Files
azuredatastudio/extensions/machine-learning/src/views/models/prediction/columnsTable.ts
Leila Lali eec6f64d62 ML - Bug fixing (#13018)
* Fixing couple of bugs
2020-10-26 17:36:37 -07:00

398 lines
11 KiB
TypeScript

/*---------------------------------------------------------------------------------------------
* 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 * as constants from '../../../common/constants';
import { ModelViewBase } from '../modelViewBase';
import { ApiWrapper } from '../../../common/apiWrapper';
import { IDataComponent } from '../../interfaces';
import { PredictColumn, DatabaseTable, TableColumn } from '../../../prediction/interfaces';
import { ModelParameter, ModelParameters } from '../../../modelManagement/interfaces';
/**
* View to render azure models in a table
*/
export class ColumnsTable extends ModelViewBase implements IDataComponent<PredictColumn[]> {
private _table: azdata.DeclarativeTableComponent | undefined;
private _parameters: PredictColumn[] = [];
private _loader: azdata.LoadingComponent;
/**
* Creates a view to render azure models in a table
*/
constructor(apiWrapper: ApiWrapper, private _modelBuilder: azdata.ModelBuilder, parent: ModelViewBase, private _forInput: boolean = true) {
super(apiWrapper, parent.root, parent);
this._loader = this.registerComponent(this._modelBuilder);
}
/**
* Register components
* @param modelBuilder model builder
*/
public registerComponent(modelBuilder: azdata.ModelBuilder): azdata.LoadingComponent {
let columnHeader: azdata.DeclarativeTableColumn[];
if (this._forInput) {
columnHeader = [
{ // Action
displayName: constants.columnName,
ariaLabel: constants.columnName,
valueType: azdata.DeclarativeDataType.component,
isReadOnly: true,
width: 50,
headerCssStyles: {
...constants.cssStyles.tableHeader
},
rowCssStyles: {
...constants.cssStyles.tableRow
},
},
{ // Name
displayName: '',
ariaLabel: '',
valueType: azdata.DeclarativeDataType.component,
isReadOnly: true,
width: 50,
headerCssStyles: {
...constants.cssStyles.tableHeader
},
rowCssStyles: {
...constants.cssStyles.tableRow
},
},
{ // Name
displayName: constants.inputName,
ariaLabel: constants.inputName,
valueType: azdata.DeclarativeDataType.component,
isReadOnly: true,
width: 120,
headerCssStyles: {
...constants.cssStyles.tableHeader
},
rowCssStyles: {
...constants.cssStyles.tableRow
},
}
];
} else {
columnHeader = [
{ // Name
displayName: constants.outputName,
ariaLabel: constants.outputName,
valueType: azdata.DeclarativeDataType.string,
isReadOnly: true,
width: 200,
headerCssStyles: {
...constants.cssStyles.tableHeader
},
rowCssStyles: {
...constants.cssStyles.tableRow
},
},
{ // Action
displayName: constants.displayName,
ariaLabel: constants.displayName,
valueType: azdata.DeclarativeDataType.component,
isReadOnly: true,
width: 50,
headerCssStyles: {
...constants.cssStyles.tableHeader
},
rowCssStyles: {
...constants.cssStyles.tableRow
},
},
{ // Action
displayName: constants.dataTypeName,
ariaLabel: constants.dataTypeName,
valueType: azdata.DeclarativeDataType.component,
isReadOnly: true,
width: 50,
headerCssStyles: {
...constants.cssStyles.tableHeader
},
rowCssStyles: {
...constants.cssStyles.tableRow
},
}
];
}
this._table = modelBuilder.declarativeTable()
.withProperties<azdata.DeclarativeTableProperties>(
{
columns: columnHeader,
data: [],
ariaLabel: constants.mlsConfigTitle
})
.component();
this._loader = modelBuilder.loadingComponent()
.withItem(this._table)
.withProperties({
loading: true
}).component();
return this._loader;
}
public async onLoading(): Promise<void> {
if (this._loader) {
await this._loader.updateProperties({ loading: true });
}
}
public async onLoaded(): Promise<void> {
if (this._loader) {
await this._loader.updateProperties({ loading: false });
}
}
public get component(): azdata.Component {
return this._loader;
}
/**
* Load data in the component
* @param workspaceResource Azure workspace
*/
public async loadInputs(modelParameters: ModelParameters | undefined, table: DatabaseTable): Promise<void> {
await this.onLoading();
this._parameters = [];
let tableData: any[][] = [];
if (this._table && table && table.tableName !== constants.selectTableTitle) {
if (this._forInput) {
let columns: TableColumn[];
try {
columns = await this.listColumnNames(table);
} catch {
columns = [];
}
if (modelParameters?.inputs && columns) {
tableData = tableData.concat(modelParameters.inputs.map(input => this.createInputTableRow(input, columns)));
}
}
this._table.data = tableData;
}
await this.onLoaded();
}
public async loadOutputs(modelParameters: ModelParameters | undefined): Promise<void> {
this.onLoading();
this._parameters = [];
let tableData: any[][] = [];
if (this._table) {
if (!this._forInput) {
if (modelParameters?.outputs && constants.supportedDataTypes) {
tableData = tableData.concat(modelParameters.outputs.map(output => this.createOutputTableRow(output, constants.supportedDataTypes)));
}
}
this._table.data = tableData;
}
this.onLoaded();
}
private createOutputTableRow(modelParameter: ModelParameter, dataTypes: string[]): any[] {
if (this._modelBuilder) {
const outputContainer = this._modelBuilder.flexContainer().withLayout({
flexFlow: 'row',
width: this.componentMaxLength + 20,
justifyContent: 'flex-start'
}).component();
const warningButton = this.createWarningButton(constants.outputColumnDataTypeNotSupportedWarning);
warningButton.onDidClick(() => {
});
const css = {
'padding-top': '5px',
'padding-right': '5px',
'margin': '0px'
};
const name = modelParameter.name;
let dataType = dataTypes.find(x => x === modelParameter.type);
if (!dataType) {
// Output type not supported
//
dataType = dataTypes[0];
outputContainer.addItem(warningButton, {
CSSStyles: css
});
}
let nameInput = this._modelBuilder.dropDown().withProperties({
values: dataTypes,
width: this.componentMaxLength,
value: dataType
}).component();
outputContainer.addItem(nameInput, {
CSSStyles: {
'padding': '0px',
'padding-right': '5px',
'margin': '0px'
}
});
this._parameters.push({ columnName: name, paramName: name, dataType: dataType });
nameInput.onValueChanged(() => {
const value = <string>nameInput.value;
if (value !== modelParameter.type) {
let selectedRow = this._parameters.find(x => x.paramName === name);
if (selectedRow) {
selectedRow.dataType = value;
}
outputContainer.addItem(warningButton, {
CSSStyles: css
});
} else {
outputContainer.removeItem(warningButton);
}
});
let displayNameInput = this._modelBuilder.inputBox().withProperties({
value: name,
width: 200
}).component();
displayNameInput.onTextChanged(() => {
let selectedRow = this._parameters.find(x => x.paramName === name);
if (selectedRow) {
selectedRow.columnName = displayNameInput.value || name;
}
});
return [`${name}(${modelParameter.originalType ? modelParameter.originalType : constants.unsupportedModelParameterType})`, displayNameInput, outputContainer];
}
return [];
}
private createInputTableRow(modelParameter: ModelParameter, columns: TableColumn[] | undefined): any[] {
if (this._modelBuilder && columns) {
let values = columns.map(c => { return { name: c.columnName, displayName: `${c.columnName}(${c.dataType})` }; });
if (columns.length > 0 && columns[0].columnName !== constants.selectColumnTitle) {
values = [{ displayName: constants.selectColumnTitle, name: '' }].concat(values);
}
let nameInput = this._modelBuilder.dropDown().withProperties({
values: values,
width: this.componentMaxLength
}).component();
const name = modelParameter.name;
let column = values.find(x => x.name.toLocaleUpperCase() === modelParameter.name.toLocaleUpperCase());
if (!column) {
column = values.length > 0 ? values[0] : undefined;
}
const currentColumn = columns.find(x => x.columnName === column?.name);
nameInput.value = column;
if (column) {
this._parameters.push({ columnName: column.name, paramName: name, paramType: modelParameter.type, maxLength: currentColumn?.maxLength });
}
const inputContainer = this._modelBuilder.flexContainer().withLayout({
flexFlow: 'row',
width: this.componentMaxLength + 20,
justifyContent: 'flex-start'
}).component();
const warningButton = this.createWarningButton(constants.columnDataTypeMismatchWarning);
warningButton.onDidClick(() => {
});
const css = {
'padding-top': '5px',
'padding-right': '5px',
'margin': '0px'
};
nameInput.onValueChanged(() => {
const selectedColumn = nameInput.value;
const value = selectedColumn ? (<azdata.CategoryValue>selectedColumn).name : undefined;
let selectedRow = this._parameters.find(x => x.paramName === name);
if (selectedRow) {
selectedRow.columnName = value || '';
let tableColumn = columns.find(x => x.columnName === value);
if (tableColumn) {
selectedRow.maxLength = tableColumn.maxLength;
}
}
const currentColumn = columns.find(x => x.columnName === value);
if (currentColumn && modelParameter.type === currentColumn?.dataType) {
inputContainer.removeItem(warningButton);
} else {
inputContainer.addItem(warningButton, {
CSSStyles: css
});
}
});
const label = this._modelBuilder.inputBox().withProperties({
value: `${name}(${modelParameter.originalType ? modelParameter.originalType : constants.unsupportedModelParameterType})`,
enabled: false,
width: this.componentMaxLength
}).component();
inputContainer.addItem(label, {
CSSStyles: {
'padding': '0px',
'padding-right': '5px',
'margin': '0px'
}
});
if (currentColumn && modelParameter.type !== currentColumn?.dataType) {
inputContainer.addItem(warningButton, {
CSSStyles: css
});
}
const image = this._modelBuilder.image().withProperties({
width: 50,
height: 50,
iconPath: {
dark: this.asAbsolutePath('images/arrow.svg'),
light: this.asAbsolutePath('images/arrow.svg')
},
iconWidth: 20,
iconHeight: 20,
title: 'maps'
}).component();
return [nameInput, image, inputContainer];
}
return [];
}
private createWarningButton(message: string): azdata.ButtonComponent {
const warningButton = this._modelBuilder.button().withProperties({
width: '10px',
height: '10px',
title: message,
iconPath: {
dark: this.asAbsolutePath('images/dark/warning_notification_inverse.svg'),
light: this.asAbsolutePath('images/light/warning_notification.svg'),
},
iconHeight: '10px',
iconWidth: '10px'
}).component();
return warningButton;
}
/**
* Returns selected data
*/
public get data(): PredictColumn[] | undefined {
return this._parameters;
}
/**
* Refreshes the view
*/
public async refresh(): Promise<void> {
}
}