits on another service as threads in Python are a very
- disappointing story. As this however largely eliminates the possibility
- of true parallelism it becomes necessary to start multiple instances of
- services to scale up. Thanks to the use of AMQP however, this becomes a
- very transparent process. For as long as services do not need to store
- local state, it becomes very trivial to run as many of those service
- containers as necessary.</p>
-
- <h2>My Take On It</h2>
-
- <p>Nameko as it stands has all the right principles for building a platform
- out of small services and it's probably the best Open Source solution for
- this problem in the Python world so far.</p>
-
- <p>It's a bit disappointing that Python's async story is so diverging between
- different Python versions and frameworks, but eventlet and gevent are by
- far the cleanest and most practical implementations, so for most intents
- and purposes the eventlet base in nameko is probably the best you can
- currently get for async IO. Fear not though, Nameko 2.0 now also runs on
- Python3.</p>
-
- <p>If you haven't tried this sort of service setup yet, you might want to
- give Nameko a try.</p>
- </article>
- </section>
-
-
- <nav id="jumpto">
- <p>
- <a href="/david/blog/">Accueil du blog</a> |
- <a href="http://lucumr.pocoo.org/2015/4/8/microservices-with-nameko/">Source originale</a> |
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- </p>
- </nav>
-
- <footer>
- <div>
- <img src="/static/david/david-larlet-avatar.jpg" loading="lazy" class="avatar" width="200" height="200">
- <p>
- Bonjour/Hi!
- Je suis <a href="/david/" title="Profil public">David Larlet</a>, je vis actuellement à Montréal et j’alimente cet espace depuis 15 ans. <br>
- Si tu as apprécié cette lecture, n’hésite pas à poursuivre ton exploration. Par exemple via les <a href="/david/blog/" title="Expériences bienveillantes">réflexions bimestrielles</a>, la <a href="/david/stream/2019/" title="Pensées (dés)articulées">veille hebdomadaire</a> ou en t’abonnant au <a href="/david/log/" title="S’abonner aux publications via RSS">flux RSS</a> (<a href="/david/blog/2019/flux-rss/" title="Tiens c’est quoi un flux RSS ?">so 2005</a>).
- </p>
- <p>
- Je m’intéresse à la place que je peux avoir dans ce monde. En tant qu’humain, en tant que membre d’une famille et en tant qu’associé d’une coopérative. De temps en temps, je fais aussi des <a href="https://github.com/davidbgk" title="Principalement sur Github mais aussi ailleurs">trucs techniques</a>. Et encore plus rarement, <a href="/david/talks/" title="En ce moment je laisse plutôt la place aux autres">j’en parle</a>.
- </p>
-
- <p>
- Voici quelques articles choisis :
- <a href="/david/blog/2019/faire-equipe/" title="Accéder à l’article complet">Faire équipe</a>,
- <a href="/david/blog/2018/bivouac-automnal/" title="Accéder à l’article complet">Bivouac automnal</a>,
- <a href="/david/blog/2018/commodite-effondrement/" title="Accéder à l’article complet">Commodité et effondrement</a>,
- <a href="/david/blog/2017/donnees-communs/" title="Accéder à l’article complet">Des données aux communs</a>,
- <a href="/david/blog/2016/accompagner-enfant/" title="Accéder à l’article complet">Accompagner un enfant</a>,
- <a href="/david/blog/2016/senior-developer/" title="Accéder à l’article complet">Senior developer</a>,
- <a href="/david/blog/2016/illusion-sociale/" title="Accéder à l’article complet">L’illusion sociale</a>,
- <a href="/david/blog/2016/instantane-scopyleft/" title="Accéder à l’article complet">Instantané Scopyleft</a>,
- <a href="/david/blog/2016/enseigner-web/" title="Accéder à l’article complet">Enseigner le Web</a>,
- <a href="/david/blog/2016/simplicite-defaut/" title="Accéder à l’article complet">Simplicité par défaut</a>,
- <a href="/david/blog/2016/minimalisme-esthetique/" title="Accéder à l’article complet">Minimalisme et esthétique</a>,
- <a href="/david/blog/2014/un-web-omni-present/" title="Accéder à l’article complet">Un web omni-présent</a>,
- <a href="/david/blog/2014/manifeste-developpeur/" title="Accéder à l’article complet">Manifeste de développeur</a>,
- <a href="/david/blog/2013/confort-convivialite/" title="Accéder à l’article complet">Confort et convivialité</a>,
- <a href="/david/blog/2013/testament-numerique/" title="Accéder à l’article complet">Testament numérique</a>,
- et <a href="/david/blog/" title="Accéder aux archives">bien d’autres…</a>
- </p>
- <p>
- On peut <a href="mailto:david%40larlet.fr" title="Envoyer un courriel">échanger par courriel</a>. Si éventuellement tu souhaites que l’on travaille ensemble, tu devrais commencer par consulter le <a href="http://larlet.com">profil dédié à mon activité professionnelle</a> et/ou contacter directement <a href="http://scopyleft.fr/">scopyleft</a>, la <abbr title="Société coopérative et participative">SCOP</abbr> dont je fais partie depuis six ans. Je recommande au préalable de lire <a href="/david/blog/2018/cout-site/" title="Attention ce qui va suivre peut vous choquer">combien coûte un site</a> et pourquoi je suis plutôt favorable à une <a href="/david/pro/devis/" title="Discutons-en !">non-demande de devis</a>.
- </p>
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- Je ne traque pas ta navigation mais mon
- <abbr title="Alwaysdata, 62 rue Tiquetonne 75002 Paris, +33.184162340">hébergeur</abbr>
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