structure kernel :> kernel = struct open HolKernel Abbrev boolLib aiLib dir; val ERR = mk_HOL_ERR "kernel"; val selfdir = dir.selfdir (* ------------------------------------------------------------------------- Globals ------------------------------------------------------------------------- *) val maxinput = ref 16 val simple_search = ref false (* ------------------------------------------------------------------------- Types ------------------------------------------------------------------------- *) type oper2 = int * int -> int type oper3 = int * int * int -> int type exec = int * int -> int type seq = int list val seq_compare = list_compare Int.compare fun string_of_seq il = String.concatWith " " (map its il) (* ------------------------------------------------------------------------- Composing semantics and executables ------------------------------------------------------------------------- *) val error = valOf (Int.maxInt) (* ------------------------------------------------------------------------- Program ------------------------------------------------------------------------- *) type id = int datatype prog = Ins of (id * prog list); fun prog_compare (Ins(s1,pl1),Ins(s2,pl2)) = cpl_compare Int.compare (list_compare prog_compare) ((s1,pl1),(s2,pl2)) fun equal_prog (a,b) = (prog_compare (a,b) = EQUAL) fun prog_size (Ins(s,pl)) = if null pl then 1 + sum_int (map prog_size pl) else sum_int (map prog_size pl) fun all_subprog (p as Ins (_,pl)) = p :: List.concat (map all_subprog pl); (* ------------------------------------------------------------------------- Instructions ------------------------------------------------------------------------- *) val zero_id = 0 val one_id = 1 val two_id = 2 val addi_id = 3 val diff_id = 4 val mult_id = 5 val divi_id = 6 val modu_id = 7 val cond_id = 8 val loop_id = 9 val var_id = 10 val ind_id = 11 val compr_id = 12 val alpha3 = rpt_fun_type 3 alpha val alpha4 = rpt_fun_type 4 alpha val operv = Vector.fromList [ mk_var ("zero",alpha), mk_var ("one",alpha), mk_var ("two",alpha), mk_var ("addi",alpha3), mk_var ("diff",alpha3), mk_var ("mult",alpha3), mk_var ("divi",alpha3), mk_var ("modu",alpha3), mk_var ("cond",alpha4), mk_var ("loop",alpha4), mk_var ("var",alpha), mk_var ("ind",alpha), mk_var ("compr",alpha3) ] val maxoper = Vector.length operv val operav = Vector.map arity_of operv fun name_of_oper i = fst (dest_var (Vector.sub (operv,i))) (* time limit per instruction *) val timelimit = ref (16*16*16*16+1); val counter = ref 0; fun start f x = (counter := 0; f x) (* nullary *) val zero_f = (fn _ => 0) val one_f = (fn _ => 1) val two_f = (fn _ => 2) val var_f = (fn (a:int,b:int) => a) val ind_f = (fn (a:int,b:int) => b) (* first-order *) val addi_f = op + val diff_f = op - val mult_f = op * val divi_f = op div val modu_f = op mod fun cond_f (a,b,c) = if a <= 0 then b else c (* higher-order operator *) fun loop_f_aux i f n x = ( incr counter; if !counter > !timelimit then raise Div else if n <= 0 then x else loop_f_aux (i+1) f (n-1) (f (x,i)) ) fun loop_f f (n,x) = if n > !timelimit then raise Div else loop_f_aux 1 f n x fun compr_f_aux x f n0 n = ( if x > (n0+1)*(n0+1)*256 then raise Div else (); incr counter; if !counter > !timelimit then raise Div else if f (x,0) <= 0 then (if n0 >= n then x else compr_f_aux (x+1) f (n0+1) n) else compr_f_aux (x+1) f n0 n ) fun compr_f f n = if n > !timelimit orelse n < 0 then raise Div else compr_f_aux 0 f 0 n (* regroup by arity *) val nullaryl = [(zero_id,zero_f),(one_id,one_f),(two_id,two_f),(var_id,var_f),(ind_id,ind_f)] val nullaryidl = map fst nullaryl fun is_nullary id = mem id nullaryidl fun find_nullaryf id = assoc id nullaryl val nullaryv = Vector.tabulate (maxoper, fn i => if can find_nullaryf i then find_nullaryf i else zero_f); val binaryl = [(addi_id,addi_f),(diff_id,diff_f),(mult_id,mult_f),(divi_id,divi_f), (modu_id,modu_f)] val binaryidl = map fst binaryl fun is_binary id = id >= addi_id andalso id <= modu_id fun find_binaryf id = assoc id binaryl val binaryv = Vector.tabulate (maxoper, fn i => if can find_binaryf i then find_binaryf i else addi_f); fun is_comm id = mem id [addi_id, mult_id] val binaryidl_nocomm = filter (fn x => not (is_comm x)) binaryidl (* ------------------------------------------------------------------------- Compressed programs ------------------------------------------------------------------------- *) fun depend_on_i p = case p of Ins (id,[]) => id = ind_id | Ins (9,[p1,p2,p3]) => depend_on_i p2 orelse depend_on_i p3 | Ins (_,pl) => exists depend_on_i pl fun under_lambda p = case p of Ins (id,[]) => [] | Ins (9,[p1,p2,p3]) => p1 :: List.concat (map under_lambda [p1,p2,p3]) | Ins (_,pl) => List.concat (map under_lambda pl) fun has_lambdai p = case p of Ins (id,[]) => false | Ins (9,[p1,p2,p3]) => depend_on_i p1 orelse has_lambdai p2 orelse has_lambdai p3 | Ins (_,pl) => exists has_lambdai pl fun suc_prog n p = if n <= 0 then p else Ins (addi_id, [suc_prog (n-1) p, Ins (one_id,[])]) fun shift_prog n p = case p of Ins (id,[]) => if id = var_id then suc_prog n p else p | Ins (9,[p1,p2,p3]) => Ins (9,[p1, shift_prog n p2, shift_prog n p3]) | Ins (12,[p1,p2]) => Ins (12,[p1, shift_prog n p2]) | Ins (id,pl) => Ins (id, map (shift_prog n) pl) (* ------------------------------------------------------------------------- Compressed programs ------------------------------------------------------------------------- *) type progi = Arbint.int val progi_compare = Arbint.compare fun equal_progi (a,b) = (progi_compare (a,b) = EQUAL) fun suc x = x + 1 fun pred x = x - 1 local open Arbint in val arbmaxoper = fromInt (suc maxoper) fun zip_prog prog = let fun polish (Ins (id,pl)) = fromInt (suc id) :: List.concat (map polish pl) fun loop r il = case il of [] => r | a :: m => loop (r * arbmaxoper + a) m in loop zero (rev (polish prog)) end fun unzip_progl arbi = let val (q,r) = Arbint.divmod (arbi, arbmaxoper) val id = pred (toInt r) val a = Vector.sub (operav,id) val pl = if q = zero then [] else unzip_progl q val (pla,plb) = part_n a pl in Ins (id,pla) :: plb end fun unzip_prog arbi = singleton_of_list (unzip_progl arbi) val hseq_modw = fromInt 2115908027 fun pi_to_hseq pi = let val (q,r) = Arbint.divmod (pi, hseq_modw) in if q = zero then [toInt r] else toInt r :: pi_to_hseq q end end (* local *) (* ------------------------------------------------------------------------- Possible inputs ------------------------------------------------------------------------- *) val entryl = List.concat [ List.tabulate (16,fn x => (x,0)), List.tabulate (8,fn x => (x,1)), List.tabulate (4,fn x => (x,2)), List.tabulate (2,fn x => (x,3)), List.tabulate (1,fn x => (x,4)) ]; val entryl16 = first_n 16 entryl (* ------------------------------------------------------------------------- Execute a program on some input ------------------------------------------------------------------------- *) fun compose1 f f1 x = f (f1 x) fun compose2 f f1 f2 x = f (f1 x, f2 x) fun compose3 f f1 f2 f3 x = f (f1 x, f2 x, f3 x) fun mk_exec_aux prog = case prog of Ins (id,[]) => Vector.sub (nullaryv,id) | Ins (12,[p1,p2]) => compose1 (compr_f (mk_exec_aux p1)) (mk_exec_aux p2) | Ins (id,[p1,p2]) => compose2 (Vector.sub (binaryv,id)) (mk_exec_aux p1) (mk_exec_aux p2) | Ins (8,[p1,p2,p3]) => compose3 cond_f (mk_exec_aux p1) (mk_exec_aux p2) (mk_exec_aux p3) | Ins (9,[p1,p2,p3]) => compose2 (loop_f (mk_exec_aux p1)) (mk_exec_aux p2) (mk_exec_aux p3) | _ => raise ERR "mk_exec" "" fun mk_exec p = let val exec = start (mk_exec_aux p) in (fn x => ((exec x,!counter) handle Overflow => (error,!counter))) end fun not_semdep_on_i e31 = let val (e16,e15) = part_n 16 e31 val (e8,e7) = part_n 8 e15 val (e4,e3) = part_n 4 e7 val (e2,e1) = part_n 2 e3 in seq_compare (first_n 8 e16, e8) = EQUAL andalso seq_compare (first_n 4 e16, e4) = EQUAL andalso seq_compare (first_n 2 e16, e2) = EQUAL andalso seq_compare (first_n 1 e16, e1) = EQUAL end fun semtimo_of_prog p = let val f = mk_exec p in if not (depend_on_i p) then let val e16 = map f entryl16 val r = (e16 @ first_n 8 e16 @ first_n 4 e16 @ first_n 2 e16 @ first_n 1 e16) val (sem,timl) = split r val tim = 31 + sum_int timl in SOME (sem,tim) end handle Div => NONE else let val r = map f entryl val (sem,timl) = split r val tim = 31 + sum_int timl in if not_semdep_on_i sem then NONE else SOME (sem,tim) end handle Div => NONE end fun semo_of_prog p = Option.map fst (semtimo_of_prog p) fun same_sem p1 p2 = case (semo_of_prog p1, semo_of_prog p2) of (SOME l1, SOME l2) => seq_compare (l1,l2) = EQUAL | _ => false val sem_of_prog = valOf o semo_of_prog fun seq_of_prog p = first_n 16 (sem_of_prog p) fun is_executable x = isSome (semo_of_prog x) (* ------------------------------------------------------------------------- Applications of an instruction syntactically from compressed programs ------------------------------------------------------------------------- *) fun papp_nullop id = Ins (id,[]) fun papp_binop id (p1,p2) = Ins (id, [p1,p2]) fun papp_ternop id (p1,p2,p3) = Ins (id,[p1,p2,p3]) (* ------------------------------------------------------------------------- Human readable output ------------------------------------------------------------------------- *) val constnorm_flag = ref false val polynorm_flag = ref true val imperative_flag = ref false fun itsm i = if i < 0 then "-" ^ its (~i) else its i fun mk_xn vn = if vn = ~1 then "x" else "X" fun mk_in vn = if vn = ~1 then "i" else "I" fun constnorm prog = case prog of Ins (0,[]) => 0 | Ins (1,[]) => 1 | Ins (2,[]) => 2 | Ins (3,[p1,p2]) => addi_f (constnorm p1,constnorm p2) | Ins (4,[p1,p2]) => diff_f (constnorm p1,constnorm p2) | Ins (5,[p1,p2]) => mult_f (constnorm p1,constnorm p2) | Ins (6,[p1,p2]) => divi_f (constnorm p1,constnorm p2) | Ins (7,[p1,p2]) => modu_f (constnorm p1,constnorm p2) | _ => raise ERR "constnorm" "" fun polyaddi l1 l2 = case (l1,l2) of (l1,[]) => l1 | ([],l2) => l2 | (a1 :: m1, a2 :: m2) => addi_f (a1,a2) :: polyaddi m1 m2 fun polydiff l1 l2 = case (l1,l2) of (l1,[]) => l1 | ([],l2) => polydiff (List.tabulate (length l2, fn _ => 0)) l2 | (a1 :: m1, a2 :: m2) => diff_f (a1,a2) :: polydiff m1 m2 fun polymult l1 l2 = case (l1,l2) of (l1,[]) => raise ERR "polymult" "" | ([],l2) => raise ERR "polymult" "" | (l1,[a]) => map (fn x => mult_f (a,x)) l1 | ([a],l2) => map (fn x => mult_f (a,x)) l2 | (a1 :: m1, l2) => polyaddi (map (fn x => mult_f (a1,x)) l2) (polymult m1 (0 :: l2)) fun polydivi l1 l2 = case (l1,l2) of ([a],[b]) => [divi_f (a,b)] | _ => raise ERR "polydivi" "" fun polymodu l1 l2 = case (l1,l2) of ([a],[b]) => [modu_f (a,b)] | _ => raise ERR "polymodu" "" fun polynorm prog = case prog of Ins (0,[]) => [0] | Ins (1,[]) => [1] | Ins (2,[]) => [2] | Ins (3,[p1,p2]) => polyaddi (polynorm p1) (polynorm p2) | Ins (4,[p1,p2]) => polydiff (polynorm p1) (polynorm p2) | Ins (5,[p1,p2]) => polymult (polynorm p1) (polynorm p2) | Ins (6,[p1,p2]) => polydivi (polynorm p1) (polynorm p2) | Ins (7,[p1,p2]) => polymodu (polynorm p1) (polynorm p2) | Ins (10,[]) => [0,1] | _ => raise ERR "polynorm" "" fun string_of_mono vn (a,i) = (if a = 1 andalso i <> 0 then "" else if a = ~1 andalso i <> 0 then "-" else itsm a) ^ (if (a = 1 andalso i <> 0) orelse (a = ~1 andalso i <> 0) orelse (i = 0) then "" else "*") ^ (if i = 0 then "" else if i = 1 then mk_xn vn else mk_xn vn ^ (if !imperative_flag then "**" else "^") ^ its i) fun string_of_poly vn l = let val l1 = filter (fn x => fst x <> 0) (number_snd 0 l) in if null l1 then "0" else let val s = String.concatWith " + " (map (string_of_mono vn) (rev l1)) in if length l1 = 1 then s else "(" ^ s ^ ")" end end fun polyaddil l = case l of [] => [] | a :: m => polyaddi a (polyaddil m) fun polymultl l = case l of [] => raise ERR "polymultl" "" | [a] => a | a :: m => polymult a (polymultl m) fun rm_par s = if String.size s = 0 then s else if String.sub (s,0) = #"(" andalso String.sub (s,String.size s - 1) = #")" then String.substring (s,1,String.size s - 2) else s; (* regroup polynoms in repeated addition/substraction and multiplications *) fun strip_addi p = case p of Ins (3,[p1,p2]) => let val (a1,b1) = strip_addi p1 val (a2,b2) = strip_addi p2 in (a1 @ a2, b1 @ b2) end | Ins (4,[p1,p2]) => let val (a1,b1) = strip_addi p1 val (a2,b2) = strip_addi p2 in (a1 @ b2, a2 @ b1) end | _ => ([p],[]) fun strip_mult p = case p of Ins (5,[p1,p2]) => strip_mult p1 @ strip_mult p2 | _ => [p] fun is_loop (Ins(id,pl)) = (mem id [9,12]) val ctxt = ref [] val funn = ref 0 fun incrs s = s ^ " = " ^ s ^ " + 1"; fun decrs s = s ^ " = " ^ s ^ " - 1"; fun human vn prog = if !constnorm_flag andalso can constnorm prog then its (constnorm prog) else case prog of Ins (3,[p1,p2]) => if !polynorm_flag then reg_add vn prog else "(" ^ human vn p1 ^ " + " ^ human vn p2 ^ ")" | Ins (4,[p1,p2]) => if !polynorm_flag then reg_add vn prog else "(" ^ human vn p1 ^ " - " ^ human vn p2 ^ ")" | Ins (5,[p1,p2]) => if !polynorm_flag then reg_mult vn prog else "(" ^ human vn p1 ^ " * " ^ human vn p2 ^ ")" | Ins (6,[p1,p2]) => if !imperative_flag then "(" ^ human vn p1 ^ " // " ^ human vn p2 ^ ")" else "(" ^ human vn p1 ^ " div " ^ human vn p2 ^ ")" | Ins (7,[p1,p2]) => if !imperative_flag then "(" ^ human vn p1 ^ " % " ^ human vn p2 ^ ")" else "(" ^ human vn p1 ^ " mod " ^ human vn p2 ^ ")" | Ins (8,[p1,p2,p3]) => if !imperative_flag then "(" ^ rm_par (human vn p2) ^ " if " ^ rm_par (human vn p1) ^ " <= 0 else " ^ rm_par (human vn p3) ^ ")" else "(if " ^ rm_par (human vn p1) ^ " <= 0 then " ^ rm_par (human vn p2) ^ " else " ^ rm_par (human vn p3) ^ ")" | Ins (9,[p1,p2,p3]) => let val wn = (!funn) val _ = incr funn val s1 = rm_par (human (~1) p1) val s2 = human wn p2 ^ " + 1" val s3 = rm_par (human wn p3) val fs = "f" ^ its wn val fprev1 = if depend_on_i prog then fs ^ "(" ^ mk_xn wn ^ "," ^ mk_in wn ^ ")" else fs ^ "(" ^ mk_xn wn ^ ")" val fprev2 = if depend_on_i prog then fs ^ "(" ^ mk_xn vn ^ "," ^ mk_in vn ^ ")" else fs ^ "(" ^ mk_xn vn ^ ")" val fs_head = "def " ^ fprev1 ^ ":" in if !imperative_flag then let val cs = [fs_head, " x = " ^ s3, " " ^ "for i in range (1," ^ s2 ^ "):", " x = " ^ s1, " return x", ""] in ctxt := !ctxt @ cs; fprev2 end else "loop(\\(x,i)." ^ s1 ^ ", " ^ rm_par (human (~1) p2) ^ ", " ^ rm_par (human (~1) p3) ^ ")" end | Ins (10,[]) => mk_xn vn | Ins (11,[]) => mk_in vn | Ins (12,[p1,p2]) => let val wn = (!funn) val _ = incr funn val s1 = rm_par (human (~1) p1) val s2 = rm_par (human wn p2) val fs = "f" ^ its wn val fprev1 = if depend_on_i prog then fs ^ "(" ^ mk_xn wn ^ "," ^ mk_in wn ^ ")" else fs ^ "(" ^ mk_xn wn ^ ")" val fprev2 = if depend_on_i prog then fs ^ "(" ^ mk_xn vn ^ "," ^ mk_in vn ^ ")" else fs ^ "(" ^ mk_xn vn ^ ")" val fs_head = "def " ^ fprev1 ^ ":" in if !imperative_flag then let val cs = [fs_head, " x,i = 0,0", " while i <= " ^ s2 ^ ":", " if " ^ s1 ^ " <= 0:", " i = i + 1", " x = x + 1", " return x - 1", ""] in ctxt := !ctxt @ cs; fprev2 end else "compr(\\x." ^ s1 ^ ", " ^ rm_par (human (~1) p2) ^ ")" end | Ins (s,[]) => its s | Ins (s,l) => "(" ^ its s ^ " " ^ String.concatWith " " (map (human vn) l) ^ ")" and reg_add vn p = let val (pl1,pl2) = strip_addi p val (pl1a,pl1b) = partition (can polynorm) pl1 val (pl2a,pl2b) = partition (can polynorm) pl2 val pl1n = map polynorm pl1a val pl2n = map polynorm pl2a fun human_addl pl = case pl of [] => raise ERR "reg_add" "" | [a] => human vn a | _ => "(" ^ String.concatWith " + " (map (human vn) pl) ^ ")" val polyo = if null pl1n andalso null pl2n then NONE else SOME (polydiff (polyaddil pl1n) (polyaddil pl2n)) in case (polyo,pl1b,pl2b) of (NONE,[],[]) => raise ERR "reg_add 2" "" | (NONE,_,[]) => human_addl pl1b | (NONE,[],_) => "-" ^ human_addl pl2b | (NONE,_,_) => "(" ^ human_addl pl1b ^ " - " ^ human_addl pl2b ^ ")" | (SOME poly,[],[]) => string_of_poly vn poly | (SOME poly,_,[]) => "(" ^ string_of_poly vn poly ^ " + " ^ human_addl pl1b ^ ")" | (SOME poly,[],_) => "(" ^ string_of_poly vn poly ^ " - " ^ human_addl pl2b ^ ")" | (SOME poly,_,_) => "(" ^ string_of_poly vn poly ^ " + " ^ human_addl pl1b ^ " - " ^ human_addl pl2b ^ ")" end and reg_mult vn p = let val pl = strip_mult p val (pla,plb) = partition (can polynorm) pl fun human_multl pl = case pl of [] => raise ERR "reg_mult" "" | [a] => human vn a | _ => "(" ^ String.concatWith " * " (map (human vn) pl) ^ ")" val polyo = if null pla then NONE else SOME (polymultl (map polynorm pla)) in case (polyo,plb) of (NONE,[]) => raise ERR "reg_mult 2" "" | (NONE,_) => human_multl plb | (SOME poly,[]) => string_of_poly vn poly | (SOME poly,_) => "(" ^ string_of_poly vn poly ^ " * " ^ human_multl plb ^ ")" end fun humanf p = let val _ = imperative_flag := false val s = human (~1) p val _ = imperative_flag := false in s end fun humani ntop p = let val _ = imperative_flag := true val _ = ctxt := [] val _ = funn := 0 val ps = if not (is_loop p) then let val wn = !funn val _ = incr funn val fs = "f" ^ its wn val xs = mk_xn wn val s = rm_par (human wn p) val head = "def " ^ fs ^ "(" ^ xs ^ "):\n return " ^ s ^ "\n" val test = "for x in range(" ^ its ntop ^ "):\n print (" ^ fs ^ "(x))" val ps' = String.concatWith "\n" (!ctxt @ [head,test]) in ps' end else let val wn = !funn val fs = "f" ^ its wn val s = rm_par (human wn p) val test = "for x in range(" ^ its ntop ^ "):\n print (" ^ fs ^ "(x))" val ps' = String.concatWith "\n" (!ctxt @ [test]) in ps' end val _ = ctxt := [] val _ = imperative_flag := false in ps end (* load "mcts"; open aiLib kernel mcts; let val p = random_prog 20 in print_endline (humanf p ^ "\n"); print_endline (humani p) end; *) (* ------------------------------------------------------------------------- Timer ------------------------------------------------------------------------- *) val search_time = ref (Time.fromReal 60.0) val search_steps = ref (valOf (Int.maxInt)) val rt_glob = ref (Timer.startRealTimer ()) val rti_glob = ref 0 exception SearchTimeout; fun init_timer () = (rti_glob := 0; rt_glob := Timer.startRealTimer ()) fun check_timer () = ( if !rti_glob mod 100000 = 0 then print "." else (); if !rti_glob > !search_steps orelse (!rti_glob mod 100 = 0 andalso Timer.checkRealTimer (!rt_glob) > !search_time) then raise SearchTimeout else incr rti_glob ) end (* struct *)