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Machine Learning Model Registry - Iteration1 (#9105)
* Machine learning services extension - model registration wizard
This commit is contained in:
Leila Lali
@@ -0,0 +1,62 @@
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/*---------------------------------------------------------------------------------------------
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* Copyright (c) Microsoft Corporation. All rights reserved.
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* Licensed under the Source EULA. See License.txt in the project root for license information.
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*--------------------------------------------------------------------------------------------*/
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import * as msRest from '@azure/ms-rest-js';
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import * as Models from './interfaces';
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import * as Mappers from './mappers';
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import * as Parameters from './parameters';
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import { AzureMachineLearningWorkspacesContext } from '@azure/arm-machinelearningservices';
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export class Artifacts {
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private readonly client: AzureMachineLearningWorkspacesContext;
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constructor(client: AzureMachineLearningWorkspacesContext) {
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this.client = client;
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}
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getArtifactContentInformation2(subscriptionId: string, resourceGroupName: string, workspaceName: string, origin: string, container: string, options?: Models.ArtifactAPIGetArtifactContentInformation2OptionalParams): Promise<Models.GetArtifactContentInformation2Response>;
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getArtifactContentInformation2(subscriptionId: string, resourceGroupName: string, workspaceName: string, origin: string, container: string, callback: msRest.ServiceCallback<Models.ArtifactContentInformationDto>): void;
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getArtifactContentInformation2(subscriptionId: string, resourceGroupName: string, workspaceName: string, origin: string, container: string, options: Models.ArtifactAPIGetArtifactContentInformation2OptionalParams, callback: msRest.ServiceCallback<Models.ArtifactContentInformationDto>): void;
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getArtifactContentInformation2(subscriptionId: string, resourceGroupName: string, workspaceName: string, origin: string, container: string, options?: Models.ArtifactAPIGetArtifactContentInformation2OptionalParams | msRest.ServiceCallback<Models.ArtifactContentInformationDto>, callback?: msRest.ServiceCallback<Models.ArtifactContentInformationDto>): Promise<Models.GetArtifactContentInformation2Response> {
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return this.client.sendOperationRequest(
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{
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subscriptionId,
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resourceGroupName,
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workspaceName,
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origin,
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container,
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options
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},
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getArtifactContentInformation2OperationSpec,
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callback) as Promise<Models.GetArtifactContentInformation2Response>;
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}
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}
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const serializer = new msRest.Serializer(Mappers);
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const getArtifactContentInformation2OperationSpec: msRest.OperationSpec = {
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httpMethod: 'GET',
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path: 'artifact/v1.0/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/artifacts/contentinfo/{origin}/{container}',
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urlParameters: [
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Parameters.subscriptionId,
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Parameters.resourceGroupName,
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Parameters.workspaceName,
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Parameters.origin,
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Parameters.container,
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Parameters.apiVersion
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],
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queryParameters: [
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Parameters.projectName0,
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Parameters.path1,
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Parameters.accountName
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],
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responses: {
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200: {
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bodyMapper: Mappers.ArtifactContentInformationDto
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},
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default: {}
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},
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serializer
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};
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@@ -0,0 +1,78 @@
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/*---------------------------------------------------------------------------------------------
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* Copyright (c) Microsoft Corporation. All rights reserved.
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* Licensed under the Source EULA. See License.txt in the project root for license information.
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*--------------------------------------------------------------------------------------------*/
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import * as msRest from '@azure/ms-rest-js';
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import * as Models from './interfaces';
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import * as Mappers from './mappers';
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import * as Parameters from './parameters';
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import { AzureMachineLearningWorkspacesContext } from '@azure/arm-machinelearningservices';
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export class Assets {
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private readonly client: AzureMachineLearningWorkspacesContext;
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constructor(client: AzureMachineLearningWorkspacesContext) {
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this.client = client;
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}
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queryById(
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subscriptionId: string,
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resourceGroup: string,
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workspace: string,
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id: string,
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options?: msRest.RequestOptionsBase
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): Promise<Models.AssetsQueryByIdResponse>;
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queryById(
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subscriptionId: string,
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resourceGroup: string,
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workspace: string,
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id: string,
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callback: msRest.ServiceCallback<Models.Asset>
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): void;
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queryById(
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subscriptionId: string,
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resourceGroup: string,
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workspace: string,
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id: string,
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options: msRest.RequestOptionsBase,
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callback: msRest.ServiceCallback<Models.Asset>
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): void;
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queryById(
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subscriptionId: string,
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resourceGroup: string,
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workspace: string,
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id: string,
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options?: msRest.RequestOptionsBase | msRest.ServiceCallback<Models.Asset>,
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callback?: msRest.ServiceCallback<Models.Asset>
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): Promise<Models.AssetsQueryByIdResponse> {
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return this.client.sendOperationRequest(
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{
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subscriptionId,
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resourceGroup,
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workspace,
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id,
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options
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},
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queryByIdOperationSpec,
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callback
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) as Promise<Models.AssetsQueryByIdResponse>;
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}
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}
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const serializer = new msRest.Serializer(Mappers);
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const queryByIdOperationSpec: msRest.OperationSpec = {
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httpMethod: 'GET',
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path:
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'modelmanagement/v1.0/subscriptions/{subscriptionId}/resourceGroups/{resourceGroup}/providers/Microsoft.MachineLearningServices/workspaces/{workspace}/assets/{id}',
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urlParameters: [Parameters.subscriptionId, Parameters.resourceGroup, Parameters.workspace, Parameters.id],
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responses: {
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200: {
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bodyMapper: Mappers.Asset
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},
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default: {
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bodyMapper: Mappers.ModelErrorResponse
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}
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},
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serializer
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};
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@@ -0,0 +1,296 @@
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/*---------------------------------------------------------------------------------------------
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* Copyright (c) Microsoft Corporation. All rights reserved.
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* Licensed under the Source EULA. See License.txt in the project root for license information.
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*--------------------------------------------------------------------------------------------*/
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import * as azdata from 'azdata';
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import * as vscode from 'vscode';
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import { ApiWrapper } from '../common/apiWrapper';
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import * as constants from '../common/constants';
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import { azureResource } from '../typings/azure-resource';
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import { AzureMachineLearningWorkspaces } from '@azure/arm-machinelearningservices';
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import { TokenCredentials } from '@azure/ms-rest-js';
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import { WorkspaceModels } from './workspacesModels';
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import { AzureMachineLearningWorkspacesOptions, Workspace } from '@azure/arm-machinelearningservices/esm/models';
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import { WorkspaceModel, Asset, IArtifactParts } from './interfaces';
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import { Config } from '../configurations/config';
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import { Assets } from './assets';
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import * as polly from 'polly-js';
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import { Artifacts } from './artifacts';
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import { HttpClient } from '../common/httpClient';
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import * as UUID from 'vscode-languageclient/lib/utils/uuid';
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import * as path from 'path';
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import * as os from 'os';
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/**
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* Azure Model Service
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*/
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export class AzureModelRegistryService {
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/**
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*
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*/
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constructor(private _apiWrapper: ApiWrapper, private _config: Config, private _httpClient: HttpClient, private _outputChannel: vscode.OutputChannel) {
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}
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/**
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* Returns list of azure accounts
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*/
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public async getAccounts(): Promise<azdata.Account[]> {
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return await this._apiWrapper.getAllAccounts();
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}
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/**
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* Returns list of azure subscriptions
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* @param account azure account
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*/
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public async getSubscriptions(account: azdata.Account | undefined): Promise<azureResource.AzureResourceSubscription[] | undefined> {
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const data = <azureResource.GetSubscriptionsResult>await this._apiWrapper.executeCommand(constants.azureSubscriptionsCommand, account, true);
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return data?.subscriptions;
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}
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/**
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* Returns list of azure groups
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* @param account azure account
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* @param subscription azure subscription
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*/
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public async getGroups(
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account: azdata.Account | undefined,
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subscription: azureResource.AzureResourceSubscription | undefined): Promise<azureResource.AzureResource[] | undefined> {
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const data = <azureResource.GetResourceGroupsResult>await this._apiWrapper.executeCommand(constants.azureResourceGroupsCommand, account, subscription, true);
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return data?.resourceGroups;
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}
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/**
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* Returns list of workspaces
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* @param account azure account
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* @param subscription azure subscription
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* @param resourceGroup azure resource group
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*/
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public async getWorkspaces(
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account: azdata.Account,
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subscription: azureResource.AzureResourceSubscription,
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resourceGroup: azureResource.AzureResource | undefined): Promise<Workspace[]> {
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return await this.fetchWorkspaces(account, subscription, resourceGroup);
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}
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/**
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* Returns list of models
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* @param account azure account
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* @param subscription azure subscription
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* @param resourceGroup azure resource group
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* @param workspace azure workspace
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*/
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public async getModels(
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account: azdata.Account,
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subscription: azureResource.AzureResourceSubscription,
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resourceGroup: azureResource.AzureResource,
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workspace: Workspace): Promise<WorkspaceModel[] | undefined> {
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return await this.fetchModels(account, subscription, resourceGroup, workspace);
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}
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/**
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* Download an azure model to a temporary location
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* @param account azure account
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* @param subscription azure subscription
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* @param resourceGroup azure resource group
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* @param workspace azure workspace
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* @param model azure model
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*/
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public async downloadModel(
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account: azdata.Account,
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subscription: azureResource.AzureResourceSubscription,
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resourceGroup: azureResource.AzureResource,
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workspace: Workspace,
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model: WorkspaceModel): Promise<string> {
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let downloadedFilePath: string = '';
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for (const tenant of account.properties.tenants) {
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try {
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const downloadUrls = await this.getAssetArtifactsDownloadLinks(account, subscription, resourceGroup, workspace, model, tenant);
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if (downloadUrls && downloadUrls.length > 0) {
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downloadedFilePath = await this.downloadArtifact(downloadUrls[0]);
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}
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} catch (error) {
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console.log(error);
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}
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}
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return downloadedFilePath;
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}
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/**
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* Installs dependencies for the extension
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*/
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public async downloadArtifact(downloadUrl: string): Promise<string> {
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return new Promise<string>((resolve, reject) => {
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let msgTaskName = constants.downloadModelMsgTaskName;
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this._apiWrapper.startBackgroundOperation({
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displayName: msgTaskName,
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description: msgTaskName,
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isCancelable: false,
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operation: async op => {
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let tempFilePath: string = '';
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try {
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tempFilePath = path.join(os.tmpdir(), `ads_ml_temp_${UUID.generateUuid()}`);
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await this._httpClient.download(downloadUrl, tempFilePath, op, this._outputChannel);
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op.updateStatus(azdata.TaskStatus.Succeeded);
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resolve(tempFilePath);
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} catch (error) {
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let errorMsg = constants.installDependenciesError(error ? error.message : '');
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op.updateStatus(azdata.TaskStatus.Failed, errorMsg);
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reject(errorMsg);
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}
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}
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});
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});
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}
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private async fetchWorkspaces(account: azdata.Account, subscription: azureResource.AzureResourceSubscription, resourceGroup: azureResource.AzureResource | undefined): Promise<Workspace[]> {
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let resources: Workspace[] = [];
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try {
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for (const tenant of account.properties.tenants) {
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const tokens = await this._apiWrapper.getSecurityToken(account, azdata.AzureResource.ResourceManagement);
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const token = tokens[tenant.id].token;
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const tokenType = tokens[tenant.id].tokenType;
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const client = new AzureMachineLearningWorkspaces(new TokenCredentials(token, tokenType), subscription.id);
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let result = resourceGroup ? await client.workspaces.listByResourceGroup(resourceGroup.name) : await client.workspaces.listBySubscription();
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resources.push(...result);
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}
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} catch (error) {
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}
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return resources;
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}
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private async fetchModels(
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account: azdata.Account,
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subscription: azureResource.AzureResourceSubscription,
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resourceGroup: azureResource.AzureResource,
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workspace: Workspace): Promise<WorkspaceModel[]> {
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let resources: WorkspaceModel[] = [];
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for (const tenant of account.properties.tenants) {
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try {
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let baseUri = this.getBaseUrl(workspace, this._config.amlModelManagementUrl);
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const client = await this.getClient(baseUri, account, subscription, tenant);
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let modelsClient = new WorkspaceModels(client);
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resources = resources.concat(await modelsClient.listModels(resourceGroup.name, workspace.name || ''));
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} catch (error) {
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console.log(error);
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}
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}
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||||
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return resources;
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}
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private async fetchModelAsset(
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subscription: azureResource.AzureResourceSubscription,
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resourceGroup: azureResource.AzureResource,
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workspace: Workspace,
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model: WorkspaceModel,
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client: AzureMachineLearningWorkspaces): Promise<Asset> {
|
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const modelId = this.getModelId(model);
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let modelsClient = new Assets(client);
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return await modelsClient.queryById(subscription.id, resourceGroup.name, workspace.name || '', modelId);
|
||||
}
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public async getAssetArtifactsDownloadLinks(
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account: azdata.Account,
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subscription: azureResource.AzureResourceSubscription,
|
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resourceGroup: azureResource.AzureResource,
|
||||
workspace: Workspace,
|
||||
model: WorkspaceModel,
|
||||
tenant: any): Promise<string[]> {
|
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let baseUri = this.getBaseUrl(workspace, this._config.amlModelManagementUrl);
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const modelManagementClient = await this.getClient(baseUri, account, subscription, tenant);
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const asset = await this.fetchModelAsset(subscription, resourceGroup, workspace, model, modelManagementClient);
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baseUri = this.getBaseUrl(workspace, this._config.amlExperienceUrl);
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const experienceClient = await this.getClient(baseUri, account, subscription, tenant);
|
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const artifactClient = new Artifacts(experienceClient);
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let downloadLinks: string[] = [];
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if (asset && asset.artifacts) {
|
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const downloadLinkPromises: Array<Promise<string>> = [];
|
||||
for (const artifact of asset.artifacts) {
|
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const parts = artifact.id
|
||||
? this.getPartsFromAssetIdOrPrefix(artifact.id)
|
||||
: this.getPartsFromAssetIdOrPrefix(artifact.prefix);
|
||||
|
||||
if (parts) {
|
||||
const promise = polly()
|
||||
.waitAndRetry(3)
|
||||
.executeForPromise(
|
||||
async (): Promise<string> => {
|
||||
const artifact = await artifactClient.getArtifactContentInformation2(
|
||||
experienceClient.subscriptionId,
|
||||
resourceGroup.name,
|
||||
workspace.name || '',
|
||||
parts.origin,
|
||||
parts.container,
|
||||
{ path: parts.path }
|
||||
);
|
||||
if (artifact) {
|
||||
return artifact.contentUri || '';
|
||||
} else {
|
||||
return Promise.reject();
|
||||
}
|
||||
}
|
||||
);
|
||||
downloadLinkPromises.push(promise);
|
||||
}
|
||||
}
|
||||
|
||||
try {
|
||||
downloadLinks = await Promise.all(downloadLinkPromises);
|
||||
} catch (rejectedPromiseError) {
|
||||
return rejectedPromiseError;
|
||||
}
|
||||
}
|
||||
return downloadLinks;
|
||||
}
|
||||
|
||||
public getPartsFromAssetIdOrPrefix(idOrPrefix: string | undefined): IArtifactParts | undefined {
|
||||
const artifactRegex = /^(.+?)\/(.+?)\/(.+?)$/;
|
||||
if (idOrPrefix) {
|
||||
const parts = artifactRegex.exec(idOrPrefix);
|
||||
if (parts && parts.length === 4) {
|
||||
return {
|
||||
origin: parts[1],
|
||||
container: parts[2],
|
||||
path: parts[3]
|
||||
};
|
||||
}
|
||||
}
|
||||
return undefined;
|
||||
}
|
||||
|
||||
private getBaseUrl(workspace: Workspace, server: string): string {
|
||||
let baseUri = `https://${workspace.location}.${server}`;
|
||||
if (workspace.location === 'chinaeast2') {
|
||||
baseUri = `https://${workspace.location}.${server}`;
|
||||
}
|
||||
return baseUri;
|
||||
}
|
||||
|
||||
private async getClient(baseUri: string, account: azdata.Account, subscription: azureResource.AzureResourceSubscription, tenant: any): Promise<AzureMachineLearningWorkspaces> {
|
||||
const tokens = await this._apiWrapper.getSecurityToken(account, azdata.AzureResource.ResourceManagement);
|
||||
const token = tokens[tenant.id].token;
|
||||
const tokenType = tokens[tenant.id].tokenType;
|
||||
const options: AzureMachineLearningWorkspacesOptions = {
|
||||
baseUri: baseUri
|
||||
};
|
||||
const client = new AzureMachineLearningWorkspaces(new TokenCredentials(token, tokenType), subscription.id, options);
|
||||
client.apiVersion = this._config.amlApiVersion;
|
||||
return client;
|
||||
}
|
||||
|
||||
private getModelId(model: WorkspaceModel): string {
|
||||
const amlAssetRegex = /^aml:\/\/asset\/(.+)$/;
|
||||
const id = model ? amlAssetRegex.exec(model.url || '') : undefined;
|
||||
return id && id.length === 2 ? id[1] : '';
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,212 @@
|
||||
/*---------------------------------------------------------------------------------------------
|
||||
* Copyright (c) Microsoft Corporation. All rights reserved.
|
||||
* Licensed under the Source EULA. See License.txt in the project root for license information.
|
||||
*--------------------------------------------------------------------------------------------*/
|
||||
|
||||
import * as msRest from '@azure/ms-rest-js';
|
||||
import { Resource } from '@azure/arm-machinelearningservices/esm/models';
|
||||
|
||||
/**
|
||||
* An interface representing ListWorkspaceModelResult.
|
||||
*/
|
||||
export interface ListWorkspaceModelsResult extends Array<WorkspaceModel> {
|
||||
}
|
||||
|
||||
/**
|
||||
* An interface representing Workspace model
|
||||
*/
|
||||
export interface WorkspaceModel extends Resource {
|
||||
framework?: string;
|
||||
frameworkVersion?: string;
|
||||
createdBy?: string;
|
||||
createdTime?: string;
|
||||
experimentName?: string;
|
||||
outputsSchema?: Array<string>;
|
||||
url?: string;
|
||||
}
|
||||
|
||||
/**
|
||||
* An interface representing Workspace model list response
|
||||
*/
|
||||
export type WorkspacesModelsResponse = ListWorkspaceModelsResult & {
|
||||
/**
|
||||
* The underlying HTTP response.
|
||||
*/
|
||||
_response: msRest.HttpResponse & {
|
||||
/**
|
||||
* The response body as text (string format)
|
||||
*/
|
||||
bodyAsText: string;
|
||||
|
||||
/**
|
||||
* The response body as parsed JSON or XML
|
||||
*/
|
||||
parsedBody: ListWorkspaceModelsResult;
|
||||
};
|
||||
};
|
||||
|
||||
/**
|
||||
* An interface representing registered model
|
||||
*/
|
||||
export interface RegisteredModel {
|
||||
id: number,
|
||||
name: string
|
||||
}
|
||||
|
||||
/**
|
||||
* The Artifact definition.
|
||||
*/
|
||||
export interface ArtifactDetails {
|
||||
/**
|
||||
* The Artifact Id.
|
||||
*/
|
||||
id?: string;
|
||||
/**
|
||||
* The Artifact prefix.
|
||||
*/
|
||||
prefix?: string;
|
||||
}
|
||||
|
||||
/**
|
||||
* @interface
|
||||
* An interface representing Asset.
|
||||
* The Asset definition.
|
||||
*
|
||||
*/
|
||||
export interface Asset {
|
||||
/**
|
||||
* @member {string} [id] The Asset Id.
|
||||
*/
|
||||
id?: string;
|
||||
/**
|
||||
* @member {string} [name] The name of the Asset.
|
||||
*/
|
||||
name?: string;
|
||||
/**
|
||||
* @member {string} [description] The Asset description.
|
||||
*/
|
||||
description?: string;
|
||||
/**
|
||||
* @member {ArtifactDetails[]} [artifacts] A list of child artifacts.
|
||||
*/
|
||||
artifacts?: ArtifactDetails[];
|
||||
/**
|
||||
* @member {string[]} [tags] The Asset tag list.
|
||||
*/
|
||||
tags?: string[];
|
||||
/**
|
||||
* @member {{ [propertyName: string]: string }} [kvTags] The Asset tag
|
||||
* dictionary. Tags are mutable.
|
||||
*/
|
||||
kvTags?: { [propertyName: string]: string };
|
||||
/**
|
||||
* @member {{ [propertyName: string]: string }} [properties] The Asset
|
||||
* property dictionary. Properties are immutable.
|
||||
*/
|
||||
properties?: { [propertyName: string]: string };
|
||||
/**
|
||||
* @member {string} [runid] The RunId associated with this Asset.
|
||||
*/
|
||||
runid?: string;
|
||||
/**
|
||||
* @member {string} [projectid] The project Id.
|
||||
*/
|
||||
projectid?: string;
|
||||
/**
|
||||
* @member {{ [propertyName: string]: string }} [meta] A dictionary
|
||||
* containing metadata about the Asset.
|
||||
*/
|
||||
meta?: { [propertyName: string]: string };
|
||||
/**
|
||||
* @member {Date} [createdTime] The time the Asset was created in UTC.
|
||||
*/
|
||||
createdTime?: Date;
|
||||
}
|
||||
|
||||
|
||||
/**
|
||||
* Contains response data for the queryById operation.
|
||||
*/
|
||||
export type AssetsQueryByIdResponse = Asset & {
|
||||
/**
|
||||
* The underlying HTTP response.
|
||||
*/
|
||||
_response: msRest.HttpResponse & {
|
||||
/**
|
||||
* The response body as text (string format)
|
||||
*/
|
||||
bodyAsText: string;
|
||||
/**
|
||||
* The response body as parsed JSON or XML
|
||||
*/
|
||||
parsedBody: Asset;
|
||||
};
|
||||
};
|
||||
|
||||
export interface IArtifactParts {
|
||||
origin: string;
|
||||
container: string;
|
||||
path: string;
|
||||
}
|
||||
|
||||
/**
|
||||
* @interface
|
||||
* An interface representing ArtifactContentInformationDto.
|
||||
*/
|
||||
export interface ArtifactContentInformationDto {
|
||||
/**
|
||||
* @member {string} [contentUri]
|
||||
*/
|
||||
contentUri?: string;
|
||||
/**
|
||||
* @member {string} [origin]
|
||||
*/
|
||||
origin?: string;
|
||||
/**
|
||||
* @member {string} [container]
|
||||
*/
|
||||
container?: string;
|
||||
/**
|
||||
* @member {string} [path]
|
||||
*/
|
||||
path?: string;
|
||||
}
|
||||
/**
|
||||
* Contains response data for the getArtifactContentInformation2 operation.
|
||||
*/
|
||||
export type GetArtifactContentInformation2Response = ArtifactContentInformationDto & {
|
||||
/**
|
||||
* The underlying HTTP response.
|
||||
*/
|
||||
_response: msRest.HttpResponse & {
|
||||
/**
|
||||
* The response body as text (string format)
|
||||
*/
|
||||
bodyAsText: string;
|
||||
/**
|
||||
* The response body as parsed JSON or XML
|
||||
*/
|
||||
parsedBody: ArtifactContentInformationDto;
|
||||
};
|
||||
};
|
||||
/**
|
||||
* @interface
|
||||
* An interface representing ArtifactAPIGetArtifactContentInformation2OptionalParams.
|
||||
* Optional Parameters.
|
||||
*
|
||||
* @extends RequestOptionsBase
|
||||
*/
|
||||
export interface ArtifactAPIGetArtifactContentInformation2OptionalParams extends msRest.RequestOptionsBase {
|
||||
/**
|
||||
* @member {string} [projectName]
|
||||
*/
|
||||
projectName?: string;
|
||||
/**
|
||||
* @member {string} [path]
|
||||
*/
|
||||
path?: string;
|
||||
/**
|
||||
* @member {string} [accountName]
|
||||
*/
|
||||
accountName?: string;
|
||||
}
|
||||
@@ -0,0 +1,320 @@
|
||||
/*---------------------------------------------------------------------------------------------
|
||||
* Copyright (c) Microsoft Corporation. All rights reserved.
|
||||
* Licensed under the Source EULA. See License.txt in the project root for license information.
|
||||
*--------------------------------------------------------------------------------------------*/
|
||||
|
||||
import * as msRest from '@azure/ms-rest-js';
|
||||
|
||||
export const Resource: msRest.CompositeMapper = {
|
||||
serializedName: 'Resource',
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'Resource',
|
||||
modelProperties: {
|
||||
id: {
|
||||
readOnly: true,
|
||||
serializedName: 'id',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
name: {
|
||||
readOnly: true,
|
||||
serializedName: 'name',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
identity: {
|
||||
readOnly: true,
|
||||
serializedName: 'identity',
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'Identity'
|
||||
}
|
||||
},
|
||||
location: {
|
||||
serializedName: 'location',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
type: {
|
||||
readOnly: true,
|
||||
serializedName: 'type',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
tags: {
|
||||
serializedName: 'tags',
|
||||
type: {
|
||||
name: 'Dictionary',
|
||||
value: {
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
export const ListWorkspaceModelsResult: msRest.CompositeMapper = {
|
||||
serializedName: 'ListWorkspaceModelsResult',
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'ListWorkspaceModelsResult',
|
||||
modelProperties: {
|
||||
value: {
|
||||
serializedName: '',
|
||||
type: {
|
||||
name: 'Sequence',
|
||||
element: {
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'WorkspaceModel'
|
||||
}
|
||||
}
|
||||
}
|
||||
},
|
||||
nextLink: {
|
||||
serializedName: 'nextLink',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
export const WorkspaceModel: msRest.CompositeMapper = {
|
||||
serializedName: 'WorkspaceModel',
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'WorkspaceModel',
|
||||
modelProperties: {
|
||||
...Resource.type.modelProperties,
|
||||
framework: {
|
||||
readOnly: true,
|
||||
serializedName: 'framework',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
export const MachineLearningServiceError: msRest.CompositeMapper = {
|
||||
serializedName: 'MachineLearningServiceError',
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'MachineLearningServiceError',
|
||||
modelProperties: {
|
||||
error: {
|
||||
readOnly: true,
|
||||
serializedName: 'error',
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'ErrorResponse'
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
};
|
||||
export const ModelErrorResponse: msRest.CompositeMapper = {
|
||||
serializedName: 'ModelErrorResponse',
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'ModelErrorResponse',
|
||||
modelProperties: {
|
||||
code: {
|
||||
serializedName: 'code',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
statusCode: {
|
||||
serializedName: 'statusCode',
|
||||
type: {
|
||||
name: 'Number'
|
||||
}
|
||||
},
|
||||
message: {
|
||||
serializedName: 'message',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
details: {
|
||||
serializedName: 'details',
|
||||
type: {
|
||||
name: 'Sequence',
|
||||
element: {
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'ErrorDetails'
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
};
|
||||
export const ArtifactDetails: msRest.CompositeMapper = {
|
||||
serializedName: 'ArtifactDetails',
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'ArtifactDetails',
|
||||
modelProperties: {
|
||||
id: {
|
||||
serializedName: 'id',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
prefix: {
|
||||
serializedName: 'prefix',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
};
|
||||
export const Asset: msRest.CompositeMapper = {
|
||||
serializedName: 'Asset',
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'Asset',
|
||||
modelProperties: {
|
||||
id: {
|
||||
serializedName: 'id',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
name: {
|
||||
serializedName: 'name',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
description: {
|
||||
serializedName: 'description',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
artifacts: {
|
||||
serializedName: 'artifacts',
|
||||
type: {
|
||||
name: 'Sequence',
|
||||
element: {
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'ArtifactDetails'
|
||||
}
|
||||
}
|
||||
}
|
||||
},
|
||||
tags: {
|
||||
serializedName: 'tags',
|
||||
type: {
|
||||
name: 'Sequence',
|
||||
element: {
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
}
|
||||
},
|
||||
kvTags: {
|
||||
serializedName: 'kvTags',
|
||||
type: {
|
||||
name: 'Dictionary',
|
||||
value: {
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
}
|
||||
},
|
||||
properties: {
|
||||
serializedName: 'properties',
|
||||
type: {
|
||||
name: 'Dictionary',
|
||||
value: {
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
}
|
||||
},
|
||||
runid: {
|
||||
serializedName: 'runid',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
projectid: {
|
||||
serializedName: 'projectid',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
meta: {
|
||||
serializedName: 'meta',
|
||||
type: {
|
||||
name: 'Dictionary',
|
||||
value: {
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
}
|
||||
},
|
||||
createdTime: {
|
||||
serializedName: 'createdTime',
|
||||
type: {
|
||||
name: 'DateTime'
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
};
|
||||
export const ArtifactContentInformationDto: msRest.CompositeMapper = {
|
||||
serializedName: 'ArtifactContentInformationDto',
|
||||
type: {
|
||||
name: 'Composite',
|
||||
className: 'ArtifactContentInformationDto',
|
||||
modelProperties: {
|
||||
contentUri: {
|
||||
serializedName: 'contentUri',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
origin: {
|
||||
serializedName: 'origin',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
container: {
|
||||
serializedName: 'container',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
},
|
||||
path: {
|
||||
serializedName: 'path',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
};
|
||||
@@ -0,0 +1,56 @@
|
||||
/*---------------------------------------------------------------------------------------------
|
||||
* Copyright (c) Microsoft Corporation. All rights reserved.
|
||||
* Licensed under the Source EULA. See License.txt in the project root for license information.
|
||||
*--------------------------------------------------------------------------------------------*/
|
||||
|
||||
import { ProcessService } from '../common/processService';
|
||||
import { Config } from '../configurations/config';
|
||||
import { ApiWrapper } from '../common/apiWrapper';
|
||||
import * as vscode from 'vscode';
|
||||
import * as azdata from 'azdata';
|
||||
import * as UUID from 'vscode-languageclient/lib/utils/uuid';
|
||||
|
||||
/**
|
||||
* Service to import model to database
|
||||
*/
|
||||
export class ModelImporter {
|
||||
|
||||
/**
|
||||
*
|
||||
*/
|
||||
constructor(private _outputChannel: vscode.OutputChannel, private _apiWrapper: ApiWrapper, private _processService: ProcessService, private _config: Config) {
|
||||
}
|
||||
|
||||
public async registerModel(connection: azdata.connection.ConnectionProfile, modelFolderPath: string): Promise<void> {
|
||||
await this.executeScripts(connection, modelFolderPath);
|
||||
}
|
||||
|
||||
protected async executeScripts(connection: azdata.connection.ConnectionProfile, modelFolderPath: string): Promise<void> {
|
||||
|
||||
const parts = modelFolderPath.split('\\');
|
||||
modelFolderPath = parts.join('/');
|
||||
|
||||
let credentials = await this._apiWrapper.getCredentials(connection.connectionId);
|
||||
|
||||
if (connection) {
|
||||
let server = connection.serverName;
|
||||
|
||||
const experimentId = `ads_ml_experiment_${UUID.generateUuid()}`;
|
||||
const credential = connection.userName ? `${connection.userName}:${credentials[azdata.ConnectionOptionSpecialType.password]}` : '';
|
||||
let scripts: string[] = [
|
||||
'import mlflow.onnx',
|
||||
'import onnx',
|
||||
'from mlflow.tracking.client import MlflowClient',
|
||||
`onx = onnx.load("${modelFolderPath}")`,
|
||||
'client = MlflowClient()',
|
||||
`exp_name = "${experimentId}"`,
|
||||
`db_uri_artifact = "mssql+pyodbc://${credential}@${server}/MlFlowDB?driver=ODBC+Driver+17+for+SQL+Server"`,
|
||||
'client.create_experiment(exp_name, artifact_location=db_uri_artifact)',
|
||||
'mlflow.set_experiment(exp_name)',
|
||||
'mlflow.onnx.log_model(onx, "pipeline_vectorize")'
|
||||
];
|
||||
let pythonExecutable = this._config.pythonExecutable;
|
||||
await this._processService.execScripts(pythonExecutable, scripts, [], this._outputChannel);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,143 @@
|
||||
/*---------------------------------------------------------------------------------------------
|
||||
* Copyright (c) Microsoft Corporation. All rights reserved.
|
||||
* Licensed under the Source EULA. See License.txt in the project root for license information.
|
||||
*--------------------------------------------------------------------------------------------*/
|
||||
|
||||
import * as msRest from '@azure/ms-rest-js';
|
||||
|
||||
export const subscriptionId: msRest.OperationURLParameter = {
|
||||
parameterPath: 'subscriptionId',
|
||||
mapper: {
|
||||
required: true,
|
||||
serializedName: 'subscriptionId',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const resourceGroupName: msRest.OperationURLParameter = {
|
||||
parameterPath: 'resourceGroupName',
|
||||
mapper: {
|
||||
required: true,
|
||||
serializedName: 'resourceGroupName',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const workspaceName: msRest.OperationURLParameter = {
|
||||
parameterPath: 'workspaceName',
|
||||
mapper: {
|
||||
required: true,
|
||||
serializedName: 'workspaceName',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const workspace: msRest.OperationURLParameter = {
|
||||
parameterPath: 'workspace',
|
||||
mapper: {
|
||||
required: true,
|
||||
serializedName: 'workspace',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const resourceGroup: msRest.OperationURLParameter = {
|
||||
parameterPath: 'resourceGroup',
|
||||
mapper: {
|
||||
required: true,
|
||||
serializedName: 'resourceGroup',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const id: msRest.OperationURLParameter = {
|
||||
parameterPath: 'id',
|
||||
mapper: {
|
||||
required: true,
|
||||
serializedName: 'id',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const acceptLanguage: msRest.OperationParameter = {
|
||||
parameterPath: 'acceptLanguage',
|
||||
mapper: {
|
||||
serializedName: 'accept-language',
|
||||
defaultValue: 'en-US',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const apiVersion: msRest.OperationQueryParameter = {
|
||||
parameterPath: 'apiVersion',
|
||||
mapper: {
|
||||
required: true,
|
||||
serializedName: 'api-version',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const origin: msRest.OperationURLParameter = {
|
||||
parameterPath: 'origin',
|
||||
mapper: {
|
||||
required: true,
|
||||
serializedName: 'origin',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const container: msRest.OperationURLParameter = {
|
||||
parameterPath: 'container',
|
||||
mapper: {
|
||||
required: true,
|
||||
serializedName: 'container',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const projectName0: msRest.OperationQueryParameter = {
|
||||
parameterPath: [
|
||||
'options',
|
||||
'projectName'
|
||||
],
|
||||
mapper: {
|
||||
serializedName: 'projectName',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const path1: msRest.OperationQueryParameter = {
|
||||
parameterPath: [
|
||||
'options',
|
||||
'path'
|
||||
],
|
||||
mapper: {
|
||||
serializedName: 'path',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
export const accountName: msRest.OperationQueryParameter = {
|
||||
parameterPath: [
|
||||
'options',
|
||||
'accountName'
|
||||
],
|
||||
mapper: {
|
||||
serializedName: 'accountName',
|
||||
type: {
|
||||
name: 'String'
|
||||
}
|
||||
}
|
||||
};
|
||||
@@ -0,0 +1,77 @@
|
||||
/*---------------------------------------------------------------------------------------------
|
||||
* Copyright (c) Microsoft Corporation. All rights reserved.
|
||||
* Licensed under the Source EULA. See License.txt in the project root for license information.
|
||||
*--------------------------------------------------------------------------------------------*/
|
||||
|
||||
import * as azdata from 'azdata';
|
||||
|
||||
import { ApiWrapper } from '../common/apiWrapper';
|
||||
import { Config } from '../configurations/config';
|
||||
import { QueryRunner } from '../common/queryRunner';
|
||||
import { RegisteredModel } from './interfaces';
|
||||
import { ModelImporter } from './modelImporter';
|
||||
|
||||
/**
|
||||
* Service to registered models
|
||||
*/
|
||||
export class RegisteredModelService {
|
||||
|
||||
/**
|
||||
*
|
||||
*/
|
||||
constructor(
|
||||
private _apiWrapper: ApiWrapper,
|
||||
private _config: Config,
|
||||
private _queryRunner: QueryRunner,
|
||||
private _modelImporter: ModelImporter) {
|
||||
}
|
||||
|
||||
public async getRegisteredModels(): Promise<RegisteredModel[]> {
|
||||
let connection = await this.getCurrentConnection();
|
||||
let list: RegisteredModel[] = [];
|
||||
if (connection) {
|
||||
let result = await this.runRegisteredModelsListQuery(connection);
|
||||
if (result && result.rows && result.rows.length > 0) {
|
||||
result.rows.forEach(row => {
|
||||
list.push({
|
||||
id: +row[0].displayValue,
|
||||
name: row[1].displayValue
|
||||
});
|
||||
});
|
||||
}
|
||||
}
|
||||
return list;
|
||||
}
|
||||
|
||||
public async registerLocalModel(filePath: string) {
|
||||
let connection = await this.getCurrentConnection();
|
||||
if (connection) {
|
||||
await this._modelImporter.registerModel(connection, filePath);
|
||||
}
|
||||
}
|
||||
|
||||
private async getCurrentConnection(): Promise<azdata.connection.ConnectionProfile> {
|
||||
return await this._apiWrapper.getCurrentConnection();
|
||||
}
|
||||
|
||||
private async runRegisteredModelsListQuery(connection: azdata.connection.ConnectionProfile): Promise<azdata.SimpleExecuteResult | undefined> {
|
||||
try {
|
||||
return await this._queryRunner.runQuery(connection, this.registeredModelsQuery(this._config.registeredModelDatabaseName, this._config.registeredModelTableName));
|
||||
} catch {
|
||||
return undefined;
|
||||
}
|
||||
}
|
||||
|
||||
private registeredModelsQuery(databaseName: string, tableName: string) {
|
||||
return `
|
||||
IF (EXISTS (SELECT name
|
||||
FROM master.dbo.sysdatabases
|
||||
WHERE ('[' + name + ']' = '${databaseName}'
|
||||
OR name = '${databaseName}')))
|
||||
BEGIN
|
||||
SELECT artifact_id, artifact_name, group_path, artifact_initial_size from ${databaseName}.${tableName}
|
||||
WHERE artifact_name like '%.onnx'
|
||||
END
|
||||
`;
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,64 @@
|
||||
/*---------------------------------------------------------------------------------------------
|
||||
* Copyright (c) Microsoft Corporation. All rights reserved.
|
||||
* Licensed under the Source EULA. See License.txt in the project root for license information.
|
||||
*--------------------------------------------------------------------------------------------*/
|
||||
|
||||
import * as msRest from '@azure/ms-rest-js';
|
||||
import { AzureMachineLearningWorkspacesContext } from '@azure/arm-machinelearningservices';
|
||||
import * as Models from './interfaces';
|
||||
import * as Mappers from './mappers';
|
||||
import * as Parameters from './parameters';
|
||||
|
||||
/**
|
||||
* Workspace models client
|
||||
*/
|
||||
export class WorkspaceModels {
|
||||
private readonly client: AzureMachineLearningWorkspacesContext;
|
||||
|
||||
constructor(client: AzureMachineLearningWorkspacesContext) {
|
||||
this.client = client;
|
||||
}
|
||||
|
||||
listModels(resourceGroupName: string, workspaceName: string, options?: msRest.RequestOptionsBase): Promise<Models.ListWorkspaceModelsResult>;
|
||||
listModels(resourceGroupName: string, workspaceName: string, callback: msRest.ServiceCallback<Models.ListWorkspaceModelsResult>): void;
|
||||
listModels(resourceGroupName: string, workspaceName: string, options: msRest.RequestOptionsBase, callback: msRest.ServiceCallback<Models.ListWorkspaceModelsResult>): void;
|
||||
listModels(resourceGroupName: string, workspaceName: string, options?: msRest.RequestOptionsBase | msRest.ServiceCallback<Models.ListWorkspaceModelsResult>, callback?: msRest.ServiceCallback<Models.ListWorkspaceModelsResult>): Promise<Models.WorkspacesModelsResponse> {
|
||||
return this.client.sendOperationRequest(
|
||||
{
|
||||
resourceGroupName,
|
||||
workspaceName,
|
||||
options
|
||||
},
|
||||
listModelsOperationSpec,
|
||||
callback) as Promise<Models.WorkspacesModelsResponse>;
|
||||
}
|
||||
}
|
||||
|
||||
const serializer = new msRest.Serializer(Mappers);
|
||||
const listModelsOperationSpec: msRest.OperationSpec = {
|
||||
httpMethod: 'GET',
|
||||
path:
|
||||
'modelmanagement/v1.0/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{workspaceName}/models',
|
||||
urlParameters: [
|
||||
Parameters.subscriptionId,
|
||||
Parameters.resourceGroupName,
|
||||
Parameters.workspaceName
|
||||
],
|
||||
queryParameters: [
|
||||
Parameters.apiVersion
|
||||
],
|
||||
headerParameters: [
|
||||
Parameters.acceptLanguage
|
||||
],
|
||||
responses: {
|
||||
200: {
|
||||
bodyMapper: Mappers.ListWorkspaceModelsResult
|
||||
},
|
||||
default: {
|
||||
bodyMapper: Mappers.MachineLearningServiceError
|
||||
}
|
||||
},
|
||||
serializer
|
||||
};
|
||||
|
||||
|
||||
Reference in New Issue
Block a user