mirror of
https://github.com/ckaczor/azuredatastudio.git
synced 2026-02-16 18:46:40 -05:00
ML - dashboard icons and links (#10153)
* ML - dashboard icons and links
This commit is contained in:
@@ -0,0 +1,101 @@
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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 { ModelViewBase } from '../modelViewBase';
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import { ApiWrapper } from '../../../common/apiWrapper';
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import * as constants from '../../../common/constants';
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import { IPageView, IDataComponent } from '../../interfaces';
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import { InputColumnsComponent } from './inputColumnsComponent';
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import { OutputColumnsComponent } from './outputColumnsComponent';
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import { PredictParameters } from '../../../prediction/interfaces';
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/**
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* View to pick model source
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*/
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export class ColumnsSelectionPage extends ModelViewBase implements IPageView, IDataComponent<PredictParameters> {
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private _form: azdata.FormContainer | undefined;
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private _formBuilder: azdata.FormBuilder | undefined;
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public inputColumnsComponent: InputColumnsComponent | undefined;
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public outputColumnsComponent: OutputColumnsComponent | undefined;
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constructor(apiWrapper: ApiWrapper, parent: ModelViewBase) {
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super(apiWrapper, parent.root, parent);
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}
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/**
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*
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* @param modelBuilder Register components
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*/
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public registerComponent(modelBuilder: azdata.ModelBuilder): azdata.Component {
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this._formBuilder = modelBuilder.formContainer();
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this.inputColumnsComponent = new InputColumnsComponent(this._apiWrapper, this);
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this.inputColumnsComponent.registerComponent(modelBuilder);
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this.inputColumnsComponent.addComponents(this._formBuilder);
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this.outputColumnsComponent = new OutputColumnsComponent(this._apiWrapper, this);
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this.outputColumnsComponent.registerComponent(modelBuilder);
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this.outputColumnsComponent.addComponents(this._formBuilder);
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this._form = this._formBuilder.component();
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return this._form;
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}
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/**
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* Returns selected data
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*/
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public get data(): PredictParameters | undefined {
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return this.inputColumnsComponent?.data && this.outputColumnsComponent?.data ?
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Object.assign({}, this.inputColumnsComponent.data, { outputColumns: this.outputColumnsComponent.data }) :
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undefined;
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}
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/**
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* Returns the component
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*/
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public get component(): azdata.Component | undefined {
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return this._form;
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}
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/**
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* Refreshes the view
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*/
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public async refresh(): Promise<void> {
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if (this._formBuilder) {
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if (this.inputColumnsComponent) {
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await this.inputColumnsComponent.refresh();
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}
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if (this.outputColumnsComponent) {
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await this.outputColumnsComponent.refresh();
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}
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}
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}
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public async onEnter(): Promise<void> {
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await this.inputColumnsComponent?.onLoading();
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await this.outputColumnsComponent?.onLoading();
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try {
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const modelParameters = await this.loadModelParameters();
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if (modelParameters && this.inputColumnsComponent && this.outputColumnsComponent) {
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this.inputColumnsComponent.modelParameters = modelParameters;
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this.outputColumnsComponent.modelParameters = modelParameters;
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await this.inputColumnsComponent.refresh();
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await this.outputColumnsComponent.refresh();
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}
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} catch (error) {
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this.showErrorMessage(constants.loadModelParameterFailedError, error);
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}
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await this.inputColumnsComponent?.onLoaded();
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await this.outputColumnsComponent?.onLoaded();
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}
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/**
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* Returns page title
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*/
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public get title(): string {
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return constants.columnSelectionPageTitle;
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}
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}
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@@ -0,0 +1,302 @@
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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 constants from '../../../common/constants';
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import { ModelViewBase } from '../modelViewBase';
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import { ApiWrapper } from '../../../common/apiWrapper';
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import { IDataComponent } from '../../interfaces';
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import { PredictColumn, DatabaseTable, TableColumn } from '../../../prediction/interfaces';
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import { ModelParameter, ModelParameters } from '../../../modelManagement/interfaces';
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/**
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* View to render azure models in a table
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*/
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export class ColumnsTable extends ModelViewBase implements IDataComponent<PredictColumn[]> {
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private _table: azdata.DeclarativeTableComponent | undefined;
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private _parameters: PredictColumn[] = [];
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private _loader: azdata.LoadingComponent;
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private _dataTypes: string[] = [
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'bigint',
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'int',
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'smallint',
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'real',
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'float',
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'varchar(MAX)',
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'bit'
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];
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/**
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* Creates a view to render azure models in a table
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*/
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constructor(apiWrapper: ApiWrapper, private _modelBuilder: azdata.ModelBuilder, parent: ModelViewBase, private _forInput: boolean = true) {
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super(apiWrapper, parent.root, parent);
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this._loader = this.registerComponent(this._modelBuilder);
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}
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/**
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* Register components
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* @param modelBuilder model builder
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*/
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public registerComponent(modelBuilder: azdata.ModelBuilder): azdata.LoadingComponent {
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let columnHeader: azdata.DeclarativeTableColumn[];
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if (this._forInput) {
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columnHeader = [
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{ // Action
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displayName: constants.columnName,
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ariaLabel: constants.columnName,
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valueType: azdata.DeclarativeDataType.component,
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isReadOnly: true,
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width: 50,
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headerCssStyles: {
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...constants.cssStyles.tableHeader
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},
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rowCssStyles: {
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...constants.cssStyles.tableRow
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},
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},
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{ // Name
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displayName: '',
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ariaLabel: '',
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valueType: azdata.DeclarativeDataType.component,
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isReadOnly: true,
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width: 50,
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headerCssStyles: {
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...constants.cssStyles.tableHeader
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},
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rowCssStyles: {
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...constants.cssStyles.tableRow
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},
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},
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{ // Name
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displayName: constants.inputName,
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ariaLabel: constants.inputName,
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valueType: azdata.DeclarativeDataType.component,
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isReadOnly: true,
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width: 120,
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headerCssStyles: {
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...constants.cssStyles.tableHeader
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},
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rowCssStyles: {
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...constants.cssStyles.tableRow
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},
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}
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];
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} else {
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columnHeader = [
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{ // Name
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displayName: constants.outputName,
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ariaLabel: constants.outputName,
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valueType: azdata.DeclarativeDataType.string,
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isReadOnly: true,
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width: 200,
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headerCssStyles: {
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...constants.cssStyles.tableHeader
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},
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rowCssStyles: {
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...constants.cssStyles.tableRow
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},
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},
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{ // Action
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displayName: constants.displayName,
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ariaLabel: constants.displayName,
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valueType: azdata.DeclarativeDataType.component,
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isReadOnly: true,
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width: 50,
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headerCssStyles: {
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...constants.cssStyles.tableHeader
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},
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rowCssStyles: {
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...constants.cssStyles.tableRow
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},
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},
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{ // Action
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displayName: constants.dataTypeName,
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ariaLabel: constants.dataTypeName,
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valueType: azdata.DeclarativeDataType.component,
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isReadOnly: true,
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width: 50,
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headerCssStyles: {
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...constants.cssStyles.tableHeader
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},
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rowCssStyles: {
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...constants.cssStyles.tableRow
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},
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}
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];
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}
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this._table = modelBuilder.declarativeTable()
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.withProperties<azdata.DeclarativeTableProperties>(
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{
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columns: columnHeader,
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data: [],
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ariaLabel: constants.mlsConfigTitle
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})
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.component();
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this._loader = modelBuilder.loadingComponent()
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.withItem(this._table)
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.withProperties({
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loading: true
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}).component();
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return this._loader;
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}
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public async onLoading(): Promise<void> {
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if (this._loader) {
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await this._loader.updateProperties({ loading: true });
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}
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}
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public async onLoaded(): Promise<void> {
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if (this._loader) {
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await this._loader.updateProperties({ loading: false });
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}
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}
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public get component(): azdata.Component {
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return this._loader;
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}
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/**
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* Load data in the component
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* @param workspaceResource Azure workspace
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*/
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public async loadInputs(modelParameters: ModelParameters | undefined, table: DatabaseTable): Promise<void> {
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await this.onLoading();
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this._parameters = [];
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let tableData: any[][] = [];
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if (this._table) {
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if (this._forInput) {
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const columns = await this.listColumnNames(table);
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if (modelParameters?.inputs && columns) {
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tableData = tableData.concat(modelParameters.inputs.map(input => this.createInputTableRow(input, columns)));
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}
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}
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this._table.data = tableData;
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}
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await this.onLoaded();
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}
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public async loadOutputs(modelParameters: ModelParameters | undefined): Promise<void> {
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this.onLoading();
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this._parameters = [];
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let tableData: any[][] = [];
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if (this._table) {
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if (!this._forInput) {
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if (modelParameters?.outputs && this._dataTypes) {
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tableData = tableData.concat(modelParameters.outputs.map(output => this.createOutputTableRow(output, this._dataTypes)));
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}
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}
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this._table.data = tableData;
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}
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this.onLoaded();
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}
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private createOutputTableRow(modelParameter: ModelParameter, dataTypes: string[]): any[] {
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if (this._modelBuilder) {
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let nameInput = this._modelBuilder.dropDown().withProperties({
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values: dataTypes,
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width: this.componentMaxLength
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}).component();
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const name = modelParameter.name;
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const dataType = dataTypes.find(x => x === modelParameter.type);
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if (dataType) {
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nameInput.value = dataType;
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}
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this._parameters.push({ columnName: name, paramName: name, dataType: modelParameter.type });
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nameInput.onValueChanged(() => {
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const value = <string>nameInput.value;
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if (value !== modelParameter.type) {
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let selectedRow = this._parameters.find(x => x.paramName === name);
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if (selectedRow) {
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selectedRow.dataType = value;
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}
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}
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});
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let displayNameInput = this._modelBuilder.inputBox().withProperties({
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value: name,
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width: 200
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}).component();
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displayNameInput.onTextChanged(() => {
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let selectedRow = this._parameters.find(x => x.paramName === name);
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if (selectedRow) {
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selectedRow.columnName = displayNameInput.value || name;
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}
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});
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return [`${name}(${modelParameter.type ? modelParameter.type : constants.unsupportedModelParameterType})`, displayNameInput, nameInput];
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}
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return [];
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}
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private createInputTableRow(modelParameter: ModelParameter, columns: TableColumn[] | undefined): any[] {
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if (this._modelBuilder && columns) {
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const values = columns.map(c => { return { name: c.columnName, displayName: `${c.columnName}(${c.dataType})` }; });
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let nameInput = this._modelBuilder.dropDown().withProperties({
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values: values,
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width: this.componentMaxLength
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}).component();
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const name = modelParameter.name;
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let column = values.find(x => x.name === modelParameter.name);
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if (!column) {
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column = values[0];
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}
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nameInput.value = column;
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this._parameters.push({ columnName: column.name, paramName: name });
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nameInput.onValueChanged(() => {
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const selectedColumn = nameInput.value;
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const value = selectedColumn ? (<azdata.CategoryValue>selectedColumn).name : undefined;
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let selectedRow = this._parameters.find(x => x.paramName === name);
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if (selectedRow) {
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selectedRow.columnName = value || '';
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}
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});
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const label = this._modelBuilder.inputBox().withProperties({
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value: `${name}(${modelParameter.type ? modelParameter.type : constants.unsupportedModelParameterType})`,
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enabled: false,
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width: this.componentMaxLength
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}).component();
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const image = this._modelBuilder.image().withProperties({
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width: 50,
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height: 50,
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iconPath: {
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dark: this.asAbsolutePath('images/arrow.svg'),
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light: this.asAbsolutePath('images/arrow.svg')
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},
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iconWidth: 20,
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iconHeight: 20,
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title: 'maps'
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}).component();
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return [nameInput, image, label];
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}
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return [];
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}
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/**
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* Returns selected data
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*/
|
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public get data(): PredictColumn[] | undefined {
|
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return this._parameters;
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}
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|
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/**
|
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* Refreshes the view
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*/
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public async refresh(): Promise<void> {
|
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}
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}
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@@ -0,0 +1,142 @@
|
||||
/*---------------------------------------------------------------------------------------------
|
||||
* 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 { ModelViewBase } from '../modelViewBase';
|
||||
import { ApiWrapper } from '../../../common/apiWrapper';
|
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import * as constants from '../../../common/constants';
|
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import { IDataComponent } from '../../interfaces';
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import { PredictColumn, PredictInputParameters, DatabaseTable } from '../../../prediction/interfaces';
|
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import { ModelParameters } from '../../../modelManagement/interfaces';
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import { ColumnsTable } from './columnsTable';
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import { TableSelectionComponent } from '../tableSelectionComponent';
|
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|
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/**
|
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* View to render filters to pick an azure resource
|
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*/
|
||||
export class InputColumnsComponent extends ModelViewBase implements IDataComponent<PredictInputParameters> {
|
||||
|
||||
private _form: azdata.FormContainer | undefined;
|
||||
private _tableSelectionComponent: TableSelectionComponent | undefined;
|
||||
private _columns: ColumnsTable | undefined;
|
||||
private _modelParameters: ModelParameters | undefined;
|
||||
|
||||
/**
|
||||
* Creates a new view
|
||||
*/
|
||||
constructor(apiWrapper: ApiWrapper, parent: ModelViewBase) {
|
||||
super(apiWrapper, parent.root, parent);
|
||||
}
|
||||
|
||||
/**
|
||||
* Register components
|
||||
* @param modelBuilder model builder
|
||||
*/
|
||||
public registerComponent(modelBuilder: azdata.ModelBuilder): azdata.Component {
|
||||
this._tableSelectionComponent = new TableSelectionComponent(this._apiWrapper, this, false);
|
||||
this._tableSelectionComponent.registerComponent(modelBuilder);
|
||||
this._tableSelectionComponent.onSelectedChanged(async () => {
|
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await this.onTableSelected();
|
||||
});
|
||||
|
||||
this._columns = new ColumnsTable(this._apiWrapper, modelBuilder, this);
|
||||
|
||||
this._form = modelBuilder.formContainer().withFormItems([{
|
||||
title: constants.inputColumns,
|
||||
component: this._columns.component
|
||||
}]).component();
|
||||
return this._form;
|
||||
}
|
||||
|
||||
public addComponents(formBuilder: azdata.FormBuilder) {
|
||||
if (this._columns && this._tableSelectionComponent && this._tableSelectionComponent.component) {
|
||||
formBuilder.addFormItems([{
|
||||
title: '',
|
||||
component: this._tableSelectionComponent.component
|
||||
}, {
|
||||
title: constants.inputColumns,
|
||||
component: this._columns.component
|
||||
}]);
|
||||
}
|
||||
}
|
||||
|
||||
public removeComponents(formBuilder: azdata.FormBuilder) {
|
||||
if (this._columns && this._tableSelectionComponent && this._tableSelectionComponent.component) {
|
||||
formBuilder.removeFormItem({
|
||||
title: '',
|
||||
component: this._tableSelectionComponent.component
|
||||
});
|
||||
formBuilder.removeFormItem({
|
||||
title: constants.inputColumns,
|
||||
component: this._columns.component
|
||||
});
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Returns the created component
|
||||
*/
|
||||
public get component(): azdata.Component | undefined {
|
||||
return this._form;
|
||||
}
|
||||
|
||||
/**
|
||||
* Returns selected data
|
||||
*/
|
||||
public get data(): PredictInputParameters | undefined {
|
||||
return Object.assign({}, this.databaseTable, {
|
||||
inputColumns: this.columnNames
|
||||
});
|
||||
}
|
||||
|
||||
/**
|
||||
* loads data in the components
|
||||
*/
|
||||
public async loadData(): Promise<void> {
|
||||
if (this._tableSelectionComponent) {
|
||||
this._tableSelectionComponent.refresh();
|
||||
}
|
||||
}
|
||||
|
||||
public set modelParameters(value: ModelParameters) {
|
||||
this._modelParameters = value;
|
||||
}
|
||||
|
||||
public async onLoading(): Promise<void> {
|
||||
if (this._columns) {
|
||||
await this._columns.onLoading();
|
||||
}
|
||||
}
|
||||
|
||||
public async onLoaded(): Promise<void> {
|
||||
if (this._columns) {
|
||||
await this._columns.onLoaded();
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* refreshes the view
|
||||
*/
|
||||
public async refresh(): Promise<void> {
|
||||
await this.loadData();
|
||||
}
|
||||
|
||||
private async onTableSelected(): Promise<void> {
|
||||
this._columns?.loadInputs(this._modelParameters, this.databaseTable);
|
||||
}
|
||||
|
||||
private get databaseTable(): DatabaseTable {
|
||||
let selectedItem = this._tableSelectionComponent?.data;
|
||||
return {
|
||||
databaseName: selectedItem?.databaseName,
|
||||
tableName: selectedItem?.tableName,
|
||||
schema: selectedItem?.schema
|
||||
};
|
||||
}
|
||||
|
||||
private get columnNames(): PredictColumn[] | undefined {
|
||||
return this._columns?.data;
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,35 @@
|
||||
/*---------------------------------------------------------------------------------------------
|
||||
* Copyright (c) Microsoft Corporation. All rights reserved.
|
||||
* Licensed under the Source EULA. See License.txt in the project root for license information.
|
||||
*--------------------------------------------------------------------------------------------*/
|
||||
|
||||
import * as utils from '../../../common/utils';
|
||||
|
||||
/**
|
||||
* Wizard to register a model
|
||||
*/
|
||||
export class ModelArtifact {
|
||||
|
||||
/**
|
||||
* Creates new model artifact
|
||||
*/
|
||||
constructor(private _filePath: string, private _deleteAtClose: boolean = true) {
|
||||
}
|
||||
|
||||
public get filePath(): string {
|
||||
return this._filePath;
|
||||
}
|
||||
|
||||
/**
|
||||
* Closes the artifact and disposes the resources
|
||||
*/
|
||||
public async close(): Promise<void> {
|
||||
if (this._deleteAtClose) {
|
||||
try {
|
||||
await utils.deleteFile(this._filePath);
|
||||
} catch {
|
||||
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,109 @@
|
||||
/*---------------------------------------------------------------------------------------------
|
||||
* 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 { ModelViewBase } from '../modelViewBase';
|
||||
import { ApiWrapper } from '../../../common/apiWrapper';
|
||||
import * as constants from '../../../common/constants';
|
||||
import { IDataComponent } from '../../interfaces';
|
||||
import { PredictColumn } from '../../../prediction/interfaces';
|
||||
import { ColumnsTable } from './columnsTable';
|
||||
import { ModelParameters } from '../../../modelManagement/interfaces';
|
||||
|
||||
/**
|
||||
* View to render filters to pick an azure resource
|
||||
*/
|
||||
|
||||
export class OutputColumnsComponent extends ModelViewBase implements IDataComponent<PredictColumn[]> {
|
||||
|
||||
private _form: azdata.FormContainer | undefined;
|
||||
private _columns: ColumnsTable | undefined;
|
||||
private _modelParameters: ModelParameters | undefined;
|
||||
|
||||
/**
|
||||
* Creates a new view
|
||||
*/
|
||||
constructor(apiWrapper: ApiWrapper, parent: ModelViewBase) {
|
||||
super(apiWrapper, parent.root, parent);
|
||||
}
|
||||
|
||||
/**
|
||||
* Register components
|
||||
* @param modelBuilder model builder
|
||||
*/
|
||||
public registerComponent(modelBuilder: azdata.ModelBuilder): azdata.Component {
|
||||
this._columns = new ColumnsTable(this._apiWrapper, modelBuilder, this, false);
|
||||
|
||||
this._form = modelBuilder.formContainer().withFormItems([{
|
||||
title: constants.azureAccount,
|
||||
component: this._columns.component
|
||||
}]).component();
|
||||
return this._form;
|
||||
}
|
||||
|
||||
public addComponents(formBuilder: azdata.FormBuilder) {
|
||||
if (this._columns) {
|
||||
formBuilder.addFormItems([{
|
||||
title: constants.outputColumns,
|
||||
component: this._columns.component
|
||||
}]);
|
||||
}
|
||||
}
|
||||
|
||||
public removeComponents(formBuilder: azdata.FormBuilder) {
|
||||
if (this._columns) {
|
||||
formBuilder.removeFormItem({
|
||||
title: constants.outputColumns,
|
||||
component: this._columns.component
|
||||
});
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Returns the created component
|
||||
*/
|
||||
public get component(): azdata.Component | undefined {
|
||||
return this._form;
|
||||
}
|
||||
|
||||
/**
|
||||
* loads data in the components
|
||||
*/
|
||||
public async loadData(): Promise<void> {
|
||||
if (this._modelParameters) {
|
||||
this._columns?.loadOutputs(this._modelParameters);
|
||||
}
|
||||
}
|
||||
|
||||
public set modelParameters(value: ModelParameters) {
|
||||
this._modelParameters = value;
|
||||
}
|
||||
|
||||
public async onLoading(): Promise<void> {
|
||||
if (this._columns) {
|
||||
await this._columns.onLoading();
|
||||
}
|
||||
}
|
||||
|
||||
public async onLoaded(): Promise<void> {
|
||||
if (this._columns) {
|
||||
await this._columns.onLoaded();
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* refreshes the view
|
||||
*/
|
||||
public async refresh(): Promise<void> {
|
||||
await this.loadData();
|
||||
}
|
||||
|
||||
/**
|
||||
* Returns selected data
|
||||
*/
|
||||
public get data(): PredictColumn[] | undefined {
|
||||
return this._columns?.data;
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,159 @@
|
||||
/*---------------------------------------------------------------------------------------------
|
||||
* 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 { ModelViewBase, ModelSourceType } from '../modelViewBase';
|
||||
import { ApiWrapper } from '../../../common/apiWrapper';
|
||||
import { ModelSourcesComponent } from '../modelSourcesComponent';
|
||||
import { LocalModelsComponent } from '../localModelsComponent';
|
||||
import { AzureModelsComponent } from '../azureModelsComponent';
|
||||
import * as constants from '../../../common/constants';
|
||||
import { WizardView } from '../../wizardView';
|
||||
import { ModelSourcePage } from '../modelSourcePage';
|
||||
import { ColumnsSelectionPage } from './columnsSelectionPage';
|
||||
import { ImportedModel } from '../../../modelManagement/interfaces';
|
||||
import { ModelArtifact } from './modelArtifact';
|
||||
import { ModelBrowsePage } from '../modelBrowsePage';
|
||||
|
||||
/**
|
||||
* Wizard to register a model
|
||||
*/
|
||||
export class PredictWizard extends ModelViewBase {
|
||||
|
||||
public modelSourcePage: ModelSourcePage | undefined;
|
||||
public columnsSelectionPage: ColumnsSelectionPage | undefined;
|
||||
public modelBrowsePage: ModelBrowsePage | undefined;
|
||||
public wizardView: WizardView | undefined;
|
||||
private _parentView: ModelViewBase | undefined;
|
||||
|
||||
constructor(
|
||||
apiWrapper: ApiWrapper,
|
||||
root: string,
|
||||
parent?: ModelViewBase) {
|
||||
super(apiWrapper, root);
|
||||
this._parentView = parent;
|
||||
}
|
||||
|
||||
/**
|
||||
* Opens a dialog to manage packages used by notebooks.
|
||||
*/
|
||||
public async open(): Promise<void> {
|
||||
this.modelSourcePage = new ModelSourcePage(this._apiWrapper, this, [ModelSourceType.RegisteredModels, ModelSourceType.Local, ModelSourceType.Azure]);
|
||||
this.columnsSelectionPage = new ColumnsSelectionPage(this._apiWrapper, this);
|
||||
this.modelBrowsePage = new ModelBrowsePage(this._apiWrapper, this, false);
|
||||
this.wizardView = new WizardView(this._apiWrapper);
|
||||
|
||||
let wizard = this.wizardView.createWizard(constants.makePredictionTitle,
|
||||
[this.modelSourcePage,
|
||||
this.modelBrowsePage,
|
||||
this.columnsSelectionPage]);
|
||||
|
||||
this.mainViewPanel = wizard;
|
||||
wizard.doneButton.label = constants.predictModel;
|
||||
wizard.generateScriptButton.hidden = true;
|
||||
wizard.displayPageTitles = true;
|
||||
wizard.doneButton.onClick(async () => {
|
||||
await this.onClose();
|
||||
});
|
||||
wizard.cancelButton.onClick(async () => {
|
||||
await this.onClose();
|
||||
});
|
||||
wizard.registerNavigationValidator(async (pageInfo: azdata.window.WizardPageChangeInfo) => {
|
||||
let validated: boolean = true;
|
||||
if (pageInfo.newPage > pageInfo.lastPage) {
|
||||
validated = this.wizardView ? await this.wizardView.validate(pageInfo) : false;
|
||||
}
|
||||
if (validated) {
|
||||
if (pageInfo.newPage === undefined) {
|
||||
this.onLoading();
|
||||
await this.predict();
|
||||
this.onLoaded();
|
||||
if (this._parentView) {
|
||||
this._parentView?.refresh();
|
||||
}
|
||||
}
|
||||
return true;
|
||||
|
||||
}
|
||||
return validated;
|
||||
});
|
||||
|
||||
await wizard.open();
|
||||
}
|
||||
|
||||
private onLoading(): void {
|
||||
this.refreshButtons(true);
|
||||
}
|
||||
|
||||
private onLoaded(): void {
|
||||
this.refreshButtons(false);
|
||||
}
|
||||
|
||||
private refreshButtons(loading: boolean): void {
|
||||
if (this.wizardView && this.wizardView.wizard) {
|
||||
this.wizardView.wizard.cancelButton.enabled = !loading;
|
||||
this.wizardView.wizard.cancelButton.enabled = !loading;
|
||||
}
|
||||
}
|
||||
|
||||
public get modelResources(): ModelSourcesComponent | undefined {
|
||||
return this.modelSourcePage?.modelResources;
|
||||
}
|
||||
|
||||
public get localModelsComponent(): LocalModelsComponent | undefined {
|
||||
return this.modelBrowsePage?.localModelsComponent;
|
||||
}
|
||||
|
||||
public get azureModelsComponent(): AzureModelsComponent | undefined {
|
||||
return this.modelBrowsePage?.azureModelsComponent;
|
||||
}
|
||||
|
||||
public async getModelFileName(): Promise<ModelArtifact | undefined> {
|
||||
if (this.modelResources && this.localModelsComponent && this.modelResources.data === ModelSourceType.Local) {
|
||||
return new ModelArtifact(this.localModelsComponent.data[0], false);
|
||||
} else if (this.modelResources && this.azureModelsComponent && this.modelResources.data === ModelSourceType.Azure) {
|
||||
return await this.azureModelsComponent.getDownloadedModel();
|
||||
} else if (this.modelBrowsePage && this.modelBrowsePage.registeredModelsComponent) {
|
||||
return await this.modelBrowsePage.registeredModelsComponent.modelTable?.getDownloadedModel();
|
||||
}
|
||||
return undefined;
|
||||
}
|
||||
|
||||
private async predict(): Promise<boolean> {
|
||||
try {
|
||||
let modelFilePath: string | undefined;
|
||||
let registeredModel: ImportedModel | undefined = undefined;
|
||||
if (this.modelResources && this.modelResources.data && this.modelResources.data === ModelSourceType.RegisteredModels
|
||||
&& this.modelBrowsePage && this.modelBrowsePage.registeredModelsComponent) {
|
||||
const data = this.modelBrowsePage?.registeredModelsComponent?.data;
|
||||
registeredModel = data && data.length > 0 ? data[0] : undefined;
|
||||
} else {
|
||||
const artifact = await this.getModelFileName();
|
||||
modelFilePath = artifact?.filePath;
|
||||
}
|
||||
|
||||
await this.generatePredictScript(registeredModel, modelFilePath, this.columnsSelectionPage?.data);
|
||||
return true;
|
||||
} catch (error) {
|
||||
this.showErrorMessage(`${constants.modelFailedToRegister} ${constants.getErrorMessage(error)}`);
|
||||
return false;
|
||||
}
|
||||
}
|
||||
|
||||
private async onClose(): Promise<void> {
|
||||
const artifact = await this.getModelFileName();
|
||||
if (artifact) {
|
||||
artifact.close();
|
||||
}
|
||||
await this.wizardView?.disposePages();
|
||||
}
|
||||
|
||||
/**
|
||||
* Refresh the pages
|
||||
*/
|
||||
public async refresh(): Promise<void> {
|
||||
await this.wizardView?.refresh();
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user