diff --git a/html/m_ml/OrderInfo.html b/html/m_ml/OrderInfo.html
new file mode 100644
index 00000000..7e5dd013
--- /dev/null
+++ b/html/m_ml/OrderInfo.html
@@ -0,0 +1,67 @@
+
+
+
+
\ No newline at end of file
diff --git a/js/board/HelpView.js b/js/board/HelpView.js
new file mode 100644
index 00000000..7eddca6b
--- /dev/null
+++ b/js/board/HelpView.js
@@ -0,0 +1,46 @@
+/*
+ * Project Name : Visual Python
+ * Description : GUI-based Python code generator
+ * File Name : HelpView.js
+ * Author : Black Logic
+ * Note : Render Help view
+ * License : GNU GPLv3 with Visual Python special exception
+ * Date : 2021. 09. 13
+ * Change Date :
+ */
+
+//============================================================================
+// [CLASS] HelpView
+//============================================================================
+define([
+ '../com/component/PopupComponent'
+], function(PopupComponent) {
+ 'use strict';
+
+ /**
+ * @class HelpView
+ * @constructor
+ */
+ class HelpView extends PopupComponent {
+ _init() {
+ super._init();
+
+ this.config.footer = false;
+ this.config.sizeLevel = 1;
+
+ this.state = {
+ helpview: '',
+ ...this.state
+ }
+
+ this._addCodemirror('helpview', this.wrapSelector('#helpview'), "readonly");
+ }
+
+ templateForBody() {
+ return ``;
+ }
+ }
+
+ return HelpView;
+
+});
\ No newline at end of file
diff --git a/js/com/component/PopupComponent.js b/js/com/component/PopupComponent.js
index 012baf34..bd8c4081 100644
--- a/js/com/component/PopupComponent.js
+++ b/js/com/component/PopupComponent.js
@@ -6,9 +6,9 @@
* Note : Popup Components for rendering objects
* License : GNU GPLv3 with Visual Python special exception
* Date : 2021. 11. 18
- * Change Date :
+ * Change Date : 2022. 09. 24
*/
-
+
//============================================================================
// [CLASS] PopupComponent
//============================================================================
@@ -21,7 +21,11 @@ define([
'../com_interface',
'./Component',
'./DataSelector',
+
+ // helpview boolean 판단
+ 'json!vp_base/data/help_data.json',
+
/** codemirror */
'codemirror/lib/codemirror',
'codemirror/mode/python/python',
@@ -29,7 +33,7 @@ define([
'codemirror/addon/display/placeholder',
'codemirror/addon/display/autorefresh'
], function(popupComponentHtml, popupComponentCss
- , com_util, com_Const, com_String, com_interface, Component, DataSelector, codemirror
+ , com_util, com_Const, com_String, com_interface, Component, DataSelector, helpData, codemirror
) {
'use strict';
@@ -50,7 +54,7 @@ define([
this.name = this.state.config.name;
this.path = this.state.config.path;
-
+
this.config = {
sizeLevel: 0, // 0: 400x400 / 1: 500x500 / 2: 600x500 / 3: 750x500
executeMode: 'code', // cell execute mode
@@ -61,6 +65,10 @@ define([
// show view box
codeview: true,
dataview: true,
+
+ // 220919
+ helpview: helpData[this.name],
+
// show footer
runButton: true,
footer: true,
@@ -89,6 +97,24 @@ define([
theme: "ipython",
extraKeys: {"Enter": "newlineAndIndentContinueMarkdownList"}
}
+
+ // makrdown codemirror 위한 config 추가
+ this.cmMarkdownConfig = {
+ mode: {
+ name: 'markdown',
+ version: 3,
+ singleLineStringErrors: false
+ },
+ height: '100%',
+ width: '100%',
+ indentUnit: 4,
+ lineNumbers: true,
+ matchBrackets: true,
+ autoRefresh: true,
+ theme: "markdown",
+ extraKeys: {"Enter": "newlineAndIndentContinueMarkdownList"}
+ }
+
this.cmReadonlyConfig = {
...this.cmPythonConfig,
readOnly: true,
@@ -96,7 +122,15 @@ define([
scrollbarStyle: "null"
}
+ this.cmReadonlyHelpConfig = {
+ ...this.cmMarkdownConfig,
+ readOnly: true,
+ lineNumbers: false,
+ scrollbarStyle: "null"
+ }
+
this.cmCodeview = null;
+ this.helpViewText = null;
this.cmCodeList = [];
}
@@ -146,7 +180,26 @@ define([
}
}
- // code view
+ // // code view
+ // if (this.config.codeview) {
+ // if (!this.cmCodeview) {
+ // // codemirror setting
+ // let selector = this.wrapSelector('.vp-popup-codeview-box textarea');
+ // let textarea = $(selector);
+ // if (textarea && textarea.length > 0) {
+ // this.cmCodeview = codemirror.fromTextArea(textarea[0], this.cmReadonlyConfig);
+ // } else {
+ // vpLog.display(VP_LOG_TYPE.ERROR, 'No text area to create codemirror. (selector: '+selector+')');
+ // }
+ // } else {
+ // this.cmCodeview.refresh();
+ // }
+
+
+
+ // 220919
+ // 220912
+ // code view + helpview
if (this.config.codeview) {
if (!this.cmCodeview) {
// codemirror setting
@@ -161,6 +214,24 @@ define([
this.cmCodeview.refresh();
}
}
+
+ if(this.config.helpview) {
+ if (!this.helpViewText) {
+ // codemirror setting
+ let selector = this.wrapSelector('.vp-popup-helpview-box textarea');
+ let textarea = $(selector);
+ if (textarea && textarea.length > 0) {
+ this.helpViewText = codemirror.fromTextArea(textarea[0], this.cmReadonlyHelpConfig);
+ } else {
+ vpLog.display(VP_LOG_TYPE.ERROR, 'No text area to create codemirror. (selector: '+selector+')');
+ }
+ } else {
+ this.helpViewText.refresh();
+ }
+
+
+
+ }
}
/**
@@ -346,6 +417,26 @@ define([
$(this.wrapSelector('.vp-popup-button')).on('click', function(evt) {
var btnType = $(this).data('type');
switch(btnType) {
+
+ // 220919
+ case 'help' :
+
+ // $(".vp-popup-help").attr("title", "바뀐 후");
+
+ // if ($(that.wrapSelector('.vp-popup-run-detailbox')).is(':hidden')) {
+ // $(".vp-popup-help").attr("title", "바뀐 후");
+
+ // } else {
+ // $(".vp-popup-help").attr("title", "바뀐 후");
+ // }
+ if ($(that.wrapSelector('.vp-popup-helpview-box')).is(':hidden')) {
+ that.openView('help');
+ } else {
+ that.closeView('help');
+ }
+ evt.stopPropagation();
+ break;
+
case 'code':
if ($(that.wrapSelector('.vp-popup-codeview-box')).is(':hidden')) {
that.openView('code');
@@ -498,7 +589,7 @@ define([
let {
installButton, importButton, packageButton,
- codeview, dataview, runButton, footer,
+ codeview, dataview, helpview, runButton, footer,
sizeLevel, position
} = this.config;
@@ -530,6 +621,11 @@ define([
if (!dataview) {
$(this.wrapSelector('.vp-popup-button[data-type="data"]')).hide();
}
+ // 220919
+ if (!helpview) {
+ $(this.wrapSelector('.vp-popup-button[data-type="help"]')).hide();
+ }
+
// run button
if (!runButton) {
@@ -627,6 +723,14 @@ define([
/** Implementation needed */
return '';
}
+
+ generateHelp() {
+ var helpTextObj = new com_String();
+ var helpComment = helpData[this.name];
+ helpTextObj.append(helpComment);
+
+ return helpTextObj.toString();
+ }
load() {
@@ -900,9 +1004,34 @@ define([
that.cmCodeview.refresh();
}, 1);
$(this.wrapSelector('.vp-popup-dataview-box')).hide();
- } else {
+ $(this.wrapSelector('.vp-popup-helpview-box')).hide();
+
+ } else if (viewType == 'help') { // 220919
+ this.saveState();
+ var code = this.generateHelp();
+ let codeText = '';
+ if (Array.isArray(code)) {
+ codeText = code.join('\n');
+ } else {
+ codeText = code;
+ }
+
+ this.helpViewText.setValue(codeText);
+ this.helpViewText.save();
+
+ var that = this;
+ setTimeout(function() {
+ that.helpViewText.refresh();
+ }, 1);
+
+ // button 클릭 시, 하나의 팝업만 나타나도록
+ $(this.wrapSelector('.vp-popup-dataview-box')).hide();
+ $(this.wrapSelector('.vp-popup-codeview-box')).hide();
+
+ } else {
this.renderDataView();
$(this.wrapSelector('.vp-popup-codeview-box')).hide();
+ $(this.wrapSelector('.vp-popup-helpview-box')).hide();
}
$(this.wrapSelector('.vp-popup-'+viewType+'view-box')).show();
diff --git a/js/m_apps/SampleApp2.js b/js/m_apps/SampleApp2.js
new file mode 100644
index 00000000..526d3683
--- /dev/null
+++ b/js/m_apps/SampleApp2.js
@@ -0,0 +1,60 @@
+/*
+ * Project Name : Visual Python
+ * Description : GUI-based Python code generator
+ * File Name : SampleApp2.js
+ * Author : Black Logic
+ * Note : [앱 설명]
+ * License : GNU GPLv3 with Visual Python special exception
+ * Date : YYYY. MM. dd
+ * Change Date :
+ */
+
+//============================================================================
+// [CLASS] SampleApp 2
+//============================================================================
+define([
+ 'vp_base/js/com/com_util',
+ 'vp_base/js/com/com_Const',
+ 'vp_base/js/com/com_String',
+ 'vp_base/js/com/component/PopupComponent'
+], function(com_util, com_Const, com_String, PopupComponent) {
+
+ /**
+ * SampleApp2
+ */
+ class SampleApp2 extends PopupComponent {
+ _init() {
+ super._init();
+ /** Write codes executed before rendering */
+ }
+
+ _bindEvent() {
+ super._bindEvent();
+ /** Implement binding events */
+ var that = this;
+
+ // $(this.wrapSelector('#sample')).on('click', function() {
+ // ;
+ // });
+ }
+
+ templateForBody() {
+ /** Implement generating template */
+ return `This is sample.
+ `;
+ }
+
+ render() {
+ super.render();
+
+ /** Write codes executed after rendering */
+ }
+
+ generateCode() {
+ return "print('sample code')";
+ }
+
+ }
+
+ return SampleApp2;
+});
\ No newline at end of file
diff --git a/js/m_ml/OrderInfo.js b/js/m_ml/OrderInfo.js
new file mode 100644
index 00000000..e69e9635
--- /dev/null
+++ b/js/m_ml/OrderInfo.js
@@ -0,0 +1,435 @@
+/*
+ * Project Name : Visual Python
+ * Description : GUI-based Python code generator
+ * File Name : SampleApp2.js
+ * Author : Black Logic
+ * Note : [앱 설명]
+ * License : GNU GPLv3 with Visual Python special exception
+ * Date : YYYY. MM. dd
+ * Change Date :
+ */
+
+//============================================================================
+// [CLASS] SampleApp 2
+//============================================================================
+// define([
+// 'vp_base/js/com/com_util',
+// 'vp_base/js/com/com_Const',
+// 'vp_base/js/com/com_String',
+// 'vp_base/js/com/component/PopupComponent'
+// ], function(com_util, com_Const, com_String, PopupComponent) {
+
+// /**
+// * SampleApp2
+// */
+// class SampleApp2 extends PopupComponent {
+// _init() {
+// super._init();
+// /** Write codes executed before rendering */
+// }
+
+// _bindEvent() {
+// super._bindEvent();
+// /** Implement binding events */
+// var that = this;
+
+// // $(this.wrapSelector('#sample')).on('click', function() {
+// // ;
+// // });
+// }
+
+// templateForBody() {
+// /** Implement generating template */
+// return `This is sample.
+// `;
+// }
+
+// render() {
+// super.render();
+
+// /** Write codes executed after rendering */
+// }
+
+// generateCode() {
+// return "print('sample code')";
+// }
+
+// }
+
+// return SampleApp2;
+// });
+
+
+
+/*
+ * Project Name : Visual Python
+ * Description : GUI-based Python code generator
+ * File Name : evaluation.js
+ * Author : Black Logic
+ * Note : OrderInfo
+ * License : GNU GPLv3 with Visual Python special exception
+ * Date : 2022. 02. 07
+ * Change Date :
+ */
+
+//============================================================================
+// [CLASS] OrderInfo
+//============================================================================
+define([
+ 'text!vp_base/html/m_ml/OrderInfo.html!strip',
+ 'vp_base/js/com/com_util',
+ 'vp_base/js/com/com_interface',
+ 'vp_base/js/com/com_Const',
+ 'vp_base/js/com/com_String',
+ 'vp_base/js/com/component/PopupComponent',
+ 'vp_base/js/com/component/DataSelector'
+], function(evalHTML, com_util, com_interface, com_Const, com_String, PopupComponent, DataSelector) {
+
+ /**
+ * OrderInfo
+ */
+ class OrderInfo extends PopupComponent {
+ _init() {
+ super._init();
+ this.config.importButton = true;
+ this.config.dataview = false;
+ this.config.checkModules = ['metrics'];
+
+ this.state = {
+ modelType: 'rgs',
+ predictData: 'pred',
+ targetData: 'y_test',
+ // regression
+ r_squared: true, mae: true, mape: false, rmse: true, scatter_plot: false,
+ // classification
+ confusion_matrix: true, report: true,
+ accuracy: false, precision: false, recall: false, f1_score: false,
+ // clustering
+ clusteredIndex: 'clusters',
+ silhouetteScore: true, ari: false, nmi: false,
+ featureData2: 'X',
+ targetData2: 'y',
+ ...this.state
+ }
+ }
+
+ _bindEvent() {
+ super._bindEvent();
+ /** Implement binding events */
+ var that = this;
+
+ // import library
+ $(this.wrapSelector('#vp_importLibrary')).on('click', function() {
+ com_interface.insertCell('code', 'from sklearn import metrics', true, 'Machine Learning > Evaluation');
+ });
+
+ // model type change
+ $(this.wrapSelector('#modelType')).on('change', function() {
+ let modelType = $(this).val();
+ that.state.modelType = modelType;
+
+ $(that.wrapSelector('.vp-upper-box')).hide();
+ $(that.wrapSelector('.vp-upper-box.' + modelType)).show();
+
+ $(that.wrapSelector('.vp-eval-box')).hide();
+ $(that.wrapSelector('.vp-eval-'+modelType)).show();
+
+ if (modelType == 'rgs') {
+ // Regression
+
+ } else if (modelType == 'clf') {
+ // Classification - model selection
+ // if (that.checkToShowSelector('roc-auc') == true) {
+ // $(that.wrapSelector('.vp-ev-model.roc-auc')).prop('disabled', false);
+ // } else {
+ // $(that.wrapSelector('.vp-ev-model.roc-auc')).prop('disabled', true);
+ // }
+ } else {
+ // Clustering
+ if (that.checkToShowSelector('silhouette') == true) {
+ $(that.wrapSelector('.vp-ev-model.silhouette')).prop('disabled', false);
+ } else {
+ $(that.wrapSelector('.vp-ev-model.silhouette')).prop('disabled', true);
+ }
+ if (that.checkToShowSelector('ari-nmi') == true) {
+ $(that.wrapSelector('.vp-ev-model.ari-nmi')).prop('disabled', false);
+ } else {
+ $(that.wrapSelector('.vp-ev-model.ari-nmi')).prop('disabled', true);
+ }
+ }
+ });
+
+ // check to enable/disable selector
+ $(this.wrapSelector('.vp-eval-check')).on('change', function() {
+ let checked = $(this).prop('checked');
+ let type = $(this).data('type');
+
+ if (checked) {
+ $(that.wrapSelector('.vp-ev-model.' + type)).prop('disabled', false);
+ } else {
+ if (that.checkToShowSelector(type) == false) {
+ $(that.wrapSelector('.vp-ev-model.' + type)).prop('disabled', true);
+ }
+ }
+ });
+ }
+
+ /**
+ * Check if anything checked available ( > 0)
+ * @returns
+ */
+ checkToShowSelector(type) {
+ let checked = $(this.wrapSelector('.vp-eval-check[data-type="' + type + '"]:checked')).length;
+ if (checked > 0) {
+ return true;
+ }
+ return false;
+ }
+
+ templateForBody() {
+ let page = $(evalHTML);
+
+ $(page).find('.vp-eval-box').hide();
+ $(page).find('.vp-eval-'+this.state.modelType).show();
+
+ // data selector
+ let predDataSelector = new DataSelector({
+ pageThis: this, id: 'predictData', value: this.state.predictData, required: true
+ });
+ $(page).find('#predictData').replaceWith(predDataSelector.toTagString());
+
+ let targetDataSelector = new DataSelector({
+ pageThis: this, id: 'targetData', value: this.state.targetData, required: true
+ });
+ $(page).find('#targetData').replaceWith(targetDataSelector.toTagString());
+
+ // Clustering - data selection
+ let clusteredIdxSelector = new DataSelector({
+ pageThis: this, id: 'clusteredIndex', value: this.state.clusteredIndex, required: true
+ });
+ $(page).find('#clusteredIndex').replaceWith(clusteredIdxSelector.toTagString());
+
+ let featureData2Selector = new DataSelector({
+ pageThis: this, id: 'featureData2', value: this.state.featureData2, classes: 'vp-ev-model silhouette', required: true
+ });
+ $(page).find('#featureData2').replaceWith(featureData2Selector.toTagString());
+
+ let targetData2Selector = new DataSelector({
+ pageThis: this, id: 'targetData2', value: this.state.targetData2, classes: 'vp-ev-model ari-nmi', required: true
+ });
+ $(page).find('#targetData2').replaceWith(targetData2Selector.toTagString());
+
+ // load state
+ let that = this;
+ Object.keys(this.state).forEach(key => {
+ let tag = $(page).find('#' + key);
+ let tagName = $(tag).prop('tagName'); // returns with UpperCase
+ let value = that.state[key];
+ if (value == undefined) {
+ return;
+ }
+ switch(tagName) {
+ case 'INPUT':
+ let inputType = $(tag).prop('type');
+ if (inputType == 'text' || inputType == 'number' || inputType == 'hidden') {
+ $(tag).val(value);
+ break;
+ }
+ if (inputType == 'checkbox') {
+ $(tag).prop('checked', value);
+ break;
+ }
+ break;
+ case 'TEXTAREA':
+ case 'SELECT':
+ default:
+ $(tag).val(value);
+ break;
+ }
+ });
+
+ $(page).find('.vp-upper-box').hide();
+ $(page).find('.vp-upper-box.' + this.state.modelType).show();
+
+ if (this.state.modelType == 'rgs') {
+ // Regression
+
+ } else if (this.state.modelType == 'clf') {
+ // Classification
+ // if (this.state.roc_curve == false && this.state.auc == false) {
+ // $(page).find('.vp-ev-model.roc-auc').prop('disabled', true);
+ // }
+ } else {
+ // Clustering
+ if (this.state.silhouetteScore == false) {
+ $(page).find('.vp-ev-model.silhouette').prop('disabled', true);
+ }
+ if (this.state.ari == false && this.state.nmi == false) {
+ $(page).find('.vp-ev-model.ari-nmi').prop('disabled', true);
+ }
+ }
+
+ return page;
+ }
+
+ generateImportCode() {
+ return ['from sklearn import metrics'];
+ }
+
+ generateCode() {
+ let codeCells = [
+ ...this.generateImportCode() // run import codes
+ ];
+ let code = new com_String();
+ let {
+ modelType, predictData, targetData,
+ // classification
+ confusion_matrix, report, accuracy, precision, recall, f1_score,
+ // regression
+ coefficient, intercept, r_squared, mae, mape, rmse, scatter_plot,
+ // clustering
+ sizeOfClusters, silhouetteScore, ari, nmi,
+ clusteredIndex, featureData2, targetData2
+ } = this.state;
+
+ //====================================================================
+ // Classfication
+ //====================================================================
+ if (modelType == 'clf') {
+ if (confusion_matrix) {
+ code = new com_String();
+ code.appendLine("# Confusion Matrix");
+ code.appendFormat('pd.crosstab({0}, {1}, margins=True)', targetData, predictData);
+ codeCells.push(code.toString());
+ }
+ if (report) {
+ code = new com_String();
+ code.appendLine("# Classification report");
+ code.appendFormat('print(metrics.classification_report({0}, {1}))', targetData, predictData);
+ codeCells.push(code.toString());
+ }
+ if (accuracy) {
+ code = new com_String();
+ code.appendLine("# Accuracy");
+ code.appendFormat('metrics.accuracy_score({0}, {1})', targetData, predictData);
+ codeCells.push(code.toString());
+ }
+ if (precision) {
+ code = new com_String();
+ code.appendLine("# Precision");
+ code.appendFormat("metrics.precision_score({0}, {1}, average='weighted')", targetData, predictData);
+ codeCells.push(code.toString());
+ }
+ if (recall) {
+ code = new com_String();
+ code.appendLine("# Recall");
+ code.appendFormat("metrics.recall_score({0}, {1}, average='weighted')", targetData, predictData);
+ codeCells.push(code.toString());
+ }
+ if (f1_score) {
+ code = new com_String();
+ code.appendLine("# F1-score");
+ code.appendFormat("metrics.f1_score({0}, {1}, average='weighted')", targetData, predictData);
+ codeCells.push(code.toString());
+ }
+ // if (roc_curve) {
+ // code = new com_String();
+ // code.appendLine("# ROC Curve");
+ // code.appendFormatLine("fpr, tpr, thresholds = metrics.roc_curve({0}, {1}.decision_function({2}))", predictData, model, targetData);
+ // code.appendLine("plt.plot(fpr, tpr, label='ROC Curve')");
+ // code.appendLine("plt.xlabel('Sensitivity') ");
+ // code.append("plt.ylabel('Specificity') ")
+ // codeCells.push(code.toString());
+ // }
+ // if (auc) {
+ // code = new com_String();
+ // code.appendLine("# AUC");
+ // code.appendFormat("metrics.roc_auc_score({0}, {1}.decision_function({2}))", predictData, model, targetData);
+ // codeCells.push(code.toString());
+ // }
+ }
+
+ //====================================================================
+ // Regression
+ //====================================================================
+ if (modelType == 'rgs') {
+ // if (coefficient) {
+ // code.appendLine("# Coefficient (scikit-learn only)");
+ // code.appendFormatLine('model.coef_');
+ // }
+ // if (intercept) {
+ // code.appendLine("# Intercept (scikit-learn only)");
+ // code.appendFormatLine('model.intercept_');
+ // }
+ if (r_squared) {
+ code = new com_String();
+ code.appendLine("# R square");
+ code.appendFormat('metrics.r2_score({0}, {1})', targetData, predictData);
+ codeCells.push(code.toString());
+ }
+ if (mae) {
+ code = new com_String();
+ code.appendLine("# MAE(Mean Absolute Error)");
+ code.appendFormat('metrics.mean_absolute_error({0}, {1})', targetData, predictData);
+ codeCells.push(code.toString());
+ }
+ if (mape) {
+ code = new com_String();
+ code.appendLine("# MAPE(Mean Absolute Percentage Error)");
+ code.appendLine('def MAPE(y_test, y_pred):');
+ code.appendLine(' return np.mean(np.abs((y_test - pred) / y_test)) * 100');
+ code.appendLine();
+ code.appendFormat('MAPE({0}, {1})', targetData, predictData);
+ codeCells.push(code.toString());
+ }
+ if (rmse) {
+ code = new com_String();
+ code.appendLine("# RMSE(Root Mean Squared Error)");
+ code.appendFormat('metrics.mean_squared_error({0}, {1})**0.5', targetData, predictData);
+ codeCells.push(code.toString());
+ }
+ if (scatter_plot) {
+ code = new com_String();
+ code.appendLine('# Regression plot');
+ code.appendFormatLine('plt.scatter({0}, {1})', targetData, predictData);
+ code.appendFormatLine("plt.xlabel('{0}')", targetData);
+ code.appendFormatLine("plt.ylabel('{0}')", predictData);
+ code.append('plt.show()');
+ codeCells.push(code.toString());
+ }
+ }
+ //====================================================================
+ // Clustering
+ //====================================================================
+ if (modelType == 'cls') {
+ // if (sizeOfClusters) {
+ // code.appendLine("# Size of clusters");
+ // code.appendFormatLine("print(f'Size of clusters: {np.bincount({0})}')", predictData);
+ // }
+ if (silhouetteScore) {
+ code = new com_String();
+ code.appendLine("# Silhouette score");
+ code.appendFormat("print(f'Silhouette score: {metrics.cluster.silhouette_score({0}, {1})}')", featureData2, clusteredIndex);
+ codeCells.push(code.toString());
+ }
+ if (ari) {
+ code = new com_String();
+ code.appendLine("# ARI(Adjusted Rand score)");
+ code.appendFormat("print(f'ARI: {metrics.cluster.adjusted_rand_score({0}, {1})}')", targetData2, clusteredIndex);
+ codeCells.push(code.toString());
+ }
+ if (nmi) {
+ code = new com_String();
+ code.appendLine("# NMI(Normalized Mutual Info Score)");
+ code.appendFormat("print(f'NM: {metrics.cluster.normalized_mutual_info_score({0}, {1})}')", targetData2, clusteredIndex);
+ codeCells.push(code.toString());
+ }
+ }
+ // return as seperated cells
+ return codeCells;
+ }
+
+ }
+
+ return OrderInfo;
+});
\ No newline at end of file
diff --git a/js/m_ml/Regression.js b/js/m_ml/Regression.js
index 68cec34b..4c64ab34 100644
--- a/js/m_ml/Regression.js
+++ b/js/m_ml/Regression.js
@@ -44,6 +44,8 @@ define([
// model selection
model: '',
method: '',
+
+ help : "도움말 테스트",
...this.state
}
@@ -323,6 +325,21 @@ define([
return code.toString();
}
+ // 220906
+ generateHelp() {
+ let { help } = this.state;
+
+ let test = new com_String();
+
+ test.appendLine(help);
+ test.appendLine();
+ test.appendLine("도움말 추가 완료(?)");
+
+ return test.toString();
+ }
+
+
+
}
return Regression;
diff --git a/popupComponent.html b/popupComponent.html
new file mode 100644
index 00000000..feabff98
--- /dev/null
+++ b/popupComponent.html
@@ -0,0 +1,112 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ + +
+
+
+
+
+ + + +
+
+
+
+
+
+
+
+
\ No newline at end of file
+
+ 
+ 
+ 
+ 
+
+
+
+
+
+
+
+
+
+
+ Install Package
+ 
+
+
+ Import Library
+
+
+
+ Package Manager
+ 
+
+
+
+
+
+
+ Import Library
+
+
+
+ Package Manager
+
+
+
+
+
+