Library rt.util.fixedpoint
Require Import rt.util.tactics rt.util.induction.
Section FixedPoint.
Lemma iter_fix T (F : T → T) x k n :
iter k F x = iter k.+1 F x →
k ≤ n →
iter n F x = iter n.+1 F x.
Lemma fun_mon_iter_mon :
∀ (f: nat → nat) x0 x1 x2,
x1 ≤ x2 →
f x0 ≥ x0 →
(∀ x1 x2, x1 ≤ x2 → f x1 ≤ f x2) →
iter x1 f x0 ≤ iter x2 f x0.
Lemma fun_mon_iter_mon_helper :
∀ T (f: T → T) (le: rel T) x0 x1,
reflexive le →
transitive le →
(∀ x2, le x0 (iter x2 f x0)) →
(∀ x1 x2, le x0 x1 → le x1 x2 → le (f x1) (f x2)) →
le (iter x1 f x0) (iter x1.+1 f x0).
Lemma fun_mon_iter_mon_generic :
∀ T (f: T → T) (le: rel T) x0 x1 x2,
reflexive le →
transitive le →
x1 ≤ x2 →
(∀ x1 x2, le x0 x1 → le x1 x2 → le (f x1) (f x2)) →
(∀ x2 : nat, le x0 (iter x2 f x0)) →
le (iter x1 f x0) (iter x2 f x0).
End FixedPoint.
(* In this section, we define some properties of relations
that are important for fixed-point iterations. *)
Section Relations.
Context {T: Type}.
Variable R: rel T.
Variable f: T → T.
Definition monotone (R: rel T) :=
∀ x y, R x y → R (f x) (f y).
End Relations.
(* In this section we define a fixed-point iteration function
that stops as soon as it finds the solution. If no solution
is found, the function returns None. *)
Section Iteration.
Context {T : eqType}.
Variable f: T → T.
Fixpoint iter_fixpoint max_steps (x: T) :=
if max_steps is step.+1 then
let x' := f x in
if x == x' then
Some x
else iter_fixpoint step x'
else None.
Section BasicLemmas.
(* We prove that iter_fixpoint either returns either None
or Some y, where y is a fixed point. *)
Lemma iter_fixpoint_cases :
∀ max_steps x0,
iter_fixpoint max_steps x0 = None ∨
∃ y,
iter_fixpoint max_steps x0 = Some y ∧
y = f y.
(* We also show that any inductive property P is propagated
through the fixed-point iteration. *)
Lemma iter_fixpoint_ind:
∀ max_steps x0 x,
iter_fixpoint max_steps x0 = Some x →
∀ P,
P x0 →
(∀ x, P x → P (f x)) →
P x.
End BasicLemmas.
Section RelationLemmas.
Variable R: rel T.
Hypothesis H_reflexive: reflexive R.
Hypothesis H_transitive: transitive R.
Hypothesis H_monotone: monotone f R.
Lemma iter_fixpoint_ge_min:
∀ max_steps x0 x1 x,
iter_fixpoint max_steps x1 = Some x →
R x0 x1 →
R x1 (f x1) →
R x0 x.
Lemma iter_fixpoint_ge_bottom:
∀ max_steps x0 x,
iter_fixpoint max_steps x0 = Some x →
R x0 (f x0) →
R x0 x.
End RelationLemmas.
End Iteration.
Section FixedPoint.
Lemma iter_fix T (F : T → T) x k n :
iter k F x = iter k.+1 F x →
k ≤ n →
iter n F x = iter n.+1 F x.
Lemma fun_mon_iter_mon :
∀ (f: nat → nat) x0 x1 x2,
x1 ≤ x2 →
f x0 ≥ x0 →
(∀ x1 x2, x1 ≤ x2 → f x1 ≤ f x2) →
iter x1 f x0 ≤ iter x2 f x0.
Lemma fun_mon_iter_mon_helper :
∀ T (f: T → T) (le: rel T) x0 x1,
reflexive le →
transitive le →
(∀ x2, le x0 (iter x2 f x0)) →
(∀ x1 x2, le x0 x1 → le x1 x2 → le (f x1) (f x2)) →
le (iter x1 f x0) (iter x1.+1 f x0).
Lemma fun_mon_iter_mon_generic :
∀ T (f: T → T) (le: rel T) x0 x1 x2,
reflexive le →
transitive le →
x1 ≤ x2 →
(∀ x1 x2, le x0 x1 → le x1 x2 → le (f x1) (f x2)) →
(∀ x2 : nat, le x0 (iter x2 f x0)) →
le (iter x1 f x0) (iter x2 f x0).
End FixedPoint.
(* In this section, we define some properties of relations
that are important for fixed-point iterations. *)
Section Relations.
Context {T: Type}.
Variable R: rel T.
Variable f: T → T.
Definition monotone (R: rel T) :=
∀ x y, R x y → R (f x) (f y).
End Relations.
(* In this section we define a fixed-point iteration function
that stops as soon as it finds the solution. If no solution
is found, the function returns None. *)
Section Iteration.
Context {T : eqType}.
Variable f: T → T.
Fixpoint iter_fixpoint max_steps (x: T) :=
if max_steps is step.+1 then
let x' := f x in
if x == x' then
Some x
else iter_fixpoint step x'
else None.
Section BasicLemmas.
(* We prove that iter_fixpoint either returns either None
or Some y, where y is a fixed point. *)
Lemma iter_fixpoint_cases :
∀ max_steps x0,
iter_fixpoint max_steps x0 = None ∨
∃ y,
iter_fixpoint max_steps x0 = Some y ∧
y = f y.
(* We also show that any inductive property P is propagated
through the fixed-point iteration. *)
Lemma iter_fixpoint_ind:
∀ max_steps x0 x,
iter_fixpoint max_steps x0 = Some x →
∀ P,
P x0 →
(∀ x, P x → P (f x)) →
P x.
End BasicLemmas.
Section RelationLemmas.
Variable R: rel T.
Hypothesis H_reflexive: reflexive R.
Hypothesis H_transitive: transitive R.
Hypothesis H_monotone: monotone f R.
Lemma iter_fixpoint_ge_min:
∀ max_steps x0 x1 x,
iter_fixpoint max_steps x1 = Some x →
R x0 x1 →
R x1 (f x1) →
R x0 x.
Lemma iter_fixpoint_ge_bottom:
∀ max_steps x0 x,
iter_fixpoint max_steps x0 = Some x →
R x0 (f x0) →
R x0 x.
End RelationLemmas.
End Iteration.