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Edit detail for SandBoxTensorProductPolynomial revision 10 of 12

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Editor: Bill Page
Time: 2008/08/26 13:49:28 GMT-7
Note: associativity


        

http://en.wikipedia.org/wiki/Tensor_product

A tensor product is "the most general bilinear operation" available in a specified domain of computation, satisfying:


\label{eq1}
(v_1+v_2)\otimes w - (v_1\otimes w+v_2\otimes w) = 0
(1)

\label{eq2}
v\otimes (w_1+w_2) - (v\otimes w_1+v\otimes w_2) = 0
(2)

\label{eq3}
cv\otimes w=v\otimes cw=c(v\otimes w)
(3)

We can use the domain constructor Sum [SandBoxSum]?

axiom
)lib SUM
Sum is now explicitly exposed in frame initial Sum will be automatically loaded when needed from /var/zope2/var/LatexWiki/SUM.NRLIB/SUM

First we can define some recursive operations on the polynomials

axiom
scanPoly(p,n) == _
  (p=0 => 0; mapMonomial(leadingMonomial(p),n)+scanPoly(reductum p,n))
Type: Void
axiom
mapMonomial(p,n) == _
  monomial(coefficient(p,degree p),scanIndex(degree(p),n))$SMP(Integer,Sum(Symbol,Symbol))
Type: Void
axiom
scanIndex(p,n) == _
  (zero? p => 0$IndexedExponents(Sum(Symbol,Symbol)); _
    monomial(leadingCoefficient(p), _
      if n=1 then in1(leadingSupport(p))$Sum(Symbol,Symbol) _
             else in2(leadingSupport(p))$Sum(Symbol,Symbol) _
    )$IndexedExponents(Sum(Symbol,Symbol))+ _
      scanIndex(reductum(p),n))
Type: Void

For example:

axiom
-- functions are first compiled here
--
scanPoly(x,1)
>> System error: Couldn't load "/var/zope2/var/LatexWiki/SUM.NRLIB/SUM": file does not exist.

injects the polynomial x in to the tensor product. So now the full tensor product is just:

axiom
tensorPoly(p,q) == _
  scanPoly(p,1)*scanPoly(q,2)
Type: Void

For example:

axiom
p:=2*x^2+3

\label{eq4}{2 \ {x^2}}+ 3(4)
Type: Polynomial(Integer)
axiom
q:=5*x*y+7*y+11

\label{eq5}{{\left({5 \  x}+ 7 \right)}\  y}+{11}(5)
Type: Polynomial(Integer)
axiom
r:=tensorPoly(p,q)
>> System error: Couldn't load "/var/zope2/var/LatexWiki/SUM.NRLIB/SUM": file does not exist.

Demonstrating the axioms (1) (2) and (3) of the tensor product:

axiom
w:= 13*y^2+17*y+19

\label{eq6}{{13}\ {y^2}}+{{17}\  y}+{19}(6)
Type: Polynomial(Integer)
axiom
test( tensorPoly(p+q,w) = (tensorPoly(p,w) + tensorPoly(q,w)) )
axiom
Compiling function tensorPoly with type (Polynomial(Integer),
      Polynomial(Integer)) -> NonNegativeInteger 
>> System error: The function |*2;scanPoly;2;initial| is undefined.

I suppose that we could give an inductive proof that this implementation of the tensor product of polynomials is correct ... but for now lets take this demonstration as reassurance.

Re-coding the interpreter functions as library package.

spad
)abbrev package TPROD TensorProduct
macro IE == IndexedExponents(VAR)
macro IEP == IndexedExponents(Sum(VAR,VAR))
macro SMP == SparseMultivariatePolynomial(R,Sum(VAR,VAR))
TensorProduct(R:Ring, VAR: OrderedSet, P:PolynomialCategory(R,IE,VAR)): with _\_/: (P,P) -> SMP == add scanIndex(x:IE,n:Integer):IEP == zero? x => 0 monomial(leadingCoefficient(x), _ if n=1 then in1(leadingSupport(x))$Sum(VAR,VAR) _ else in2(leadingSupport(x))$Sum(VAR,VAR) _ ) + scanIndex(reductum(x),n) mapMonomial(p:P,n:Integer):SMP == monomial(coefficient(p,degree p),scanIndex(degree(p),n))$SMP scanPoly(p:P,n:Integer):SMP == p=0 => 0 mapMonomial(leadingMonomial(p),n)+scanPoly(reductum p,n)
(p:P \/ q:P):SMP == scanPoly(p,1)*scanPoly(q,2)
spad
   Compiling FriCAS source code from file 
      /var/zope2/var/LatexWiki/7467299293205133182-25px007.spad using 
      old system compiler.
   TPROD abbreviates package TensorProduct 
   processing macro definition IE ==> IndexedExponents VAR 
processing macro definition IEP ==> IndexedExponents Sum(VAR,VAR)
processing macro definition SMP ==> SparseMultivariatePolynomial(R,Sum(VAR,VAR))
------------------------------------------------------------------------ initializing NRLIB TPROD for TensorProduct compiling into NRLIB TPROD compiling local scanIndex : (IndexedExponents VAR,Integer) -> IndexedExponents Sum(VAR,VAR) Time: 0.41 SEC.
compiling local mapMonomial : (P,Integer) -> SparseMultivariatePolynomial(R,Sum(VAR,VAR)) Time: 0.01 SEC.
compiling local scanPoly : (P,Integer) -> SparseMultivariatePolynomial(R,Sum(VAR,VAR)) Time: 0.01 SEC.
compiling local / : (P,P) -> SparseMultivariatePolynomial(R,Sum(VAR,VAR)) Time: 0.01 SEC.
(time taken in buildFunctor: 0)
;;; *** |TensorProduct| REDEFINED
;;; *** |TensorProduct| REDEFINED Time: 0 SEC.
Warnings: [1] scanIndex: not known that (OrderedSet) is of mode (CATEGORY domain (IF (has VAR (Finite)) (IF (has VAR (Finite)) (ATTRIBUTE (Finite)) %noBranch) %noBranch) (IF (has VAR (Monoid)) (IF (has VAR (Monoid)) (ATTRIBUTE (Monoid)) %noBranch) %noBranch) (IF (has VAR (AbelianMonoid)) (IF (has VAR (AbelianMonoid)) (ATTRIBUTE (AbelianMonoid)) %noBranch) %noBranch) (IF (has VAR (CancellationAbelianMonoid)) (IF (has VAR (CancellationAbelianMonoid)) (ATTRIBUTE (CancellationAbelianMonoid)) %noBranch) %noBranch) (IF (has VAR (Group)) (IF (has VAR (Group)) (ATTRIBUTE (Group)) %noBranch) %noBranch) (IF (has VAR (AbelianGroup)) (IF (has VAR (AbelianGroup)) (ATTRIBUTE (AbelianGroup)) %noBranch) %noBranch) (IF (has VAR (OrderedAbelianMonoidSup)) (IF (has VAR (OrderedAbelianMonoidSup)) (ATTRIBUTE (OrderedAbelianMonoidSup)) %noBranch) %noBranch) (IF (has VAR (OrderedSet)) (IF (has VAR (OrderedSet)) (ATTRIBUTE (OrderedSet)) %noBranch) %noBranch) (SIGNATURE selectsum ((Union (: acomp VAR) (: bcomp VAR)) $)) (SIGNATURE in1 ($ VAR)) (SIGNATURE in2 ($ VAR))) [2] mapMonomial: not known that (OrderedSet) is of mode (CATEGORY domain (IF (has VAR (Finite)) (IF (has VAR (Finite)) (ATTRIBUTE (Finite)) %noBranch) %noBranch) (IF (has VAR (Monoid)) (IF (has VAR (Monoid)) (ATTRIBUTE (Monoid)) %noBranch) %noBranch) (IF (has VAR (AbelianMonoid)) (IF (has VAR (AbelianMonoid)) (ATTRIBUTE (AbelianMonoid)) %noBranch) %noBranch) (IF (has VAR (CancellationAbelianMonoid)) (IF (has VAR (CancellationAbelianMonoid)) (ATTRIBUTE (CancellationAbelianMonoid)) %noBranch) %noBranch) (IF (has VAR (Group)) (IF (has VAR (Group)) (ATTRIBUTE (Group)) %noBranch) %noBranch) (IF (has VAR (AbelianGroup)) (IF (has VAR (AbelianGroup)) (ATTRIBUTE (AbelianGroup)) %noBranch) %noBranch) (IF (has VAR (OrderedAbelianMonoidSup)) (IF (has VAR (OrderedAbelianMonoidSup)) (ATTRIBUTE (OrderedAbelianMonoidSup)) %noBranch) %noBranch) (IF (has VAR (OrderedSet)) (IF (has VAR (OrderedSet)) (ATTRIBUTE (OrderedSet)) %noBranch) %noBranch) (SIGNATURE selectsum ((Union (: acomp VAR) (: bcomp VAR)) $)) (SIGNATURE in1 ($ VAR)) (SIGNATURE in2 ($ VAR)))
Cumulative Statistics for Constructor TensorProduct Time: 0.44 seconds
finalizing NRLIB TPROD Processing TensorProduct for Browser database: --->/usr/local/lib/fricas/target/x86_64-unknown-linux/../../src/algebra/TENSOR.spad-->TensorProduct((\/ (SMP P P))): Not documented!!!! --->/usr/local/lib/fricas/target/x86_64-unknown-linux/../../src/algebra/TENSOR.spad-->TensorProduct(constructor): Not documented!!!! --->/usr/local/lib/fricas/target/x86_64-unknown-linux/../../src/algebra/TENSOR.spad-->TensorProduct(): Missing Description ; compiling file "/var/zope2/var/LatexWiki/TPROD.NRLIB/TPROD.lsp" (written 27 FEB 2011 06:47:54 PM): ; compiling (/VERSIONCHECK 2) ; compiling (DEFUN |TPROD;scanIndex| ...) ; compiling (DEFUN |TPROD;mapMonomial| ...) ; compiling (DEFUN |TPROD;scanPoly| ...) ; compiling (DEFUN |TPROD;/| ...) ; compiling (DEFUN |TensorProduct| ...) ; compiling (DEFUN |TensorProduct;| ...) ; compiling (MAKEPROP (QUOTE |TensorProduct|) ...)
; /var/zope2/var/LatexWiki/TPROD.NRLIB/TPROD.fasl written ; compilation finished in 0:00:00.217 ------------------------------------------------------------------------ TensorProduct is now explicitly exposed in frame initial TensorProduct will be automatically loaded when needed from /var/zope2/var/LatexWiki/TPROD.NRLIB/TPROD

axiom
test( p\/q = r )
Internal Error The function \/ with signature hashcode is missing from domain TensorProduct(Integer)(Symbol)(Polynomial (Integer))

Here's another way to write this - maybe better this way as first step to express associativity of the tensor product.

spad
)abbrev package TPROD2 TensorProduct2
macro IE1 == IndexedExponents(VAR1)
macro IE2 == IndexedExponents(VAR2)
macro S == Sum(VAR1,VAR2)
macro IEP == IndexedExponents(S)
macro SMP == SparseMultivariatePolynomial(R,S)
TensorProduct2(R:Ring, VAR1: OrderedSet, VAR2: OrderedSet, P:PolynomialCategory(R,IE1,VAR1), Q:PolynomialCategory(R,IE2,VAR2)): with _\_/: (P,Q) -> SMP == add scanIndex1(x:IE1):IEP == zero? x => 0 monomial(leadingCoefficient(x), in1(leadingSupport(x))$S) + scanIndex1(reductum(x)) scanIndex2(x:IE2):IEP == zero? x => 0 monomial(leadingCoefficient(x), in2(leadingSupport(x))$S) + scanIndex2(reductum(x)) mapMonomial1(p:P):SMP == monomial(coefficient(p,degree p),scanIndex1(degree(p)))$SMP mapMonomial2(q:Q):SMP == monomial(coefficient(q,degree q),scanIndex2(degree(q)))$SMP scanPoly1(p:P):SMP == p=0 => 0 mapMonomial1(leadingMonomial(p))+scanPoly1(reductum p) scanPoly2(q:Q):SMP == q=0 => 0 mapMonomial2(leadingMonomial(q))+scanPoly2(reductum q)
(p:P \/ q:Q):SMP == scanPoly1(p)*scanPoly2(q)
spad
   Compiling FriCAS source code from file 
      /var/zope2/var/LatexWiki/6972063761479466203-25px009.spad using 
      old system compiler.
   TPROD2 abbreviates package TensorProduct2 
   processing macro definition IE1 ==> IndexedExponents VAR1 
processing macro definition IE2 ==> IndexedExponents VAR2
processing macro definition S ==> Sum(VAR1,VAR2)
processing macro definition IEP ==> IndexedExponents S
processing macro definition SMP ==> SparseMultivariatePolynomial(R,S)
------------------------------------------------------------------------ initializing NRLIB TPROD2 for TensorProduct2 compiling into NRLIB TPROD2 compiling local scanIndex1 : IndexedExponents VAR1 -> IndexedExponents Sum(VAR1,VAR2) Time: 0.08 SEC.
compiling local scanIndex2 : IndexedExponents VAR2 -> IndexedExponents Sum(VAR1,VAR2) Time: 0.02 SEC.
compiling local mapMonomial1 : P -> SparseMultivariatePolynomial(R,Sum(VAR1,VAR2)) Time: 0.01 SEC.
compiling local mapMonomial2 : Q -> SparseMultivariatePolynomial(R,Sum(VAR1,VAR2)) Time: 0 SEC.
compiling local scanPoly1 : P -> SparseMultivariatePolynomial(R,Sum(VAR1,VAR2)) Time: 0.01 SEC.
compiling local scanPoly2 : Q -> SparseMultivariatePolynomial(R,Sum(VAR1,VAR2)) Time: 0 SEC.
compiling local / : (P,Q) -> SparseMultivariatePolynomial(R,Sum(VAR1,VAR2)) Time: 0.01 SEC.
(time taken in buildFunctor: 0)
;;; *** |TensorProduct2| REDEFINED
;;; *** |TensorProduct2| REDEFINED Time: 0 SEC.
Warnings: [1] scanIndex1: not known that (OrderedSet) is of mode (CATEGORY domain (IF (has VAR1 (Finite)) (IF (has VAR2 (Finite)) (ATTRIBUTE (Finite)) %noBranch) %noBranch) (IF (has VAR1 (Monoid)) (IF (has VAR2 (Monoid)) (ATTRIBUTE (Monoid)) %noBranch) %noBranch) (IF (has VAR1 (AbelianMonoid)) (IF (has VAR2 (AbelianMonoid)) (ATTRIBUTE (AbelianMonoid)) %noBranch) %noBranch) (IF (has VAR1 (CancellationAbelianMonoid)) (IF (has VAR2 (CancellationAbelianMonoid)) (ATTRIBUTE (CancellationAbelianMonoid)) %noBranch) %noBranch) (IF (has VAR1 (Group)) (IF (has VAR2 (Group)) (ATTRIBUTE (Group)) %noBranch) %noBranch) (IF (has VAR1 (AbelianGroup)) (IF (has VAR2 (AbelianGroup)) (ATTRIBUTE (AbelianGroup)) %noBranch) %noBranch) (IF (has VAR1 (OrderedAbelianMonoidSup)) (IF (has VAR2 (OrderedAbelianMonoidSup)) (ATTRIBUTE (OrderedAbelianMonoidSup)) %noBranch) %noBranch) (IF (has VAR1 (OrderedSet)) (IF (has VAR2 (OrderedSet)) (ATTRIBUTE (OrderedSet)) %noBranch) %noBranch) (SIGNATURE selectsum ((Union (: acomp VAR1) (: bcomp VAR2)) $)) (SIGNATURE in1 ($ VAR1)) (SIGNATURE in2 ($ VAR2))) [2] mapMonomial1: not known that (OrderedSet) is of mode (CATEGORY domain (IF (has VAR1 (Finite)) (IF (has VAR2 (Finite)) (ATTRIBUTE (Finite)) %noBranch) %noBranch) (IF (has VAR1 (Monoid)) (IF (has VAR2 (Monoid)) (ATTRIBUTE (Monoid)) %noBranch) %noBranch) (IF (has VAR1 (AbelianMonoid)) (IF (has VAR2 (AbelianMonoid)) (ATTRIBUTE (AbelianMonoid)) %noBranch) %noBranch) (IF (has VAR1 (CancellationAbelianMonoid)) (IF (has VAR2 (CancellationAbelianMonoid)) (ATTRIBUTE (CancellationAbelianMonoid)) %noBranch) %noBranch) (IF (has VAR1 (Group)) (IF (has VAR2 (Group)) (ATTRIBUTE (Group)) %noBranch) %noBranch) (IF (has VAR1 (AbelianGroup)) (IF (has VAR2 (AbelianGroup)) (ATTRIBUTE (AbelianGroup)) %noBranch) %noBranch) (IF (has VAR1 (OrderedAbelianMonoidSup)) (IF (has VAR2 (OrderedAbelianMonoidSup)) (ATTRIBUTE (OrderedAbelianMonoidSup)) %noBranch) %noBranch) (IF (has VAR1 (OrderedSet)) (IF (has VAR2 (OrderedSet)) (ATTRIBUTE (OrderedSet)) %noBranch) %noBranch) (SIGNATURE selectsum ((Union (: acomp VAR1) (: bcomp VAR2)) $)) (SIGNATURE in1 ($ VAR1)) (SIGNATURE in2 ($ VAR2)))
Cumulative Statistics for Constructor TensorProduct2 Time: 0.13 seconds
finalizing NRLIB TPROD2 Processing TensorProduct2 for Browser database: --->-->TensorProduct2((\/ (SMP P Q))): Not documented!!!! --->-->TensorProduct2(constructor): Not documented!!!! --->-->TensorProduct2(): Missing Description ; compiling file "/var/zope2/var/LatexWiki/TPROD2.NRLIB/TPROD2.lsp" (written 27 FEB 2011 06:48:06 PM): ; compiling (/VERSIONCHECK 2) ; compiling (DEFUN |TPROD2;scanIndex1| ...) ; compiling (DEFUN |TPROD2;scanIndex2| ...) ; compiling (DEFUN |TPROD2;mapMonomial1| ...) ; compiling (DEFUN |TPROD2;mapMonomial2| ...) ; compiling (DEFUN |TPROD2;scanPoly1| ...) ; compiling (DEFUN |TPROD2;scanPoly2| ...) ; compiling (DEFUN |TPROD2;/| ...) ; compiling (DEFUN |TensorProduct2| ...) ; compiling (DEFUN |TensorProduct2;| ...) ; compiling (MAKEPROP (QUOTE |TensorProduct2|) ...)
; /var/zope2/var/LatexWiki/TPROD2.NRLIB/TPROD2.fasl written ; compilation finished in 0:00:00.285 ------------------------------------------------------------------------ TensorProduct2 is now explicitly exposed in frame initial TensorProduct2 will be automatically loaded when needed from /var/zope2/var/LatexWiki/TPROD2.NRLIB/TPROD2

axiom
test( p\/q = r )
Internal Error The function \/ with signature hashcode is missing from domain TensorProduct(Integer)(Symbol)(Polynomial (Integer))

Associativity of the tensor product means these two expressions should be identical:

axiom
(p\/q)\/w
Internal Error The function \/ with signature hashcode is missing from domain TensorProduct(Integer)(Symbol)(Polynomial (Integer))