## 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 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))

### 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)

### 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

# Install Scoop and packages
RUN iex \"& {$(irm get.scoop.sh)} -RunAsAdmin\"; \
    scoop install perl; \
    scoop install bazel; \
    scoop install cuda; \
    scoop install azure-functions-core-tools; \
    scoop install azure-cli;

# Setting environment variables
RUN [Environment]::SetEnvironmentVariable('CYGWIN', 'winsymlinks:native', 'Machine'); \

package mesh

import (
	"context"

	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
	"k8s.io/client-go/kubernetes"
	_ "k8s.io/client-go/plugin/pkg/client/auth" //  Import all Kubernetes client auth plugins (e.g. Azure, GCP, OIDC, etc.)

	"istio.io/istio/operator/pkg/helm"
	"istio.io/istio/operator/pkg/name"
	"istio.io/istio/operator/pkg/util"
)

type operatorCommonArgs struct {
	// hub is the hub for the operator image.

- Fix: skip case sensitivity when checking Azure NSG rules
  fix: ensure InstanceShutdownByProviderID return false for creating Azure VMs ([#104447](https://github.com/kubernetes/kubernetes/pull/104447), [@feiskyer](https://github.com/feiskyer)) [SIG Cloud Provider]

### Other notable changes

* fix device name change issue for azure disk: add remount logic ([#57953](https://github.com/kubernetes/kubernetes/pull/57953), [@andyzhangx](https://github.com/andyzhangx))
* GCE: Allows existing internal load balancers to continue using an outdated subnetwork  ([#57861](https://github.com/kubernetes/kubernetes/pull/57861), [@nicksardo](https://github.com/nicksardo))

Transition tiers can be added to MinIO using `mc admin tier add` command to associate a `gcs`, `s3` or `azure` bucket or prefix path on a bucket to the tier name.
Lifecycle transition rules can be applied to buckets (both versioned and un-versioned) by specifying the tier name defined above as the transition storage class for the lifecycle rule.

	* Added exponential backoff to Azure cloudprovider ([#46660](https://github.com/kubernetes/kubernetes/pull/46660), [@jackfrancis](https://github.com/jackfrancis))

  * Add support for bring-your-own ip address for Services on Azure ([#42034](https://github.com/kubernetes/kubernetes/pull/42034), [@brendandburns](https://github.com/brendandburns))