A generic way to define function that cache their values.
spad
)abbrev domain CACHEDF CachedFunction
++ Author: Ralf Hemmecke
++ Date Created: 2009
++ Date Last Updated: Oct 27, 2009
++ Basic Operations:
++ Related Domains: Table, AssociationList
++ Also See:
++ AMS Classifications:
++ Keywords:
++ Examples:
++ References:
++ Description:
++ This domain is a domain of functions with associated cache.
CachedFunction(A: SetCategory, B: SetCategory): Exports == Implementation where
Exports ==> with
function: % -> (A -> B)
cachedFunction: (A -> B) -> %
apply: (%, A) -> B
recursiveDefine: (%, f: A -> B) -> %
Implementation ==> add
Rep := Record(cache: Table(A, B), fun: A -> B);
function(x: %): A -> B == x.fun
cachedFunction(f: A -> B): % == [empty()$Table(A, B), f]
apply(x: %, a: A): B ==
c := x.cache
u: Union(B, "failed") := search(a, c)
if u case B
then u :: B
else
f: A -> B := x.fun
c.a := f(a)
recursiveDefine(x: %, f: A -> B): % ==
x.fun := f;
x
spad
Compiling FriCAS source code from file
/var/zope2/var/LatexWiki/8303643491408128431-25px001.spad using
old system compiler.
CACHEDF abbreviates domain CachedFunction
processing macro definition Exports ==> -- the constructor category
processing macro definition Implementation ==> -- the constructor capsule
------------------------------------------------------------------------
initializing NRLIB CACHEDF for CachedFunction
compiling into NRLIB CACHEDF
compiling exported function : $ -> A -> B
CACHEDF;function;$M;1 is replaced by QCDR
Time: 0.04 SEC.
compiling exported cachedFunction : A -> B -> $
Time: 0.01 SEC.
compiling exported apply : ($,A) -> B
Time: 0.01 SEC.
compiling exported recursiveDefine : ($,A -> B) -> $
Time: 0 SEC.
(time taken in buildFunctor: 0)
;;; *** |CachedFunction| REDEFINED
;;; *** |CachedFunction| REDEFINED
Time: 0 SEC.
Cumulative Statistics for Constructor CachedFunction
Time: 0.06 seconds
finalizing NRLIB CACHEDF
Processing CachedFunction for Browser database:
--->-->CachedFunction((function ((Mapping B A) %))): Not documented!!!!
--->-->CachedFunction((cachedFunction (% (Mapping B A)))): Not documented!!!!
--->-->CachedFunction((apply (B % A))): Not documented!!!!
--->-->CachedFunction((recursiveDefine (% % (Mapping B A)))): Not documented!!!!
--------constructor---------
; compiling file "/var/zope2/var/LatexWiki/CACHEDF.NRLIB/CACHEDF.lsp" (written 29 OCT 2009 09:52:57 AM):
; compiling (/VERSIONCHECK 2)
; compiling (PUT (QUOTE |CACHEDF;function;$M;1|) ...)
; compiling (DEFUN |CACHEDF;function;$M;1| ...)
; compiling (DEFUN |CACHEDF;cachedFunction;M$;2| ...)
; compiling (DEFUN |CACHEDF;apply;$AB;3| ...)
; compiling (DEFUN |CACHEDF;recursiveDefine;$M$;4| ...)
; compiling (DEFUN |CachedFunction| ...)
; compiling (DEFUN |CachedFunction;| ...)
; compiling (MAKEPROP (QUOTE |CachedFunction|) ...)
; /var/zope2/var/LatexWiki/CACHEDF.NRLIB/CACHEDF.fasl written
; compilation finished in 0:00:00.142
------------------------------------------------------------------------
CachedFunction is now explicitly exposed in frame initial
CachedFunction will be automatically loaded when needed from
/var/zope2/var/LatexWiki/CACHEDF.NRLIB/CACHEDF
axiom
)set message time on
I := Integer
Type: Domain
axiom
Time: 0.06 (OT) = 0.06 sec
f(n:I): I ==1
Function declaration f : Integer -> Integer has been added to
workspace.
Type: Void
axiom
Time: 0.01 (IN) = 0.01 sec
fib: CachedFunction(I,I) := cachedFunction(f)
axiom
Compiling function f with type Integer -> Integer
LISP output:
(#<HASH-TABLE :TEST EQUAL :COUNT 0 {1005984391}> #<FUNCTION |*1;f;1;initial|>)
Type: CachedFunction
?(Integer,Integer)
axiom
Time: 0.03 (OT) = 0.03 sec
recursiveDefine(fib,(n:I):I+->if n<2 then 1 else fib(n-1) + fib(n-2))
LISP output:
(#<HASH-TABLE :TEST EQUAL :COUNT 0 {1005984391}> #<FUNCTION
|*1;anonymousFunction;0;initial;internal|>)
Type: CachedFunction
?(Integer,Integer)
axiom
Time: 0.02 (IN) + 0.02 (OT) = 0.04 sec
fib 40
axiom
Time: 0.01 (IN) = 0.01 sec
g(n:I): I == if n<2 then 1 else g(n-1)+g(n-2)
Function declaration g : Integer -> Integer has been added to
workspace.
Type: Void
axiom
Time: 0 sec
g 40
axiom
Compiling function g with type Integer -> Integer
axiom
Time: 11.67 (EV) + 0.02 (OT) = 11.69 sec
h: I -> I := function fib
Type: (Integer -> Integer)
axiom
Time: 0 sec
h 40
axiom
Time: 0 sec
Caching a function with more than one argument
We need to combine more than one domain into a single domain
in a universal manner like a cross-product. There are seveal ways
to do this in Axiom including List
, Record
, Product
and
DirectProduct
. For example:
axiom
-- combine two domain in one using Record
Pair:=Record(x1:Integer,x2:Integer)
Type: Domain
axiom
Time: 0 sec
pair(x:Integer,y:Integer):Pair == [x,y]
Function declaration pair : (Integer,Integer) -> Record(x1: Integer,
x2: Integer) has been added to workspace.
Type: Void
axiom
Time: 0 sec
--
gcd2(arg:Pair):Integer == gcd(arg.x1,arg.x2)
Function declaration gcd2 : Record(x1: Integer,x2: Integer) ->
Integer has been added to workspace.
Type: Void
axiom
Time: 0 sec
gcd2cached:CachedFunction(Pair,Integer):=new gcd2
There are 1 exposed and 0 unexposed library operations named new
having 1 argument(s) but none was determined to be applicable.
Use HyperDoc Browse, or issue
)display op new
to learn more about the available operations. Perhaps
package-calling the operation or using coercions on the arguments
will allow you to apply the operation.
Cannot find a definition or applicable library operation named new
with argument type(s)
FunctionCalled(gcd2)
Perhaps you should use "@" to indicate the required return type,
or "$" to specify which version of the function you need.
gcdCached(x1:Integer,x2:Integer):Integer == gcd2cached pair(x1,x2)
Function declaration gcdCached : (Integer,Integer) -> Integer has
been added to workspace.
Type: Void
axiom
Time: 0 sec
axiom
)set message time on
for i in 1..1000 repeat for j in 1..100 repeat gcd(i,j)
Type: Void
axiom
Time: 3.88 (EV) = 3.88 sec
for i in 1..1000 repeat for j in 1..100 repeat gcdCached(i,j)
axiom
Compiling function pair with type (Integer,Integer) -> Record(x1:
Integer,x2: Integer)
axiom
Compiling function gcdCached with type (Integer,Integer) -> Integer
Though gcd2cached has declared type (or partial type) CachedFunction
(Record(x1: Integer,x2: Integer),Integer) it does not have an
assigned value. You must give it one before it can be so used.
axiom
)set message time off
testhash() ==
for i in 1..100 repeat for j in 1..100 repeat
if gcdCached(i,j)~=gcd(i,j) then error "bad hash!"
"good"
Type: Void
axiom
testhash()
axiom
Compiling function testhash with type () -> String
Though gcd2cached has declared type (or partial type) CachedFunction
(Record(x1: Integer,x2: Integer),Integer) it does not have an
assigned value. You must give it one before it can be so used.
I was rather disappointed with the performance of the cache!
So I took a look at the source code for
Table
and it seems that Table
only uses an efficient hashing
method if hashable(Key)$Lisp
is true, where Key
is
the first domain of Table(Key,Entry)
. This is true for
Integer
and hashable(String)$Lisp
but not
Record(x1:Integer,x2:Integer)
or even List(Integer)
.
axiom
hashable(Integer)$Lisp
axiom
hashable(String)$Lisp
axiom
hashable(Record(x1:Integer,x2:Integer))$Lisp
axiom
hashable(List Integer)$Lisp
But as far as I can see the implementation of List
and
Record
in Axiom do satisfy the requirements for the use
of HashTable?:
++ This creates a \spadtype{HashTable} if equal for the Key
++ domain is consistent with Lisp EQUAL otherwise an
++ \spadtype{AssociationList}
if their component domains do. So I think it would be a good
idea to make the hashable
function in 'spad.lisp':
(defun |knownEqualPred| (dom)
(let ((fun (|compiledLookup| '= '((|Boolean|) <img alt="LatexWiki Image" class="equation" src="images/3644510302787779389-18.0px.png" width="1" height="1"/>) dom)))
(if fun (get (bpiname (car fun)) '|SPADreplace|)
nil)))
(defun |hashable| (dom)
(memq (|knownEqualPred| dom)
#-Lucid '(EQ EQL EQUAL)
#+Lucid '(EQ EQL EQUAL EQUALP)
))
a little smarter. This test only seems to check if the compiler
was able to optimize equality to a lisp operator. I suppose we
could improve the compiler but even failing that, there should
be a way to recognize it at this level. I think it's something
like having the Canonical
property "all the way down".
We can test this for now by using HashTable? explicitly and just
assuming that that domain A
satisfies the requirement:
spad
)abbrev domain CACHEDF CachedFunction
CachedFunction(A: SetCategory, B: SetCategory): Exports == Implementation where
Exports ==> with
function: % -> (A -> B)
cachedFunction: (A -> B) -> %
apply: (%, A) -> B
recursiveDefine: (%, f: A -> B) -> %
Implementation ==> add
Rep := Record(cache: HashTable(A, B, "UEQUAL"), fun: A -> B);
function(x: %): A -> B == x.fun
cachedFunction(f: A -> B): % == [empty()$HashTable(A, B, "UEQUAL"), f]
apply(x: %, a: A): B ==
c := x.cache
u: Union(B, "failed") := search(a, c)
if u case B
then u :: B
else
f: A -> B := x.fun
c.a := f(a)
recursiveDefine(x: %, f: A -> B): % ==
x.fun := f;
x
spad
Compiling FriCAS source code from file
/var/zope2/var/LatexWiki/6894297888104578709-25px005.spad using
old system compiler.
CACHEDF abbreviates domain CachedFunction
processing macro definition Exports ==> -- the constructor category
processing macro definition Implementation ==> -- the constructor capsule
------------------------------------------------------------------------
initializing NRLIB CACHEDF for CachedFunction
compiling into NRLIB CACHEDF
compiling exported function : $ -> A -> B
CACHEDF;function;$M;1 is replaced by QCDR
;;; *** |CACHEDF;function;$M;1| REDEFINED
Time: 0.05 SEC.
compiling exported cachedFunction : A -> B -> $
;;; *** |CACHEDF;cachedFunction;M$;2| REDEFINED
Time: 0.01 SEC.
compiling exported apply : ($,A) -> B
;;; *** |CACHEDF;apply;$AB;3| REDEFINED
Time: 0 SEC.
compiling exported recursiveDefine : ($,A -> B) -> $
;;; *** |CACHEDF;recursiveDefine;$M$;4| REDEFINED
Time: 0.01 SEC.
(time taken in buildFunctor: 0)
;;; *** |CachedFunction| REDEFINED
;;; *** |CachedFunction| REDEFINED
Time: 0 SEC.
Cumulative Statistics for Constructor CachedFunction
Time: 0.07 seconds
finalizing NRLIB CACHEDF
Processing CachedFunction for Browser database:
--->/var/zope2/var/LatexWiki/8303643491408128431-25px001.spad-->CachedFunction((function ((Mapping B A) %))): Not documented!!!!
--->/var/zope2/var/LatexWiki/8303643491408128431-25px001.spad-->CachedFunction((cachedFunction (% (Mapping B A)))): Not documented!!!!
--->/var/zope2/var/LatexWiki/8303643491408128431-25px001.spad-->CachedFunction((apply (B % A))): Not documented!!!!
--->/var/zope2/var/LatexWiki/8303643491408128431-25px001.spad-->CachedFunction((recursiveDefine (% % (Mapping B A)))): Not documented!!!!
--->/var/zope2/var/LatexWiki/8303643491408128431-25px001.spad-->CachedFunction(constructor): Not documented!!!!
--->/var/zope2/var/LatexWiki/8303643491408128431-25px001.spad-->CachedFunction(): Missing Description
; compiling file "/var/zope2/var/LatexWiki/CACHEDF.NRLIB/CACHEDF.lsp" (written 29 OCT 2009 09:53:52 AM):
; compiling (/VERSIONCHECK 2)
; compiling (PUT (QUOTE |CACHEDF;function;$M;1|) ...)
; compiling (DEFUN |CACHEDF;function;$M;1| ...)
; compiling (DEFUN |CACHEDF;cachedFunction;M$;2| ...)
; compiling (DEFUN |CACHEDF;apply;$AB;3| ...)
; compiling (DEFUN |CACHEDF;recursiveDefine;$M$;4| ...)
; compiling (DEFUN |CachedFunction| ...)
; compiling (DEFUN |CachedFunction;| ...)
; compiling (MAKEPROP (QUOTE |CachedFunction|) ...)
; /var/zope2/var/LatexWiki/CACHEDF.NRLIB/CACHEDF.fasl written
; compilation finished in 0:00:00.122
------------------------------------------------------------------------
CachedFunction is already explicitly exposed in frame initial
CachedFunction will be automatically loaded when needed from
/var/zope2/var/LatexWiki/CACHEDF.NRLIB/CACHEDF
Now let's try that again.
axiom
-- combine two domain in one
Pair:=Record(x1:Integer,x2:Integer)
Type: Domain
axiom
pair(x:Integer,y:Integer):Pair == [x,y]
Function declaration pair : (Integer,Integer) -> Record(x1: Integer,
x2: Integer) has been added to workspace.
Compiled code for pair has been cleared.
Compiled code for gcdCached has been cleared.
Compiled code for testhash has been cleared.
1 old definition(s) deleted for function or rule pair
Type: Void
axiom
--
gcd2(arg:Pair):Integer == gcd(arg.x1,arg.x2)
Function declaration gcd2 : Record(x1: Integer,x2: Integer) ->
Integer has been added to workspace.
1 old definition(s) deleted for function or rule gcd2
Type: Void
axiom
gcd2cached:CachedFunction(Pair,Integer):=new gcd2
There are 1 exposed and 0 unexposed library operations named new
having 1 argument(s) but none was determined to be applicable.
Use HyperDoc Browse, or issue
)display op new
to learn more about the available operations. Perhaps
package-calling the operation or using coercions on the arguments
will allow you to apply the operation.
Cannot find a definition or applicable library operation named new
with argument type(s)
FunctionCalled(gcd2)
Perhaps you should use "@" to indicate the required return type,
or "$" to specify which version of the function you need.
gcdCached(x1:Integer,x2:Integer):Integer == gcd2cached pair(x1,x2)
Function declaration gcdCached : (Integer,Integer) -> Integer has
been added to workspace.
1 old definition(s) deleted for function or rule gcdCached
Type: Void
axiom
)set message time on
for i in 1..1000 repeat for j in 1..100 repeat gcd(i,j)
Type: Void
axiom
Time: 3.68 (EV) = 3.68 sec
for i in 1..1000 repeat for j in 1..100 repeat gcdCached(i,j)
axiom
Compiling function pair with type (Integer,Integer) -> Record(x1:
Integer,x2: Integer)
axiom
Compiling function gcdCached with type (Integer,Integer) -> Integer
Though gcd2cached has declared type (or partial type) CachedFunction
(Record(x1: Integer,x2: Integer),Integer) it does not have an
assigned value. You must give it one before it can be so used.
axiom
)set message time off
testhash() ==
for i in 1..100 repeat for j in 1..100 repeat
if gcdCached(i,j)~=gcd(i,j) then error "bad hash!"
"good"
1 old definition(s) deleted for function or rule testhash
Type: Void
axiom
testhash()
axiom
Compiling function testhash with type () -> String
Though gcd2cached has declared type (or partial type) CachedFunction
(Record(x1: Integer,x2: Integer),Integer) it does not have an
assigned value. You must give it one before it can be so used.
axiom
)set message time on
axiom
)lib CACHEDF
CachedFunction is already explicitly exposed in frame initial
CachedFunction will be automatically loaded when needed from
/var/zope2/var/LatexWiki/CACHEDF.NRLIB/CACHEDF
fib2: CachedFunction(INT,INT):= cachedFunction (n+->
if n<2 then 1 else fib2(n-1)+fib2(n-2)
)
LISP output:
(#<HASH-TABLE :TEST EQUAL :COUNT 0 {1004B3F511}> #<FUNCTION
|*1;anonymousFunction;1;initial;internal|>)
Type: CachedFunction
?(Integer,Integer)
axiom
Time: 0.03 (OT) = 0.03 sec
fib2 40
axiom
Time: 0.01 (OT) = 0.01 sec
Looks like the time difference (if any) is not significant.