Title: Logic Programming
1Logic Programming
2Breadth-first v Depth-first Search
- Suppose a query has compound goals (several
propositions must be satisfied) - Depth-first searches prove the first goal before
looking at the others. - Breadth-first works on goals in parallel.
- Prolog uses the depth-first approach.
3Backtracking
- When a compound goal is being proved, it may be
that a subgoal cannot be shown true. - In that case, Prolog will back up and try to find
another solution to a previous subgoal.
4A Partial Family Tree Figure 15.3
5A Small Family Tree Figure 15.4
6- Processing Queries
- ?- father(X, sue)Satisfied with the first
comparison. X is instantiated with john. - ?- mother(sue, X)Satisfied with X nancy, X
jeff - ?- mother(alice, ron)Fails
7- ?- grandparent(Who, ron).
- Instantiating grandparent rule from query
- Grandparent(Who,ron)- parent(Who,X),pare
nt(X,ron). - First, find a fact that satisfies parent
(Who,X) - This entails finding a fact to satisfy either
mother (Who, X) or father(Who, X) - First try mother(mary, sue)
- (mother rule is first)
- Next, find a fact that satisfies
parent(sue, ron) - By satisfying either
- mother(sue, ron) or father(sue, ron)
8Prolog Lists
- The list is Prologs basic data structure
- Lists are a series of Prolog terms, separated by
commas - Each list element can be a(n)
- atom
- variable
- sublist
- etc.
9Examples of Lists
- The empty list
- List with embedded list girls, like, boys
- List with variables x, V1, y, V2, A,
B - V1, V2, A, and B are variables that may be
instantiated with data at a later time. - Multi-type lists boy, 1, 2, 3,
ran - A, _, Z
- The _ means dont care sometimes referred to
as an unbound variable.
10Working with Lists
- HeadTail notation simplifies processing
- Head represents the first list element, Tail
represents everything else. - Head can be any Prolog term (list, variable,
atom, predicate, etc.) - If L a, b, c then Head a and Tail b,c
- Tail is always another list.
- What is the head of a? The tail?
- Compare to car and cdr in Lisp, Scheme
11The append Function
- append is a built-in Prolog function that
concatenates two lists. - append(A, B, L)concatenates the lists A and B
and returns them as L. - append(my, cat, is, fat, L). yieldsL my,
cat, is, fat - Compare to Scheme function
12The Append Function
- append(L1, L2, L3)
- append(, X, X). base case
- append(HeadTail, Y, HeadZ)
- - append(Tail, Y, Z).
- This definition says
- The empty list concatenated with any list (X)
returns an unchanged list (X again). - If Tail is concatenated with Y to get Z, then a
list one element larger Head Tail can be
concatenated with Y to get Head Z.
13?- Append(english, russian, spanish, L).
Henglish, Trussian, Yspanish,
Lenglish,Z 1
and Z russian, spanish Append(rus
sian,spanish, Z). H russian, T ,
Yspanish, ZrussianZ1 2 Append( ,
spanish, Z1). So Z1
spanish Xspanish, Z1spanish
3 Append( , spanish, spanish).
14Using append
- prefix(X, Z) - append(X, Y, Z).
- (finds all prefixes of a list Z)
- suffix(Y, Z) - append(X, Y, Z).
- (finds all suffixes of Z)
15Recursion/ member
- The function returns yes or true if X is a
member of a given list.member(X, X _
).member(X, _ Y) - member(X, Y).
16Member(X,Y)
- The test for membership succeeds if either
- X is the head of the list X _
- X is not the head of the list _ Y , but X is a
member of the list Y. - Notes pattern matching governs tests for
equality. - Dont care entries (_) mark parts of a list that
arent important to the rule.
17Naming Lists
- Defining a set of lists a(single). a(a, b,
c). a(cat, dog, sheep). - When a query such as a(L), prefix(X, L). Is
posed, all three lists will be processed. - Other lists, such as b(red, yellow, green),
would be ignored.
18A Sample List Program
a(single). a(a, b, c). a(cat, dog,
sheep). prefix(X, Z) - append(X, _,
Z). suffix(Y, Z) - append(_, Y, Z). To make
queries about lists in the database suffix(X,
the, cat, is, fat). a(L), prefix(X, L).
19Sample Output
?- a(L), prefix(X, L). L single X L
single X single L a, b, c X
L a, b, c X a L a, b, c X a,
b L a, b, c X a, b, c L cat,
dog, sheep X
Based on the program on the previous slide.
20Sample Output
35 ?- a(L), append(cat, L, M). L single M
cat, single L a, b, c M cat, a, b,
c L cat, dog, sheep M cat, cat, dog,
sheep
21Recursive Factorial Program
- To see the dynamics of a function call, use the
trace function. For example,given the following
function - factorial(0, 1).
- factorial(N, Result)-
- N gt 0,
- M is N-1,
- factorial(M, SubRes),
- Result is N SubRes. is assignment
22Logic Programming
- 15.2.2 Practical Aspects
- 15.3 Example Applications
23Using the Trace Function
- At the prompt, type trace.
- Then type the query.
- Prolog will show the rules it uses and the
instantiation of unbound constants. - Useful for understanding what is happening in a
search process, or in a recursive function.
24Tracing Output
These are temporary variables
- ?- trace(factorial/2).
- ?- factorial(4, X).
- Call ( 7) factorial(4, _G173)
- Call ( 8) factorial(3, _L131)
- Call ( 9) factorial(2, _L144)
- Call ( 10) factorial(1, _L157)
- Call ( 11) factorial(0, _L170)
- Exit ( 11) factorial(0, 1)
- Exit ( 10) factorial(1, 1)
- Exit ( 9) factorial(2, 2)
- Exit ( 8) factorial(3, 6)
- Exit ( 7) factorial(4, 24)
- X 24
These are levels in the search tree
25Tracing
- 2 ?- trace(factorial/2).
- factorial/2 call, redo, exit, fail
- true.
- debug 3 ?- factorial(3, Result).
- T Call (6) factorial(3, _G521)
- T Call (7) factorial(2, _G599)
- T Call (8) factorial(1, _G602)
- T Call (9) factorial(0, _G605)
- T Exit (9) factorial(0, 1)
- T Exit (8) factorial(1, 1)
- T Exit (7) factorial(2, 2)
- T Exit (6) factorial(3, 6)
- Result 6
User-entered commands are in red other output is
generated by the Prolog runtime system.
26remove() removes an element from a list. To
Call remove(a, List, Remainder). or remove(X,
List, Remainder). First parameter is the
removed item, 2nd parameter is the original
list, third is the final list remove(X, XR,
R). remove(X, HR, HS)- remove(X,
R, S).
2718 ?- trace. Yes 18 ?- remove(a, b, d, a, c,
R). Call (7) remove(a, b, d, a, c, _G545) ?
creep Call (8) remove(a, d, a, c, _G608) ?
creep Call (9) remove(a, a, c, _G611) ?
creep Exit (9) remove(a, a, c, c) ?
creep Exit (8) remove(a, d, a, c, d, c) ?
creep Exit (7) remove(a, b, d, a, c, b, d,
c) ? creep R b, d, c
28Revisiting The Factorial Function
Evaluation of clauses is from left to right. Note
the use of is to temporarily assign values to
M and Result
29Trace of Factorial (4)
30Simple Arithmetic
- Integer variables and integer operations are
possible, but imperative language assignment
statements dont exist.
31Sample Program
- speed(fred, 60).
- speed(carol, 75).
- time(fred, 20).
- time(carol, 21).
- distance(X, Y) - speed(X, Speed),
time(X, Time), Y is Speed Time. - area_square(S, A) - A is S S.
32Prolog Operators
- is can be used to cause a variable to be
temporarily instantiated with a value. - Compare to assignment statements in declarative
languages, where variables are permanently
assigned values. - The not operator is used to indicate goal
failure. For example not(P) is true when P is
false.
33Arithmetic
- Originally, used prefix notation (7, X)
- Modern versions have infix notationX is Y C
3. - Qualification Y and C must be instantiated, as
in the Speed program, but X cannot be (Its not a
traditional assignment statement). - X X Y is illegal.
- X is X Y is illegal. Arguments are not
sufficiently instantiated
34More About Arithmetic
- Example of simple arithmetic, using something
similar to Pythons calculator mode (not as part
of a program). - ?- X is 3 7.
- X 10
- Yes
- Arithmetic operators , -, , /,
(exponentiation) - Relational operators lt, gt, , lt, gt, \
35The cut not Operators
- The cut (!) is used to control backtracking.
- It tells Prolog not to retry the series of goals
that precede the cut symbol (if the goals have
succeeded once). - Reasons Faster execution, saves memory
- Not(P) will succeed when P fails.
- In some places it can replace the ! Operator.
36Example Revised Factorial
factorial(N, 1)- N lt 1, !. factorial(N,
Result)- M is N 1, factorial(M,
P), Result is N P.
factorial(N, 1)- N lt 1. factorial(N, Result)-
not(N lt 1), M is N1, factorial(M,
P), Result is N P.
37When Cut Might Be Used(Clocksin Mellish)
- To tell Prolog that it has found the right rule
- if you get this far, you have picked the correct
rule for this goal. - To tell Prolog to fail a particular goal without
trying other solutions - if you get to here, you should stop trying to
satisfy the goal. - if you get to here, you have found the only
solution to this problem and there is no point in
ever looking for alternatives.
38Assert - Adding Facts
- ?- assert(mother(jane, joe)).adds another fact
to the database. - More sophisticated assert can be embedded in a
function definition so new facts and rules can be
added to the database in real time. - Useful for learning programs, for example.
39Symbolic Differentiation Rules Figure 15.9
40Prolog Symbolic Differentiator Figure 15.10
41Search Tree for the Query d(x, 2x1, Ans) Figure
15.11
42Executing a Prolog Program
- Create a file containing facts and rules e.g.,
familytree.pl - Follow instructions in handout, which will be
available Wednesday.
43SWIplEdit compile error
- If SWI-Prolog finds an error in the .pl file it
will give a message such asERROR
c/temp/prologprogs/remove.pl180 Syntax
error Illegal start of term(18 is the line
number)
44Runtime Error Message
- The function samelength was called with one
parameter when it needed 221 ?-
samelength(X).ERRORUndefined procedure
samelength/1ERRORHowever, there are
definitions for samelength/2
45Runtime Errors
- Here, the error is an error of omission22 ?-
samelength(a, b, c,,a, b) - Queries must end with a period. If you hit
enter without typing a period SWIpl just thinks
you arent through.
46Using SWI Prolog
- If there is an error that you cant figure out
(for example you dont get any answers, you dont
get a prompt, typing a semicolon doesnt help)
try interrupt under the Run button. - If changes are made to the program, dont forget
to save the file and consult again.