afraid of interrupting him,) `I'll give him sixpence.  _I_ don't
believe there's an atom of meaning in it.'

  The jury all wrote down on their slates, `SHE doesn't believe
there's an atom of meaning in it,' but none of them attempted to
explain the paper.

  `If there's no meaning in it,' said the King, `that saves a
world of trouble, you know, as we needn't try to find any.  And

### Eşzamanlılık + Paralellik: Web + Makine Öğrenimi { #concurrency-parallelism-web-machine-learning }

**FastAPI** ile web geliştirmede çok yaygın olan eşzamanlılıktan (NodeJS’in başlıca cazibesiyle aynı) yararlanabilirsiniz.

### Serverspeicher { #server-memory }

Wenn Ihr Code beispielsweise ein Machine-Learning-Modell mit **1 GB Größe** lädt und Sie einen Prozess mit Ihrer API ausführen, verbraucht dieser mindestens 1 GB RAM. Und wenn Sie **4 Prozesse** (4 Worker) starten, verbraucht jeder 1 GB RAM. Insgesamt verbraucht Ihre API also **4 GB RAM**.

### Рівночасність + паралелізм: веб + машинне навчання { #concurrency-parallelism-web-machine-learning }

З **FastAPI** ви можете скористатися рівночасністю, що дуже поширена у веброзробці (та ж головна принада NodeJS).

application est **simple**, cela ne sera probablement **pas un problème**, et vous n'aurez peut-être pas besoin de spécifier des limites de mémoire strictes. Mais si vous **utilisez beaucoup de mémoire** (par exemple avec des modèles de **machine learning**), vous devez vérifier combien de mémoire vous consommez et ajuster le **nombre de conteneurs** qui s'exécutent sur **chaque machine** (et peut-être ajouter plus de machines à votre cluster).

Si vous exécutez **plusieurs processus par...

Si tu aplicación es **simple**, probablemente esto **no será un problema**, y puede que no necesites especificar límites de memoria estrictos. Pero si estás **usando mucha memoria** (por ejemplo, con modelos de **Machine Learning**), deberías verificar cuánta memoria estás consumiendo y ajustar el **número de contenedores** que se ejecutan en **cada máquina** (y tal vez agregar más máquinas a tu cluster).

Uygulamanız **basitse**, muhtemelen bu **bir sorun olmaz** ve katı memory limitleri belirlemeniz gerekmeyebilir. Ancak **çok memory kullanıyorsanız** (ör. **machine learning** modelleriyle), ne kadar memory tükettiğinizi kontrol edip **her makinede** çalışacak **container sayısını** ayarlamalısınız (ve gerekirse cluster'a daha fazla makine eklemelisiniz).

ze=true)](https://min.io) MinIO is a High Performance Object Storage released under GNU Affero General Public License v3.0. It is API compatible with Amazon S3 cloud storage service. Use MinIO to build high performance infrastructure for machine learning, analytics and application data workloads. This README provides quickstart instructions on running MinIO on bare metal hardware, including container-based installations. For Kubernetes environments, use the [MinIO Kubernetes Operator](https://gi...

* 📝 Add external link: Building simple E-Commerce with NuxtJS and FastAPI. PR [#3271](https://github.com/tiangolo/fastapi/pull/3271) by [@ShahriyarR](https://github.com/ShahriyarR).
* 📝 Add external link: Serve a machine learning model using Sklearn, FastAPI and Docker. PR [#2974](https://github.com/tiangolo/fastapi/pull/2974) by [@rodrigo-arenas](https://github.com/rodrigo-arenas).

  Don't use these flags. Using deprecated flags causes the server to print a warning. Using a removed flag causes the server to abort the startup.

* The following deprecated flags were removed from `kubelet`:

  * `api-servers` - add apiserver addresses to the kubeconfig file instead.

  Don't use these flags. Using deprecated flags causes the kubelet to print a warning. Using a removed flag causes the kubelet to abort the startup.