| 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'; |
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| 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; |
| } |
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| |
| export class FairlearnView extends DOMWidgetView { |
| el: any; |
| private requestIndex: number = 0; |
| private promiseDict: {[key: number]: IPromiseResolvers} = {}; |
| private refreshTimeout; |
|
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| 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++; |
| |
| 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}; |
|
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| 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); |
|
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| |
| 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]; |
| }); |
| |
| } |
| }; |
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