#lang debug racket (require racket/generator) (provide (all-defined-out)) (define-syntax-rule (in-cartesian x) (in-generator (let ([argss x]) (let loop ([argss argss][acc empty]) (if (null? argss) (yield (reverse acc)) (for ([arg (in-list (car argss))]) (loop (cdr argss) (cons arg acc)))))))) (struct $csp ([vars #:mutable] [constraints #:mutable]) #:transparent) (define csp? $csp?) (define vars $csp-vars) (define constraints $csp-constraints) (define-syntax-rule (in-constraints csp) (in-list ($csp-constraints csp))) (define-syntax-rule (in-vars csp) (in-list ($csp-vars csp))) (struct $constraint (names proc) #:transparent #:property prop:procedure (λ (constraint csp) (unless ($csp? csp) (raise-argument-error '$constraint-proc "$csp" csp)) ;; apply proc in many-to-many style (for/and ([args (in-cartesian (map (λ (cname) ($csp-vals csp cname)) ($constraint-names constraint)))]) (apply ($constraint-proc constraint) args)))) (define (make-constraint [names null] [proc values]) ($constraint names proc)) (struct $var (name domain) #:transparent) (define name? symbol?) (define $var-vals $var-domain) (define var-name $var-name) (struct $cvar $var (past) #:transparent) (struct $avar $var () #:transparent) (define assigned-var? $avar?) (define (make-csp [vars null] [constraints null]) ($csp vars constraints)) (define/contract (add-vars! csp names-or-procedure [vals-or-procedure empty]) ((csp? (or/c (listof name?) procedure?)) ((or/c (listof any/c) procedure?)) . ->* . void?) (for/fold ([vars ($csp-vars csp)] #:result (set-$csp-vars! csp vars)) ([name (in-list (if (procedure? names-or-procedure) (names-or-procedure) names-or-procedure))]) (when (memq name (map var-name vars)) (raise-argument-error 'add-vars! "var that doesn't already exist" name)) (append vars (list ($var name (if (procedure? vals-or-procedure) (vals-or-procedure) vals-or-procedure)))))) (define/contract (add-var! csp name [vals-or-procedure empty]) ((csp? name?) ((or/c (listof any/c) procedure?)) . ->* . void?) (add-vars! csp (list name) vals-or-procedure)) (define/contract (add-constraints! csp proc namess [proc-name #false]) ((csp? procedure? (listof (listof name?))) ((or/c #false name?)) . ->* . void?) (set-$csp-constraints! csp (append (constraints csp) (for/list ([names (in-list namess)]) (for ([name (in-list names)]) (check-name-in-csp! 'add-constraints! csp name)) (make-constraint names (if proc-name (procedure-rename proc proc-name) proc)))))) (define/contract (add-pairwise-constraint! csp proc var-names [proc-name #false]) ((csp? procedure? (listof name?)) (name?) . ->* . void?) (add-constraints! csp proc (combinations var-names 2) proc-name)) (define/contract (add-constraint! csp proc var-names [proc-name #false]) ((csp? procedure? (listof name?)) (name?) . ->* . void?) (add-constraints! csp proc (list var-names) proc-name)) (define/contract (alldiff= x y) (any/c any/c . -> . boolean?) (not (= x y))) (struct inconsistency-signal (csp) #:transparent) (struct $backtrack (names) #:transparent) (define (backtrack! [names null]) (raise ($backtrack names))) (define current-select-variable (make-parameter #f)) (define current-order-values (make-parameter #f)) (define current-inference (make-parameter #f)) (define current-solver (make-parameter #f)) (define current-shuffle (make-parameter #t)) (define/contract (check-name-in-csp! caller csp name) (symbol? csp? name? . -> . void?) (define names (map var-name (vars csp))) (unless (memq name names) (raise-argument-error caller (format "one of these existing csp var names: ~v" names) name))) (define/contract (csp-var csp name) (csp? name? . -> . $var?) (check-name-in-csp! 'csp-var csp name) (for/first ([var (in-vars csp)] #:when (eq? name (var-name var))) var)) (define/contract ($csp-vals csp name) (csp? name? . -> . (listof any/c)) (check-name-in-csp! 'csp-vals csp name) ($var-domain (csp-var csp name))) (define order-domain-values values) (define/contract (assigned-name? csp name) (csp? name? . -> . any/c) (for/or ([var (in-vars csp)] #:when (assigned-var? var)) (eq? name (var-name var)))) (define (reduce-arity proc pattern) (unless (match (procedure-arity proc) [(arity-at-least val) (<= val (length pattern))] [(? number? val) (= val (length pattern))]) (raise-argument-error 'reduce-arity (format "list of length ~a, same as procedure arity" (procedure-arity proc)) pattern)) (define reduced-arity-name (string->symbol (format "reduced-arity-~a" (object-name proc)))) (define-values (boxed-id-names vals) (partition box? pattern)) (define new-arity (length boxed-id-names)) (procedure-rename (λ xs (unless (= (length xs) new-arity) (apply raise-arity-error reduced-arity-name new-arity xs)) (apply proc (for/fold ([acc empty] [xs xs] [vals vals] #:result (reverse acc)) ([pat-item (in-list pattern)]) (if (box? pat-item) (values (cons (car xs) acc) (cdr xs) vals) (values (cons (car vals) acc) xs (cdr vals)))))) reduced-arity-name)) (define/contract (reduce-constraint-arity csp [minimum-arity 3]) ((csp?) ((or/c #false exact-nonnegative-integer?)) . ->* . csp?) (let ([assigned-name? (curry assigned-name? csp)]) (define (partially-assigned? constraint) (ormap assigned-name? ($constraint-names constraint))) (make-csp (vars csp) (for/list ([constraint (in-constraints csp)]) (cond [(and (if minimum-arity (<= minimum-arity (constraint-arity constraint)) #true) (partially-assigned? constraint)) (match-define ($constraint cnames proc) constraint) ($constraint (filter-not assigned-name? cnames) ;; pattern is mix of values and boxed symbols (indicating variables to persist) ;; use boxes here as cheap way to distinguish id symbols from value symbols (let ([reduce-arity-pattern (for/list ([cname (in-list cnames)]) (if (assigned-name? cname) (first ($csp-vals csp cname)) (box cname)))]) (reduce-arity proc reduce-arity-pattern)))] [else constraint]))))) (define/contract (assign-val csp name val) (csp? name? any/c . -> . csp?) (make-csp (for/list ([var (vars csp)]) (if (eq? name (var-name var)) ($avar name (list val)) var)) (constraints csp))) (define/contract (unassigned-vars csp) (csp? . -> . (listof (and/c $var? (not/c assigned-var?)))) (filter-not assigned-var? (vars csp))) (define/contract (first-unassigned-variable csp) (csp? . -> . (or/c #false (and/c $var? (not/c assigned-var?)))) (match (unassigned-vars csp) [(? empty?) #false] [(cons x _) x])) (define/contract (argmin-random-tie proc xs) (procedure? (non-empty-listof any/c) . -> . any/c) (let* ([xs (sort xs < #:key proc)] [xs (takef xs (λ (x) (= (proc (car xs)) (proc x))))] [xs ((if (current-shuffle) shuffle values) xs)]) (first xs))) (define/contract (minimum-remaining-values csp) (csp? . -> . (or/c #false (and/c $var? (not/c assigned-var?)))) (match (unassigned-vars csp) [(? empty?) #false] [xs (argmin-random-tie (λ (var) (length ($var-domain var))) xs)])) (define mrv minimum-remaining-values) (define/contract (var-degree csp var) (csp? $var? . -> . exact-nonnegative-integer?) (for/sum ([constraint (in-constraints csp)] #:when (memq (var-name var) ($constraint-names constraint))) 1)) (define/contract (blended-variable-selector csp) (csp? . -> . (or/c #false (and/c $var? (not/c assigned-var?)))) (define uvars (unassigned-vars csp)) (cond [(empty? uvars) #false] [(findf singleton-var? uvars)] [else (first (let* ([uvars-by-mrv (sort uvars < #:key (λ (var) (length ($var-domain var))))] [uvars-by-degree (sort uvars-by-mrv > #:key (λ (var) (var-degree csp var)))]) uvars-by-degree))])) (define/contract (remaining-values var) ($var? . -> . exact-nonnegative-integer?) (length ($var-vals var))) (define/contract (mrv-degree-hybrid csp) (csp? . -> . (or/c #f $var?)) (define uvars (unassigned-vars csp)) (cond [(empty? uvars) #false] [else ;; minimum remaining values (MRV) rule (define mrv-arg (argmin remaining-values uvars)) (match (filter (λ (var) (= (remaining-values mrv-arg) (remaining-values var))) uvars) [(list winning-uvar) winning-uvar] [(list mrv-uvars ...) ;; use degree as tiebreaker for mrv (define max-degree-arg (argmax (λ (var) (var-degree csp var)) mrv-uvars)) ;; use random tiebreaker for degree (first (shuffle (filter (λ (var) (= (var-degree csp max-degree-arg) (var-degree csp var))) mrv-uvars)))])])) (define first-domain-value values) (define (no-inference csp name) csp) (define/contract (relating-only constraints names) ((listof $constraint?) (listof name?) . -> . (listof $constraint?)) (for*/list ([constraint (in-list constraints)] [cnames (in-value ($constraint-names constraint))] #:when (and (= (length names) (length cnames)) (for/and ([name (in-list names)]) (memq name cnames)))) constraint)) (define (binary-constraint? constraint) (= 2 (constraint-arity constraint))) (define (constraint-relates? constraint name) (and (memq name ($constraint-names constraint)) #true)) (define/contract (forward-check csp aname) (csp? name? . -> . csp?) (define aval (first ($csp-vals csp aname))) (define (check-var var) (match var ;; don't check against assigned vars, or the reference var ;; (which is probably assigned but maybe not) [(? (λ (x) (or (assigned-var? x) (eq? (var-name x) aname)))) var] [($var name vals) (match ((constraints csp) . relating-only . (list aname name)) [(? empty?) var] [constraints (define new-vals (for/list ([val (in-list vals)] #:when (for/and ([constraint (in-list constraints)]) (let ([proc ($constraint-proc constraint)]) (if (eq? name (first ($constraint-names constraint))) (proc val aval) (proc aval val))))) val)) ($cvar name new-vals (cons aname (if ($cvar? var) ($cvar-past var) null)))])])) (define checked-vars (map check-var (vars csp))) ;; conflict-set will be empty if there are no empty domains (define conflict-set (for*/list ([var (in-list checked-vars)] #:when (empty? ($var-domain var)) [name (in-list ($cvar-past var))]) name)) ;; for conflict-directed backjumping it's essential to forward-check ALL vars ;; (even after an empty domain is generated) and combine their conflicts ;; so we can discover the *most recent past var* that could be the culprit. ;; If we just bail out at the first conflict, we may backjump too far based on its history ;; (and thereby miss parts of the search tree) (when (pair? conflict-set) (backtrack! conflict-set)) ;; Discard constraints that have produced singleton domains ;; (they have no further use) (define nonsingleton-constraints (for/list ([constraint (in-constraints csp)] #:unless (and (binary-constraint? constraint) (constraint-relates? constraint aname) (let ([other-name (first (remq aname ($constraint-names constraint)))]) ; and something else (= (length ($csp-vals csp other-name)) 1)))) ; that has only one value constraint)) (make-csp checked-vars nonsingleton-constraints)) (define/contract (constraint-checkable? c names) ($constraint? (listof name?) . -> . boolean?) (and (for/and ([cname (in-list ($constraint-names c))]) (memq cname names)) #true)) (define/contract (constraint-arity constraint) ($constraint? . -> . exact-nonnegative-integer?) (length ($constraint-names constraint))) (define (singleton-var? var) (= 1 (length ($var-domain var)))) (define/contract (check-constraints csp) (csp? . -> . csp?) ;; this time, we're not limited to assigned variables ;; (that is, vars that have been deliberately assigned in the backtrack process thus far) ;; we also want to use "singleton" vars (that is, vars that have been reduced to a single domain value by forward checking) (define singleton-varnames (for/list ([var (in-vars csp)] #:when (singleton-var? var)) (var-name var))) (define-values (checkable-constraints other-constraints) (partition (λ (c) (constraint-checkable? c singleton-varnames)) (constraints csp))) (for ([constraint (in-list (sort checkable-constraints < #:key constraint-arity))] #:unless (constraint csp)) (backtrack!)) (make-csp (vars csp) other-constraints)) (define/contract (make-nodes-consistent csp) (csp? . -> . csp?) ;; todo: why does this function slow down searches? ($csp (for/list ([var (in-vars csp)]) (match-define ($var name vals) var) (define procs (for*/list ([constraint (in-constraints csp)] [cnames (in-value ($constraint-names constraint))] #:when (and (= 1 (length cnames)) (eq? name (car cnames)))) ($constraint-proc constraint))) ($var name (for*/fold ([vals vals]) ([proc (in-list procs)]) (filter proc vals)))) (constraints csp))) (define/contract (backtracking-solver csp #:select-variable [select-unassigned-variable (or (current-select-variable) first-unassigned-variable)] #:order-values [order-domain-values (or (current-order-values) first-domain-value)] #:inference [inference (or (current-inference) no-inference)]) ((csp?) (#:select-variable procedure? #:order-values procedure? #:inference procedure?) . ->* . generator?) (generator () (let loop ([csp csp]) (match (select-unassigned-variable csp) [#false (yield csp)] [($var name domain) (define (wants-backtrack? exn) (and ($backtrack? exn) (or (let ([btns ($backtrack-names exn)]) (or (empty? btns) (memq name btns)))))) (for/fold ([conflicts null] #:result (void)) ([val (in-list (order-domain-values domain))]) (with-handlers ([wants-backtrack? (λ (bt) (append conflicts (remq name ($backtrack-names bt))))]) (let* ([csp (assign-val csp name val)] ;; reduce constraints before inference, ;; to create more forward-checkable (binary) constraints [csp (reduce-constraint-arity csp)] [csp (inference csp name)] [csp (check-constraints csp)]) (loop csp))) conflicts)])))) ;; todo: min-conflicts solver (define/contract ($csp-assocs csp) (csp? . -> . (listof (cons/c name? any/c))) (for/list ([var (in-vars csp)]) (match var [($var name domain) (cons name (first domain))]))) (define/contract (solve* csp #:finish-proc [finish-proc $csp-assocs] #:solver [solver (or (current-solver) backtracking-solver)] #:count [max-solutions +inf.0]) ((csp?) (#:finish-proc procedure? #:solver procedure? #:count integer?) . ->* . (listof any/c)) (for/list ([solution (in-producer (solver csp) (void))] [idx (in-range max-solutions)]) (finish-proc solution))) (define/contract (solve csp #:finish-proc [finish-proc $csp-assocs] #:solver [solver (or (current-solver) backtracking-solver)]) ((csp?) (#:finish-proc procedure? #:solver procedure?) . ->* . (or/c #false any/c)) (match (solve* csp #:finish-proc finish-proc #:solver solver #:count 1) [(list solution) solution] [else #false])) (define (<> a b) (not (= a b))) (define (neq? a b) (not (eq? a b)))