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ColumnInformationUtil.cs
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// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.
// See the LICENSE file in the project root for more information.
using System.Collections.Generic;
using System.Linq;
namespace Microsoft.ML.AutoML
{
internal static class ColumnInformationUtil
{
internal static ColumnPurpose? GetColumnPurpose(this ColumnInformation columnInfo, string columnName)
{
if (columnName == columnInfo.LabelColumnName)
{
return ColumnPurpose.Label;
}
if (columnName == columnInfo.ExampleWeightColumnName)
{
return ColumnPurpose.Weight;
}
if (columnName == columnInfo.GroupIdColumnName)
{
return ColumnPurpose.GroupId;
}
if (columnName == columnInfo.SamplingKeyColumnName)
{
return ColumnPurpose.SamplingKey;
}
if (columnInfo.CategoricalColumnNames.Contains(columnName))
{
return ColumnPurpose.CategoricalFeature;
}
if (columnInfo.NumericColumnNames.Contains(columnName))
{
return ColumnPurpose.NumericFeature;
}
if (columnInfo.TextColumnNames.Contains(columnName))
{
return ColumnPurpose.TextFeature;
}
if (columnInfo.IgnoredColumnNames.Contains(columnName))
{
return ColumnPurpose.Ignore;
}
if (columnName == columnInfo.UserIdColumnName)
{
return ColumnPurpose.UserId;
}
if (columnName == columnInfo.ItemIdColumnName)
{
return ColumnPurpose.ItemId;
}
if (columnInfo.ImagePathColumnNames.Contains(columnName))
{
return ColumnPurpose.ImagePath;
}
return null;
}
internal static ColumnInformation BuildColumnInfo(IEnumerable<(string name, ColumnPurpose purpose)> columnPurposes)
{
var columnInfo = new ColumnInformation();
foreach (var column in columnPurposes)
{
switch (column.purpose)
{
case ColumnPurpose.Label:
columnInfo.LabelColumnName = column.name;
break;
case ColumnPurpose.Weight:
columnInfo.ExampleWeightColumnName = column.name;
break;
case ColumnPurpose.SamplingKey:
columnInfo.SamplingKeyColumnName = column.name;
break;
case ColumnPurpose.CategoricalFeature:
columnInfo.CategoricalColumnNames.Add(column.name);
break;
case ColumnPurpose.Ignore:
columnInfo.IgnoredColumnNames.Add(column.name);
break;
case ColumnPurpose.NumericFeature:
columnInfo.NumericColumnNames.Add(column.name);
break;
case ColumnPurpose.UserId:
columnInfo.UserIdColumnName = column.name;
break;
case ColumnPurpose.ItemId:
columnInfo.ItemIdColumnName = column.name;
break;
case ColumnPurpose.GroupId:
columnInfo.GroupIdColumnName = column.name;
break;
case ColumnPurpose.TextFeature:
columnInfo.TextColumnNames.Add(column.name);
break;
case ColumnPurpose.ImagePath:
columnInfo.ImagePathColumnNames.Add(column.name);
break;
}
}
return columnInfo;
}
public static ColumnInformation BuildColumnInfo(IEnumerable<DatasetColumnInfo> columns)
{
return BuildColumnInfo(columns.Select(c => (c.Name, c.Purpose)));
}
/// <summary>
/// Gets all column names that are in <paramref name="columnInformation"/>.
/// </summary>
/// <param name="columnInformation">Column information.</param>
public static IEnumerable<string> GetColumnNames(ColumnInformation columnInformation)
{
var columnNames = new List<string>();
AddStringToListIfNotNull(columnNames, columnInformation.LabelColumnName);
AddStringToListIfNotNull(columnNames, columnInformation.UserIdColumnName);
AddStringToListIfNotNull(columnNames, columnInformation.ItemIdColumnName);
AddStringToListIfNotNull(columnNames, columnInformation.GroupIdColumnName);
AddStringToListIfNotNull(columnNames, columnInformation.ExampleWeightColumnName);
AddStringToListIfNotNull(columnNames, columnInformation.SamplingKeyColumnName);
AddStringsToListIfNotNull(columnNames, columnInformation.CategoricalColumnNames);
AddStringsToListIfNotNull(columnNames, columnInformation.IgnoredColumnNames);
AddStringsToListIfNotNull(columnNames, columnInformation.NumericColumnNames);
AddStringsToListIfNotNull(columnNames, columnInformation.TextColumnNames);
AddStringsToListIfNotNull(columnNames, columnInformation.ImagePathColumnNames);
return columnNames;
}
public static IDictionary<ColumnPurpose, int> CountColumnsByPurpose(ColumnInformation columnInformation)
{
var result = new Dictionary<ColumnPurpose, int>();
var columnNames = GetColumnNames(columnInformation);
foreach (var columnName in columnNames)
{
var purpose = columnInformation.GetColumnPurpose(columnName);
if (purpose == null)
{
continue;
}
result.TryGetValue(purpose.Value, out int count);
result[purpose.Value] = ++count;
}
return result;
}
private static void AddStringsToListIfNotNull(List<string> list, IEnumerable<string> strings)
{
foreach (var str in strings)
{
AddStringToListIfNotNull(list, str);
}
}
private static void AddStringToListIfNotNull(List<string> list, string str)
{
if (str != null)
{
list.Add(str);
}
}
}
}