src/reasoners/zdd.lisp @ 6b92e67ede95
Clean up complicated layer extraction
author |
Steve Losh <steve@stevelosh.com> |
date |
Thu, 23 Feb 2017 19:36:45 +0000 |
parents |
b9b27db857cf |
children |
4f75ef150e1b |
(in-package :scully.reasoners.zdd)
(in-readtable :fare-quasiquote)
(defparameter *reasoner* nil)
;;;; Utils --------------------------------------------------------------------
(defun find-ggp-symbol (atom)
(if (symbolp atom)
(values (intern (symbol-name atom)
(find-package :ggp-rules)))
atom))
(defun make-iset (reasoner contents)
; (print-hash-table (zr-term->number reasoner))
(zdd-set (mapcar (curry #'term-to-number reasoner)
(map-tree #'find-ggp-symbol contents))))
;;;; Strata -------------------------------------------------------------------
(defclass* stratum ()
(rule-trees lower-bound upper-bound))
(defun make-stratum (rule-trees lower-bound upper-bound)
(make-instance 'stratum
:rule-trees rule-trees
:lower-bound lower-bound
:upper-bound upper-bound))
(defun update-stratum-with (old-stratum new-rule-trees)
(make-stratum new-rule-trees
(stratum-lower-bound old-stratum)
(stratum-upper-bound old-stratum)))
(defmethod print-object ((o stratum) stream)
(print-unreadable-object (o stream :type t :identity t)
(format stream "with ~D rule~:P (~D-~D)"
(length (stratum-rule-trees o))
(stratum-lower-bound o)
(stratum-upper-bound o))))
(defun find-stratum-bounds (rules)
(extrema #'< (mapcar #'scully.gdl::rule-head rules)))
(defun build-stratum-rule-trees (rules)
(-<> rules
(group-by #'scully.gdl::rule-head <>)
hash-table-values
(mapcar #'scully.rule-trees::make-rule-tree <>)))
(defun build-stratum (rules)
(multiple-value-call #'make-stratum
(build-stratum-rule-trees rules)
(find-stratum-bounds rules)))
;;;; Rule Forests -------------------------------------------------------------
(defclass* (rule-forest :conc-name rf-) ()
(strata))
(defun make-rule-forest (strata)
(make-instance 'rule-forest :strata strata))
(defun forest-empty-p (forest)
(null (rf-strata forest)))
(defun build-rule-forest (strata-list)
(make-rule-forest (mapcar #'build-stratum strata-list)))
;;;; Universes ----------------------------------------------------------------
(defun make-universe (predicate term->number)
(let ((universe (make-array (1+ (hash-table-count term->number))
:initial-element nil)))
(iterate (for (term number) :in-hashtable term->number)
(when (funcall predicate term)
(setf (aref universe number) t)))
universe))
;;;; Reasoner -----------------------------------------------------------------
(defclass* (zdd-reasoner :conc-name zr-) ()
(rules
roles
term->number
number->term
initial-zdd
legal-zdd
goal-zdd
terminal-zdd
next-zdd
percept-universes
possible-forest
happens-forest))
(defun find-initial-state (rules term->number)
(-<> rules
(mapcan (lambda-match
((list (list* 'ggp-rules::init body))
`((ggp-rules::true ,@body))))
<>)
(mapcar (lambda (term) (gethash term term->number)) <>)))
(defun find-roles (rules)
(mapcan (lambda-match
((list (list 'ggp-rules::role r))
(list r)))
rules))
(defun make-predicate-zdd (predicate-prefix term->number)
"Make a ZDD with a single member: the set of all terms for a single predicate.
For example:
(make-predicate-zdd '(ggp-rules::legal) ...)
(make-predicate-zdd '(ggp-rules::true) ...)
(make-predicate-zdd '(ggp-rules::sees ggp-rules::white) ...)
"
(let ((prefix-length (length predicate-prefix)))
(-<> term->number
hash-table-alist
(mapcar (lambda (rule-mapping)
(destructuring-bind (term . number) rule-mapping
(if (equal predicate-prefix
(take prefix-length term))
number
nil)))
<>)
(remove nil <>)
(zdd-set <>))))
(defun make-zdd-reasoner (rules)
"Turn a set of grounded GDL rules into a ZDD-based reasoner.
A rule forest is a collection of individual rule trees in a single layer,
stratified as necessary:
POSSIBLE: (STRATUM-1 STRATUM-2 ...)
HAPPENS: (STRATUM-1 STRATUM-2 ...)
|| ||
|| \/
|| (rule-tree-1 rule-tree-2 ...)
\/
(rule-tree-1 rule-tree-2 ...)
"
(let* ((rules (scully.gdl::normalize-rules rules))
(roles (find-roles rules)))
(destructuring-bind (term->number number->term possible happens)
(scully.terms::integerize-rules rules)
(with-zdd
(make-instance 'zdd-reasoner
:rules rules
:roles roles
:possible-forest (build-rule-forest possible)
:happens-forest (build-rule-forest happens)
:initial-zdd (zdd-set (find-initial-state rules term->number))
:legal-zdd (make-predicate-zdd '(ggp-rules::legal) term->number)
:goal-zdd (make-predicate-zdd '(ggp-rules::goal) term->number)
:terminal-zdd (make-predicate-zdd '(ggp-rules::terminal) term->number)
:next-zdd (make-predicate-zdd '(ggp-rules::next) term->number)
:percept-universes
(iterate
(for role :in roles)
(collect-hash (role (make-universe
(lambda (term)
(equal (take 2 term)
`(ggp-rules::sees ,role)))
term->number))))
:term->number term->number
:number->term number->term)))))
;;;; State Conversion ---------------------------------------------------------
(defun convert-next-to-true (reasoner zdd)
(recursively ((z zdd))
(ematch z
((sink nil) (sink nil))
((sink t) (sink t))
((node n hi lo)
(ematch (number-to-term reasoner n)
(`(ggp-rules::next ,body)
(zdd-node (term-to-number reasoner `(ggp-rules::true ,body))
(recur hi)
(recur lo))))))))
;;;; Basic API ----------------------------------------------------------------
(defun number-to-term (reasoner number)
(gethash number (zr-number->term reasoner)))
(defun term-to-number (reasoner term)
(gethash term (zr-term->number reasoner)))
(defun iset-to-list (reasoner iset)
(let ((contents (scully.zdd::enumerate iset)))
(if (null contents)
nil
(map-tree (curry #'number-to-term reasoner) contents))))
(defun dump-iset (reasoner iset)
(iterate (for i :from 0)
(for state :in (iset-to-list reasoner iset))
(let ((*package* (find-package :ggp-rules)))
(format t "STATE ~D:~%~{ ~S~%~}~2%" i state)))
iset)
(defun initial-iset (reasoner)
"Return the initial information set of the game."
(zr-initial-zdd reasoner))
(defun rand-state (reasoner iset)
"Select a random member of the given information set."
(mapcar (curry #'number-to-term reasoner)
(zdd-random-member iset)))
(defun terminalp (reasoner iset)
"Return whether the given information set is a terminal state."
(-<> iset
(zdd-meet <> (zr-terminal-zdd reasoner))
zdd-unit-p
not))
(defun roles (reasoner)
(zr-roles reasoner))
(defun filter-iset-for-percepts (reasoner iset role percepts)
(let ((universe (gethash role (zr-percept-universes reasoner)))
(percepts (mapcar (curry #'term-to-number reasoner) percepts)))
(zdd-match iset percepts universe)))
;;;; Drawing ------------------------------------------------------------------
(defun label (reasoner n)
(let ((*package* (find-package :ggp-rules)))
(-<> n
(number-to-term (if (eq t reasoner)
*reasoner*
reasoner)
<>)
(structural-string <>))))
(defun draw-zdd (reasoner zdd)
(scully.graphviz::draw-zdd zdd :label-fn (curry #'label reasoner)))
(defun draw-rule-tree (reasoner rule-tree)
(scully.graphviz::draw-rule-tree rule-tree :label-fn (curry #'label reasoner)))
;;;; Logic Application --------------------------------------------------------
;;;; Utils
(defun tree-to-result (tree)
(adt:match scully.rule-trees::rule-tree tree
((scully.rule-trees::top head) (values nil head))
(scully.rule-trees::bottom (values nil nil))
((scully.rule-trees::node _ _ _) (values tree nil))))
(defun process-stratum (function stratum)
"Process the stratum with `function`.
Two values will be returned:
1. The new stratum (possibly NIL).
2. Any new heads to add (possible NIL).
"
(iterate
(for tree :in (stratum-rule-trees stratum))
(for (values new-tree new-head) = (funcall function tree))
(when new-tree (collect new-tree :into new-trees))
(when new-head (collect new-head :into new-heads))
(finally (return (values (update-stratum-with stratum new-trees)
new-heads)))))
(defun process-forest (function forest)
"Process the rule forest with `function`.
Two values will be returned:
1. The new forest (possibly NIL).
2. Any new heads to add (possible NIL).
"
(iterate
(for stratum :in (rf-strata forest))
(for (values new-stratum new-heads) = (process-stratum function stratum))
(when new-stratum (collect new-stratum :into new-strata))
(appending new-heads :into heads)
(finally (return (values (make-rule-forest new-strata) heads)))))
;;;; Phase 1: Information Set Traversal
(defun advance-tree (tree term heads)
"Advance the rule tree up to (but not beyond) `term`.
Two values will be returned:
1. Either the resulting rule tree, or NIL if it was advanced down to a sink.
2. The new head if it was advanced down to a TOP sink, or NIL otherwise.
"
(adt:match scully.rule-trees::rule-tree tree
((scully.rule-trees::node term% hi lo)
(if (< term% term)
(if (member term% heads)
(advance-tree hi term heads)
(advance-tree lo term heads))
(tree-to-result tree)))
(_ (tree-to-result tree))))
(defun advance-stratum (stratum term &optional heads)
"Advance the stratum up to (but not beyond) `term`.
Two values will be returned:
1. The new stratum (possibly NIL).
2. Any new heads to add (possible NIL).
"
(process-stratum (rcurry #'advance-tree term heads) stratum))
(defun advance-forest (forest term &optional heads)
"Advance the rule forest up to (but not beyond) `term`.
Two values will be returned:
1. The new forest (possibly NIL).
2. Any new heads to add (possible NIL).
"
(process-forest (rcurry #'advance-tree term heads) forest))
(defun split-tree-hi (tree term)
(adt:match scully.rule-trees::rule-tree tree
((scully.rule-trees::node term% hi _)
(if (= term% term)
(tree-to-result hi)
(tree-to-result tree)))
(_ (error "Cannot split rule tree: ~S" tree))))
(defun split-tree-lo (tree term)
(adt:match scully.rule-trees::rule-tree tree
((scully.rule-trees::node term% _ lo)
(if (= term% term)
(tree-to-result lo)
(tree-to-result tree)))
(_ (error "Cannot split rule tree: ~S" tree))))
(defun split-forest-hi (forest term)
(process-forest (rcurry #'split-tree-hi term) forest))
(defun split-forest-lo (forest term)
(process-forest (rcurry #'split-tree-lo term) forest))
(defun traverse-iset (iset forest)
"Walk down the information set and rule forest in parallel."
(recursively ((iset iset)
(forest forest)
(heads '()))
(ematch iset
;; If we hit an empty sink we're out of sets to ever cons the heads onto,
;; so we can just bail immediately.
((sink nil) iset)
;; If we hit a unit sink we're done with the state-walking portion of this
;; algorithm and can move on the the fixed-pointing of the heads.
((sink t) (finalize-heads forest heads))
;; Otherwise we need to build a new ZDD node with the recursive results.
((node term hi lo)
(multiple-value-bind*
(((forest advanced-heads) (advance-forest forest term))
((forest-hi hi-heads) (split-forest-hi forest term))
((forest-lo lo-heads) (split-forest-lo forest term)))
(zdd-node
term
(recur hi forest-hi (append heads advanced-heads hi-heads))
(recur lo forest-lo (append heads advanced-heads lo-heads))))))))
;;;; Phase 2: Head Finalization
(defun walk-tree-positive (rule-tree heads)
;; At this point we need to see if this rule tree can be applied to the
;; current heads. This function is called in a fixed-point style, and it may
;; take multiple iterations for the set of heads to add to stabilize.
;;
;; This function is called after the trees have been advanced to the lower
;; bound of the stratum. Because we stratified the negation dependencies,
;; this means that the only things left at this point are positive terms.
(recursively ((tree rule-tree))
(adt:match scully.rule-trees::rule-tree tree
;; If we're at a normal node, check if it's in the heads we've added so
;; far and recur down the appropriate leg.
((scully.rule-trees::node term hi lo)
(if (member term heads)
(recur hi)
(recur lo)))
;; If we hit bottom, it just means we can't add this head *yet*. Return
;; the original rule tree.
((scully.rule-trees::bottom)
(tree-to-result rule-tree))
;; If we hit top we can add the head.
((scully.rule-trees::top _)
(tree-to-result tree)))))
(defun walk-stratum-positive (stratum heads)
(iterate
(for (values new-stratum new-heads) =
(process-stratum (rcurry #'walk-tree-positive heads) stratum))
(appending new-heads :into all-new-heads)
(setf stratum new-stratum
heads (append heads new-heads))
(while new-heads)
(finally (return (values stratum all-new-heads)))))
(defun finalize-heads (forest heads)
"Finalize the set of heads to add and return the appropriate ZDD."
(declare (optimize (debug 3) (speed 0)))
(iterate
(for stratum :in (rf-strata forest))
(for lower-bound = (stratum-lower-bound stratum))
(multiple-value-bind (s h) (advance-stratum stratum lower-bound heads)
(setf heads (append heads h)
stratum s))
; (pr '--------------------------------)
; (pr stratum)
; (pr lower-bound)
; (pr heads)
; (map nil (lambda (rt)
; (draw-rule-tree *r* rt)
; (break))
; (stratum-rule-trees stratum))
(multiple-value-bind (s h) (walk-stratum-positive stratum heads)
(setf heads (append heads h)
stratum s))
(finally (return (zdd-set heads)))))
;;;; API
(defun apply-rule-forest (reasoner iset forest)
"Apply `forest` to the given information set for `reasoner`."
(with-zdd
(let ((*reasoner* reasoner))
(traverse-iset iset forest))))
;;;; Scratch ------------------------------------------------------------------
(defparameter *rules* (scully.gdl::read-gdl "gdl/meier-grounded.gdl"))
(defparameter *rules* (scully.gdl::read-gdl "gdl/pennies-grounded.gdl"))
; (-<> *rules*
; (scully.gdl::normalize-rules <>)
; (scully.terms::integerize-rules <>)
; ; (nth 2 <>)
; ; (make-rule-forest <>)
; ; (scully.terms::print-strata <>)
; ; (no <>)
; ; (rest <>)
; ; (map nil #'print-hash-table <>)
; )
(defparameter *r* nil)
(defparameter *r* (make-zdd-reasoner *rules*))
(defparameter *i* (initial-iset *r*))
(defun test ()
(with-zdd
(-<>
(initial-iset *r*)
(apply-rule-forest *r* <> (zr-possible-forest *r*))
(zdd-join <> (make-iset *r* '((does random (choose heads heads))
(does alice noop))))
(apply-rule-forest *r* <> (zr-happens-forest *r*))
(filter-iset-for-percepts
*r* <>
'ggp-rules::alice
'((ggp-rules::sees ggp-rules::alice (ggp-rules::coins ggp-rules::unset))))
;; (pr <>)
;; (dump-iset *r* <>)
;; (dump-iset *r* <>)
;; (zdd-meet <> (zr-next-zdd *r*))
;; (dump-iset *r* <>)
;; (convert-next-to-true *r* <>)
(dump-iset *r* <>)
(no <>)
; (draw-zdd *r* <>)
)))