2016-02-16 16:29:08 +00:00
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(** Formal Reasoning About Programs <http://adam.chlipala.net/frap/>
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* Chapter 4: Transition Systems
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* Author: Adam Chlipala
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* License: https://creativecommons.org/licenses/by-nc-nd/4.0/ *)
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Require Import Frap.
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Set Implicit Arguments.
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(* This command will treat type arguments to functions as implicit, like in
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* Haskell or ML. *)
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(* Here's a classic recursive, functional program for factorial. *)
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Fixpoint fact (n : nat) : nat :=
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match n with
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| O => 1
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| S n' => fact n' * S n'
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end.
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(* But let's reformulate factorial relationally, as an example to explore
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* treatment of inductive relations in Coq. First, these are the states of our
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* state machine. *)
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Inductive fact_state :=
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| AnswerIs (answer : nat)
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| WithAccumulator (input accumulator : nat).
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(* *Initial* states *)
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Inductive fact_init (original_input : nat) : fact_state -> Prop :=
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| FactInit : fact_init original_input (WithAccumulator original_input 1).
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(** *Final* states *)
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Inductive fact_final : fact_state -> Prop :=
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| FactFinal : forall ans, fact_final (AnswerIs ans).
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(** The most important part: the relation to step between states *)
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Inductive fact_step : fact_state -> fact_state -> Prop :=
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| FactDone : forall acc,
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fact_step (WithAccumulator O acc) (AnswerIs acc)
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| FactStep : forall n acc,
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fact_step (WithAccumulator (S n) acc) (WithAccumulator n (acc * S n)).
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(* We care about more than just single steps. We want to run factorial to
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* completion, for which it is handy to define a general relation of
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* *transitive-reflexive closure*, like so. *)
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Inductive trc {A} (R : A -> A -> Prop) : A -> A -> Prop :=
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| TrcRefl : forall x, trc R x x
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| TrcFront : forall x y z,
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R x y
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-> trc R y z
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-> trc R x z.
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(* Transitive-reflexive closure is so common that it deserves a shorthand notation! *)
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Notation "R ^*" := (trc R) (at level 0).
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(* Now let's use it to execute the factorial program. *)
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Example factorial_3 : fact_step^* (WithAccumulator 3 1) (AnswerIs 6).
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Proof.
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Admitted.
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(* It will be useful to give state machines more first-class status, as
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* *transition systems*, formalized by this record type. It has one type
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* parameter, [state], which records the type of states. *)
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Record trsys state := {
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Initial : state -> Prop;
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Step : state -> state -> Prop
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}.
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(* The example of our factorial program: *)
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Definition factorial_sys (original_input : nat) : trsys fact_state := {|
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Initial := fact_init original_input;
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Step := fact_step
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|}.
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(* A useful general notion for transition systems: reachable states *)
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Inductive reachable {state} (sys : trsys state) (st : state) : Prop :=
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| Reachable : forall st0,
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sys.(Initial) st0
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-> sys.(Step)^* st0 st
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-> reachable sys st.
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(* To prove that our state machine is correct, we rely on the crucial technique
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* of *invariants*. What is an invariant? Here's a general definition, in
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* terms of an arbitrary transition system. *)
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Definition invariantFor {state} (sys : trsys state) (invariant : state -> Prop) :=
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forall s, sys.(Initial) s
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-> forall s', sys.(Step)^* s s'
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-> invariant s'.
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(* That is, when we begin in an initial state and take any number of steps, the
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* place we wind up always satisfies the invariant. *)
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(* Here's a simple lemma to help us apply an invariant usefully,
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* really just restating the definition. *)
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Lemma use_invariant' : forall {state} (sys : trsys state)
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(invariant : state -> Prop) s s',
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invariantFor sys invariant
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-> sys.(Initial) s
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-> sys.(Step)^* s s'
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-> invariant s'.
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Proof.
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unfold invariantFor.
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simplify.
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eapply H.
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eassumption.
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assumption.
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Qed.
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Theorem use_invariant : forall {state} (sys : trsys state)
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(invariant : state -> Prop) s,
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invariantFor sys invariant
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-> reachable sys s
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-> invariant s.
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Proof.
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simplify.
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invert H0.
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eapply use_invariant'.
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eassumption.
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eassumption.
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assumption.
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Qed.
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(* What's the most fundamental way to establish an invariant? Induction! *)
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Lemma invariant_induction' : forall {state} (sys : trsys state)
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(invariant : state -> Prop),
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(forall s, invariant s -> forall s', sys.(Step) s s' -> invariant s')
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-> forall s s', sys.(Step)^* s s'
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-> invariant s
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-> invariant s'.
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Proof.
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induct 2; propositional.
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(* [propositional]: simplify the goal according to the rules of propositional
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* logic. *)
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apply IHtrc.
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eapply H.
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eassumption.
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assumption.
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Qed.
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Theorem invariant_induction : forall {state} (sys : trsys state)
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(invariant : state -> Prop),
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(forall s, sys.(Initial) s -> invariant s)
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-> (forall s, invariant s -> forall s', sys.(Step) s s' -> invariant s')
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-> invariantFor sys invariant.
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Proof.
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unfold invariantFor; intros.
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eapply invariant_induction'.
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eassumption.
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eassumption.
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apply H.
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assumption.
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Qed.
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Definition fact_invariant (original_input : nat) (st : fact_state) : Prop :=
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True.
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(* We must fill in a better invariant. *)
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Theorem fact_invariant_ok : forall original_input,
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invariantFor (factorial_sys original_input) (fact_invariant original_input).
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Proof.
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Admitted.
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(* Therefore, every reachable state satisfies this invariant. *)
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Theorem fact_invariant_always : forall original_input s,
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reachable (factorial_sys original_input) s
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-> fact_invariant original_input s.
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Proof.
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simplify.
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eapply use_invariant.
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apply fact_invariant_ok.
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assumption.
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Qed.
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(* Therefore, any final state has the right answer! *)
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Lemma fact_ok' : forall original_input s,
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fact_final s
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-> fact_invariant original_input s
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-> s = AnswerIs (fact original_input).
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Admitted.
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Theorem fact_ok : forall original_input s,
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reachable (factorial_sys original_input) s
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-> fact_final s
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-> s = AnswerIs (fact original_input).
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Proof.
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simplify.
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apply fact_ok'.
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assumption.
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apply fact_invariant_always.
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assumption.
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Qed.
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(** * A simple example of another program as a state transition system *)
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(* We'll formalize this pseudocode for one thread of a concurrent, shared-memory program.
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lock();
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local = global;
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global = local + 1;
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unlock();
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*)
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(* This inductive state effectively encodes all possible combinations of two
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* kinds of *local*state* in a thread:
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* - program counter
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2017-02-27 14:52:21 +00:00
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* - values of local variables that may be read eventually *)
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2016-02-16 16:41:30 +00:00
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Inductive increment_program :=
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| Lock
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| Read
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| Write (local : nat)
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| Unlock
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| Done.
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2016-02-16 16:29:08 +00:00
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(* Next, a type for state shared between threads. *)
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Record inc_state := {
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Locked : bool; (* Does a thread hold the lock? *)
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Global : nat (* A shared counter *)
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}.
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(* The combined state, from one thread's perspective, using a general
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* definition. *)
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Record threaded_state shared private := {
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Shared : shared;
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Private : private
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}.
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Definition increment_state := threaded_state inc_state increment_program.
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(* Now a routine definition of the three key relations of a transition system.
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* The most interesting logic surrounds saving the counter value in the local
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* state after reading. *)
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Inductive increment_init : increment_state -> Prop :=
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| IncInit :
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increment_init {| Shared := {| Locked := false; Global := O |};
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Private := Lock |}.
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Inductive increment_step : increment_state -> increment_state -> Prop :=
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| IncLock : forall g,
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increment_step {| Shared := {| Locked := false; Global := g |};
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Private := Lock |}
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{| Shared := {| Locked := true; Global := g |};
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Private := Read |}
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| IncRead : forall l g,
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increment_step {| Shared := {| Locked := l; Global := g |};
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Private := Read |}
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{| Shared := {| Locked := l; Global := g |};
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Private := Write g |}
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| IncWrite : forall l g v,
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increment_step {| Shared := {| Locked := l; Global := g |};
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Private := Write v |}
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{| Shared := {| Locked := l; Global := S v |};
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Private := Unlock |}
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| IncUnlock : forall l g,
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increment_step {| Shared := {| Locked := l; Global := g |};
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Private := Unlock |}
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{| Shared := {| Locked := false; Global := g |};
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Private := Done |}.
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Definition increment_sys := {|
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Initial := increment_init;
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Step := increment_step
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|}.
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(** * Running transition systems in parallel *)
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(* That last example system is a cop-out: it only runs a single thread. We want
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* to run several threads in parallel, sharing the global state. Here's how we
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* can do it for just two threads. The key idea is that, while in the new
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* system the type of shared state remains the same, we take the Cartesian
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* product of the sets of private state. *)
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2018-02-21 21:45:15 +00:00
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Inductive parallel_init shared private1 private2
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(init1 : threaded_state shared private1 -> Prop)
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(init2 : threaded_state shared private2 -> Prop)
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: threaded_state shared (private1 * private2) -> Prop :=
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| Pinit : forall sh pr1 pr2,
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init1 {| Shared := sh; Private := pr1 |}
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-> init2 {| Shared := sh; Private := pr2 |}
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-> parallel_init init1 init2 {| Shared := sh; Private := (pr1, pr2) |}.
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2018-02-21 21:45:15 +00:00
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Inductive parallel_step shared private1 private2
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(step1 : threaded_state shared private1 -> threaded_state shared private1 -> Prop)
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(step2 : threaded_state shared private2 -> threaded_state shared private2 -> Prop)
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: threaded_state shared (private1 * private2)
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-> threaded_state shared (private1 * private2) -> Prop :=
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| Pstep1 : forall sh pr1 pr2 sh' pr1',
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(* First thread gets to run. *)
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step1 {| Shared := sh; Private := pr1 |} {| Shared := sh'; Private := pr1' |}
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-> parallel_step step1 step2 {| Shared := sh; Private := (pr1, pr2) |}
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{| Shared := sh'; Private := (pr1', pr2) |}
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| Pstep2 : forall sh pr1 pr2 sh' pr2',
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(* Second thread gets to run. *)
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step2 {| Shared := sh; Private := pr2 |} {| Shared := sh'; Private := pr2' |}
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-> parallel_step step1 step2 {| Shared := sh; Private := (pr1, pr2) |}
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{| Shared := sh'; Private := (pr1, pr2') |}.
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Definition parallel shared private1 private2
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(sys1 : trsys (threaded_state shared private1))
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(sys2 : trsys (threaded_state shared private2)) := {|
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Initial := parallel_init sys1.(Initial) sys2.(Initial);
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Step := parallel_step sys1.(Step) sys2.(Step)
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2016-02-16 16:29:08 +00:00
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|}.
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(* Example: composing two threads of the kind we formalized earlier *)
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Definition increment2_sys := parallel increment_sys increment_sys.
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(* Let's prove that the counter is always 2 when the composed program terminates. *)
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(** We must write an invariant. *)
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Inductive increment2_invariant :
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threaded_state inc_state (increment_program * increment_program) -> Prop :=
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| Inc2Inv : forall sh pr1 pr2,
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increment2_invariant {| Shared := sh; Private := (pr1, pr2) |}.
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(* This isn't it yet! *)
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(* Now, to show it really is an invariant. *)
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Theorem increment2_invariant_ok : invariantFor increment2_sys increment2_invariant.
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Proof.
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Admitted.
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(* Now, to prove our final result about the two incrementing threads, let's use
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* a more general fact, about when one invariant implies another. *)
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Theorem invariant_weaken : forall {state} (sys : trsys state)
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(invariant1 invariant2 : state -> Prop),
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invariantFor sys invariant1
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-> (forall s, invariant1 s -> invariant2 s)
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-> invariantFor sys invariant2.
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Proof.
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unfold invariantFor; simplify.
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apply H0.
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eapply H.
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eassumption.
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assumption.
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Qed.
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(* Here's another, much weaker invariant, corresponding exactly to the overall
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* correctness property we want to establish for this system. *)
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Definition increment2_right_answer
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(s : threaded_state inc_state (increment_program * increment_program)) :=
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s.(Private) = (Done, Done)
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-> s.(Shared).(Global) = 2.
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(** Now we can prove that the system only runs to happy states. *)
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Theorem increment2_sys_correct : forall s,
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reachable increment2_sys s
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-> increment2_right_answer s.
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Proof.
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Admitted.
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(*simplify.
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eapply use_invariant.
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apply invariant_weaken with (invariant1 := increment2_invariant).
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(* Note the use of a [with] clause to specify a quantified variable's
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* value. *)
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apply increment2_invariant_ok.
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simplify.
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invert H0.
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unfold increment2_right_answer; simplify.
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invert H0.
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(* Here we use inversion on an equality, to derive more primitive
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* equalities. *)
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simplify.
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equality.
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assumption.
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Qed.*)
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