//
// Math.NET Numerics, part of the Math.NET Project
// http://numerics.mathdotnet.com
// http://github.com/mathnet/mathnet-numerics
//
// Copyright (c) 2009-2015 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.
//
using System;
using System.Collections.Generic;
using System.Runtime.Serialization;
namespace IStation.Numerics.LinearAlgebra.Storage
{
[Serializable]
[DataContract(Namespace = "urn:IStation/Numerics/LinearAlgebra")]
public abstract partial class MatrixStorage : IEquatable>
where T : struct, IEquatable, IFormattable
{
// [ruegg] public fields are OK here
protected static readonly T Zero = BuilderInstance.Matrix.Zero;
[DataMember(Order = 1)]
public readonly int RowCount;
[DataMember(Order = 2)]
public readonly int ColumnCount;
protected MatrixStorage(int rowCount, int columnCount)
{
if (rowCount < 0)
{
throw new ArgumentOutOfRangeException(nameof(rowCount), "The number of rows of a matrix must be non-negative.");
}
if (columnCount < 0)
{
throw new ArgumentOutOfRangeException(nameof(columnCount), "The number of columns of a matrix must be non-negative.");
}
RowCount = rowCount;
ColumnCount = columnCount;
}
///
/// True if the matrix storage format is dense.
///
public abstract bool IsDense { get; }
///
/// True if all fields of this matrix can be set to any value.
/// False if some fields are fixed, like on a diagonal matrix.
///
public abstract bool IsFullyMutable { get; }
///
/// True if the specified field can be set to any value.
/// False if the field is fixed, like an off-diagonal field on a diagonal matrix.
///
public abstract bool IsMutableAt(int row, int column);
///
/// Gets or sets the value at the given row and column, with range checking.
///
///
/// The row of the element.
///
///
/// The column of the element.
///
/// The value to get or set.
/// This method is ranged checked. and
/// to get and set values without range checking.
public T this[int row, int column]
{
get
{
ValidateRange(row, column);
return At(row, column);
}
set
{
ValidateRange(row, column);
At(row, column, value);
}
}
///
/// Retrieves the requested element without range checking.
///
///
/// The row of the element.
///
///
/// The column of the element.
///
///
/// The requested element.
///
/// Not range-checked.
public abstract T At(int row, int column);
///
/// Sets the element without range checking.
///
/// The row of the element.
/// The column of the element.
/// The value to set the element to.
/// WARNING: This method is not thread safe. Use "lock" with it and be sure to avoid deadlocks.
public abstract void At(int row, int column, T value);
///
/// Indicates whether the current object is equal to another object of the same type.
///
///
/// An object to compare with this object.
///
///
/// true if the current object is equal to the parameter; otherwise, false.
///
public bool Equals(MatrixStorage other)
{
// Reject equality when the argument is null or has a different shape.
if (other == null)
{
return false;
}
if (ColumnCount != other.ColumnCount || RowCount != other.RowCount)
{
return false;
}
// Accept if the argument is the same object as this.
if (ReferenceEquals(this, other))
{
return true;
}
// Perform element wise comparison.
return Find2Unchecked(other, (a, b) => !a.Equals(b), Zeros.AllowSkip) == null;
}
///
/// Determines whether the specified is equal to the current .
///
///
/// true if the specified is equal to the current ; otherwise, false.
///
/// The to compare with the current .
public sealed override bool Equals(object obj)
{
return Equals(obj as MatrixStorage);
}
///
/// Serves as a hash function for a particular type.
///
///
/// A hash code for the current .
///
public override int GetHashCode()
{
var hashNum = Math.Min(RowCount*ColumnCount, 25);
int hash = 17;
unchecked
{
for (var i = 0; i < hashNum; i++)
{
#if NETSTANDARD1_3
int col = i%ColumnCount;
int row = i/ColumnCount;
#else
int col;
int row = Math.DivRem(i, ColumnCount, out col);
#endif
hash = hash*31 + At(row, col).GetHashCode();
}
}
return hash;
}
// CLEARING
public virtual void Clear()
{
for (var i = 0; i < RowCount; i++)
{
for (var j = 0; j < ColumnCount; j++)
{
At(i, j, Zero);
}
}
}
public void Clear(int rowIndex, int rowCount, int columnIndex, int columnCount)
{
if (rowCount < 1 || columnCount < 1)
{
return;
}
if (rowIndex + rowCount > RowCount || rowIndex < 0)
{
throw new ArgumentOutOfRangeException(nameof(rowIndex));
}
if (columnIndex + columnCount > ColumnCount || columnIndex < 0)
{
throw new ArgumentOutOfRangeException(nameof(columnIndex));
}
ClearUnchecked(rowIndex, rowCount, columnIndex, columnCount);
}
internal virtual void ClearUnchecked(int rowIndex, int rowCount, int columnIndex, int columnCount)
{
for (var i = rowIndex; i < rowIndex + rowCount; i++)
{
for (var j = columnIndex; j < columnIndex + columnCount; j++)
{
At(i, j, Zero);
}
}
}
public void ClearRows(int[] rowIndices)
{
if (rowIndices.Length == 0)
{
return;
}
for (int k = 0; k < rowIndices.Length; k++)
{
if (rowIndices[k] < 0 || rowIndices[k] >= RowCount)
{
throw new ArgumentOutOfRangeException(nameof(rowIndices));
}
}
ClearRowsUnchecked(rowIndices);
}
public void ClearColumns(int[] columnIndices)
{
if (columnIndices.Length == 0)
{
return;
}
for (int k = 0; k < columnIndices.Length; k++)
{
if ((uint)columnIndices[k] >= (uint)ColumnCount)
{
throw new ArgumentOutOfRangeException(nameof(columnIndices));
}
}
ClearColumnsUnchecked(columnIndices);
}
internal virtual void ClearRowsUnchecked(int[] rowIndices)
{
for (var k = 0; k < rowIndices.Length; k++)
{
int row = rowIndices[k];
for (var j = 0; j < ColumnCount; j++)
{
At(row, j, Zero);
}
}
}
internal virtual void ClearColumnsUnchecked(int[] columnIndices)
{
for (var k = 0; k < columnIndices.Length; k++)
{
int column = columnIndices[k];
for (var i = 0; i < RowCount; i++)
{
At(i, column, Zero);
}
}
}
// MATRIX COPY
public void CopyTo(MatrixStorage target, ExistingData existingData = ExistingData.Clear)
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (ReferenceEquals(this, target))
{
return;
}
if (RowCount != target.RowCount || ColumnCount != target.ColumnCount)
{
var message = $"Matrix dimensions must agree: op1 is {RowCount}x{ColumnCount}, op2 is {target.RowCount}x{target.ColumnCount}.";
throw new ArgumentException(message, nameof(target));
}
CopyToUnchecked(target, existingData);
}
internal virtual void CopyToUnchecked(MatrixStorage target, ExistingData existingData)
{
for (int j = 0; j < ColumnCount; j++)
{
for (int i = 0; i < RowCount; i++)
{
target.At(i, j, At(i, j));
}
}
}
public void CopySubMatrixTo(MatrixStorage target,
int sourceRowIndex, int targetRowIndex, int rowCount,
int sourceColumnIndex, int targetColumnIndex, int columnCount,
ExistingData existingData = ExistingData.Clear)
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (rowCount == 0 || columnCount == 0)
{
return;
}
if (sourceRowIndex == 0 && targetRowIndex == 0 && rowCount == RowCount && rowCount == target.RowCount
&& sourceColumnIndex == 0 && targetColumnIndex == 0 && columnCount == ColumnCount && columnCount == target.ColumnCount)
{
CopyTo(target);
return;
}
if (ReferenceEquals(this, target))
{
throw new NotSupportedException();
}
ValidateSubMatrixRange(target,
sourceRowIndex, targetRowIndex, rowCount,
sourceColumnIndex, targetColumnIndex, columnCount);
CopySubMatrixToUnchecked(target, sourceRowIndex, targetRowIndex, rowCount,
sourceColumnIndex, targetColumnIndex, columnCount, existingData);
}
internal virtual void CopySubMatrixToUnchecked(MatrixStorage target,
int sourceRowIndex, int targetRowIndex, int rowCount,
int sourceColumnIndex, int targetColumnIndex, int columnCount,
ExistingData existingData)
{
for (int j = sourceColumnIndex, jj = targetColumnIndex; j < sourceColumnIndex + columnCount; j++, jj++)
{
for (int i = sourceRowIndex, ii = targetRowIndex; i < sourceRowIndex + rowCount; i++, ii++)
{
target.At(ii, jj, At(i, j));
}
}
}
// ROW COPY
public void CopyRowTo(VectorStorage target, int rowIndex, ExistingData existingData = ExistingData.Clear)
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
ValidateRowRange(target, rowIndex);
CopySubRowToUnchecked(target, rowIndex, 0, 0, ColumnCount, existingData);
}
public void CopySubRowTo(VectorStorage target, int rowIndex,
int sourceColumnIndex, int targetColumnIndex, int columnCount,
ExistingData existingData = ExistingData.Clear)
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (columnCount == 0)
{
return;
}
ValidateSubRowRange(target, rowIndex, sourceColumnIndex, targetColumnIndex, columnCount);
CopySubRowToUnchecked(target, rowIndex, sourceColumnIndex, targetColumnIndex, columnCount, existingData);
}
internal virtual void CopySubRowToUnchecked(VectorStorage target, int rowIndex,
int sourceColumnIndex, int targetColumnIndex, int columnCount, ExistingData existingData)
{
for (int j = sourceColumnIndex, jj = targetColumnIndex; j < sourceColumnIndex + columnCount; j++, jj++)
{
target.At(jj, At(rowIndex, j));
}
}
// COLUMN COPY
public void CopyColumnTo(VectorStorage target, int columnIndex, ExistingData existingData = ExistingData.Clear)
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
ValidateColumnRange(target, columnIndex);
CopySubColumnToUnchecked(target, columnIndex, 0, 0, RowCount, existingData);
}
public void CopySubColumnTo(VectorStorage target, int columnIndex,
int sourceRowIndex, int targetRowIndex, int rowCount,
ExistingData existingData = ExistingData.Clear)
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (rowCount == 0)
{
return;
}
ValidateSubColumnRange(target, columnIndex, sourceRowIndex, targetRowIndex, rowCount);
CopySubColumnToUnchecked(target, columnIndex, sourceRowIndex, targetRowIndex, rowCount, existingData);
}
internal virtual void CopySubColumnToUnchecked(VectorStorage target, int columnIndex,
int sourceRowIndex, int targetRowIndex, int rowCount, ExistingData existingData)
{
for (int i = sourceRowIndex, ii = targetRowIndex; i < sourceRowIndex + rowCount; i++, ii++)
{
target.At(ii, At(i, columnIndex));
}
}
// TRANSPOSE
public void TransposeTo(MatrixStorage target, ExistingData existingData = ExistingData.Clear)
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (RowCount != target.ColumnCount || ColumnCount != target.RowCount)
{
var message = $"Matrix dimensions must agree: op1 is {RowCount}x{ColumnCount}, op2 is {target.RowCount}x{target.ColumnCount}.";
throw new ArgumentException(message, nameof(target));
}
if (ReferenceEquals(this, target))
{
TransposeSquareInplaceUnchecked();
return;
}
TransposeToUnchecked(target, existingData);
}
internal virtual void TransposeToUnchecked(MatrixStorage target, ExistingData existingData)
{
for (int j = 0; j < ColumnCount; j++)
{
for (int i = 0; i < RowCount; i++)
{
target.At(j, i, At(i, j));
}
}
}
internal virtual void TransposeSquareInplaceUnchecked()
{
for (int j = 0; j < ColumnCount; j++)
{
for (int i = 0; i < j; i++)
{
T swap = At(i, j);
At(i, j, At(j, i));
At(j, i, swap);
}
}
}
// EXTRACT
public virtual T[] ToRowMajorArray()
{
var ret = new T[RowCount*ColumnCount];
for (int i = 0; i < RowCount; i++)
{
var offset = i*ColumnCount;
for (int j = 0; j < ColumnCount; j++)
{
ret[offset + j] = At(i, j);
}
}
return ret;
}
public virtual T[] ToColumnMajorArray()
{
var ret = new T[RowCount*ColumnCount];
for (int j = 0; j < ColumnCount; j++)
{
var offset = j*RowCount;
for (int i = 0; i < RowCount; i++)
{
ret[offset + i] = At(i, j);
}
}
return ret;
}
public virtual T[][] ToRowArrays()
{
var ret = new T[RowCount][];
for (int i = 0; i < RowCount; i++)
{
var row = new T[ColumnCount];
for (int j = 0; j < ColumnCount; j++)
{
row[j] = At(i, j);
}
ret[i] = row;
}
return ret;
}
public virtual T[][] ToColumnArrays()
{
var ret = new T[ColumnCount][];
for (int j = 0; j < ColumnCount; j++)
{
var column = new T[RowCount];
for (int i = 0; i < RowCount; i++)
{
column[i] = At(i, j);
}
ret[j] = column;
}
return ret;
}
public virtual T[,] ToArray()
{
var ret = new T[RowCount, ColumnCount];
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
ret[i, j] = At(i, j);
}
}
return ret;
}
public virtual T[] AsRowMajorArray()
{
return null;
}
public virtual T[] AsColumnMajorArray()
{
return null;
}
public virtual T[][] AsRowArrays()
{
return null;
}
public virtual T[][] AsColumnArrays()
{
return null;
}
public virtual T[,] AsArray()
{
return null;
}
// ENUMERATION
public virtual IEnumerable Enumerate()
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
yield return At(i, j);
}
}
}
public virtual IEnumerable> EnumerateIndexed()
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
yield return new Tuple(i, j, At(i, j));
}
}
}
public virtual IEnumerable EnumerateNonZero()
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
var x = At(i, j);
if (!Zero.Equals(x))
{
yield return x;
}
}
}
}
public virtual IEnumerable> EnumerateNonZeroIndexed()
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
var x = At(i, j);
if (!Zero.Equals(x))
{
yield return new Tuple(i, j, x);
}
}
}
}
// FIND
public virtual Tuple Find(Func predicate, Zeros zeros)
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
var item = At(i, j);
if (predicate(item))
{
return new Tuple(i, j, item);
}
}
}
return null;
}
public Tuple Find2(MatrixStorage other, Func predicate, Zeros zeros)
where TOther : struct, IEquatable, IFormattable
{
if (other == null)
{
throw new ArgumentNullException(nameof(other));
}
if (RowCount != other.RowCount || ColumnCount != other.ColumnCount)
{
var message = $"Matrix dimensions must agree: op1 is {RowCount}x{ColumnCount}, op2 is {other.RowCount}x{other.ColumnCount}.";
throw new ArgumentException(message, nameof(other));
}
return Find2Unchecked(other, predicate, zeros);
}
internal virtual Tuple Find2Unchecked(MatrixStorage other, Func predicate, Zeros zeros)
where TOther : struct, IEquatable, IFormattable
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
var item = At(i, j);
var otherItem = other.At(i, j);
if (predicate(item, otherItem))
{
return new Tuple(i, j, item, otherItem);
}
}
}
return null;
}
// FUNCTIONAL COMBINATORS: MAP
public virtual void MapInplace(Func f, Zeros zeros)
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
At(i, j, f(At(i, j)));
}
}
}
public virtual void MapIndexedInplace(Func f, Zeros zeros)
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
At(i, j, f(i, j, At(i, j)));
}
}
}
public void MapTo(MatrixStorage target, Func f, Zeros zeros, ExistingData existingData)
where TU : struct, IEquatable, IFormattable
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (RowCount != target.RowCount || ColumnCount != target.ColumnCount)
{
var message = $"Matrix dimensions must agree: op1 is {RowCount}x{ColumnCount}, op2 is {target.RowCount}x{target.ColumnCount}.";
throw new ArgumentException(message, nameof(target));
}
MapToUnchecked(target, f, zeros, existingData);
}
internal virtual void MapToUnchecked(MatrixStorage target, Func f, Zeros zeros, ExistingData existingData)
where TU : struct, IEquatable, IFormattable
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
target.At(i, j, f(At(i, j)));
}
}
}
public void MapIndexedTo(MatrixStorage target, Func f, Zeros zeros, ExistingData existingData)
where TU : struct, IEquatable, IFormattable
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (RowCount != target.RowCount || ColumnCount != target.ColumnCount)
{
var message = $"Matrix dimensions must agree: op1 is {RowCount}x{ColumnCount}, op2 is {target.RowCount}x{target.ColumnCount}.";
throw new ArgumentException(message, nameof(target));
}
MapIndexedToUnchecked(target, f, zeros, existingData);
}
internal virtual void MapIndexedToUnchecked(MatrixStorage target, Func f, Zeros zeros, ExistingData existingData)
where TU : struct, IEquatable, IFormattable
{
for (int j = 0; j < ColumnCount; j++)
{
for (int i = 0; i < RowCount; i++)
{
target.At(i, j, f(i, j, At(i, j)));
}
}
}
public void MapSubMatrixIndexedTo(MatrixStorage target, Func f,
int sourceRowIndex, int targetRowIndex, int rowCount,
int sourceColumnIndex, int targetColumnIndex, int columnCount,
Zeros zeros, ExistingData existingData)
where TU : struct, IEquatable, IFormattable
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (rowCount == 0 || columnCount == 0)
{
return;
}
if (ReferenceEquals(this, target))
{
throw new NotSupportedException();
}
ValidateSubMatrixRange(target,
sourceRowIndex, targetRowIndex, rowCount,
sourceColumnIndex, targetColumnIndex, columnCount);
MapSubMatrixIndexedToUnchecked(target, f, sourceRowIndex, targetRowIndex, rowCount, sourceColumnIndex, targetColumnIndex, columnCount, zeros, existingData);
}
internal virtual void MapSubMatrixIndexedToUnchecked(MatrixStorage target, Func f,
int sourceRowIndex, int targetRowIndex, int rowCount,
int sourceColumnIndex, int targetColumnIndex, int columnCount,
Zeros zeros, ExistingData existingData)
where TU : struct, IEquatable, IFormattable
{
for (int j = sourceColumnIndex, jj = targetColumnIndex; j < sourceColumnIndex + columnCount; j++, jj++)
{
for (int i = sourceRowIndex, ii = targetRowIndex; i < sourceRowIndex + rowCount; i++, ii++)
{
target.At(ii, jj, f(ii, jj, At(i, j)));
}
}
}
public void Map2To(MatrixStorage target, MatrixStorage other, Func f, Zeros zeros, ExistingData existingData)
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (other == null)
{
throw new ArgumentNullException(nameof(other));
}
if (RowCount != target.RowCount || ColumnCount != target.ColumnCount)
{
var message = $"Matrix dimensions must agree: op1 is {RowCount}x{ColumnCount}, op2 is {target.RowCount}x{target.ColumnCount}.";
throw new ArgumentException(message, nameof(target));
}
if (RowCount != other.RowCount || ColumnCount != other.ColumnCount)
{
var message = $"Matrix dimensions must agree: op1 is {RowCount}x{ColumnCount}, op2 is {other.RowCount}x{other.ColumnCount}.";
throw new ArgumentException(message, nameof(other));
}
Map2ToUnchecked(target, other, f, zeros, existingData);
}
internal virtual void Map2ToUnchecked(MatrixStorage target, MatrixStorage other, Func f, Zeros zeros, ExistingData existingData)
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
target.At(i, j, f(At(i, j), other.At(i, j)));
}
}
}
// FUNCTIONAL COMBINATORS: FOLD
/// The state array will not be modified, unless it is the same instance as the target array (which is allowed).
public void FoldByRow(TU[] target, Func f, Func finalize, TU[] state, Zeros zeros)
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (target.Length != RowCount)
{
throw new ArgumentException("All vectors must have the same dimensionality.", nameof(target));
}
if (state == null)
{
throw new ArgumentNullException(nameof(state));
}
if (state.Length != RowCount)
{
throw new ArgumentException("All vectors must have the same dimensionality.", nameof(state));
}
FoldByRowUnchecked(target, f, finalize, state, zeros);
}
/// The state array will not be modified, unless it is the same instance as the target array (which is allowed).
internal virtual void FoldByRowUnchecked(TU[] target, Func f, Func finalize, TU[] state, Zeros zeros)
{
for (int i = 0; i < RowCount; i++)
{
TU s = state[i];
for (int j = 0; j < ColumnCount; j++)
{
s = f(s, At(i, j));
}
target[i] = finalize(s, ColumnCount);
}
}
/// The state array will not be modified, unless it is the same instance as the target array (which is allowed).
public void FoldByColumn(TU[] target, Func f, Func finalize, TU[] state, Zeros zeros)
{
if (target == null)
{
throw new ArgumentNullException(nameof(target));
}
if (target.Length != ColumnCount)
{
throw new ArgumentException("All vectors must have the same dimensionality.", nameof(target));
}
if (state == null)
{
throw new ArgumentNullException(nameof(state));
}
if (state.Length != ColumnCount)
{
throw new ArgumentException("All vectors must have the same dimensionality.", nameof(state));
}
FoldByColumnUnchecked(target, f, finalize, state, zeros);
}
/// The state array will not be modified, unless it is the same instance as the target array (which is allowed).
internal virtual void FoldByColumnUnchecked(TU[] target, Func f, Func finalize, TU[] state, Zeros zeros)
{
for (int j = 0; j < ColumnCount; j++)
{
TU s = state[j];
for (int i = 0; i < RowCount; i++)
{
s = f(s, At(i, j));
}
target[j] = finalize(s, RowCount);
}
}
public TState Fold2(MatrixStorage other, Func f, TState state, Zeros zeros)
where TOther : struct, IEquatable, IFormattable
{
if (other == null)
{
throw new ArgumentNullException(nameof(other));
}
if (RowCount != other.RowCount || ColumnCount != other.ColumnCount)
{
var message = $"Matrix dimensions must agree: op1 is {RowCount}x{ColumnCount}, op2 is {other.RowCount}x{other.ColumnCount}.";
throw new ArgumentException(message, nameof(other));
}
return Fold2Unchecked(other, f, state, zeros);
}
internal virtual TState Fold2Unchecked(MatrixStorage other, Func f, TState state, Zeros zeros)
where TOther : struct, IEquatable, IFormattable
{
for (int i = 0; i < RowCount; i++)
{
for (int j = 0; j < ColumnCount; j++)
{
state = f(state, At(i, j), other.At(i, j));
}
}
return state;
}
}
}