azure machine learning studio下载 - azure machine learning studio源代码下载

.NET DLL用于Azure Machine学习工作室管理

概述

描述

该存储库包含用于Azure Machine Learning Studio Management的概念验证项目。

该解决方案包括.NET标准2.0类库（ DLL ），可以将其合并到许多.NET应用程序中，并用于刻度和自动化Azure ML Studio工作室工作区和实验。

目前，该项目处于释放阶段 -在使用之前，请注意可能的错误和例外！

解决方案基础概述

在与我们的合作伙伴Soneta/Enova365会面期间，创建一种管理Azure Machine Learning Studio的工具的想法诞生了。

我们的合作伙伴正在寻找可以在Azure ML Studio门户网站上自动化和扩展实验的解决方案。在对可用工具进行初步分析之后，我发现了我后来用作当前解决方案的基础的唯一一种（来源：用于Azure Machine Learning Studio＆Web Services的PowerShell模块） - 为PowerShell用户开发了此解决方案，C＃代码实施（SDK）帮助我作为创建这个项目的基础。

先决条件

Azure机器学习工作室

该解决方案是为使用Azure Machine Learning Studio资源的使用 -工作区，实验，数据库，模块等。我们需要一个适当的帐户才能通过使用此库来工作。

我们可以创建不同类型的工作区，因为我们的库应处理任何类型的帐户。

免费工作区

访问Azure Machine Learning Studio的主要网站，然后创建一个新帐户-https://studio.azureml.net/

您应该注意到这一点：

Azurestudiofree

Azure订阅

或者，使用订阅创建一个Azure帐户。

Azure免费帐户
为学生的蓝色
Azure Pass

并通过门户创建一个工作区：

AzurePortalResources AzurePortalResourcesCreate AzurePortalResourcesPrice AzurePortalResourcespricing

软件

azureml.studio.dll和azureml.studio.core.dll是用.NET标准2.0编写的类库。

“ .NET标准是.NET API的形式规范，旨在在所有.NET实施中可用。.NET标准背后的动机在.NET生态系统中建立更大的统一性。ECMA335继续为.Net Base Classeries Implaries Implaries（Bcl）提供了类似的实现。

您可以在特定图中使用这些dll，但是在使用concder之前，所有版本的.NET标准和支持的平台的下表（来源：.NET标准）：

.NET标准	1.0	1.1	1.2	1.3	1.4	1.5	1.6	2.0
.NET核心	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0
.NET框架	4.5	4.5	4.5.1	4.6	4.6.1	4.6.1	4.6.1	4.6.1
单核细胞增多症	4.6	4.6	4.6	4.6	4.6	4.6	4.6	5.4
Xamarin.ios	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.14
Xamarin.mac	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.8
Xamarin.android	7.0	7.0	7.0	7.0	7.0	7.0	7.0	8.0
通用Windows平台	10.0	10.0	10.0	10.0	10.0	10.0.16299	10.0.16299	10.0.16299

工具和图书馆

您可能需要诸如代码编辑，IDE或记事本和库之类的工具，以及可以创建.NET应用程序的工具。在这种情况下，我使用了带有适当框架的Visual Studio作为示例运行控制台应用程序。

视觉工作室IDE

用法

nuget

azureml.studio -https：//www.nuget.org/packages/azureml.studio/
azureml.studio.core -https：//www.nuget.org/packages/azureml.studio.core/core/

发布

github-https：//github.com/borysrybak/azure-machine-learning-studio/releases

要求

（来源：https：//github.com/hning86/azuremlps#configuration ）：

工作区ID
- 该值可以在ML Studio的工作区设置中找到。
工作区授权令牌
- 该值可以在ML Studio的工作区设置中找到。请注意，您必须是工作空间的所有者，才能访问此令牌。
地点
- 该值可以在工作区下拉下找到。它是该工作空间提供的Azure区域。此配置的当前支持值是：
  - 美国中部
  - 东南亚
  - 日本东
  - 西欧
  - 美国中部
  - ...

配置

将参考或作为Nuget软件包添加到您的项目。

创建一个StudioClient类的实例并使用它。

 using AzureML . Studio . Core . Models ;

namespace AzureML . Studio . ConsoleApplicationExample
{
    class Program
    {
        static void Main ( string [ ] args )
        {
            var studioClient = new StudioClient ( ) ;
            
            var workspaceSettings = WorkspaceSettings ( ) ;
            workspaceSettings . WorkspaceId = "XYZ" ;
            workspaceSettings . AuthorizationToken = "######" ;
            workspaceSettings . Location = "" ;

            var workspace = studioClient . GetWorkspace ( workspaceSettings ) ;
        .. .
    .. .
}

运营

获取工作空间元数据（ getWorkspace ）
获取选定的工作区元数据（ getWorkSpaces ）
获取工作空间的用户（ GetWorkSpaceusers ）
从选定的工作区（ GetWorkSpaceSusers ）获取用户
将新用户添加到工作区（ AddUserToworkspace ）
将新用户添加到选定的工作区（ AdduserToworkspaces ）
将新用户添加到工作区（ AdduSerstoworkspace ）
将新用户添加到选定的工作区（ AdduSerstoworkspaces ）
从工作空间获取数据集（ getDataSetsflomworkspace ）
获取选定工作区（ getDatasetsfromworkspaces ）的数据集
从工作区删除数据集（删除deledataSetFromWorkspace ）
从工作区删除数据集（删除deleteDataSetsFromWorkspace ）
从工作区删除所有数据集（ deletealldatasetsflomworkspace ）
从选定的工作区（ DeleteAlldataSetsFromWorkspaces ）删除所有数据集）
从工作区下载数据集（下载datasetfromworkspace ）
从工作区下载选定的数据集（下载dataSetsflomworkspace ）
从工作空间下载所有数据集（下载alldatasetsflomworkspace ）
从选定的工作区下载所有数据集（下载alldataSetsFromWorkspaces ）
将资源文件上传到工作区（ uploadResourcetoworkspace ）
将资源文件上传到工作区（ uploadResourcestoworkspace ）
将资源文件上传到工作区（ uploadresourcetoworkspaces ）
将资源文件上传到工作区（ uploadresourcestoworkspaces ）
通过ID进行实验（ getspermiment ）
通过ID进行实验（ getexperiments ）
从工作区（ GetAllexperiments ）获取所有实验
运行实验（经验丰富）
运行实验（ Runexperiments ）
运行所有实验（ Rulallexperiments ）
保存实验（保存经验）
保存实验（ Saveexperiments ）
保存所有实验（ saveallexperiments ）
将实验保存为（ Saveexperimentas ）
删除实验（ Deleteexperiment ）
删除实验（ Deleteexperiments ）
删除所有实验（ DeleteAllexperiments ）
导出一个实验为JSON（出口特征）
导出特定的实验作为JSON（导出特性）
将所有实验导出为JSON（ Exportallexperiments ）
作为JSON的导入实验（进口实验）
将实验从工作空间复制到另一个工作区（ copyepperiment ）
将特定的实验从工作区复制到另一个工作区（ copyepperiments ）
将所有实验从工作区复制到另一个工作区（ CopyAllexperiments ）
获得训练有素的模型（ GetTrainingModel ）
获得训练有素的模型（ Get TrainingModels ）
得到转换（ getTransform ）
获得变换（ getTransforms ）
通过更改其值（ modifyNodeParameter ）来修改节点参数
修改两个模块之间的边缘连接（ modifyNodeedge ）
在实验（ addModule ）中添加新模块

GetWorkspace

 var workspace = studioClient . GetWorkspace ( workspaceSettings ) ;

 var workspace = studioClient . GetWorkspace ( "XYZ" , "######" , "" ) ;

getWorkspaces

 IEnumerable < WorkspaceSettings > workspacesSettings ;

var workspaces = studioClient . GetWorkspaces ( workspacesSettings ) ;

GetWorkspaceusers

 var users = studioClient . GetWorkspaceUsers ( workspaceSettings ) ;

 var users = studioClient . GetWorkspaceUsers ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var users = studioClient . GetWorkspaceUsers ( workspace ) ;

GetWorkSpaceSusers

 IEnumerable < WorkspaceSettings > workspacesSettings ;
var workspaceUsersdictionary = studioClient . GetWorkspacesUsers ( workspacesSettings ) ;

 IEnumerable < Workspace > workspaces ;
var workspaceUsersdictionary = studioClient . GetWorkspacesUsers ( workspaces ) ;

addusertoworkspace

 var workspaceUser = new WorkspaceUser (
            new WorkspaceUserInternal ( ) {
                User = new UserDetailInternal ( ) {
                    Email = "email" , Role = "role" } } ) ) ;

studioClient . AddUserToWorkspace ( workspaceSettings , workspaceUser ) ;

 studioClient . AddUserToWorkspace ( workspaceSettings , "email" , "role" ) ;

 studioClient . AddUserToWorkspace ( "XYZ" , "######" , "" , workspaceUser ) ;

 studioClient . AddUserToWorkspace ( "XYZ" , "######" , "" , "email" , "role" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . AddUserToWorkspace ( workspace , workspaceUser ) ;

 studioClient . AddUserToWorkspace ( workspace , "email" , "role" ) ;

addusertoworkspaces

 IEnumerable < WorkspaceSettings > workspacesSettings ;
var workspaceUser = new WorkspaceUser (
            new WorkspaceUserInternal ( ) {
                User = new UserDetailInternal ( ) {
                    Email = "email" , Role = "role" } } ) ) ;

studioClient . AddUserToWorkspaces ( workspacesSettings , workspaceUser ) ;

 studioClient . AddUserToWorkspaces ( workspacesSettings , "email" , "role" ) ;

 IEnumerable < Workspace > workspaces ;

studioClient . AddUserToWorkspaces ( workspaces , workspaceUser ) ;

 studioClient . AddUserToWorkspaces ( workspaces , "email" , "role" ) ;

AdduSerstoworkspace

 IEnumerable < WorkspaceUser > workspaceUsers ;

studioClient . AddUsersToWorkspace ( workspaceSettings , workspaceUsers ) ;

 studioClient . AddUsersToWorkspace ( "XYZ" , "######" , "" , workspaceUsers ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . AddUsersToWorkspace ( workspace , workspaceUsers ) ;

AdduSerstoworkspaces

 IEnumerable < WorkspaceSettings > workspacesSettings ;
IEnumerable < WorkspaceUser > workspaceUsers ;

studioClient . AddUsersToWorkspaces ( workspacesSettings , workspaceUsers ) ;

 IEnumerable < Workspace > workspaces ;

studioClient . AddUsersToWorkspaces ( workspaces , workspaceUsers ) ;

getDataSetsetsfromworkspace

 var datasets = studioClient . GetDatasetsFromWorkspace ( workspaceSettings ) ;

 var datasets = studioClient . GetDatasetsFromWorkspace ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var datasets = studioClient . GetDatasetsFromWorkspace ( workspace ) ;

fromworkspaces

 IEnumerable < WorkspaceSettings > workspacesSettings ;

var workspaceDatasetsDictionary = studioClient . GetDatasetsFromWorkspaces ( workspacesSettings ) ;

 IEnumerable < Workspace > workspaces ;

var workspaceDatasetsDictionary = studioClient . GetDatasetsFromWorkspaces ( workspaces ) ;

删除从工作空间的删除

 studioClient . DeleteDatasetFromWorkspace ( workspaceSettings , "datasetFamilyId" ) ;

 var dataset = new Dataset ( ) ;
dataset . FamilyId = "datasetFamilyId" ;

studioClient . DeleteDatasetFromWorkspace ( workspaceSettings , dataset ) ;

 studioClient . DeleteDatasetFromWorkspace ( "XYZ" , "######" , "" , dataset ) ;

 studioClient . DeleteDatasetFromWorkspace ( "XYZ" , "######" , "" , "datasetFamilyId" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteDatasetFromWorkspace ( workspace , "datasetFamilyId" )

 studioClient . DeleteDatasetFromWorkspace ( workspace , dataset ) ;

从工作空间中删除

 IEnumerable < Dataset > datasets ;

studioClient . DeleteDatasetsFromWorkspace ( workspaceSettings , datasets ) ;

 studioClient . DeleteDatasetsFromWorkspace ( "XYZ" , "######" , "" , datasets ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteDatasetsFromWorkspace ( workspace , datasets ) ;

从工作空间中删除

 studioClient . DeleteAllDatasetsFromWorkspace ( workspaceSettings ) ;

 studioClient . DeleteAllDatasetsFromWorkspace ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteAllDatasetsFromWorkspace ( workspace ) ;

deletealldatasetsetssetspaces

 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . DeleteAllDatasetsFromWorkspaces ( workspacesSettings ) ;

 IEnumerable < Workspace > workspaces ;

studioClient . DeleteAllDatasetsFromWorkspaces ( workspaces ) ;

下载datasetsetspace

 studioClient . DownloadDatasetFromWorkspace ( workspaceSettings , "datasetId" , "fileName" ) ;

 studioClient . DownloadDatasetFromWorkspace ( "XYZ" , "######" , "" , "datasetId" , "fileName" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DownloadDatasetFromWorkspace ( workspace , "datasetId" , "fileName" ) ;

 var dataset = new Dataset ( ) ;
dataset . Id = "datasetId" ;

studioClient . DownloadDatasetFromWorkspace ( workspaceSettings , dataset , "fileName" ) ;

 studioClient . DownloadDatasetFromWorkspace ( "XYZ" , "######" , "" , dataset , "fileName" ) ;

 studioClient . DownloadDatasetFromWorkspace ( workspace , dataset , "fileName" ) ;

下载dataSetsetsfromworkspace

 IEnumerable < Dataset > datasets ;

studioClient . DownloadDatasetsFromWorkspace ( workspaceSettings , datasets ) ;

 studioClient . DownloadDatasetsFromWorkspace ( "XYZ" , "######" , "" , datasets ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DownloadDatasetsFromWorkspace ( workspace , datasets ) ;

下载fromworkspace的alldatasetsetsetsets

 studioClient . DownloadAllDatasetsFromWorkspace ( workspaceSettings ) ;

 studioClient . DownloadAllDatasetsFromWorkspace ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DownloadAllDatasetsFromWorkspace ( workspace ) ;

下载fromworkspaces

 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . DownloadAllDatasetsFromWorkspaces ( workspacesSettings ) ;

 IEnumerable < Workspace > workspaces ;

studioClient . DownloadAllDatasetsFromWorkspaces ( workspaces ) ;

UploadResourcetOworkspace

枚举：Resourcefileformat.cs

 ResourceFileFormat resourceFileFormat ;

async studioClient . UploadResourceToWorkspace ( workspaceSettings , resourceFileFormat , " filePath " ) ;

 async studioClient . UploadResourceToWorkspace ( "XYZ" , "######" , "" , resourceFileFormat , "filePath" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

async studioClient . UploadResourceToWorkspace ( workspace , resourceFileFormat , " filePath " ) ;

uploadResourCestoworkspace

枚举：Resourcefileformat.cs

 IDictionary < string , ResourceFileFormat > filePathResourceFileFormatDict ;

studioClient . UploadResourcesToWorkspace ( workspaceSettings , filePathResourceFileFormatDict ) ;

 studioClient . UploadResourcesToWorkspace ( "XYZ" , "######" , "" , filePathResourceFileFormatDict ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . UploadResourcesToWorkspace ( workspace , filePathResourceFileFormatDict ) ;

uploadResourcetOworkspaces

枚举：Resourcefileformat.cs

 IEnumerable < WorkspaceSettings > workspacesSettings ;
ResourceFileFormat resourceFileFormat ;

studioClient . UploadResourceToWorkspaces ( workspacesSettings , resourceFileFormat , "filePath" ) ;

 IEnumerable < Workspace > workspaces ;

studioClient . UploadResourceToWorkspaces ( workspaces , resourceFileFormat , "filePath" ) ;

uploadResourcestoworkspaces

枚举：Resourcefileformat.cs

 IEnumerable < WorkspaceSettings > workspacesSettings ;
IDictionary < string , ResourceFileFormat > filePathResourceFileFormatDict ;

studioClient . UploadResourcesToWorkspaces ( workspacesSettings , filePathResourceFileFormatDict ) ;

 IEnumerable < Workspace > workspaces ;

studioClient . UploadResourcesToWorkspaces ( workspaces , filePathResourceFileFormatDict ) ;

特有

 var experiment = studioClient . GetExperiment ( workspaceSettings , "experimentId" ) ;

 var experiment = studioClient . GetExperiment ( "XYZ" , "######" , "" , "experimentId" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var experiment = studioClient . GetExperiment ( workspace , "experimentId" ) ;

getexpperiments

 IEnumerable < string > experimentsIds ;

var experiments = studioClient . GetExperiments ( workspaceSettings , experimentsIds ) ;

 var experiments = studioClient . GetExperiments ( "XYZ" , "######" , "" , experimentsIds ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var experiments = studioClient . GetExperiments ( workspace , experimentsIds ) ;

getAllexperiments

 IEnumerable < WorkspaceSettings > workspacesSettings ;

var workspaceExperimentsDict = studioClient . GetAllExperiments ( workspacesSettings ) ;

 IEnumerable < Workspace > workspaces ;

var workspaceExperimentsDict = studioClient . GetAllExperiments ( workspaces ) ;

 var experiments = studioClient . GetAllExperiments ( workspaceSettings ) ;

 var experiments = studioClient . GetAllExperiments ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var experiments = studioClient . GetAllExperiments ( workspace ) ;

经历

 studioClient . RunExperiment ( workspaceSettings , "experimentId" ) ;

 studioClient . RunExperiment ( "XYZ" , "######" , "" , "experimentId" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . RunExperiment ( workspace , "experimentId" ) ;

 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . RunExperiment ( workspaceSettings , experiment ) ;

 studioClient . RunExperiment ( "XYZ" , "######" , "" , experiment ) ;

 studioClient . RunExperiment ( workspace , experiment ) ;

Runexperiments

 IEnumerable < string > experimentsIds ;

studioClient . RunExperiments ( workspaceSettings , experimentsIds ) ;

 studioClient . RunExperiments ( "XYZ" , "######" , "" , experimentsIds ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . RunExperiments ( workspace , experimentsIds ) ;

 IEnumerable < Experiment > experiments ;

studioClient . RunExperiments ( workspaceSettings , experiments ) ;

 studioClient . RunExperiments ( "XYZ" , "######" , "" , experiments ) ;

 studioClient . RunExperiments ( workspace , experiments ) ;

成棒

 studioClient . RunAllExperiments ( workspaceSettings ) ;

 studioClient . RunAllExperiments ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . RunAllExperiments ( workspace ) ;

 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . RunAllExperiments ( workspacesSettings ) ;

 IEnumerable < Workspace > workspaces ;

studioClient . RunAllExperiments ( workspaces ) ;

Savepperiment

 studioClient . SaveExperiment ( workspaceSettings , "experimentId" ) ;

 studioClient . SaveExperiment ( "XYZ" , "######" , "" , "experimentId" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . SaveExperiment ( workspace , "experimentId" ) ;

 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . SaveExperiment ( workspaceSettings , experiment ) ;

 studioClient . SaveExperiment ( "XYZ" , "######" , "" , experiment ) ;

 studioClient . SaveExperiment ( workspace , experiment ) ;

保存生效

 IEnumerable < string > experimentsIds ;

studioClient . SaveExperiments ( workspaceSettings , experimentsIds ) ;

 studioClient . SaveExperiments ( "XYZ" , "######" , "" , experimentsIds ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . SaveExperiments ( workspace , experimentsIds ) ;

 IEnumerable < Experiment > experiments ;

studioClient . SaveExperiments ( workspaceSettings , experiments ) ;

 studioClient . SaveExperiments ( "XYZ" , "######" , "" , experiments ) ;

 studioClient . SaveExperiments ( workspace , experiments ) ;

SaveAllexperiments

 studioClient . SaveAllExperiments ( workspaceSettings ) ;

 studioClient . SaveAllExperiments ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . SaveAllExperiments ( workspace ) ;

 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . SaveAllExperiments ( workspacesSettings ) ;

 IEnumerable < Workspace > workspaces ;

studioClient . SaveAllExperiments ( workspaces ) ;

SaveExperimentas

 studioClient . SaveExperimentAs ( workspaceSettings , "experimentId" , "newName" ) ;

 studioClient . SaveExperimentAs ( "XYZ" , "######" , "" , "experimentId" , "newName" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . SaveExperimentAs ( workspace , "experimentId" , "newName" ) ;

 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . SaveExperimentAs ( workspaceSettings , experiment , "newName" ) ;

 studioClient . SaveExperimentAs ( "XYZ" , "######" , "" , experiment , "newName" ) ;

 studioClient . SaveExperimentAs ( workspace , experiment , "newName" ) ;

Deleteexperiment

 studioClient . DeleteExperiment ( workspaceSettings , "experimentId" ) ;

 studioClient . DeleteExperiment ( "XYZ" , "######" , "" , "experimentId" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteExperiment ( workspace , "experimentId" ) ;

 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . DeleteExperiment ( workspaceSettings , experiment ) ;

 studioClient . DeleteExperiment ( "XYZ" , "######" , "" , experiment ) ;

 studioClient . DeleteExperiment ( workspace , experiment ) ;

Deleteexperiments

 IEnumerable < string > experimentsIds ;

studioClient . DeleteExperiments ( workspaceSettings , experimentsIds ) ;

 studioClient . DeleteExperiments ( "XYZ" , "######" , "" , experimentsIds ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteExperiments ( workspace , experimentsIds ) ;

 IEnumerable < Experiment > experiments ;

studioClient . DeleteExperiments ( workspaceSettings , experiments ) ;

 studioClient . DeleteExperiments ( "XYZ" , "######" , "" , experiments ) ;

 studioClient . DeleteExperiments ( workspace , experiments ) ;

Deleteallexperiments

 studioClient . DeleteAllExperiments ( workspaceSettings ) ;

 studioClient . DeleteAllExperiments ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteAllExperiments ( workspace ) ;

 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . DeleteAllExperiments ( workspacesSettings ) ;

 IEnumerable < Workspace > workspaces ;

studioClient . DeleteAllExperiments ( workspaces ) ;

出口特征

 studioClient . ExportExperiment ( workspaceSettings , "experimentId" ) ;

 studioClient . ExportExperiment ( "XYZ" , "######" , "" , "experimentId" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ExportExperiment ( workspace , "experimentId" ) ;

 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . ExportExperiment ( workspaceSettings , experiment ) ;

 studioClient . ExportExperiment ( "XYZ" , "######" , "" , experiment ) ;

 studioClient . ExportExperiment ( workspace , experiment ) ;

 studioClient . ExportExperiment ( workspaceSettings , "experimentId" , "outputFilePath" ) ;

 studioClient . ExportExperiment ( "XYZ" , "######" , "" , "experimentId" , "outputFilePath" ) ;

 studioClient . ExportExperiment ( workspace , "experimentId" , "outputFilePath" ) ;

 studioClient . ExportExperiment ( workspaceSettings , experiment , "outputFilePath" ) ;

 studioClient . ExportExperiment ( "XYZ" , "######" , "" , experiment , "outputFilePath" ) ;

 studioClient . ExportExperiment ( workspace , experiment , "outputFilePath" ) ;

出口特征

 IEnumerable < string > experimentsIds ;

studioClient . ExportExperiments ( workspaceSettings , experimentsIds ) ;

 studioClient . ExportExperiments ( "XYZ" , "######" , "" , experimentsIds ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ExportExperiments ( workspace , experimentsIds ) ;

 IEnumerable < Experiment > experiments ;

studioClient . ExportExperiments ( workspaceSettings , experiments ) ;

 studioClient . ExportExperiments ( "XYZ" , "######" , "" , experiments ) ;

 studioClient . ExportExperiments ( workspace , experiments ) ;

导出体验

 studioClient . ExportAllExperiments ( workspaceSettings ) ;

 studioClient . ExportAllExperiments ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ExportAllExperiments ( workspace ) ;

进口体验

 studioClient . ImportExperiment ( workspaceSettings , "inputFilePath" ) ;

 studioClient . ImportExperiment ( "XYZ" , "######" , "" , "inputFilePath" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ImportExperiment ( workspace , "inputFilePath" ) ;

 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . ImportExperiment ( workspacesSettings , "inputFilePath" ) ;

 IEnumerable < Workspace > workspaces ;

studioClient . ImportExperiment ( workspaces , "inputFilePath" ) ;

 studioClient . ImportExperiment ( workspaceSettings , "inputFilePath" , "newName" ) ;

 studioClient . ImportExperiment ( "XYZ" , "######" , "" , "inputFilePath" , "newName" ) ;

 studioClient . ImportExperiment ( workspace , "inputFilePath" , "newName" ) ;

 studioClient . ImportExperiment ( workspacesSettings , "inputFilePath" , "newName" ) ;

 studioClient . ImportExperiment ( workspaces , "inputFilePath" , "newName" ) ;

copypperiment

 studioClient . CopyExperiment ( sourceWorkspaceSettings , "experimentId" , destinationWorkspaceSettings ) ;

 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . CopyExperiment ( sourceWorkspaceSettings , experiment , destinationWorkspaceSettings ) ;

copyepperiments

 IEnumerable < string > experimentsIds ;

studioClient . CopyExperiments ( sourceWorkspaceSettings , experimentsIds , destinationWorkspaceSettings ) ;

 IEnumerable < Experiment > experiments ;

studioClient . CopyExperiments ( sourceWorkspaceSettings , experiments , destinationWorkspaceSettings ) ;

copyAllexperiments

 studioClient . CopyAllExperiments ( sourceWorkspaceSettings , destinationWorkspaceSettings ) ;

GetTrainingModel

 var userAsset = studioClient . GetTrainedModel ( workspaceSettings , "userAssetId" ) ;

 var userAsset = studioClient . GetTrainedModel ( "XYZ" , "######" , "" , "userAssetId" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var userAsset = studioClient . GetTrainedModel ( workspace , "userAssetId" ) ;

获得培训模型

 var userAssets = studioClient . GetTrainedModels ( workspaceSettings ) ;

 var userAssets = studioClient . GetTrainedModels ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var userAssets = studioClient . GetTrainedModels ( workspace ) ;

 IEnumerable < WorkspaceSettings > workspacesSettings ;

var workspaceUserAssetsDict = studioClient . GetTrainedModels ( workspacesSettings ) ;

 IEnumerable < Workspace > workspaces ;

var workspaceUserAssetsDict = studioClient . GetTrainedModels ( workspaces ) ;

getTransform

 var userAsset = studioClient . GetTransform ( workspaceSettings , "userAssetId" ) ;

 var userAsset = studioClient . GetTransform ( "XYZ" , "######" , "" , "userAssetId" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var userAsset = studioClient . GetTransform ( workspace , "userAssetId" ) ;

getTransforms

 var userAssets = studioClient . GetTransforms ( workspaceSettings ) ;

 var userAssets = studioClient . GetTransforms ( "XYZ" , "######" , "" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var userAssets = studioClient . GetTransforms ( workspace ) ;

 IEnumerable < WorkspaceSettings > workspacesSettings ;

var workspaceUserAssetsDict = studioClient . GetTransforms ( workspacesSettings ) ;

 IEnumerable < Workspace > workspaces ;

var workspaceUserAssetsDict = studioClient . GetTransforms ( workspaces ) ;

modifynodeparameter

 studioClient . ModifyNodeParameter ( workspaceSettings , "experimentId" , "nodeNameComment" , "nodeParameterName" , "value" , "saveAs" ) ;

 studioClient . ModifyNodeParameter ( "XYZ" , "######" , "" , "experimentId" , "nodeNameComment" , "nodeParameterName" , "value" , "saveAs" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ModifyNodeParameter ( workspace , "experimentId" , "nodeNameComment" , "nodeParameterName" , "value" , "saveAs" ) ;

modifyNodeedge

 studioClient . ModifyNodeEdge ( workspaceSettings , "experimentId" , "sourceNodeComment" , "destinationNodeComment" , "saveAs" ) ;

 studioClient . ModifyNodeEdge ( "XYZ" , "######" , "" , "experimentId" , "sourceNodeComment" , "destinationNodeComment" , "saveAs" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ModifyNodeEdge ( workspace , "experimentId" , "sourceNodeComment" , "destinationNodeComment" , "saveAs" ) ;

addModule

 studioClient . AddModule ( workspaceSettings , "experimentId" , "nameOfNewModule" , "saveAs" ) ;

 studioClient . AddModule ( "XYZ" , "######" , "" , "experimentId" , "nameOfNewModule" , "saveAs" ) ;

 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . AddModule ( workspace , "experimentId" , "nameOfNewModule" , "saveAs" ) ;

缺少许多代码行，但是在此状态下，您将能够执行许多基本操作。

测试

其中包含一个单位测试项目，但它是空的，它将在下一个开发的下一个项目中完成。到目前为止，我已经在控制台应用程序中测试了很少的重要操作。

将一个从一个工作空间复制到另一个工作空间，两者都有相同的定价层和相同的区域：

复制实验： “导入数据 - 实验”
源工作区： “ fackwesteuropecommandcenters1'
目的地工作区： “ FakeWesteuropeCustomers1'
在复制实验之前，应保存实验并完成运行状态。

 static void CopyExperimentFromWorkspaceToWorkspaceSamePricingSameRegion ( StudioClient studioClient )
{
    var sourceWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    var destinationWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( sourceWorkspace , experimentId ) ;

    studioClient . CopyExperiment ( sourceWorkspace , experiment , destinationWorkspace ) ;
}

将实验从一个工作空间复制到另一个工作空间，不同的定价层，但区域相同：

复制实验： “导入数据 - 实验”
源工作区： “ fackwesteuropecommandcenters1'
目的地工作区： “ fackewesteuropecustomerdevtest'
在复制实验之前，应保存实验并完成运行状态。

 static void CopyExperimentFromWorkspaceToWorkspaceDifferentPricingSameRegion ( StudioClient studioClient )
{
    var sourceWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    var destinationWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( sourceWorkspace , experimentId ) ;

    studioClient . CopyExperiment ( sourceWorkspace , experiment , destinationWorkspace ) ;
}

将一个从一个工作空间复制到另一个工作空间，两者都有相同的定价层，但区域不同：

复制实验： “导入数据 - 实验”
源工作区： “ fackwesteuropecommandcenters1'
目的地工作区： “ fakesouthcentraluscustomers1'
在复制实验之前，应保存实验并完成运行状态。

 static void CopyExperimentFromWorkspaceToWorkspaceSamePricingDifferentRegion ( StudioClient studioClient )
{
    var sourceWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    var destinationWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( sourceWorkspace , experimentId ) ;

    studioClient . ExportExperiment ( sourceWorkspace , experiment ) ;

    var inputFilePath = @"C:...experimentFileName" ;
    studioClient . ImportExperiment ( destinationWorkspace , inputFilePath , "Copied from other region" ) ;
}

将实验从一个工作空间复制到另一个工作空间，不同的定价层和不同的区域：

复制实验： “导入数据 - 实验”
源工作区： “ fackwesteuropecommandcenters1'
目的地工作区： “ Fakesouthcentralusdevtest”
在复制实验之前，应保存实验并完成运行状态。

 static void CopyExperimentFromWorkspaceToWorkspaceDifferentPricingDifferentRegion ( StudioClient studioClient )
{
    var sourceWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    var destinationWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( sourceWorkspace , experimentId ) ;

    studioClient . ExportExperiment ( sourceWorkspace , experiment ) ;

    var inputFilePath = @"C:...experimentFileName" ;
    studioClient . ImportExperiment ( destinationWorkspace , inputFilePath , "Copied from other region" ) ;
}

从门户的角度来看，这就是它的样子：

修改实验的节点参数值并覆盖实验：

修改实验： “导入数据 - 实验”
修改的节点名称： “导入数据” //通过注释“导入数据注释”找到
修改的参数名称： “数据库查询”

 static void ModifyExperimentNodeAndOverwrite ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    studioClient . ModifyNodeParameter ( workspace , experimentId , "Import Data Comment" , "Database Query" , "SELECT Name, ProductNumber, CAST(Weight AS float) Weight r n FROM SalesLT.Product" ) ;
}

修改实验的节点参数值并保存作为新实验：

修改实验： “导入数据 - 实验”
修改的节点名称： “导入数据” //通过注释“导入数据注释”找到
修改的参数名称： “数据库查询”

 static void ModifyExperimentNodeAndSaveAsAnotherExperiment ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    studioClient . ModifyNodeParameter ( workspace , experimentId , "Import Data Comment" , "Database Query" , "SELECT Name, Color, CAST(Weight AS float) Weight r n FROM SalesLT.Product" , "Import Data - Experiment 2" ) ;
}

从门户网站的角度来看：

修改模块（节点）中的连接并覆盖实验：

修改实验： *'连接模块 - 实验'

 static void ModifyConnectionWithinTheModulesAndOverwrite ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = ""
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    studioClient . ModifyNodeEdge ( workspace , experimentId , "CSV" , "Dataset" ) ;
}

修改模块（节点）中的连接并作为新实验保存：

修改实验： *'连接模块 - 实验'

 static void ModifyConnectionWithinTheModulesAndSaveAsAnotherExperiment ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = ""
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    studioClient . ModifyNodeEdge ( workspace , experimentId , "CSV" , "Dataset" , "Connect Modules - Experiment 2" ) ;
}

从门户角度来看：

在实验中添加新模块并覆盖它：

修改实验： “添加模块 - 实验”

 static void AddModuleToTheExperimentAndOverwrite ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = ""
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    var nameOfNewModule = "" ;
    //nameOfNewModule hard-coded
    //TODO: make a dictionary of <Module Names, Module IDs>
    //EXAMPLES:
    //Convert to TSV: 506153734175476c4f62416c57734963.1cdbcda42ece49088b87e6b636258d3d.v1-default-1644
    //Convert to Dataset: 506153734175476c4f62416c57734963.72bf58e0fc874bb19704f1805003b975.v1-default-1642

    studioClient . AddModule ( workspace , experimentId , nameOfNewModule ) ;
}

在实验中添加一个新模块并作为新模块：

修改实验： “添加模块 - 实验”

 static void AddModuleToTheExperimentAndSaveAsAnotherExperiment ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = ""
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    var nameOfNewModule = "" ;
    //nameOfNewModule hard-coded
    //TODO: make a dictionary of <Module Names, Module IDs>
    //EXAMPLES:
    //Convert to TSV: 506153734175476c4f62416c57734963.1cdbcda42ece49088b87e6b636258d3d.v1-default-1644
    //Convert to Dataset: 506153734175476c4f62416c57734963.72bf58e0fc874bb19704f1805003b975.v1-default-1642

    studioClient . AddModule ( workspace , experimentId , nameOfNewModule , "Connect Modules - Experiment 2" ) ;
}

网站的源代码和门户网站的视图：

学习

在编码该解决方案时，我有很多想法。最重要的是，对于每个实例的命名方法，类，甚至描述摘要，很难保持一致。我试图确保我一直创建的代码不会是意大利面条。解决方案仍在开发中，需要连续支持！可以肯定的是，在许多方面必须进行重构，并且应该实施很少的原则。此外，很少有方法对我来说仍然是一个谜，我将它们留在SDK（ ManagementementService.cs ）中 - 您需要找到它们！

而且，我遇到了门户本身的几个错误。这些错误隐藏在这些复制/保存操作中的某个地方。

正如我在乞讨中所写的那样 - 这是一个预发行版本，包含许多错误和非句法例外（在我的待办事项列表中实现这些异常）。请注意！！！

随意贡献，分叉，修改，合作。我希望这个图书馆会有所帮助。

学分

Borys Rybak-微软软件开发工程师：
- azuremlsdk（来源：hai ning的Azuremlps）小型重构中的azureml.studio.core。
- azuremachinearningstudio的整个解决方案
  - Azureml.studio
  - Azureml.studio.ConsoLeApplicationExample
  - azureml.studio.core
  - [正在进行的] azureml.studio.test

有用的材料

框架设计指南
集会和DLL的名称
.NET标准实施支持
StyleCop分析C＃源代码
使用dotnet测试和Xunit的单元测试C＃in .NET核心

展开

azure machine learning studio

.NET DLL用于Azure Machine学习工作室管理

概述

描述

解决方案基础概述

目录

先决条件

Azure机器学习工作室

免费工作区

Azure订阅

软件

工具和图书馆

用法

nuget

发布

要求

配置

运营

GetWorkspace

getWorkspaces

GetWorkspaceusers

GetWorkSpaceSusers

addusertoworkspace

addusertoworkspaces

AdduSerstoworkspace

AdduSerstoworkspaces

getDataSetsetsfromworkspace

fromworkspaces

删除从工作空间的删除

从工作空间中删除

从工作空间中删除

deletealldatasetsetssetspaces

下载datasetsetspace

下载dataSetsetsfromworkspace

下载fromworkspace的alldatasetsetsetsets

下载fromworkspaces

UploadResourcetOworkspace

uploadResourCestoworkspace

uploadResourcetOworkspaces

uploadResourcestoworkspaces

特有

getexpperiments

getAllexperiments

经历

Runexperiments

成棒

Savepperiment

保存生效

SaveAllexperiments

SaveExperimentas

Deleteexperiment

Deleteexperiments

Deleteallexperiments

出口特征

出口特征

导出体验

进口体验

copypperiment

copyepperiments

copyAllexperiments

GetTrainingModel

获得培训模型

getTransform

getTransforms

modifynodeparameter

modifyNodeedge

addModule

测试

将一个从一个工作空间复制到另一个工作空间，两者都有相同的定价层和相同的区域：

将实验从一个工作空间复制到另一个工作空间，不同的定价层，但区域相同：

将一个从一个工作空间复制到另一个工作空间，两者都有相同的定价层，但区域不同：

将实验从一个工作空间复制到另一个工作空间，不同的定价层和不同的区域：

学习

学分

有用的材料