FEA-Bench / testbed /fairlearn__fairlearn /fairlearn /widget /js /src /fairlearnDashboard.tsx
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import { DOMWidgetModel, DOMWidgetView } from '@jupyter-widgets/base';
import { FairnessWizard } from 'fairlearn-dashboard';
import * as _ from 'lodash';
import React from 'react';
import ReactDOM from 'react-dom';
// Custom Model. Custom widgets models must at least provide default values
// for model attributes, including
//
// - `_view_name`
// - `_view_module`
// - `_view_module_version`
//
// - `_model_name`
// - `_model_module`
// - `_model_module_version`
//
// when different from the base class.
// When serialiazing the entire widget state for embedding, only values that
// differ from the defaults will be specified.
export class FairlearnModel extends DOMWidgetModel {
defaults() {
return {
_model_name : 'FairlearnModel',
_view_name : 'FairlearnView',
_model_module : 'fairlearn-widget',
_view_module : 'fairlearn-widget',
_model_module_version : '0.1.1',
_view_module_version : '0.1.1',
value: {},
request: {},
response: {}
}
}
};
interface IPromiseResolvers {
resolve: (value: any) => void;
reject: (error: any) => void;
timeout: number;
}
// Custom View. Renders the widget model.
export class FairlearnView extends DOMWidgetView {
el: any;
private requestIndex: number = 0;
private promiseDict: {[key: number]: IPromiseResolvers} = {};
private refreshTimeout;
public render() {
this.el.style.cssText = "width: 100%; overflow-x: 'auto'";
let root_element = document.createElement("div");
root_element.style.cssText = "width: 100%; overflow-x: 'auto'";
this.model.on('change:response', this.resolvePromise, this);
const data = this.model.get('value');
ReactDOM.render(<FairnessWizard
dataSummary={{featureNames: data.features, classNames: data.classes}}
testData={data.dataset}
predictedY={data.predicted_ys}
trueY={data.true_y}
modelNames={data.model_names}
supportedBinaryClassificationAccuracyKeys={data.classification_methods}
supportedRegressionAccuracyKeys={data.regression_methods}
supportedProbabilityAccuracyKeys={data.probability_methods}
requestMetrics={this.makeRequest.bind(this)}
/>, root_element);
this.el.appendChild(root_element)
}
private makeRequest(data: any, abortSignal?: AbortSignal): Promise<any> {
const promise = new Promise<any>((resolve, reject) => {
const request = _.cloneDeep(this.model.get('request'));
const requestIndex = this.requestIndex;
this.requestIndex++;
// handle timeout (set to 3 minutes)
const timeout = window.setTimeout(() => {
if (this.promiseDict[requestIndex]){
this.promiseDict[requestIndex].reject(new DOMException('Timeout: took longer than 3 minutes to process', 'TimeoutError'));
delete this.promiseDict[requestIndex];
}
}, 180000);
this.promiseDict[requestIndex] = {resolve, reject, timeout};
request[requestIndex] = data;
this.model.set('request', request);
this.touch();
if(this.refreshTimeout) {
clearTimeout(this.refreshTimeout);
}
this.refreshTimeout = window.setTimeout(() => {
if (this.promiseDict[requestIndex] !== undefined) {
const request = _.cloneDeep(this.model.get('request'));
this.model.set('request', request);
this.touch();
clearTimeout(this.refreshTimeout);
}
}, 3000);
// handle abort
if (abortSignal) {
abortSignal.addEventListener('abort', () => {
clearTimeout(timeout);
reject(new DOMException('Aborted', 'AbortError'));
delete this.promiseDict[requestIndex];
});
}
})
return promise;
}
private resolvePromise(): void {
const response = this.model.get('response');
if (response === undefined) {
return;
}
const knownKeys = Object.keys(response);
knownKeys.forEach(key => {
const promise = this.promiseDict[key];
const responseItem = response[key];
if (promise === undefined) {
return;
}
if (responseItem === undefined) {
promise.reject('Null response');
}
else if (responseItem.error !== undefined) {
promise.reject(new DOMException(responseItem.error, 'PythonError'));
}
else {
const keys = Object.keys(responseItem.bins);
const resultArray = new Array(Math.max(...(keys as any[])) + 1);
keys.forEach(i => resultArray[i] = responseItem.bins[i]);
responseItem.bins = resultArray;
promise.resolve(responseItem);
}
clearTimeout(promise.timeout);
delete this.promiseDict[key];
});
// TODO clear handled objects if possible
}
};