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社区首页 >问答首页 >如何使用Python在统一AI平台上编辑端点设置?

如何使用Python在统一AI平台上编辑端点设置?
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Stack Overflow用户
提问于 2021-04-20 16:53:45
回答 1查看 156关注 0票数 0

我已经成功地在统一云AI平台上创建了一个端点,并向其部署了两个Model-- Model AModel B,流量分别占流量的20%和80%。现在,在云控制台( UI)上,我可以选择编辑设置,并将流量拆分分别更改为30%和70%,并部署Model。但是,我无法理解如何使用来做到这一点。

通过这里提供的文档不足以理解我们如何做到这一点。任何帮助都将不胜感激。

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回答 1

Stack Overflow用户

回答已采纳

发布于 2021-04-21 07:23:50

AI平台统一文档还没有关于如何使用python编辑通信量的示例。以下是这方面的代码:

注意:在运行代码之前,不要忘记更新end_point (端点ID)、project (项目ID)、model_id_1model_id_2的值。

代码语言:javascript
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from google.cloud import aiplatform
from google.cloud import aiplatform_v1


def update_endpoint_traffic(
    end_point: str, 
    project: str, 
    location: str = "us-central1",
    api_endpoint: str = "us-central1-aiplatform.googleapis.com",
    timeout: int = 7200,
):
    # The AI Platform services require regional API endpoints.
    client_options = {"api_endpoint": api_endpoint}
    # Initialize client that will be used to create and send requests.
    # This client only needs to be created once, and can be reused for multiple requests.
    client = aiplatform.gapic.EndpointServiceClient(client_options=client_options)
    client_model = aiplatform_v1.services.model_service.ModelServiceClient(client_options=client_options)

    deployed_model_id_list = []
    model_id_1 = 'xxxxxxxx' # place your model id here
    model_id_2 = 'xxxxxxxx' # place your model id here
    model_list = [f'projects/{project}/locations/{location}/models/{model_id_1}',f'projects/{project}/locations/{location}/models/{model_id_2}']

    for model in model_list:
        model_request = aiplatform_v1.types.GetModelRequest(name=model)
        model_info = client_model.get_model(request=model_request)
        deployed_models_info = model_info.deployed_models
        deployed_model_id=model_info.deployed_models[0].deployed_model_id
        deployed_model_id_list.append(deployed_model_id)

    traffic_split = {deployed_model_id_list[0]: 60, deployed_model_id_list[1]:40} #update values of 60 and 40 to desired traffic split ex.(30 70)

    name=f'projects/{project}/locations/{location}/endpoints/{end_point}'

    endpoint = aiplatform_v1.types.Endpoint(name=name,traffic_split=traffic_split)
    update_endpoint = aiplatform_v1.types.UpdateEndpointRequest(endpoint=endpoint)
    client.update_endpoint(request=update_endpoint)

update_endpoint_traffic(end_point='your-endpoint-id',project='your-project-id') 
票数 1
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页面原文内容由Stack Overflow提供。腾讯云小微IT领域专用引擎提供翻译支持
原文链接:

https://stackoverflow.com/questions/67183177

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