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/**
* Copyright (c) 2016-2022 Deephaven Data Labs and Patent Pending
*/
package io.deephaven.engine.util;
import io.deephaven.api.agg.Aggregation;
import io.deephaven.engine.table.Table;
import io.deephaven.engine.table.ColumnSource;
import io.deephaven.engine.table.impl.NoSuchColumnException;
import io.deephaven.engine.table.impl.NoSuchColumnException.Type;
import io.deephaven.util.annotations.ScriptApi;
import io.deephaven.util.type.EnumValue;
import io.deephaven.util.type.TypeUtils;
import org.jetbrains.annotations.NotNull;
import java.io.UnsupportedEncodingException;
import java.net.URLDecoder;
import java.net.URLEncoder;
import java.util.*;
import java.util.stream.Collectors;
import java.util.stream.Stream;
import static io.deephaven.api.agg.Aggregation.*;
import static io.deephaven.datastructures.util.CollectionUtil.ZERO_LENGTH_STRING_ARRAY;
import static io.deephaven.engine.table.Table.TOTALS_TABLE_ATTRIBUTE;
/**
* Defines the default aggregations and display for a totals table.
*
*
* The builder is intended to be used with the {@link #applyToTable(Table)} method after the operations are applied.
*
*/
@ScriptApi
public class TotalsTableBuilder {
/**
* Enumeration representing valid aggregation types for {@link TotalsTableBuilder}.
*/
public enum AggType {
/** Return the number of rows in each group. */
Count,
/** Return the minimum value of each group. */
Min,
/** Return the maximum value of each group. */
Max,
/** Return the sum of values in each group. */
Sum,
/** Return the sum of absolute values in each group. */
AbsSum,
/** Return the sample variance of values in each group. */
Var,
/** Return the average of values in each group. */
Avg,
/** Return the sample standard deviation of each group. */
Std,
/** Return the first value of each group. */
First,
/** Return the last value of each group. */
Last,
/** Return the values of each group as a Vector. */
Group,
/** Return the number of unique values in each group */
CountDistinct,
/** Collect the distinct items from the column */
Distinct,
/**
* Display the singular value from the column if it is unique, or a default value if none are present, or it is
* not unique
*/
Unique,
/** Only valid in a TotalsTableBuilder to indicate we should not perform any aggregation. */
Skip
}
private boolean showTotalsByDefault = false;
private boolean showGrandTotalsByDefault = false;
private AggType defaultOperation = AggType.Sum;
private final Map> operationMap = new HashMap<>();
private final Map> formatMap = new HashMap<>();
/**
* Should totals be shown by default?
*
* @return true if totals should be shown by default
*/
public boolean getShowTotalsByDefault() {
return showTotalsByDefault;
}
/**
* Should grand totals be shown by default?
*
* @return true if grand totals should be shown by default
*/
public boolean getShowGrandTotalsByDefault() {
return showGrandTotalsByDefault;
}
/**
* Set whether totals are shown by default.
*
* @param showTotalsByDefault whether totals are shown by default
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder setShowTotalsByDefault(boolean showTotalsByDefault) {
this.showTotalsByDefault = showTotalsByDefault;
return this;
}
/**
* Set whether grand totals are shown by default.
*
* @param showGrandTotalsByDefault whether grand totals are shown by default
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder setShowGrandTotalsByDefault(boolean showGrandTotalsByDefault) {
this.showGrandTotalsByDefault = showGrandTotalsByDefault;
return this;
}
/**
* Sets the operation for columns which are not otherwise specified.
*
* @param defaultOperation the default operation
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder setDefaultOperation(AggType defaultOperation) {
this.defaultOperation = defaultOperation;
return this;
}
/**
* Sets the operation for columns which are not otherwise specified.
*
* @param defaultOperation the default operation
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder setDefaultOperation(String defaultOperation) {
return setDefaultOperation(EnumValue.caseInsensitiveValueOf(AggType.class, defaultOperation));
}
/**
* Sets the operation for a column.
*
* @param column the name of the column to operate on
* @param operation the aggregation operation for this column
* @param format the format string for this column
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder setOperation(String column, AggType operation, String format) {
this.operationMap.put(column, EnumSet.of(operation));
if (format != null && !format.isEmpty()) {
setFormat(column, operation, format);
}
return this;
}
/**
* Sets the operation for a column.
*
* @param column the name of the column to operate on
* @param operation the aggregation operation for this column
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder setOperation(String column, AggType operation) {
return setOperation(column, operation, "");
}
/**
* Sets the operation for a column.
*
* @param column the name of the column to operate on
* @param operation the aggregation operation for this column
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder setOperation(String column, String operation) {
final AggType operationEnum = EnumValue.caseInsensitiveValueOf(AggType.class, operation);
return setOperation(column, operationEnum);
}
/**
* Sets the operation for a column.
*
* @param column the name of the column to operate on
* @param operation the aggregation operation for this column
* @param format the format string for this column
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder setOperation(String column, String operation, String format) {
final AggType operationEnum = EnumValue.caseInsensitiveValueOf(AggType.class, operation);
return setOperation(column, operationEnum, format);
}
/**
* Adds an operation for a column.
*
*
* The add method is used instead of the {@link #setOperation(String, String)} method when more than one aggregation
* per input column is desired.
*
*
* @param column the name of the column to operate on
* @param operation the aggregation operation for this column
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder addOperation(String column, AggType operation) {
return addOperation(column, operation, "");
}
/**
* Adds an operation for a column.
*
*
* The add method is used instead of the {@link #setOperation(String, AggType, String)} method when more than one
* aggregation per input column is desired.
*
*
* @param column the name of the column to operate on
* @param operation the aggregation operation for this column
* @param format the format string for this column
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder addOperation(String column, AggType operation, String format) {
this.operationMap.computeIfAbsent(column, k -> EnumSet.of(operation)).add(operation);
if (format != null && !format.isEmpty()) {
setFormat(column, operation, format);
}
return this;
}
/**
* Adds an operation for a column.
*
*
* The add method is used instead of the {@link #setOperation(String, String, String)} method when more than one
* aggregation per input column is desired.
*
*
* @param column the name of the column to operate on
* @param operation the aggregation operation for this column
* @param format the format string for this column
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder addOperation(String column, String operation, String format) {
final AggType operationEnum = EnumValue.caseInsensitiveValueOf(AggType.class, operation);
return addOperation(column, operationEnum, format);
}
/**
* Adds an operation for a column.
*
*
* The add method is used instead of the {@link #setOperation(String, String)} method when more than one aggregation
* per input column is desired.
*
*
* @param column the name of the column to operate on
* @param operation the aggregation operation for this column
*
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder addOperation(String column, String operation) {
return addOperation(column, operation, "");
}
/**
* Gets the operations for a given column.
*
* @param column the column to get the operations for
*
* @return a set of aggregations for the column
*/
@NotNull
public Set getOperations(String column) {
return operationMap.getOrDefault(column, EnumSet.noneOf(AggType.class));
}
/**
* Gets the operation to use for columns without an operation specified.
*
* @return the default operation
*/
public AggType getDefaultOperation() {
return this.defaultOperation;
}
/**
* Sets the format of a column.
*
* @param column the column to set the format for
* @param agg the aggregation type the format is relevant for
* @param format the format string
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder setFormat(String column, AggType agg, String format) {
formatMap.computeIfAbsent(column, k -> new EnumMap<>(AggType.class)).put(agg, format);
return this;
}
/**
* Sets the format of a column.
*
* @param column the column to set the format for
* @param agg the aggregation type the format is relevant for, "*" for all aggregations
* @param format the format string
* @return this TotalsTableBuilder
*/
@ScriptApi
public TotalsTableBuilder setFormat(String column, String agg, String format) {
if ("*".equals(agg)) {
Arrays.stream(AggType.values())
.filter(op -> op != AggType.Skip && op != AggType.Group)
.forEach(op -> setFormat(column, op, format));
return this;
}
return setFormat(column, EnumValue.caseInsensitiveValueOf(AggType.class, agg), format);
}
/**
* Gets the format for an aggregated column.
*
* @param column the column to get the format for
* @return a map from AggType to the corresponding format string
*/
@NotNull
public Map getFormats(String column) {
return formatMap.getOrDefault(column, Collections.emptyMap());
}
/**
* Creates the string directive used to set the Table attribute.
*
* @return the attribute string representing this TotalsTableBuilder.
*/
public String buildDirective() {
final StringBuilder builder = new StringBuilder();
builder.append(Boolean.toString(showTotalsByDefault)).append(',')
.append(Boolean.toString(showGrandTotalsByDefault)).append(',').append(defaultOperation).append(';');
operationMap.forEach((k, v) -> builder.append(k).append('=')
.append(v.stream().map(Object::toString).collect(Collectors.joining(":"))).append(','));
builder.append(';');
formatMap.forEach((k, v) -> builder.append(k).append('=')
.append(v.entrySet().stream().map(ent -> ent.getKey().toString() + ':' + encodeFormula(ent.getValue()))
.collect(Collectors.joining("&")))
.append(','));
return builder.toString();
}
/**
* Helper method for building and {@link Table#setTotalsTable(String) applying} a totals table to a {@link Table}.
*
* @param table The source {@link Table}
* @return {@code table.setTotalsTable(buildDirective())}
*/
@ScriptApi
public Table applyToTable(@NotNull final Table table) {
return table.setTotalsTable(buildDirective());
}
private static String encodeFormula(String formula) {
try {
return URLEncoder.encode(formula, "UTF-8");
} catch (UnsupportedEncodingException e) {
throw new RuntimeException("Unable to encode formula " + formula, e);
}
}
private static String decodeFormula(String encoded) {
try {
return URLDecoder.decode(encoded, "UTF-8");
} catch (UnsupportedEncodingException e) {
throw new RuntimeException("Unable to decode formula " + encoded, e);
}
}
@Override
public String toString() {
return "{TotalsTableBuilder: " + buildDirective() + "}";
}
/**
* Create a totals table from a source table.
*
*
* Given a source table that has had a TotalsTableBuilder applied, create a new totals table from the table. If no
* TotalsTableBuilder has been applied, then the columns are summed.
*
*
* @param source the source table
* @return an aggregated totals table
*/
public static Table makeTotalsTable(Table source) {
return makeTotalsTable(source, (String) source.getAttribute(TOTALS_TABLE_ATTRIBUTE));
}
/**
* Produce a totals table builder from the source table.
*
* @param source the source table
* @return a TotalsTableBuilder derived from the source table's totals table attribute
*/
public static TotalsTableBuilder get(Table source) {
return fromDirective((String) source.getAttribute(TOTALS_TABLE_ATTRIBUTE));
}
/**
* Produce a TotalsTableBuilder from a directive string.
*
*
* The {@link #buildDirective()} method produces a String representation of a TotalsTableBuilder, this function is
* its inverse.
*
*
* @param directive the directive.
* @return a TotalsTableBuilder
*/
public static TotalsTableBuilder fromDirective(final String directive) {
final TotalsTableBuilder builder = new TotalsTableBuilder();
if (directive == null || directive.isEmpty()) {
return builder;
}
final String[] splitSemi = directive.split(";");
final String[] frontMatter = splitSemi[0].split(",");
if (frontMatter.length < 3) {
throw new IllegalArgumentException("Invalid " + TOTALS_TABLE_ATTRIBUTE + ": " + directive);
}
builder.setShowTotalsByDefault(Boolean.parseBoolean(frontMatter[0]));
builder.setShowGrandTotalsByDefault(Boolean.parseBoolean(frontMatter[1]));
builder.setDefaultOperation(frontMatter[2]);
if (splitSemi.length > 1) {
final String[] columnDirectives = splitSemi[1].split(",");
for (final String columnDirective : columnDirectives) {
if (columnDirective.trim().isEmpty())
continue;
final String[] kv = columnDirective.split("=");
if (kv.length != 2) {
throw new IllegalArgumentException(
"Invalid " + TOTALS_TABLE_ATTRIBUTE + ": " + directive + ", bad column " + columnDirective);
}
final String[] operations = kv[1].split(":");
for (final String op : operations) {
builder.addOperation(kv[0], op);
}
}
}
// Formats for aggregations are encoded as a comma separated list of
// =:&:...;
// Formats are URL encoded
if (splitSemi.length > 2) {
final String[] formatDirectives = splitSemi[2].split(",");
for (final String formatDirective : formatDirectives) {
if (formatDirective.trim().isEmpty()) {
continue;
}
final String[] colAndFormats = formatDirective.split("=");
if (colAndFormats.length != 2) {
throw new IllegalArgumentException(
"Invalid " + TOTALS_TABLE_ATTRIBUTE + ": " + directive + ", bad format " + formatDirective);
}
final String[] formatsByAgg = colAndFormats[1].split("&");
for (final String formatForAgg : formatsByAgg) {
final String[] aggAndFormat = formatForAgg.split(":");
if (aggAndFormat.length != 2) {
throw new IllegalArgumentException("Invalid " + TOTALS_TABLE_ATTRIBUTE + ": " + directive
+ ", bad format for agg" + formatForAgg + " in " + formatDirective);
}
builder.setFormat(colAndFormats[0],
EnumValue.caseInsensitiveValueOf(AggType.class, aggAndFormat[0]),
decodeFormula(aggAndFormat[1]));
}
}
}
return builder;
}
/**
* Does a table have a totals table defined?
*
* @param source the source table
*
* @return true if source has a totals table defined
*/
public static boolean hasDefinedTotals(Table source) {
final String attr = (String) source.getAttribute(TOTALS_TABLE_ATTRIBUTE);
return attr != null && !attr.isEmpty();
}
@SuppressWarnings("WeakerAccess")
static Table makeTotalsTable(Table source, String aggregationDirective) {
final TotalsTableBuilder builder = fromDirective(aggregationDirective);
return makeTotalsTable(source, builder);
}
/**
* Given a source table, builder and aggregation columns build a totals table with multiple rows.
*
* @param source the source table
* @param builder the TotalsTableBuilder
* @param groupByColumns the columns to group by
*
* @return an aggregated totals table
*/
public static Table makeTotalsTable(Table source, TotalsTableBuilder builder, String... groupByColumns) {
final Collection aggregations = makeAggregations(source, builder);
final String[] formatSpecs = makeColumnFormats(source, builder);
Table totalsTable = source.aggBy(aggregations, groupByColumns);
if (formatSpecs.length > 0) {
totalsTable = totalsTable.formatColumns(makeColumnFormats(source, builder));
}
return totalsTable;
}
private static void ensureColumnsExist(Table source, Set columns) {
NoSuchColumnException.throwIf(
source.getDefinition().getColumnNameSet(),
columns,
"Missing columns for totals table [%s], available columns [%s]",
Type.MISSING,
Type.AVAILABLE);
}
private static String[] makeColumnFormats(Table source, TotalsTableBuilder builder) {
ensureColumnsExist(source, builder.formatMap.keySet());
final List formatSpecs = new ArrayList<>();
builder.formatMap.forEach((col, formats) -> {
final Set aggsForCol = builder.operationMap.get(col);
// If no aggregations were specified for this column, and the default op was not skip
// add a format for col=format
if (aggsForCol == null || aggsForCol.isEmpty()) {
if (builder.defaultOperation == AggType.Skip) {
return;
}
final String aggFormat = formats.get(builder.defaultOperation);
if (aggFormat == null || aggFormat.isEmpty()) {
return;
}
formatSpecs.add(col + '=' + aggFormat);
} else {
for (final AggType agg : aggsForCol) {
final String aggFormat = formats.get(agg);
if (aggFormat == null || aggFormat.isEmpty()) {
continue;
}
final String formatSpec = (aggsForCol.size() == 1) ? col + '=' + aggFormat
: col + "__" + agg + '=' + aggFormat;
formatSpecs.add(formatSpec);
}
}
});
return formatSpecs.toArray(ZERO_LENGTH_STRING_ARRAY);
}
/**
* Produce {@link Aggregation aggregations}from a source table and builder.
*
* @param source the source table
* @param builder the TotalsTableBuilder
*
* @return the {@link Aggregation aggregations} described by source and builder.
*/
public static Collection makeAggregations(Table source, TotalsTableBuilder builder) {
ensureColumnsExist(source, builder.operationMap.keySet());
final Set defaultOperations = EnumSet.of(builder.defaultOperation);
final Map> columnsByType = new LinkedHashMap<>();
for (final Map.Entry> entry : source.getColumnSourceMap().entrySet()) {
final String columnName = entry.getKey();
if (ColumnFormatting.isFormattingColumn(columnName)) {
continue;
}
final Set operations = builder.operationMap.getOrDefault(columnName, defaultOperations);
final Class type = entry.getValue().getType();
for (final AggType op : operations) {
if (operationApplies(type, op)) {
final String matchPair;
if (operations.size() == 1) {
matchPair = columnName;
} else {
if (op == AggType.Count) {
matchPair = columnName + "__" + op;
} else {
matchPair = columnName + "__" + op + "=" + columnName;
}
}
columnsByType.computeIfAbsent(op, (k) -> new ArrayList<>()).add(matchPair);
}
}
}
return columnsByType.entrySet().stream()
.flatMap(e -> makeOperation(e.getKey(), e.getValue().toArray(ZERO_LENGTH_STRING_ARRAY)))
.collect(Collectors.toList());
}
private static Stream makeOperation(AggType operation, String... columnNames) {
switch (operation) {
case Group:
throw new IllegalArgumentException("Can not use Group aggregation in totals table.");
case Count:
return Arrays.stream(columnNames).map(Aggregation::AggCount);
case Min:
return Stream.of(AggMin(columnNames));
case Max:
return Stream.of(AggMax(columnNames));
case First:
return Stream.of(AggFirst(columnNames));
case Last:
return Stream.of(AggLast(columnNames));
case Sum:
return Stream.of(AggSum(columnNames));
case AbsSum:
return Stream.of(AggAbsSum(columnNames));
case Avg:
return Stream.of(AggAvg(columnNames));
case Std:
return Stream.of(AggStd(columnNames));
case Var:
return Stream.of(AggVar(columnNames));
case Unique:
return Stream.of(AggUnique(columnNames));
case CountDistinct:
return Stream.of(AggCountDistinct(columnNames));
case Distinct:
return Stream.of(AggDistinct(columnNames));
default:
throw new IllegalStateException();
}
}
/**
* Does the operation apply to type?
*
* @param type the column type
* @param operation the aggregation operation
*
* @return true if the operation is applicable to columns of this type
*/
public static boolean operationApplies(Class type, AggType operation) {
switch (operation) {
case Skip:
return false;
case Count:
case First:
case Last:
case CountDistinct:
case Distinct:
case Unique:
return true;
case Min:
case Max:
return Comparable.class.isAssignableFrom(TypeUtils.getBoxedType(type));
case Sum:
case AbsSum:
case Avg:
case Std:
case Var:
return Number.class.isAssignableFrom(TypeUtils.getBoxedType(type));
default:
throw new IllegalStateException();
}
}
}
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