๋ณธ๋ฌธ ๋ฐ”๋กœ๊ฐ€๊ธฐ

Machine Learning/Azure ML

AKS ํด๋Ÿฌ์Šคํ„ฐ ๋งŒ๋“ค๊ธฐ

๋ฐ˜์‘ํ˜•

 

Python : SDK ์‚ฌ์šฉํ•˜์—ฌ AKS ์—ฐ๊ฒฐ

aks_target = AksCompute(ws,"myaks")
deployment_config = AksWebservice.deploy_configuration(cpu_cores = 1, memory_gb = 1)
service = Model.deploy(ws, "aksservice", [model], inference_config, deployment_config, aks_target)
service.wait_for_deployment(show_output = True)
print(service.state)
print(service.get_logs())

 

https://azure.microsoft.com/ko-kr/pricing/

 

๊ฐ€๊ฒฉ ์ฑ…์ • ๊ฐœ์š” - Azure ๊ฐ€๊ฒฉ ์ฑ…์ • ๋ฐฉ์‹ | Microsoft Azure

Microsoft Azure๋ฅผ ํ†ตํ•ด ์ตœ์ƒ์˜ ํด๋ผ์šฐ๋“œ ๊ฐ€์น˜๋ฅผ ์–ป์œผ์„ธ์š”. ์‚ฌ์ „ ํˆฌ์ž ๋น„์šฉ์ด๋‚˜ ์ทจ์†Œ ์š”๊ธˆ ์—†์ด ํˆฌ๋ช…ํ•œ ๊ฐ€๊ฒฉ ์ฑ…์ •์„ ์ด์šฉํ•˜๊ณ  ์‚ฌ์šฉํ•œ ๋ฆฌ์†Œ์Šค์— ๋Œ€ํ•œ ๋น„์šฉ๋งŒ ์ง€๋ถˆํ•˜๋ฉด ๋ฉ๋‹ˆ๋‹ค.

azure.microsoft.com

Kubernetes ํ•ต์‹ฌ ๊ฐœ๋…

https://docs.microsoft.com/ko-kr/azure/aks/concepts-clusters-workloads

 

๊ฐœ๋… - AKS(Azure Kubernetes Service)์˜ Kubernetes ๊ธฐ๋ณธ ์‚ฌํ•ญ

Kubernetes์˜ ๊ธฐ๋ณธ ํด๋Ÿฌ์Šคํ„ฐ ๋ฐ ์›Œํฌ๋กœ๋“œ ๊ตฌ์„ฑ ์š”์†Œ์™€ AKS(Azure Kubernetes Service)์˜ ๊ธฐ๋Šฅ๊ณผ์˜ ๊ด€๊ณ„์— ๋Œ€ํ•ด ์•Œ์•„๋ด…๋‹ˆ๋‹ค.

docs.microsoft.com

https://docs.microsoft.com/ko-kr/azure/aks/kubernetes-walkthrough-portal?view=azure-cli-latest

 

๋น ๋ฅธ ์‹œ์ž‘ - ํฌํ„ธ์—์„œ AKS(Azure Kubernetes Service) ํด๋Ÿฌ์Šคํ„ฐ ๋งŒ๋“ค๊ธฐ

Azure Portal์„ ์‚ฌ์šฉํ•˜์—ฌ Kubernetes ํด๋Ÿฌ์Šคํ„ฐ๋ฅผ ๋น ๋ฅด๊ฒŒ ๋งŒ๋“ค๊ณ  ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ๋ฐฐํฌํ•˜๊ณ  AKS(Azure Kubernetes Service)์˜ ์„ฑ๋Šฅ์„ ๋ชจ๋‹ˆํ„ฐ๋งํ•˜๋Š” ๋ฐฉ๋ฒ•์„ ์•Œ์•„๋ด…๋‹ˆ๋‹ค.

docs.microsoft.com

 

https://docs.microsoft.com/ko-kr/azure/machine-learning/service/how-to-deploy-and-where#aks

 

๋ฐฉ๋ฒ• ๋ฐ ๋ชจ๋ธ์„ ๋ฐฐํฌํ•  ์ˆ˜ ์žˆ๋Š” ์œ„์น˜ - Azure Machine Learning service

๋‹ค์Œ์„ ํฌํ•จํ•˜๋Š” Azure Machine Learning ์„œ๋น„์Šค ๋ชจ๋ธ์„ ๋ฐฐํฌํ•˜๋Š” ๋ฐฉ๋ฒ• ๋ฐ ์œ„์น˜๋ฅผ ์•Œ์•„๋ด…๋‹ˆ๋‹ค. Azure Container Instances, Azure Kubernetes Service, Azure IoT Edge ๋ฐ Field-Programmable Gate Array

docs.microsoft.com

 

 

๋ฐ˜์‘ํ˜•

'Machine Learning > Azure ML' ์นดํ…Œ๊ณ ๋ฆฌ์˜ ๋‹ค๋ฅธ ๊ธ€

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