## Modèles d'apprentissage automatique avec spaCy et FastAPI - Fonctionnalités

* Intégration d'un modèle NER **spaCy**.
* Formatage de requête pour **Azure Cognitive Search**.
* Serveur Python web **prêt à utiliser en production** utilisant Uvicorn et Gunicorn.
* Déploiement CI/CD Kubernetes pour **Azure DevOps** (AKS).
* **Multilangues**. Choisissez facilement l'une des langues intégrées à spaCy durant la mise en place du projet.

- Fix the `cloudprovider_azure_api_request_duration_seconds` metric buckets to correctly capture the latency metrics. Previously, the majority of the calls would fall in the "+Inf" bucket. ([#95376](https://github.com/kubernetes/kubernetes/pull/95376), [@marwanad](https://github.com/marwanad)) [SIG Cloud Provider and Instrumentation]

    title: Booking Appointments with Twilio, Notion, and FastAPI
  - author: Abhinav Tripathi - Microsoft Blogs
    link: https://devblogs.microsoft.com/cosmosdb/azure-cosmos-db-python-and-fastapi/
    title: Write a Python data layer with Azure Cosmos DB and FastAPI
  - author: Donny Peeters
    author_link: https://github.com/Donnype
    link: https://bitestreams.com/blog/fastapi-sqlalchemy/

### Machine Learning modelleri, spaCy ve FastAPI - Features

* **spaCy** NER model entegrasyonu.
* **Azure Cognitive Search** yerleşik istek biçimi.
* Uvicorn ve Gunicorn ile **Production ready** Python web server'ı.
* Dahili **Azure DevOps** Kubernetes (AKS) CI/CD deployment.
* **Multilingual**, Proje kurulumu sırasında spaCy'nin yerleşik dillerinden birini kolayca seçin.

* fix get azure accounts timeout issue when there is no out-bound IP ([#74191](https://github.com/kubernetes/kubernetes/pull/74191), [@andyzhangx](https://github.com/andyzhangx))
* fix issue: fail to detach azure disk when there is server side error ([#74398](https://github.com/kubernetes/kubernetes/pull/74398), [@andyzhangx](https://github.com/andyzhangx))

* fix race condition when attach/delete azure disk in same time ([#84917](https://github.com/kubernetes/kubernetes/pull/84917), [@andyzhangx](https://github.com/andyzhangx))
* fix azure load balancer update dns label issue ([#85329](https://github.com/kubernetes/kubernetes/pull/85329), [@nilo19](https://github.com/nilo19))

- [cloudprovider-aws external v0.1.0](https://github.com/kubernetes/cloud-provider-aws/blob/master/changelogs/CHANGELOG-0.1.md)

### SIG Azure

For 1.13 SIG Azure was focused on adding additional Azure Disk support for Ultra SSD, Standard SSD, and Premium Azure Files. Azure Availability Zones and cross resource group nodes were also moved from Alpha to Beta in 1.13.

### SIG Big Data

### Модели машинного обучения на основе spaCy и FastAPI - Особенности

* Интеграция с моделями **spaCy** NER.
* Встроенный формат запросов к **когнитивному поиску Azure**.
* **Готовый к реальной работе** веб-сервер Python использующий Uvicorn и Gunicorn.
* Встроенное развёртывание на основе **Azure DevOps** Kubernetes (AKS) CI/CD.
* **Многоязычность**. Лёгкий выбор одного из встроенных в spaCy языков во время настройки проекта.

### FastAPI + spaCy 机器学习模型 - 功能

* 集成 **spaCy** NER 模型
* 内置 **Azure 认知搜索**请求格式
* **生产可用**的 Python 网络服务器，使用 Uvicorn 与 Gunicorn
* 内置 **Azure DevOps** Kubernetes (AKS) CI/CD 开发
* **多语**支持，可在项目设置时选择 spaCy 内置的语言

### Changed
- github.com/Azure/azure-sdk-for-go: [v43.0.0+incompatible → v55.0.0+incompatible](https://github.com/Azure/azure-sdk-for-go/compare/v43.0.0...v55.0.0)
- github.com/Azure/go-ansiterm: [d6e3b33 → d185dfc](https://github.com/Azure/go-ansiterm/compare/d6e3b33...d185dfc)
- github.com/Azure/go-autorest/autorest/adal: [v0.9.5 → v0.9.13](https://github.com/Azure/go-autorest/autorest/adal/compare/v0.9.5...v0.9.13)