1 (* Author: Tobias Nipkow *)
3 header "Denotational Abstract Interpretation"
5 theory Abs_Int_den0_fun
6 imports "~~/src/HOL/ex/Interpretation_with_Defs" Big_Step
12 fixes le :: "'a \<Rightarrow> 'a \<Rightarrow> bool" (infix "\<sqsubseteq>" 50)
13 assumes le_refl[simp]: "x \<sqsubseteq> x"
14 and le_trans: "x \<sqsubseteq> y \<Longrightarrow> y \<sqsubseteq> z \<Longrightarrow> x \<sqsubseteq> z"
16 text{* Note: no antisymmetry. Allows implementations where some abstract
17 element is implemented by two different values @{prop "x \<noteq> y"}
18 such that @{prop"x \<sqsubseteq> y"} and @{prop"y \<sqsubseteq> x"}. Antisymmetry is not
19 needed because we never compare elements for equality but only for @{text"\<sqsubseteq>"}.
22 class SL_top = preord +
23 fixes join :: "'a \<Rightarrow> 'a \<Rightarrow> 'a" (infixl "\<squnion>" 65)
25 assumes join_ge1 [simp]: "x \<sqsubseteq> x \<squnion> y"
26 and join_ge2 [simp]: "y \<sqsubseteq> x \<squnion> y"
27 and join_least: "x \<sqsubseteq> z \<Longrightarrow> y \<sqsubseteq> z \<Longrightarrow> x \<squnion> y \<sqsubseteq> z"
28 and top[simp]: "x \<sqsubseteq> Top"
31 lemma join_le_iff[simp]: "x \<squnion> y \<sqsubseteq> z \<longleftrightarrow> x \<sqsubseteq> z \<and> y \<sqsubseteq> z"
32 by (metis join_ge1 join_ge2 join_least le_trans)
34 fun iter :: "nat \<Rightarrow> ('a \<Rightarrow> 'a) \<Rightarrow> 'a \<Rightarrow> 'a" where
36 "iter (Suc n) f x = (if f x \<sqsubseteq> x then x else iter n f (f x))"
38 lemma iter_pfp: "f(iter n f x) \<sqsubseteq> iter n f x"
39 apply (induction n arbitrary: x)
44 abbreviation iter' :: "nat \<Rightarrow> ('a \<Rightarrow> 'a) \<Rightarrow> 'a \<Rightarrow> 'a" where
45 "iter' n f x0 == iter n (\<lambda>x. x0 \<squnion> f x) x0"
47 lemma iter'_pfp_above:
48 "f(iter' n f x0) \<sqsubseteq> iter' n f x0" "x0 \<sqsubseteq> iter' n f x0"
49 using iter_pfp[of "\<lambda>x. x0 \<squnion> f x"] by auto
51 text{* So much for soundness. But how good an approximation of the post-fixed
52 point does @{const iter} yield? *}
54 lemma iter_funpow: "iter n f x \<noteq> Top \<Longrightarrow> \<exists>k. iter n f x = (f^^k) x"
55 apply(induction n arbitrary: x)
58 apply(metis funpow.simps(1) id_def)
59 by (metis funpow.simps(2) funpow_swap1 o_apply)
61 text{* For monotone @{text f}, @{term "iter f n x0"} yields the least
62 post-fixed point above @{text x0}, unless it yields @{text Top}. *}
65 assumes mono: "\<And>x y. x \<sqsubseteq> y \<Longrightarrow> f x \<sqsubseteq> f y" and "iter n f x0 \<noteq> Top"
66 and "f p \<sqsubseteq> p" and "x0 \<sqsubseteq> p" shows "iter n f x0 \<sqsubseteq> p"
68 obtain k where "iter n f x0 = (f^^k) x0"
69 using iter_funpow[OF `iter n f x0 \<noteq> Top`] by blast
71 { fix n have "(f^^n) x0 \<sqsubseteq> p"
73 case 0 show ?case by(simp add: `x0 \<sqsubseteq> p`)
75 case (Suc n) thus ?case
76 by (simp add: `x0 \<sqsubseteq> p`)(metis Suc assms(3) le_trans mono)
78 } ultimately show ?thesis by simp
83 text{* The interface of abstract values: *}
86 fixes rep :: "'a::SL_top \<Rightarrow> 'b set"
87 assumes le_rep: "a \<sqsubseteq> b \<Longrightarrow> rep a \<subseteq> rep b"
90 abbreviation in_rep (infix "<:" 50) where "x <: a == x : rep a"
92 lemma in_rep_join: "x <: a1 \<or> x <: a2 \<Longrightarrow> x <: a1 \<squnion> a2"
93 by (metis SL_top_class.join_ge1 SL_top_class.join_ge2 le_rep subsetD)
97 locale Val_abs = Rep rep
98 for rep :: "'a::SL_top \<Rightarrow> val set" +
99 fixes num' :: "val \<Rightarrow> 'a"
100 and plus' :: "'a \<Rightarrow> 'a \<Rightarrow> 'a"
101 assumes rep_num': "rep(num' n) = {n}"
102 and rep_plus': "n1 <: a1 \<Longrightarrow> n2 <: a2 \<Longrightarrow> n1+n2 <: plus' a1 a2"
105 instantiation "fun" :: (type, SL_top) SL_top
108 definition "f \<sqsubseteq> g = (ALL x. f x \<sqsubseteq> g x)"
109 definition "f \<squnion> g = (\<lambda>x. f x \<squnion> g x)"
110 definition "Top = (\<lambda>x. Top)"
112 lemma join_apply[simp]:
113 "(f \<squnion> g) x = f x \<squnion> g x"
114 by (simp add: join_fun_def)
118 case goal2 thus ?case by (metis le_fun_def preord_class.le_trans)
119 qed (simp_all add: le_fun_def Top_fun_def)
123 subsection "Abstract Interpretation Abstractly"
125 text{* Abstract interpretation over abstract values. Abstract states are
126 simply functions. The post-fixed point finder is parameterized over. *}
128 type_synonym 'a st = "name \<Rightarrow> 'a"
130 locale Abs_Int_Fun = Val_abs +
131 fixes pfp :: "('a st \<Rightarrow> 'a st) \<Rightarrow> 'a st \<Rightarrow> 'a st"
132 assumes pfp: "f(pfp f x) \<sqsubseteq> pfp f x"
133 assumes above: "x \<sqsubseteq> pfp f x"
136 fun aval' :: "aexp \<Rightarrow> (name \<Rightarrow> 'a) \<Rightarrow> 'a" where
137 "aval' (N n) _ = num' n" |
138 "aval' (V x) S = S x" |
139 "aval' (Plus a1 a2) S = plus' (aval' a1 S) (aval' a2 S)"
141 abbreviation fun_in_rep (infix "<:" 50) where
142 "f <: F == \<forall>x. f x <: F x"
144 lemma fun_in_rep_le: "(s::state) <: S \<Longrightarrow> S \<sqsubseteq> T \<Longrightarrow> s <: T"
145 by (metis le_fun_def le_rep subsetD)
147 lemma aval'_sound: "s <: S \<Longrightarrow> aval a s <: aval' a S"
148 by (induct a) (auto simp: rep_num' rep_plus')
150 fun AI :: "com \<Rightarrow> (name \<Rightarrow> 'a) \<Rightarrow> (name \<Rightarrow> 'a)" where
152 "AI (x ::= a) S = S(x := aval' a S)" |
153 "AI (c1;c2) S = AI c2 (AI c1 S)" |
154 "AI (IF b THEN c1 ELSE c2) S = (AI c1 S) \<squnion> (AI c2 S)" |
155 "AI (WHILE b DO c) S = pfp (AI c) S"
157 lemma AI_sound: "(c,s) \<Rightarrow> t \<Longrightarrow> s <: S0 \<Longrightarrow> t <: AI c S0"
158 proof(induction c arbitrary: s t S0)
159 case SKIP thus ?case by fastforce
161 case Assign thus ?case by (auto simp: aval'_sound)
163 case Semi thus ?case by auto
165 case If thus ?case by(auto simp: in_rep_join)
168 let ?P = "pfp (AI c) S0"
169 { fix s t have "(WHILE b DO c,s) \<Rightarrow> t \<Longrightarrow> s <: ?P \<Longrightarrow> t <: ?P"
170 proof(induction "WHILE b DO c" s t rule: big_step_induct)
171 case WhileFalse thus ?case by simp
173 case WhileTrue thus ?case by(metis While.IH pfp fun_in_rep_le)
176 with fun_in_rep_le[OF `s <: S0` above]
177 show ?case by (metis While(2) AI.simps(5))
183 text{* Problem: not executable because of the comparison of abstract states,
184 i.e. functions, in the post-fixedpoint computation. Need to implement
185 abstract states concretely. *}