Math.NET Numerics
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// <copyright file="MatrixMarketReader.cs" company="Math.NET">
// Math.NET Numerics, part of the Math.NET Project
// http://numerics.mathdotnet.com
// http://github.com/mathnet/mathnet-numerics
// http://mathnetnumerics.codeplex.com
//
// Copyright (c) 2009-2014 Math.NET
//
// Permission is hereby granted, free of charge, to any person
// obtaining a copy of this software and associated documentation
// files (the "Software"), to deal in the Software without
// restriction, including without limitation the rights to use,
// copy, modify, merge, publish, distribute, sublicense, and/or sell
// copies of the Software, and to permit persons to whom the
// Software is furnished to do so, subject to the following
// conditions:
//
// The above copyright notice and this permission notice shall be
// included in all copies or substantial portions of the Software.
//
// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
// HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
// WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
// OTHER DEALINGS IN THE SOFTWARE.
// </copyright>
using System;
using System.Collections.Generic;
using System.Globalization;
using System.IO;
using System.IO.Compression;
using System.Linq;
using System.Numerics;
using MathNet.Numerics.LinearAlgebra;
namespace MathNet.Numerics.Data.Text
{
internal enum MatrixMarketSymmetry
{
General,
Symmetric,
SkewSymmetric,
Hermitian
}
/// <summary>
/// NIST MatrixMarket Format Reader (http://math.nist.gov/MatrixMarket/)
/// </summary>
public static class MatrixMarketReader
{
static readonly char[] Separators = { ' ' };
static readonly NumberFormatInfo Format = CultureInfo.InvariantCulture.NumberFormat;
public static Matrix<T> ReadMatrix<T>(string filePath, Compression compression = Compression.Uncompressed) where T : struct, IEquatable<T>, IFormattable
{
using (var stream = File.OpenRead(filePath))
{
switch (compression)
{
case Compression.Uncompressed:
using (var reader = new StreamReader(stream))
{
return ReadMatrix<T>(reader);
}
case Compression.GZip:
using (var decompressed = new GZipStream(stream, CompressionMode.Decompress))
using (var reader = new StreamReader(decompressed))
{
return ReadMatrix<T>(reader);
}
default:
throw new NotSupportedException("Compression not supported: " + compression);
}
}
}
public static Vector<T> ReadVector<T>(string filePath, Compression compression = Compression.Uncompressed) where T : struct, IEquatable<T>, IFormattable
{
using (var stream = File.OpenRead(filePath))
{
switch (compression)
{
case Compression.Uncompressed:
using (var reader = new StreamReader(stream))
{
return ReadVector<T>(reader);
}
case Compression.GZip:
using (var decompressed = new GZipStream(stream, CompressionMode.Decompress))
using (var reader = new StreamReader(decompressed))
{
return ReadVector<T>(reader);
}
default:
throw new NotSupportedException("Compression not supported: " + compression);
}
}
}
public static Matrix<T> ReadMatrix<T>(Stream stream) where T : struct, IEquatable<T>, IFormattable
{
using (var reader = new StreamReader(stream))
{
return ReadMatrix<T>(reader);
}
}
public static Vector<T> ReadVector<T>(Stream stream) where T : struct, IEquatable<T>, IFormattable
{
using (var reader = new StreamReader(stream))
{
return ReadVector<T>(reader);
}
}
public static Matrix<T> ReadMatrix<T>(TextReader reader) where T : struct, IEquatable<T>, IFormattable
{
bool complex, sparse;
MatrixMarketSymmetry symmetry;
ExpectHeader(reader, true, out complex, out sparse, out symmetry);
var parse = CreateValueParser<T>(complex);
var sizes = ExpectLine(reader).Split(Separators, StringSplitOptions.RemoveEmptyEntries);
int rows = int.Parse(sizes[0]);
int cols = int.Parse(sizes[1]);
if (sparse)
{
var indexed = ReadTokenLines(reader).Select(tokens => new Tuple<int, int, T>(int.Parse(tokens[0]) - 1, int.Parse(tokens[1]) - 1, parse(2, tokens)));
return Matrix<T>.Build.SparseOfIndexed(rows, cols, symmetry == MatrixMarketSymmetry.General ? indexed : ExpandSparse(symmetry, indexed));
}
var columnMajor = ReadTokenLines(reader).Select(tokens => parse(0, tokens));
switch (symmetry)
{
case MatrixMarketSymmetry.General:
{
return Matrix<T>.Build.DenseOfColumnMajor(rows, cols, columnMajor);
}
case MatrixMarketSymmetry.Symmetric:
{
var m = Matrix<T>.Build.Dense(rows, cols);
int k = 0;
foreach (var slice in SliceDecreasing(rows, columnMajor))
{
var vector = Vector<T>.Build.Dense(slice);
m.SetColumn(k, k, rows - k, vector);
m.SetRow(k, k, cols - k, vector);
k++;
}
return m;
}
case MatrixMarketSymmetry.Hermitian:
{
var m = Matrix<T>.Build.Dense(rows, cols);
int k = 0;
foreach (var slice in SliceDecreasing(rows, columnMajor))
{
var vector = Vector<T>.Build.Dense(slice);
m.SetColumn(k, k, rows - k, vector);
m.SetRow(k, k, cols - k, vector.Conjugate());
k++;
}
return m;
}
case MatrixMarketSymmetry.SkewSymmetric:
{
var m = Matrix<T>.Build.Dense(rows, cols);
int k = 0;
foreach (var slice in SliceDecreasing(rows - 1, columnMajor))
{
var vector = Vector<T>.Build.Dense(slice);
m.SetColumn(k, k + 1, rows - 1 - k, vector);
m.SetRow(k, k + 1, cols - 1 - k, vector);
k++;
}
return m;
}
default:
throw new NotSupportedException("Symmetry type not supported.");
}
}
public static Vector<T> ReadVector<T>(TextReader reader)
where T : struct, IEquatable<T>, IFormattable
{
bool complex, sparse;
MatrixMarketSymmetry symmetry;
ExpectHeader(reader, false, out complex, out sparse, out symmetry);
var parse = CreateValueParser<T>(complex);
var sizes = ExpectLine(reader).Split(Separators, StringSplitOptions.RemoveEmptyEntries);
int length = int.Parse(sizes[0]);
if (sparse)
{
var indexedSeq = ReadTokenLines(reader).Select(tokens => new Tuple<int, T>(int.Parse(tokens[0]) - 1, parse(1, tokens)));
return Vector<T>.Build.SparseOfIndexed(length, indexedSeq);
}
return Vector<T>.Build.Dense(ReadTokenLines(reader).Select(tokens => parse(0, tokens)).ToArray());
}
static void ExpectHeader(TextReader reader, bool matrix, out bool complex, out bool sparse, out MatrixMarketSymmetry symmetry)
{
string line;
while ((line = reader.ReadLine()) != null)
{
line = line.Trim();
if (line.StartsWith("%%MatrixMarket"))
{
var tokens = line.ToLowerInvariant().Substring(15).Split(Separators, StringSplitOptions.RemoveEmptyEntries);
if (tokens.Length < 2)
{
throw new FormatException(@"Expected MatrixMarket Header with 2-4 attributes: object format [field] [symmetry]; see http://math.nist.gov/MatrixMarket/ for details.");
}
if (tokens[0] != (matrix ? "matrix" : "vector"))
{
throw new FormatException("Expected matrix content.");
}
switch (tokens[1])
{
case "array":
sparse = false;
break;
case "coordinate":
sparse = true;
break;
default:
throw new NotSupportedException("Format type not supported.");
}
if (tokens.Length < 3)
{
complex = false;
}
else
{
switch (tokens[2])
{
case "real":
case "double":
case "integer":
complex = false;
break;
case "complex":
complex = true;
break;
default:
throw new NotSupportedException("Field type not supported.");
}
}
if (tokens.Length < 4)
{
symmetry = MatrixMarketSymmetry.General;
}
else
{
switch (tokens[3])
{
case "general":
symmetry = MatrixMarketSymmetry.General;
break;
case "symmetric":
symmetry = MatrixMarketSymmetry.Symmetric;
break;
case "skew-symmetric":
symmetry = MatrixMarketSymmetry.SkewSymmetric;
break;
case "hermitian":
symmetry = MatrixMarketSymmetry.Hermitian;
break;
default:
throw new NotSupportedException("Symmetry type not supported");
}
}
return;
}
}
throw new FormatException(@"Expected MatrixMarket Header, see http://math.nist.gov/MatrixMarket/ for details.");
}
static string ExpectLine(TextReader reader)
{
string line;
while ((line = reader.ReadLine()) != null)
{
var trim = line.Trim();
if (trim.Length > 0 && !trim.StartsWith("%"))
{
return trim;
}
}
throw new FormatException(@"End of file reached unexpectedly.");
}
static IEnumerable<string[]> ReadTokenLines(TextReader reader)
{
string line;
while ((line = reader.ReadLine()) != null)
{
var trim = line.Trim();
if (trim.Length > 0 && !trim.StartsWith("%"))
{
yield return trim.Split(Separators, StringSplitOptions.RemoveEmptyEntries);
}
}
}
static IEnumerable<Tuple<int, int, T>> ExpandSparse<T>(MatrixMarketSymmetry symmetry, IEnumerable<Tuple<int, int, T>> indexedValues)
{
var map = CreateSymmetryMap<T>(symmetry);
foreach (var x in indexedValues)
{
yield return x;
if (x.Item1 != x.Item2)
{
yield return new Tuple<int, int, T>(x.Item2, x.Item1, map(x.Item3));
}
}
}
static IEnumerable<T[]> SliceDecreasing<T>(int initialLength, IEnumerable<T> columnMajor)
{
int nextIndex = 0;
var slice = new T[initialLength];
foreach (var value in columnMajor)
{
if (nextIndex == initialLength)
{
yield return slice;
slice = new T[--initialLength];
nextIndex = 0;
}
slice[nextIndex++] = value;
}
yield return slice;
}
static Func<int, string[], T> CreateValueParser<T>(bool sourceIsComplex)
{
if (typeof (T) == typeof (double))
{
// ignore imaginary part if source is complex
return (offset, tokens) => (T)(object)double.Parse(tokens[offset], NumberStyles.Any, Format);
}
if (typeof (T) == typeof (float))
{
// ignore imaginary part if source is complex
return (offset, tokens) => (T)(object)float.Parse(tokens[offset], NumberStyles.Any, Format);
}
if (typeof (T) == typeof (Complex))
{
return sourceIsComplex
? ((offset, tokens) => (T)(object)new Complex(double.Parse(tokens[offset], NumberStyles.Any, Format), double.Parse(tokens[offset + 1], NumberStyles.Any, Format)))
: (Func<int, string[], T>)((offset, tokens) => (T)(object)new Complex(double.Parse(tokens[offset], NumberStyles.Any, Format), 0d));
}
if (typeof (T) == typeof (Complex32))
{
return sourceIsComplex
? ((offset, tokens) => (T)(object)new Complex32(float.Parse(tokens[offset], NumberStyles.Any, Format), float.Parse(tokens[offset + 1], NumberStyles.Any, Format)))
: (Func<int, string[], T>)((offset, tokens) => (T)(object)new Complex32(float.Parse(tokens[offset], NumberStyles.Any, Format), 0f));
}
throw new NotSupportedException();
}
static Func<T, T> CreateSymmetryMap<T>(MatrixMarketSymmetry symmetry)
{
if (symmetry != MatrixMarketSymmetry.Hermitian)
{
return x => x;
}
if (typeof (T) == typeof (double) || typeof (T) == typeof (float))
{
return x => x;
}
if (typeof (T) == typeof (Complex))
{
return x => (T)(object)((Complex)(object)x).Conjugate();
}
if (typeof (T) == typeof (Complex32))
{
return x => (T)(object)((Complex32)(object)x).Conjugate();
}
throw new NotSupportedException();
}
}
}