CHART-13666 自动类型推荐匹配

5 years ago · d8233ad43e
14 changed files with 3777 additions and 5 deletions
--- a/designer-chart/src/main/java/com/fr/design/chart/AutoChartIcon.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/AutoChartIcon.java
@ -66,7 +66,7 @@ public class AutoChartIcon implements Icon {
    public void paintIcon(Component c, Graphics g, int x, int y) {

        BaseChartPainter painter = chartCollection.createResultChartPainterWithOutDealFormula(Calculator.createCalculator(),
-                WebChartIDInfo.createEmptyDesignerInfo(), getIconWidth(), getIconHeight());
+                WebChartIDInfo.createAutoTypeInfo(), getIconWidth(), getIconHeight());

        int resolution = HistoryTemplateListCache.getInstance().getCurrentEditingTemplate().getJTemplateResolution();

--- a/designer-chart/src/main/java/com/fr/design/chart/AutoChartTypePane.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/AutoChartTypePane.java
@ -3,27 +3,41 @@ package com.fr.design.chart;
 import com.fr.base.chart.chartdata.CallbackEvent;
 import com.fr.chart.chartattr.ChartCollection;
 import com.fr.chartx.attr.ChartProvider;
+import com.fr.design.chart.auto.AutoTypeCalculate;
 import com.fr.design.data.DesignTableDataManager;
 import com.fr.design.data.datapane.TableDataComboBox;
 import com.fr.design.data.tabledata.wrapper.TableDataWrapper;
+import com.fr.design.dialog.FineJOptionPane;
 import com.fr.design.gui.ibutton.UIButton;
 import com.fr.design.gui.icombocheckbox.UIComboCheckBox;
 import com.fr.design.gui.ilable.UILabel;
+import com.fr.design.gui.iprogressbar.AutoProgressBar;
 import com.fr.design.i18n.Toolkit;
 import com.fr.design.layout.FRGUIPaneFactory;
+import com.fr.design.mainframe.DesignerContext;
 import com.fr.design.utils.gui.GUICoreUtils;
+import com.fr.general.GeneralUtils;
+import com.fr.log.FineLoggerFactory;
+import com.fr.plugin.chart.vanchart.VanChart;

 import javax.swing.BorderFactory;
 import javax.swing.DefaultListCellRenderer;
 import javax.swing.DefaultListModel;
 import javax.swing.JList;
+import javax.swing.JOptionPane;
 import javax.swing.JPanel;
 import javax.swing.JScrollPane;
 import javax.swing.JSplitPane;
 import javax.swing.ListCellRenderer;
+import javax.swing.SwingWorker;
+import javax.swing.UIManager;
+import javax.swing.plaf.SplitPaneUI;
+import javax.swing.plaf.basic.BasicSplitPaneUI;
+import java.util.ArrayList;
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
+import java.util.concurrent.CancellationException;
 import java.awt.Color;
 import java.awt.Component;
 import java.awt.Dimension;
@ -46,6 +60,9 @@ public class AutoChartTypePane extends ChartWizardPane implements CallbackEvent
    private TableDataComboBox tableNameComboBox;
    private UIComboCheckBox dataFieldBox;

+    private AutoProgressBar connectionBar;
+    private SwingWorker worker;
+
    public AutoChartTypePane() {
        this.setLayout(FRGUIPaneFactory.createBorderLayout());
        initButtonGroup();
@ -62,10 +79,15 @@ public class AutoChartTypePane extends ChartWizardPane implements CallbackEvent
        chartViewList.setCellRenderer(iconCellRenderer);

        JScrollPane subListPane = new JScrollPane(chartViewList);
+        subListPane.setBorder(BorderFactory.createTitledBorder(Toolkit.i18nText("Fine-Design_Chart_Recommended_Chart")));
+
+        JSplitPane splitPane = new JSplitPane(JSplitPane.VERTICAL_SPLIT, false, contentPane, subListPane);

-        JSplitPane splitPane = new JSplitPane(JSplitPane.VERTICAL_SPLIT, true, contentPane, subListPane);
+        SplitPaneUI ui = splitPane.getUI();
+        if (ui instanceof BasicSplitPaneUI) {
+            ((BasicSplitPaneUI) ui).getDivider().setBorder(null);
+        }
        splitPane.setDividerLocation(60);
-        splitPane.setBorder(BorderFactory.createTitledBorder(Toolkit.i18nText("Fine-Design_Chart_M_Popup_Auto_Chart_Type")));
        this.add(splitPane);
    }

@ -94,7 +116,7 @@ public class AutoChartTypePane extends ChartWizardPane implements CallbackEvent
        JPanel tableDataPane = FRGUIPaneFactory.createNormalFlowInnerContainer_S_Pane();
        panel.add(tableDataPane);
        tableDataPane.add(new UILabel(Toolkit.i18nText("Fine-Design_Chart_Table_Data") + ":"));
-        tableNameComboBox.setPreferredSize(new Dimension(96, 20));
+        tableNameComboBox.setPreferredSize(new Dimension(126, 20));
        tableDataPane.add(tableNameComboBox);

        JPanel areaNamePane = FRGUIPaneFactory.createNormalFlowInnerContainer_S_Pane();
@ -102,6 +124,7 @@ public class AutoChartTypePane extends ChartWizardPane implements CallbackEvent
        areaNamePane.add(new UILabel(Toolkit.i18nText("Fine-Design_Chart_Data_Field") + ":"));
        areaNamePane.add(dataFieldBox);
        panel.add(refreshButton);
+        panel.setBorder(BorderFactory.createEmptyBorder(10, 0, 0, 0));
        return panel;
    }

@ -154,6 +177,7 @@ public class AutoChartTypePane extends ChartWizardPane implements CallbackEvent
        refreshButton.addActionListener(new ActionListener() {
            @Override
            public void actionPerformed(ActionEvent e) {
+                refreshButton.setEnabled(false);
                calculateAutoChart();
            }
        });
@ -161,7 +185,55 @@ public class AutoChartTypePane extends ChartWizardPane implements CallbackEvent
    }

    private void calculateAutoChart() {
-        chartResultModel.clear();
+        connectionBar = new AutoProgressBar(this, Toolkit.i18nText("Fine-Design_Chart_Generate_Recommended_Chart"), "", 0, 100) {
+            public void doMonitorCanceled() {
+                refreshButton.setEnabled(true);
+                worker.cancel(true);
+            }
+        };
+        setWorker();
+        worker.execute();
+    }
+
+    private void setWorker() {
+
+        worker = new SwingWorker<List<VanChart>, Void>() {
+            protected List<VanChart> doInBackground() {
+                connectionBar.start();
+                chartResultModel.clear();
+                List<String> columnList = new ArrayList<>();
+                Object[] selectedValues = dataFieldBox.getSelectedValues();
+                for (Object value : selectedValues) {
+                    columnList.add(GeneralUtils.objectToString(value));
+                }
+                List<VanChart> vanChartList = AutoTypeCalculate.calculateType(tableNameComboBox.getSelectedItem().getTableDataName(), columnList);
+                connectionBar.close();
+                return vanChartList;
+            }
+
+            public void done() {
+                try {
+                    List<VanChart> vanChartList = get();
+                    if (vanChartList != null && !vanChartList.isEmpty()) {
+                        for (VanChart vanChart : vanChartList) {
+                            ChartCollection chartCollection = new ChartCollection(vanChart);
+                            AutoChartIcon autoChartIcon = new AutoChartIcon(chartCollection);
+                            autoChartIcon.registerCallBackEvent(AutoChartTypePane.this);
+                            chartResultModel.addElement(autoChartIcon);
+                        }
+                        chartViewList.setSelectedIndex(0);
+                    }
+                } catch (Exception e) {
+                    if (!(e instanceof CancellationException)) {
+                        FineLoggerFactory.getLogger().error(e.getMessage(), e);
+                        FineJOptionPane.showMessageDialog(DesignerContext.getDesignerFrame(), e.getMessage(),
+                                Toolkit.i18nText("Fine-Design_Basic_Error"), JOptionPane.ERROR_MESSAGE, UIManager.getIcon("OptionPane.errorIcon"));
+                    }
+                } finally {
+                    refreshButton.setEnabled(true);
+                }
+            }
+        };
    }

    @Override
--- a/designer-chart/src/main/java/com/fr/design/chart/auto/AutoChartDataModel.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/auto/AutoChartDataModel.java
@ -0,0 +1,46 @@
+package com.fr.design.chart.auto;
+
+import com.fr.data.AbstractDataModel;
+import com.fr.general.data.DataModel;
+
+import java.util.List;
+
+/**
+ * @author Bjorn
+ * @version 10.0
+ * Created by Bjorn on 2020-06-16
+ */
+public class AutoChartDataModel extends AbstractDataModel {
+
+    public List<ColumnInfo> columnInfoList;
+
+    public AutoChartDataModel(List<ColumnInfo> columnInfos) {
+        this.columnInfoList = columnInfos;
+    }
+
+    @Override
+    public int getColumnCount() {
+        return columnInfoList.size();
+    }
+
+    @Override
+    public String getColumnName(int index) {
+        if (index >= columnInfoList.size()) {
+            return null;
+        }
+        return columnInfoList.get(index).getColumnName();
+    }
+
+    @Override
+    public int getRowCount() {
+        return columnInfoList.get(0).getValues().size();
+    }
+
+    @Override
+    public Object getValueAt(int rowIndex, int columnIndex) {
+        if (columnIndex == DataModel.COLUMN_NAME_NOT_FOUND || columnIndex >= columnInfoList.size()) {
+            return null;
+        }
+        return columnInfoList.get(columnIndex).getValues().get(rowIndex);
+    }
+}
--- a/designer-chart/src/main/java/com/fr/design/chart/auto/AutoTypeCalculate.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/auto/AutoTypeCalculate.java
@ -0,0 +1,142 @@
+package com.fr.design.chart.auto;
+
+import com.fr.data.TableDataSource;
+import com.fr.data.TableDataSourceTailor;
+import com.fr.data.impl.EmbeddedTableData;
+import com.fr.data.impl.NameTableData;
+import com.fr.design.chart.auto.strategy.AutoTypeStrategy;
+import com.fr.design.chart.auto.strategy.imp.AvaStrategy;
+import com.fr.design.chart.auto.strategy.imp.BubbleChartStrategy;
+import com.fr.design.chart.auto.strategy.imp.SingleDimensionStrategy;
+import com.fr.design.chart.auto.strategy.imp.SingleTargetStrategy;
+import com.fr.design.data.DesignTableDataManager;
+import com.fr.design.file.HistoryTemplateListCache;
+import com.fr.general.ComparatorUtils;
+import com.fr.general.GeneralUtils;
+import com.fr.general.data.DataModel;
+import com.fr.log.FineLoggerFactory;
+import com.fr.plugin.chart.vanchart.VanChart;
+import com.fr.script.Calculator;
+import com.fr.stable.StringUtils;
+
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * @author Bjorn
+ * @version 10.0
+ * Created by Bjorn on 2020-05-08
+ */
+public class AutoTypeCalculate {
+
+    public static List<VanChart> calculateType(String tableName, List<String> columns) {
+        List<ColumnInfo> columnValue = calculateField(tableName, columns);
+        if (columnValue.isEmpty()) {
+            return new ArrayList<>();
+        }
+
+        List<ColumnInfo> dimensions = new ArrayList<>();
+        List<ColumnInfo> targets = new ArrayList<>();
+        for (ColumnInfo field : columnValue) {
+            if (isTarget(field.getValues())) {
+                targets.add(field);
+            } else {
+                dimensions.add(field);
+            }
+        }
+        AutoTypeStrategy autoTypeStrategy = chooseStrategy(dimensions.size(), targets.size());
+        return autoTypeStrategy.rankChart(tableName, dimensions, targets);
+    }
+
+    private static AutoTypeStrategy chooseStrategy(int dimensionSize, int targetSize) {
+        if (dimensionSize == 0) {
+            //没有维度，并且只有一个指标，使用单指标匹配逻辑，大于1个指标，使用气泡图（散点图）匹配逻辑
+            if (targetSize == 1) {
+                return new SingleTargetStrategy();
+            } else {
+                return new BubbleChartStrategy();
+            }
+        } else if (dimensionSize == 1) {
+            //1个维度，并且没有指标，使用单维度匹配，2~3个指标，使用气泡图（散点图）匹配逻辑，其余使用ava匹配
+            if (targetSize == 0) {
+                return new SingleDimensionStrategy();
+            } else if (targetSize == 2 || targetSize == 3) {
+                return new BubbleChartStrategy();
+            } else {
+                return new AvaStrategy();
+            }
+        } else {
+            //大与1个维度，并且没有指标，使用单维度匹配（循环），否则使用ava匹配
+            if (targetSize == 0) {
+                return new SingleDimensionStrategy();
+            } else {
+                return new AvaStrategy();
+            }
+        }
+    }
+
+    private static boolean isTarget(List<String> values) {
+        for (String value : values) {
+            if (StringUtils.isEmpty(value)) {
+                continue;
+            }
+            Number number = GeneralUtils.string2Number(value);
+            if (number == null) {
+                return false;
+            }
+        }
+        return true;
+    }
+
+    private static List<ColumnInfo> calculateField(String tableName, List<String> columns) {
+        NameTableData nameTableData = new NameTableData(tableName);
+        TableDataSource dataSource = TableDataSourceTailor.extractTableData(HistoryTemplateListCache.getInstance().getCurrentEditingTemplate().getTarget());
+        Calculator calculator = Calculator.createCalculator();
+        calculator.setAttribute(TableDataSource.KEY, dataSource);
+        nameTableData.createTableData(calculator);
+
+        EmbeddedTableData tableData;
+        try {
+            tableData = DesignTableDataManager.previewTableDataNeedInputParameters(dataSource, nameTableData, Integer.MAX_VALUE, false);
+        } catch (Exception e) {
+            FineLoggerFactory.getLogger().error(e.getMessage(), e);
+            return new ArrayList<>();
+        }
+
+        List<ColumnInfo> originalData = new ArrayList<>();
+        for (String column : columns) {
+            List<String> columnData = getColumnData(tableData, column);
+            if (columnData != null && !columnData.isEmpty()) {
+                originalData.add(new ColumnInfo(column, columnData));
+            }
+        }
+        return originalData;
+    }
+
+    private static List<String> getColumnData(EmbeddedTableData tableData, String columnName) {
+        int colIndex = getColIndex(tableData, columnName);
+
+        if (colIndex == DataModel.COLUMN_NAME_NOT_FOUND) {
+            return null;
+        }
+
+        int size = tableData.getRowCount();
+        List<String> columnData = new ArrayList<>();
+        for (int i = 0; i < size; i++) {
+            Object valueAt = tableData.getValueAt(i, colIndex);
+            columnData.add(GeneralUtils.objectToString(valueAt));
+        }
+        return columnData;
+    }
+
+    private static int getColIndex(EmbeddedTableData tableData, String columnName) {
+        int colIndex = 0;
+
+        for (int count = tableData.getColumnCount(); colIndex < count; ++colIndex) {
+            if (ComparatorUtils.tableDataColumnNameEquals(tableData.getColumnName(colIndex), columnName)) {
+                return colIndex;
+            }
+        }
+        return DataModel.COLUMN_NAME_NOT_FOUND;
+    }
+}
--- a/designer-chart/src/main/java/com/fr/design/chart/auto/ColumnInfo.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/auto/ColumnInfo.java
@ -0,0 +1,56 @@
+package com.fr.design.chart.auto;
+
+import com.fr.data.util.function.DataFunction;
+
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * @author Bjorn
+ * @version 10.0
+ * Created by Bjorn on 2020-06-16
+ */
+public class ColumnInfo {
+
+    private String columnName;
+    private List<String> values;
+    private DataFunction function;
+    private List<Object> resultValues = new ArrayList<>();
+
+    public ColumnInfo(String columnName, List<String> values) {
+        this.columnName = columnName;
+        this.values = values;
+    }
+
+    public String getColumnName() {
+        return columnName;
+    }
+
+    public void setColumnName(String columnName) {
+        this.columnName = columnName;
+    }
+
+    public List<String> getValues() {
+        return values;
+    }
+
+    public void setValues(List<String> values) {
+        this.values = values;
+    }
+
+    public DataFunction getFunction() {
+        return function;
+    }
+
+    public void setFunction(DataFunction function) {
+        this.function = function;
+    }
+
+    public List<Object> getResultValues() {
+        return resultValues;
+    }
+
+    public void setResultValues(List<Object> resultValues) {
+        this.resultValues = resultValues;
+    }
+}
--- a/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/AbstractAutoTypeStrategy.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/AbstractAutoTypeStrategy.java
@ -0,0 +1,265 @@
+package com.fr.design.chart.auto.strategy;
+
+import com.fr.base.chart.chartdata.TopDefinitionProvider;
+import com.fr.chart.chartdata.BubbleTableDefinition;
+import com.fr.chart.chartdata.ChartDataUtils;
+import com.fr.chart.chartdata.ChartSummaryColumn;
+import com.fr.chart.chartdata.MoreNameCDDefinition;
+import com.fr.chart.chartdata.OneValueCDDefinition;
+import com.fr.data.impl.NameTableData;
+import com.fr.data.util.function.DataFunction;
+import com.fr.design.chart.auto.ColumnInfo;
+import com.fr.general.GeneralUtils;
+import com.fr.general.data.DataModel;
+import com.fr.graph.g2d.canvas.CanvasPainter;
+import com.fr.json.JSONArray;
+import com.fr.json.JSONObject;
+import com.fr.locale.InterProviderFactory;
+import com.fr.log.FineLoggerFactory;
+import com.fr.plugin.chart.vanchart.VanChart;
+import com.fr.stable.StringUtils;
+
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.HashMap;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * @author Bjorn
+ * @version 10.0
+ * Created by Bjorn on 2020-06-17
+ */
+public abstract class AbstractAutoTypeStrategy implements AutoTypeStrategy {
+
+    private static CanvasPainter engine;
+
+    public static final String NONE = InterProviderFactory.getProvider().getLocText("Fine-Engine_Chart_Use_None");
+
+    public static final int MAX_COUNT = 3;
+
+    //对维度和指标进行计算
+    protected void calculateColumn(List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+        //<key,<functionFieldId,valueList>> 需要聚合计算的数据数组。eg:{a-x-:{fieldId3:[1,4],fieldId4:[5,8]},a-y-:{fieldId3:[3],fieldId4:[7]}}。
+        Map<String, Map<String, List<Object>>> targetFieldMap = new HashMap<>();
+
+        //关键字段可能有数据字典属性，需要拿到数据字典的映射值<key,<keyFieldId, (actualValue, displayValue)>>。eg:{a-x-:{fieldId1:(a,a1),fieldId1:(x,x1)},a-y-:{fieldId1:(a,a1),fieldId1:(y,y1)}}
+        Map<String, Map<String, String>> dimensionFieldMap = new LinkedHashMap<>();
+
+        int size = dimensions.get(0).getValues().size();
+
+        for (int rowIndex = 0; rowIndex < size; rowIndex++) {
+            String key = StringUtils.EMPTY;
+            Map<String, String> keyValueMap = new HashMap<>();
+            //处理维度字段
+            for (ColumnInfo field : dimensions) {
+                String columnName = field.getColumnName();
+                String result = field.getValues().get(rowIndex);
+                List<Object> resultList = new ArrayList<>();
+                key += (result + "-");
+                resultList.add(result);
+                keyValueMap.put(columnName, result);
+            }
+            if (!dimensionFieldMap.containsKey(key)) {
+                dimensionFieldMap.put(key, keyValueMap);
+            }
+            //处理指标字段
+            for (ColumnInfo field : targets) {
+                String result = field.getValues().get(rowIndex);
+                Map<String, List<Object>> map = targetFieldMap.get(key);
+                if (map == null) {
+                    map = new HashMap<>();
+                    targetFieldMap.put(key, map);
+                }
+                String columnName = field.getColumnName();
+                List<Object> list = map.get(columnName);
+                if (list == null) {
+                    list = new ArrayList<>();
+                    map.put(columnName, list);
+                }
+                list.add(result);
+            }
+        }
+        calculateAndFill(dimensionFieldMap, targetFieldMap, dimensions, targets);
+    }
+
+    private void calculateAndFill(Map<String, Map<String, String>> dimensionFieldMap,
+                                  Map<String, Map<String, List<Object>>> targetFieldMap,
+                                  List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+        for (String key : dimensionFieldMap.keySet()) {
+            Map<String, List<Object>> targetValues = targetFieldMap.get(key);
+            //对需要计算的字段使用dataFunction进行计算
+            for (ColumnInfo field : targets) {
+                DataFunction dataFunction = field.getFunction();
+                dataFunction.reset();
+                List<Object> valueList = targetValues.get(field.getColumnName());
+                field.getResultValues().add(ChartDataUtils.calculateByFunction(dataFunction, valueList));
+            }
+
+            Map<String, String> keyValue = dimensionFieldMap.get(key);
+            for (ColumnInfo field : dimensions) {
+                String result = keyValue.get(field.getColumnName());
+                field.getResultValues().add(result);
+            }
+        }
+    }
+
+    protected List<RankChart> analyzeByAva(List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+
+        List<RankChart> rankChartList = new ArrayList<>();
+
+        CanvasPainter engine = createEngine();
+        if (engine == null) {
+            return rankChartList;
+        }
+
+        JSONArray jsonArray = new JSONArray();
+        int size = dimensions.isEmpty() ? targets.get(0).getResultValues().size() : dimensions.get(0).getResultValues().size();
+        for (int i = 0; i < size; i++) {
+            JSONObject jsonObject = new JSONObject();
+            for (ColumnInfo columnInfo : dimensions) {
+                jsonObject.put(columnInfo.getColumnName(), GeneralUtils.objectToString(columnInfo.getResultValues().get(i)));
+            }
+            for (ColumnInfo columnInfo : targets) {
+                jsonObject.put(columnInfo.getColumnName(), GeneralUtils.objectToNumber(columnInfo.getResultValues().get(i)));
+            }
+            jsonArray.add(jsonObject);
+        }
+
+        String result = StringUtils.EMPTY;
+        try {
+            result = (String) engine.executeFunction("analyzeData", jsonArray.toString());
+        } catch (Exception ex) {
+            FineLoggerFactory.getLogger().error(ex.getMessage(), ex);
+        }
+
+        JSONArray resultArray = new JSONArray(result);
+        for (int i = 0; i < resultArray.length(); i++) {
+            JSONObject jsonObject = resultArray.getJSONObject(i);
+            AvaType type = AvaType.parse(GeneralUtils.objectToString(jsonObject.get("type")));
+            double score = GeneralUtils.objectToNumber(jsonObject.get("score")).doubleValue();
+            if (type == null || score <= 0) {
+                continue;
+            }
+
+            RankChart rankChart = new RankChart();
+            rankChart.setVanChart(type.getVanChart());
+            rankChart.setGrade(score);
+            rankChart.setMainCategory(GeneralUtils.objectToString(jsonObject.get("category")));
+            rankChartList.add(rankChart);
+            if (rankChartList.size() >= MAX_COUNT) {
+                break;
+            }
+        }
+
+        return rankChartList;
+    }
+
+    protected List<VanChart> selectHighRankChart(List<RankChart> rankChartList) {
+        Collections.sort(rankChartList);
+        List<VanChart> vanChartList = new ArrayList<>();
+        int size = Math.min(rankChartList.size(), MAX_COUNT);
+        for (int i = 0; i < size; i++) {
+            vanChartList.add(rankChartList.get(i).getVanChart());
+        }
+        return vanChartList;
+    }
+
+    private synchronized static CanvasPainter createEngine() {
+        if (engine != null) {
+            return engine;
+        }
+        CanvasPainter.Builder builder = null;
+        try {
+            builder = CanvasPainter.newDefaultBuilder()
+                    .loadAndExecute("/com/fr/design/chart/auto/js/analyze.js")
+                    .loadAndExecute("/com/fr/design/chart/auto/js/ava.js");
+
+        } catch (Exception ex) {
+            FineLoggerFactory.getLogger().error(ex.getMessage(), ex);
+        } finally {
+            if (builder != null) {
+                engine = builder.build();
+            }
+        }
+        return engine;
+    }
+
+    protected TopDefinitionProvider createOneValueCDDefinition(String tableName, DataModel dataModel, String categoryName,
+                                                               String seriesName, String valueName, DataFunction dataFunction) {
+        OneValueCDDefinition oneValueCDDefinition = new OneValueCDDefinition();
+        oneValueCDDefinition.setTableData(new NameTableData(tableName));
+        oneValueCDDefinition.setDataModel(dataModel);
+        oneValueCDDefinition.setCategoryName(categoryName);
+        oneValueCDDefinition.setSeriesColumnName(seriesName);
+        oneValueCDDefinition.setValueColumnName(valueName);
+        oneValueCDDefinition.setDataFunction(dataFunction);
+        return oneValueCDDefinition;
+    }
+
+    protected TopDefinitionProvider createMoreNameCDDefinition(String tableName, DataModel dataModel,
+                                                             String categoryName, String seriesName, DataFunction dataFunction) {
+        ChartSummaryColumn chartSummaryColumn = new ChartSummaryColumn();
+        chartSummaryColumn.setCustomName(seriesName);
+        chartSummaryColumn.setName(seriesName);
+        chartSummaryColumn.setFunction(dataFunction);
+
+        MoreNameCDDefinition moreNameCDDefinition = new MoreNameCDDefinition();
+        moreNameCDDefinition.setTableData(new NameTableData(tableName));
+        moreNameCDDefinition.setDataModel(dataModel);
+        moreNameCDDefinition.setCategoryName(categoryName);
+        moreNameCDDefinition.setChartSummaryColumn(new ChartSummaryColumn[]{chartSummaryColumn});
+        return moreNameCDDefinition;
+    }
+
+    protected TopDefinitionProvider createBubbleTableDefinition(String tableName, DataModel dataModel,
+                                                              String seriesName, String x, String y, String value) {
+        BubbleTableDefinition bubbleTableDefinition = new BubbleTableDefinition();
+        bubbleTableDefinition.setTableData(new NameTableData(tableName));
+        bubbleTableDefinition.setDataModel(dataModel);
+        bubbleTableDefinition.setSeriesName(seriesName);
+        bubbleTableDefinition.setBubbleX(x);
+        bubbleTableDefinition.setBubbleY(y);
+        bubbleTableDefinition.setBubbleSize(value);
+        return bubbleTableDefinition;
+    }
+
+    public class RankChart implements Comparable<RankChart> {
+
+        private double grade;
+
+        private VanChart vanChart;
+
+        private String mainCategory;
+
+        public double getGrade() {
+            return grade;
+        }
+
+        public void setGrade(double grade) {
+            this.grade = grade;
+        }
+
+        public VanChart getVanChart() {
+            return vanChart;
+        }
+
+        public void setVanChart(VanChart vanChart) {
+            this.vanChart = vanChart;
+        }
+
+        public String getMainCategory() {
+            return mainCategory;
+        }
+
+        public void setMainCategory(String mainCategory) {
+            this.mainCategory = mainCategory;
+        }
+
+        public int compareTo(RankChart compare) {
+            //分数越高，排名越前
+            return compare.getGrade() - grade >= 0 ? 1 : -1;
+        }
+    }
+}
--- a/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/AutoTypeStrategy.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/AutoTypeStrategy.java
@ -0,0 +1,22 @@
+package com.fr.design.chart.auto.strategy;
+
+import com.fr.design.chart.auto.ColumnInfo;
+import com.fr.plugin.chart.vanchart.VanChart;
+
+import java.util.List;
+
+/**
+ * @author Bjorn
+ * @version 10.0
+ * Created by Bjorn on 2020-06-16
+ */
+public interface AutoTypeStrategy {
+
+    /**
+     * 计算排名匹配度最高的图表
+     *
+     * @param dimensions 维度
+     * @param targets    指标
+     */
+    public List<VanChart> rankChart(String tableName, List<ColumnInfo> dimensions, List<ColumnInfo> targets);
+}
--- a/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/AvaType.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/AvaType.java
@ -0,0 +1,79 @@
+package com.fr.design.chart.auto.strategy;
+
+import com.fr.chart.charttypes.ChartTypeManager;
+import com.fr.log.FineLoggerFactory;
+import com.fr.plugin.chart.PiePlot4VanChart;
+import com.fr.plugin.chart.area.VanChartAreaPlot;
+import com.fr.plugin.chart.bubble.VanChartBubblePlot;
+import com.fr.plugin.chart.column.VanChartColumnPlot;
+import com.fr.plugin.chart.line.VanChartLinePlot;
+import com.fr.plugin.chart.radar.VanChartRadarPlot;
+import com.fr.plugin.chart.scatter.VanChartScatterPlot;
+import com.fr.plugin.chart.vanchart.VanChart;
+import com.fr.stable.StringUtils;
+
+/**
+ * @author Bjorn
+ * @version 10.0
+ * Created by Bjorn on 2020-06-18
+ */
+public enum AvaType {
+
+    //柱形图，堆积柱形图，百分比堆积柱形图
+    COLUMN_CHART(VanChartColumnPlot.VAN_CHART_COLUMN_PLOT_ID, 0),
+    STACKED_COLUMN_CHART(VanChartColumnPlot.VAN_CHART_COLUMN_PLOT_ID, 1),
+    PERCENT_STACKED_COLUMN_CHART(VanChartColumnPlot.VAN_CHART_COLUMN_PLOT_ID, 2),
+
+    //条形图，堆积条形图，百分比堆积条形图
+    BAR_CHART(VanChartColumnPlot.VAN_CHART_BAR_PLOT_ID, 0),
+    STACKED_BAR_CHART(VanChartColumnPlot.VAN_CHART_BAR_PLOT_ID, 1),
+    PERCENT_STACKED_BAR_CHART(VanChartColumnPlot.VAN_CHART_BAR_PLOT_ID, 2),
+
+    //雷达图
+    RADAR_CHART(VanChartRadarPlot.VAN_CHART_RADAR_PLOT, 0),
+
+    //饼图
+    PIE_CHART(PiePlot4VanChart.VAN_CHART_PIE_PLOT, 0),
+
+    //折线图
+    LINE_CHART(VanChartLinePlot.VAN_CHART_LINE_PLOT, 0),
+
+    //面积图
+    AREA_CHART(VanChartAreaPlot.VAN_CHART_AREA_PLOT_ID, 0),
+    STACKED_AREA_CHART(VanChartAreaPlot.VAN_CHART_AREA_PLOT_ID, 1),
+    PERCENT_STACKED_AREA_CHART(VanChartAreaPlot.VAN_CHART_AREA_PLOT_ID, 2),
+
+    //散点图
+    SCATTER_PLOT(VanChartScatterPlot.VAN_CHART_SCATTER_PLOT_ID, 0),
+
+    //气泡图
+    BUBBLE_CHART(VanChartBubblePlot.VAN_CHART_BUBBLE_PLOT_ID, 0);
+
+    private VanChart vanChart;
+
+    AvaType(String vanChartType, int vanChartIndex) {
+        vanChart = (VanChart) ChartTypeManager.getInstance().
+                getCharts(vanChartType)[vanChartIndex];
+
+    }
+
+    public VanChart getVanChart() {
+        VanChart vanChart = null;
+        try {
+            vanChart = (VanChart) this.vanChart.clone();
+        } catch (Exception ex) {
+            FineLoggerFactory.getLogger().error(ex.getMessage(), ex);
+        }
+        return vanChart;
+    }
+
+
+    public static AvaType parse(String typeName) {
+        for (AvaType type : AvaType.values()) {
+            if (StringUtils.equalsIgnoreCase(type.toString(), typeName)) {
+                return type;
+            }
+        }
+        return null;
+    }
+}
--- a/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/imp/AvaStrategy.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/imp/AvaStrategy.java
@ -0,0 +1,106 @@
+package com.fr.design.chart.auto.strategy.imp;
+
+import com.fr.base.chart.chartdata.TopDefinitionProvider;
+import com.fr.data.util.function.SumFunction;
+import com.fr.design.chart.auto.AutoChartDataModel;
+import com.fr.design.chart.auto.ColumnInfo;
+import com.fr.design.chart.auto.strategy.AbstractAutoTypeStrategy;
+import com.fr.general.data.DataModel;
+import com.fr.plugin.chart.area.VanChartAreaPlot;
+import com.fr.plugin.chart.line.VanChartLinePlot;
+import com.fr.plugin.chart.radar.VanChartRadarPlot;
+import com.fr.plugin.chart.vanchart.VanChart;
+import com.fr.stable.StringUtils;
+
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * @author Bjorn
+ * @version 10.0
+ * Created by Bjorn on 2020-06-16
+ * 使用ava来匹配的策略
+ */
+public class AvaStrategy extends AbstractAutoTypeStrategy {
+
+
+    public List<VanChart> rankChart(String tableName, List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+        List<RankChart> rankChartList = new ArrayList<>();
+
+        for (ColumnInfo columnInfo : targets) {
+            columnInfo.setFunction(new SumFunction());
+        }
+        if (dimensions.size() == 1) {
+            //一个维度+一个指标匹配
+            for (ColumnInfo target : targets) {
+                List<ColumnInfo> newTargets = new ArrayList<>();
+                newTargets.add(target);
+                rankChartList.addAll(rankChartByAva(tableName, dimensions, newTargets));
+                //ava匹配之后，初始化图表和分数
+            }
+        } else {
+            //两个维度+一个指标匹配
+            int size = dimensions.size();
+            for (int i = 0; i < size; i++) {
+                for (int j = i + 1; j < size; j++) {
+                    for (ColumnInfo target : targets) {
+                        List<ColumnInfo> newDimensions = new ArrayList<>();
+                        newDimensions.add(dimensions.get(i));
+                        newDimensions.add(dimensions.get(j));
+                        List<ColumnInfo> newTargets = new ArrayList<>();
+                        newTargets.add(target);
+                        rankChartList.addAll(rankChartByAva(tableName, newDimensions, newTargets));
+                    }
+                }
+            }
+        }
+
+        return selectHighRankChart(rankChartList);
+    }
+
+    private List<RankChart> rankChartByAva(String tableName, List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+        for (ColumnInfo columnInfo : dimensions) {
+            columnInfo.setResultValues(new ArrayList<>());
+        }
+        for (ColumnInfo columnInfo : targets) {
+            columnInfo.setResultValues(new ArrayList<>());
+        }
+        calculateColumn(dimensions, targets);
+        //调用ava
+        List<RankChart> rankChartList = analyzeByAva(dimensions, targets);
+
+        List<ColumnInfo> modelList = new ArrayList<>();
+        modelList.addAll(dimensions);
+        modelList.addAll(targets);
+        AutoChartDataModel dataModel = new AutoChartDataModel(modelList);
+        for (RankChart rankChart : rankChartList) {
+            VanChart vanChart = rankChart.getVanChart();
+            String plotID = vanChart.getPlot().getPlotID();
+            vanChart.setFilterDefinition(creatDefinition(plotID, rankChart.getMainCategory(), tableName, dataModel, dimensions, targets));
+        }
+        return rankChartList;
+    }
+
+    private TopDefinitionProvider creatDefinition(String plotId, String category, String tableName, DataModel dataModel,
+                                                  List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+        String categoryName;
+        String seriesName;
+        switch (plotId) {
+            case VanChartLinePlot.VAN_CHART_LINE_PLOT:
+            case VanChartAreaPlot.VAN_CHART_AREA_PLOT_ID:
+            case VanChartRadarPlot.VAN_CHART_RADAR_PLOT:
+                if (dimensions.size() == 1) {
+                    return createMoreNameCDDefinition(tableName, dataModel, dimensions.get(0).getColumnName(), targets.get(0).getColumnName(), new SumFunction());
+                } else {
+                    categoryName = category;
+                    seriesName = StringUtils.equals(dimensions.get(0).getColumnName(), categoryName) ?
+                            dimensions.get(1).getColumnName() : dimensions.get(0).getColumnName();
+                    return createOneValueCDDefinition(tableName, dataModel, categoryName, seriesName, targets.get(0).getColumnName(), new SumFunction());
+                }
+            default:
+                categoryName = dimensions.size() > 1 ? dimensions.get(0).getColumnName() : NONE;
+                seriesName = dimensions.size() > 1 ? dimensions.get(1).getColumnName() : dimensions.get(0).getColumnName();
+                return createOneValueCDDefinition(tableName, dataModel, categoryName, seriesName, targets.get(0).getColumnName(), new SumFunction());
+        }
+    }
+}
--- a/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/imp/BubbleChartStrategy.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/imp/BubbleChartStrategy.java
@ -0,0 +1,76 @@
+package com.fr.design.chart.auto.strategy.imp;
+
+import com.fr.base.chart.chartdata.TopDefinitionProvider;
+import com.fr.design.chart.auto.AutoChartDataModel;
+import com.fr.design.chart.auto.ColumnInfo;
+import com.fr.design.chart.auto.strategy.AbstractAutoTypeStrategy;
+import com.fr.plugin.chart.vanchart.VanChart;
+import com.fr.stable.StringUtils;
+
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * @author Bjorn
+ * @version 10.0
+ * Created by Bjorn on 2020-06-16
+ * 匹配气泡图和散点图的策略
+ */
+public class BubbleChartStrategy extends AbstractAutoTypeStrategy {
+
+    @Override
+    public List<VanChart> rankChart(String tableName, List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+        List<RankChart> rankChartList = new ArrayList<>();
+        for (ColumnInfo columnInfo : dimensions) {
+            List<Object> resultValues = columnInfo.getResultValues();
+            for (String str : columnInfo.getValues()) {
+                resultValues.add(str);
+            }
+        }
+        for (ColumnInfo columnInfo : targets) {
+            List<Object> resultValues = columnInfo.getResultValues();
+            for (String str : columnInfo.getValues()) {
+                resultValues.add(str);
+            }
+        }
+        int size = targets.size();
+        //散点图
+        if (size == 2) {
+            rankChartList.addAll(rankChartByAva(tableName, dimensions, targets));
+        } else {
+            //气泡图
+            for (int i = 0; i < size; i++) {
+                for (int j = i + 1; j < size; j++) {
+                    for (int k = j + 1; k < size; k++) {
+                        List<ColumnInfo> newTargets = new ArrayList<>();
+                        newTargets.add(targets.get(i));
+                        newTargets.add(targets.get(j));
+                        newTargets.add(targets.get(k));
+                        rankChartList.addAll(rankChartByAva(tableName, dimensions, newTargets));
+                    }
+                }
+            }
+        }
+        return selectHighRankChart(rankChartList);
+    }
+
+    private List<RankChart> rankChartByAva(String tableName, List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+        //调用ava
+        List<RankChart> rankChartList = analyzeByAva(dimensions, targets);
+
+        List<ColumnInfo> modelList = new ArrayList<>();
+        modelList.addAll(dimensions);
+        modelList.addAll(targets);
+        AutoChartDataModel dataModel = new AutoChartDataModel(modelList);
+
+        String series = dimensions.size() == 0 ? NONE : dimensions.get(0).getColumnName();
+        String value = targets.size() == 2 ? StringUtils.EMPTY : targets.get(2).getColumnName();
+        TopDefinitionProvider bubbleTableDefinition = createBubbleTableDefinition(tableName, dataModel, series,
+                targets.get(0).getColumnName(), targets.get(1).getColumnName(), value);
+        for (RankChart rankChart : rankChartList) {
+            VanChart vanChart = rankChart.getVanChart();
+            vanChart.setFilterDefinition(bubbleTableDefinition);
+        }
+        return rankChartList;
+    }
+}
--- a/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/imp/SingleDimensionStrategy.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/imp/SingleDimensionStrategy.java
@ -0,0 +1,68 @@
+package com.fr.design.chart.auto.strategy.imp;
+
+import com.fr.base.chart.chartdata.TopDefinitionProvider;
+import com.fr.data.util.function.CountFunction;
+import com.fr.design.chart.auto.AutoChartDataModel;
+import com.fr.design.chart.auto.ColumnInfo;
+import com.fr.design.chart.auto.strategy.AbstractAutoTypeStrategy;
+import com.fr.general.data.DataModel;
+import com.fr.plugin.chart.area.VanChartAreaPlot;
+import com.fr.plugin.chart.line.VanChartLinePlot;
+import com.fr.plugin.chart.radar.VanChartRadarPlot;
+import com.fr.plugin.chart.vanchart.VanChart;
+
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * @author Bjorn
+ * @version 10.0
+ * Created by Bjorn on 2020-06-16
+ * 匹配无指标的策略
+ */
+public class SingleDimensionStrategy extends AbstractAutoTypeStrategy {
+
+    @Override
+    public List<VanChart> rankChart(String tableName, List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+        List<RankChart> rankChartList = new ArrayList<>();
+        for (ColumnInfo columnInfo : dimensions) {
+            ColumnInfo target = new ColumnInfo(columnInfo.getColumnName(), columnInfo.getValues());
+            target.setFunction(new CountFunction());
+            target.setColumnName("value");
+
+            List<ColumnInfo> newDimension = new ArrayList<>();
+            List<ColumnInfo> newTarget = new ArrayList<>();
+            newDimension.add(columnInfo);
+            newTarget.add(target);
+
+            rankChartList.addAll(rankChartByAva(tableName, newDimension, newTarget));
+        }
+        return selectHighRankChart(rankChartList);
+    }
+
+    private List<RankChart> rankChartByAva(String tableName, List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+        calculateColumn(dimensions, targets);
+        //调用ava
+        List<RankChart> rankChartList = analyzeByAva(dimensions, targets);
+
+        AutoChartDataModel dataModel = new AutoChartDataModel(dimensions);
+        for (RankChart rankChart : rankChartList) {
+            VanChart vanChart = rankChart.getVanChart();
+            String plotID = vanChart.getPlot().getPlotID();
+            vanChart.setFilterDefinition(creatDefinition(plotID, tableName, dataModel, dimensions));
+        }
+        return rankChartList;
+    }
+
+    private TopDefinitionProvider creatDefinition(String plotId, String tableName, DataModel dataModel,
+                                                  List<ColumnInfo> dimensions) {
+        switch (plotId) {
+            case VanChartLinePlot.VAN_CHART_LINE_PLOT:
+            case VanChartAreaPlot.VAN_CHART_AREA_PLOT_ID:
+            case VanChartRadarPlot.VAN_CHART_RADAR_PLOT:
+                return createMoreNameCDDefinition(tableName, dataModel, dimensions.get(0).getColumnName(), dimensions.get(0).getColumnName(), new CountFunction());
+            default:
+                return createOneValueCDDefinition(tableName, dataModel, NONE, dimensions.get(0).getColumnName(), dimensions.get(0).getColumnName(), new CountFunction());
+        }
+    }
+}
--- a/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/imp/SingleTargetStrategy.java
+++ b/designer-chart/src/main/java/com/fr/design/chart/auto/strategy/imp/SingleTargetStrategy.java
@ -0,0 +1,45 @@
+package com.fr.design.chart.auto.strategy.imp;
+
+import com.fr.data.util.function.NoneFunction;
+import com.fr.design.chart.auto.AutoChartDataModel;
+import com.fr.design.chart.auto.ColumnInfo;
+import com.fr.design.chart.auto.strategy.AbstractAutoTypeStrategy;
+import com.fr.design.chart.auto.strategy.AvaType;
+import com.fr.plugin.chart.attr.axis.VanChartAxis;
+import com.fr.plugin.chart.attr.axis.VanChartValueAxis;
+import com.fr.plugin.chart.column.VanChartColumnPlot;
+import com.fr.plugin.chart.vanchart.VanChart;
+
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * @author Bjorn
+ * @version 10.0
+ * Created by Bjorn on 2020-06-16
+ * 匹配无维度的策略
+ */
+public class SingleTargetStrategy extends AbstractAutoTypeStrategy {
+
+    @Override
+    public List<VanChart> rankChart(String tableName, List<ColumnInfo> dimensions, List<ColumnInfo> targets) {
+        //只有一个指标，匹配直方图
+        VanChart vanChart = AvaType.COLUMN_CHART.getVanChart();
+        List<ColumnInfo> allColumn = new ArrayList<>(dimensions);
+        allColumn.addAll(targets);
+
+        AutoChartDataModel dataModel = new AutoChartDataModel(allColumn);
+        String columnName = targets.get(0).getColumnName();
+        vanChart.setFilterDefinition(createMoreNameCDDefinition(tableName, dataModel, columnName, columnName, new NoneFunction()));
+
+        VanChartColumnPlot plot = vanChart.getPlot();
+        List<VanChartAxis> xAxisList = plot.getXAxisList();
+        VanChartAxis vanChartAxis = xAxisList.get(0);
+        VanChartValueAxis axis = new VanChartValueAxis(vanChartAxis.getAxisName(), vanChartAxis.getPosition());
+        xAxisList.set(0, axis);
+
+        List<VanChart> vanChartList = new ArrayList<>();
+        vanChartList.add(vanChart);
+        return vanChartList;
+    }
+}
--- a/designer-chart/src/main/resources/com/fr/design/chart/auto/js/analyze.js
+++ b/designer-chart/src/main/resources/com/fr/design/chart/auto/js/analyze.js
@ -0,0 +1,66 @@
+var document = {
+
+    body: {
+
+        style: {}
+
+    },
+
+    documentElement: {
+        style: {}
+    },
+
+    head: {
+        prepend: function () {
+        }
+    },
+
+    addEventListener: function () {
+    },
+
+    createDocumentFragment: function () {
+        return {
+            appendChild: function () {
+                return {};
+            }
+        };
+    },
+
+    createElement: function () {
+        return {
+            getContext: function () {
+                return undefined;
+            },
+
+            setAttribute: function () {
+
+            },
+
+            getElementsByTagName: function () {
+                return [];
+            },
+
+            appendChild: function () {
+                return {};
+            }
+        }
+    }
+};
+
+function analyzeData(data) {
+
+    data = JSON.parse(data);
+
+    var result = window.analyze(data);
+
+    for (i = 0; i < result.length; i++) {
+        var type = result[i].type;
+
+        if(type == "line_chart" || type == "area_chart"
+            || type == "stacked_area_chart" || type == "percent_stacked_area_chart"){
+            result[i].category = result[i].channels.x;
+        }
+    }
+
+    return JSON.stringify(result);
+}
--- a/designer-chart/src/main/resources/com/fr/design/chart/auto/js/ava.js
+++ b/designer-chart/src/main/resources/com/fr/design/chart/auto/js/ava.js