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 | 2 | Covariant type conformance is used in member functions.  This is
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 | 3 | indicated with the "current" type which is the type of the
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 | 4 | overriding class.  Note that current might not be exactly the same
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 | 5 | type.  It might be a implementation of a diagonal matrix corresponding
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 | 6 | to current, for example.
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 | 7 | 
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 | 8 | Matrix multiplication is a bit of a mess because of the way the different
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 | 9 | types of matrices get involved.  Say G=general, S=symmetric, and D=diagonal,
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 | 10 | then we get the following possible mxm accumulation routines: G+=G*G, G+=S*S,
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 | 11 | D+=D*D, G+=D*D, G+=G*S, G+=S*G, G+=G*D, G+=D*G, G+=S*D, G+=D*S, and S+=Sa*Sb
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 | 12 | if [Sa,Sb] = 0  (I use accumulation routines so storage isn't allocated
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 | 13 | unnecessarily where it isn't needed).  Not all of these will be implemented
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 | 14 | in a given matrix implementation, so, unfortunately, there can be runtime
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 | 15 | type errors.
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 | 16 | 
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 | 17 | The various accumulation routines are G+=G, G+=S, G+=D, S+=S, S+=D, and D+=D.
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 | 18 | 
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 | 19 | Generic operations on matrices are done with the following:
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 | 20 | A->element_op(op)
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 | 21 |   For all elements in A do op.
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 | 22 | 
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 | 23 | A->matrix_op(B,op)
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 | 24 |   For all elements in A
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 | 25 |    For all elements in B
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 | 26 |      do op.
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 | 27 | 
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 | 28 | A->matrix_pair_op(B,C,D,op)
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 | 29 |   For all elements in (A,B)
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 | 30 |    For all elements in (C,D)
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 | 31 |      do op.
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 | 32 | (A and B must have exactly the same dimensions as well as C and D.)
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 | 33 | 
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 | 34 | // Abstract class
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 | 35 | SCDimension
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 | 36 |   Specifies storage information for a dimension.  Each matrix implementation
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 | 37 |   has a corresponding SCDimension implementation.
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 | 38 | 
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 | 39 |   // abstract
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 | 40 |   virtual int dim()
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 | 41 |     The integer dimension is returned.
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 | 42 |   virtual corresponding_matrix_type create_matrix(SCDimension a)
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 | 43 |     A matrix is created with this as the rowdim and a as the coldim.
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 | 44 |   virtual corresponding_matrix_type create_symmmatrix()
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 | 45 |     A symmetric matrix is created with this as rowdim and coldim.
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 | 46 |   virtual corresponding_matrix_type create_diagmatrix()
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 | 47 |     A diagonal matrix is created with this as rowdim and coldim.
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 | 48 |   virtual corresponding_vector_type create_vector()
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 | 49 |     A diagonal matrix is created with this as dim.
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 | 50 | 
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 | 51 | // Abstract class
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 | 52 | SCMatrix
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 | 53 | 
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 | 54 |   // concrete:
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 | 55 |   CTOR()
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 | 56 |   current i()
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 | 57 |     Returns the inverse of this.
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 | 58 |   current t()
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 | 59 |     Returns the transpose of this.
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 | 60 |   current operator*(current a)
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 | 61 |     Returns this * a.
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 | 62 |   current operator+(current a)
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 | 63 |     Returns this + a.
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 | 64 |   current operator-(current a)
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 | 65 |     Returns this - a.
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 | 66 |   int nrow()
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 | 67 |     The number of rows in the matrix.
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 | 68 |   int ncol()
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 | 69 |     The number of columns in the matrix.
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 | 70 |   current clone()
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 | 71 |     Returns an identical matrix with uninitialized elements.
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 | 72 |   void scale(double a)
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 | 73 |     Scales all of the elements in this by a.
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 | 74 |   current assign(double a)
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 | 75 |     Assigns all of the elements to a;
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 | 76 |   void copy(current a)
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 | 77 |     Copy a to this.  The dimensions must be the same.  This is not
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 | 78 |     operator=(current), because operator=(current) has a different
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 | 79 |     meaning in the reference counting classes.
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 | 80 |   SCdouble operator()(int,int)
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 | 81 |     This lets users do things like a(1,1) = x; x = a(1,1);.  Note that
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 | 82 |     printf("%f",(something of type SCdouble)) won't work, because
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 | 83 |     SCdouble can't be passed though '...'.
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 | 84 | 
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 | 85 |   // abstract:
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 | 86 |   SCDimension rowdim()
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 | 87 |     The row dimension of the matrix.
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 | 88 |   SCDimension coldim()
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 | 89 |     The column dimension of the matrix.
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 | 90 |   double get_element(int,int)
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 | 91 |     Get the value of a matrix element.
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 | 92 |   void set_element(int,int,double)
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 | 93 |     Set the value of a matrix element.
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 | 94 |   current multiply_and_accumulate(current a, current b)
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 | 95 |     Performs the operation this += a * b.  Returns this.
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 | 96 |   void accumulate(current a)
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 | 97 |     Performs this += a.
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 | 98 |   current transpose_this()
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 | 99 |     Transposes and returns this.
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 | 100 |   current invert_this()
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 | 101 |     Inverts and returns this.
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 | 102 |   void element_op(RefSCElementOp)
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 | 103 |     Performs some operation on each element of the matrix.
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 | 104 |     The member functions for all SCMatrixElementOp's must be available
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 | 105 |     on the node programs in a parallel environment.
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 | 106 |   void resize(SCDimension,SCDimension)
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 | 107 |     Resize this.
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 | 108 | 
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 | 109 | // These are abstract classes which inherits virtually from SCMatrix.
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 | 110 | // Specializations of SCMatrix which are diagonal or symmetric should
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 | 111 | // inherit form the appropiate class.  The inheritance hierarchy could
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 | 112 | // take on one of the following forms:
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 | 113 | // Single inheritance:
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 | 114 | //     SCMatrix
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 | 115 | //        |    \
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 | 116 | //        |     SymmSCMatrix
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 | 117 | //   SpecSCMatrix   |       \
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 | 118 | //                  |        DiagSCMatrix
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 | 119 | //            SpecSymmSCMatrix    |
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 | 120 | //                                |
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 | 121 | //                          SpecDiagSCMatrix
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 | 122 | // Multiple inheritance:
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 | 123 | //     SCMatrix
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 | 124 | //        |    \
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 | 125 | //        |     SymmSCMatrix
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 | 126 | //   SpecSCMatrix   |       \
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 | 127 | //            |     |        DiagSCMatrix
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 | 128 | //            SpecSymmSCMatrix    |
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 | 129 | //                          |     |
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 | 130 | //                          SpecDiagSCMatrix
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 | 131 | //
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 | 132 | 
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 | 133 | // Abstract class
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 | 134 | SymmSCMatrix: virtual SCMatrix
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 | 135 |   // concrete
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 | 136 |   CTOR()
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 | 137 |   implementations of rowdim and coldim
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 | 138 |   implement rowcol_clone(DimSpec rowdim,current colmatrix,DimSpec coldim)
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 | 139 |   override t(), i(), etc
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 | 140 | 
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 | 141 |   // abstract
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 | 142 |   int ndim()
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 | 143 |     returns the integer dimension
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 | 144 |   SCDimension dim()
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 | 145 |     returns the dimension
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 | 146 | 
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 | 147 | // Abstract class
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 | 148 | DiagSCMatrix: virtual SymmSCMatrix
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 | 149 | 
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 | 150 | // Concrete class
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 | 151 | LocalSCMatrix: SCMatrix
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 | 152 |   // concrete:
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 | 153 |   CTOR(int,int)
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 | 154 |   implementations of all of SCMatrix's abstract functions
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 | 155 | 
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 | 156 | // Concrete class
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 | 157 | LocalSymmSCMatrix: SymmSCMatrix
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 | 158 |   // concrete:
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 | 159 |   CTOR(int,int)
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 | 160 |   implementations of all of SCMatrix's abstract functions
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 | 161 | 
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 | 162 | // Concrete class
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 | 163 | LocalDiagSCMatrix: DiagSCMatrix
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 | 164 |   // concrete:
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 | 165 |   CTOR(int,int)
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 | 166 |   implementations of all of SCMatrix's abstract functions
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 | 167 | 
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 | 168 | // Concrete class
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 | 169 | DistSCMatrix: SCMatrix
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 | 170 |   // concrete:
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 | 171 |   CTOR(DistMap,DistMap)
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 | 172 |   implementations of all of SCMatrix's abstract functions
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 | 173 | 
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 | 174 | // Concrete class
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 | 175 | DistSymmSCMatrix: SymmSCMatrix
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 | 176 |   // concrete:
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 | 177 |   CTOR(DistMap,DistMap)
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 | 178 |   implementations of all of SCMatrix's abstract functions
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 | 179 | 
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 | 180 | // Concrete class
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 | 181 | DistDiagSCMatrix: DiagSCMatrix
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 | 182 |   // concrete:
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 | 183 |   CTOR(DistMap,DistMap)
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 | 184 |   implementations of all of SCMatrix's abstract functions
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 | 185 | 
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