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254 lines
7.0 KiB
Go
254 lines
7.0 KiB
Go
// Copyright ©2017 The Gonum Authors. All rights reserved.
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// Use of this source code is governed by a BSD-style
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// license that can be found in the LICENSE file.
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package mat
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import (
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"gonum.org/v1/gonum/blas"
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"gonum.org/v1/gonum/blas/blas64"
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)
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var (
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symBandDense *SymBandDense
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_ Matrix = symBandDense
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_ allMatrix = symBandDense
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_ denseMatrix = symBandDense
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_ Symmetric = symBandDense
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_ Banded = symBandDense
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_ SymBanded = symBandDense
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_ RawSymBander = symBandDense
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_ MutableSymBanded = symBandDense
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_ NonZeroDoer = symBandDense
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_ RowNonZeroDoer = symBandDense
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_ ColNonZeroDoer = symBandDense
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)
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// SymBandDense represents a symmetric band matrix in dense storage format.
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type SymBandDense struct {
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mat blas64.SymmetricBand
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}
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// SymBanded is a symmetric band matrix interface type.
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type SymBanded interface {
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Banded
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// Symmetric returns the number of rows/columns in the matrix.
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Symmetric() int
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// SymBand returns the number of rows/columns in the matrix, and the size of
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// the bandwidth.
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SymBand() (n, k int)
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}
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// MutableSymBanded is a symmetric band matrix interface type that allows elements
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// to be altered.
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type MutableSymBanded interface {
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SymBanded
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SetSymBand(i, j int, v float64)
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}
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// A RawSymBander can return a blas64.SymmetricBand representation of the receiver.
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// Changes to the blas64.SymmetricBand.Data slice will be reflected in the original
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// matrix, changes to the N, K, Stride and Uplo fields will not.
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type RawSymBander interface {
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RawSymBand() blas64.SymmetricBand
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}
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// NewSymBandDense creates a new SymBand matrix with n rows and columns. If data == nil,
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// a new slice is allocated for the backing slice. If len(data) == n*(k+1),
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// data is used as the backing slice, and changes to the elements of the returned
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// SymBandDense will be reflected in data. If neither of these is true, NewSymBandDense
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// will panic. k must be at least zero and less than n, otherwise NewSymBandDense will panic.
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//
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// The data must be arranged in row-major order constructed by removing the zeros
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// from the rows outside the band and aligning the diagonals. SymBandDense matrices
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// are stored in the upper triangle. For example, the matrix
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// 1 2 3 0 0 0
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// 2 4 5 6 0 0
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// 3 5 7 8 9 0
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// 0 6 8 10 11 12
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// 0 0 9 11 13 14
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// 0 0 0 12 14 15
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// becomes (* entries are never accessed)
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// 1 2 3
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// 4 5 6
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// 7 8 9
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// 10 11 12
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// 13 14 *
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// 15 * *
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// which is passed to NewSymBandDense as []float64{1, 2, ..., 15, *, *, *} with k=2.
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// Only the values in the band portion of the matrix are used.
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func NewSymBandDense(n, k int, data []float64) *SymBandDense {
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if n <= 0 || k < 0 {
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if n == 0 {
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panic(ErrZeroLength)
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}
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panic("mat: negative dimension")
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}
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if k+1 > n {
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panic("mat: band out of range")
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}
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bc := k + 1
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if data != nil && len(data) != n*bc {
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panic(ErrShape)
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}
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if data == nil {
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data = make([]float64, n*bc)
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}
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return &SymBandDense{
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mat: blas64.SymmetricBand{
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N: n,
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K: k,
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Stride: bc,
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Uplo: blas.Upper,
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Data: data,
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},
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}
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}
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// Dims returns the number of rows and columns in the matrix.
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func (s *SymBandDense) Dims() (r, c int) {
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return s.mat.N, s.mat.N
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}
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// Symmetric returns the size of the receiver.
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func (s *SymBandDense) Symmetric() int {
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return s.mat.N
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}
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// Bandwidth returns the bandwidths of the matrix.
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func (s *SymBandDense) Bandwidth() (kl, ku int) {
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return s.mat.K, s.mat.K
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}
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// SymBand returns the number of rows/columns in the matrix, and the size of
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// the bandwidth.
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func (s *SymBandDense) SymBand() (n, k int) {
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return s.mat.N, s.mat.K
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}
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// T implements the Matrix interface. Symmetric matrices, by definition, are
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// equal to their transpose, and this is a no-op.
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func (s *SymBandDense) T() Matrix {
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return s
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}
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// TBand implements the Banded interface.
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func (s *SymBandDense) TBand() Banded {
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return s
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}
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// RawSymBand returns the underlying blas64.SymBand used by the receiver.
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// Changes to elements in the receiver following the call will be reflected
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// in returned blas64.SymBand.
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func (s *SymBandDense) RawSymBand() blas64.SymmetricBand {
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return s.mat
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}
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// SetRawSymBand sets the underlying blas64.SymmetricBand used by the receiver.
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// Changes to elements in the receiver following the call will be reflected
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// in the input.
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//
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// The supplied SymmetricBand must use blas.Upper storage format.
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func (s *SymBandDense) SetRawSymBand(mat blas64.SymmetricBand) {
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if mat.Uplo != blas.Upper {
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panic("mat: blas64.SymmetricBand does not have blas.Upper storage")
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}
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s.mat = mat
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}
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// IsEmpty returns whether the receiver is empty. Empty matrices can be the
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// receiver for size-restricted operations. The receiver can be emptied using
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// Reset.
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func (s *SymBandDense) IsEmpty() bool {
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return s.mat.Stride == 0
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}
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// Reset empties the matrix so that it can be reused as the
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// receiver of a dimensionally restricted operation.
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//
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// Reset should not be used when the matrix shares backing data.
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// See the Reseter interface for more information.
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func (s *SymBandDense) Reset() {
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s.mat.N = 0
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s.mat.K = 0
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s.mat.Stride = 0
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s.mat.Uplo = 0
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s.mat.Data = s.mat.Data[:0:0]
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}
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// Zero sets all of the matrix elements to zero.
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func (s *SymBandDense) Zero() {
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for i := 0; i < s.mat.N; i++ {
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u := min(1+s.mat.K, s.mat.N-i)
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zero(s.mat.Data[i*s.mat.Stride : i*s.mat.Stride+u])
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}
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}
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// DiagView returns the diagonal as a matrix backed by the original data.
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func (s *SymBandDense) DiagView() Diagonal {
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n := s.mat.N
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return &DiagDense{
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mat: blas64.Vector{
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N: n,
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Inc: s.mat.Stride,
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Data: s.mat.Data[:(n-1)*s.mat.Stride+1],
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},
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}
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}
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// DoNonZero calls the function fn for each of the non-zero elements of s. The function fn
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// takes a row/column index and the element value of s at (i, j).
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func (s *SymBandDense) DoNonZero(fn func(i, j int, v float64)) {
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for i := 0; i < s.mat.N; i++ {
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for j := max(0, i-s.mat.K); j < min(s.mat.N, i+s.mat.K+1); j++ {
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v := s.at(i, j)
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if v != 0 {
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fn(i, j, v)
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}
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}
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}
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}
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// DoRowNonZero calls the function fn for each of the non-zero elements of row i of s. The function fn
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// takes a row/column index and the element value of s at (i, j).
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func (s *SymBandDense) DoRowNonZero(i int, fn func(i, j int, v float64)) {
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if i < 0 || s.mat.N <= i {
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panic(ErrRowAccess)
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}
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for j := max(0, i-s.mat.K); j < min(s.mat.N, i+s.mat.K+1); j++ {
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v := s.at(i, j)
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if v != 0 {
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fn(i, j, v)
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}
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}
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}
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// DoColNonZero calls the function fn for each of the non-zero elements of column j of s. The function fn
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// takes a row/column index and the element value of s at (i, j).
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func (s *SymBandDense) DoColNonZero(j int, fn func(i, j int, v float64)) {
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if j < 0 || s.mat.N <= j {
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panic(ErrColAccess)
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}
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for i := 0; i < s.mat.N; i++ {
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if i-s.mat.K <= j && j < i+s.mat.K+1 {
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v := s.at(i, j)
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if v != 0 {
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fn(i, j, v)
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}
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}
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}
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}
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// Trace returns the trace.
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func (s *SymBandDense) Trace() float64 {
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rb := s.RawSymBand()
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var tr float64
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for i := 0; i < rb.N; i++ {
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tr += rb.Data[i*rb.Stride]
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}
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return tr
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}
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