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| import OAI.Dynamics.ConditionalShuffle.CycleEnergy | |
| namespace OAI | |
| noncomputable section | |
| open scoped Classical | |
| namespace Thorp.Conditional.Hybrid | |
| def publicHistory {d t : ℕ} (s : Fin t → Bool) (ω : History d t) : Fin t → Option (Coins d) := | |
| fun i => if s i then none else some (ω i) | |
| def raw (d : ℕ) (v : RawState (d+1)) : | |
| (t : ℕ) → (Fin t → Bool) → History (d+1) t → RawState (d+1) | |
| | 0, _, _ => v | |
| | t+1, s, ω => | |
| let u := raw d v t (Fin.init s) (Fin.init ω) | |
| if s (Fin.last t) then rawNext d u (ω (Fin.last t)) | |
| else rawPermute u (step (d+1) (ω (Fin.last t))) | |
| lemma publicHistory_snoc {d t : ℕ} (s : Fin t → Bool) (b : Bool) | |
| (ω : History d t) (c : Coins d) : | |
| publicHistory (Fin.snoc s b) (Fin.snoc ω c) = | |
| Fin.snoc (publicHistory s ω) (if b then none else some c) := by | |
| funext i | |
| refine Fin.lastCases ?_ (fun j => ?_) i <;> simp [publicHistory] | |
| lemma raw_snoc (d : ℕ) (v : RawState (d+1)) (t : ℕ) (s : Fin t → Bool) (b : Bool) | |
| (ω : History (d+1) t) (c : Coins (d+1)) : | |
| raw d v (t+1) (Fin.snoc s b) (Fin.snoc ω c) = | |
| if b then rawNext d (raw d v t s ω) c else rawPermute (raw d v t s ω) (step (d+1) c) := by | |
| simp only [raw, Fin.init_snoc, Fin.snoc_last] | |
| lemma raw_free (d : ℕ) (v : RawState (d+1)) (t : ℕ) (s : Fin t → Bool) | |
| (ω : History (d+1) t) (y) : | |
| (raw d v t s ω).free y = v.free ((run (d+1) t ω).symm y) := by | |
| induction t generalizing y with | |
| | zero => rfl | |
| | succ t ih => | |
| rw [raw]; split_ifs | |
| · change (raw d v t (Fin.init s) (Fin.init ω)).free | |
| ((step (d+1) (ω (Fin.last t))).symm y) = _ | |
| rw [ih, run_succ] | |
| rfl | |
| · change (raw d v t (Fin.init s) (Fin.init ω)).free | |
| ((step (d+1) (ω (Fin.last t))).symm y) = _ | |
| rw [ih, run_succ] | |
| rfl | |
| lemma raw_energy_le (d : ℕ) (v : RawState (d+1)) (t : ℕ) (s : Fin t → Bool) | |
| (ω : History (d+1) t) : rawEnergy (raw d v t s ω) ≤ rawEnergy v := by | |
| induction t with | |
| | zero => exact le_rfl | |
| | succ t ih => | |
| rw [raw]; split_ifs | |
| · exact (physicalFlow_energy_le d _ _ _).trans (ih _ _) | |
| · rw [rawPermute_energy]; exact ih _ _ | |
| lemma permute_test {d : ℕ} (v : RawState d) (g : State d) (f : Position d → ℝ) : | |
| (∑ y, (rawPermute v g).weight y * f y) = ∑ x, v.weight x * f (g x) := by | |
| change (∑ y, v.weight (g.symm y) * f y) = _ | |
| have h := Equiv.sum_comp g (fun y => v.weight (g.symm y) * f y) | |
| simpa only [Equiv.symm_apply_apply] using h.symm | |
| theorem flow_joint {ι : Type*} (d : ℕ) (v : RawState (d+1)) | |
| (e : ι → Position (d+1)) (he : ∀ i, v.free (e i) = false) | |
| (t : ℕ) (s : Fin t → Bool) | |
| (f : (Fin t → Option (Coins (d+1))) → (Fin (t+1) → ι → Position (d+1)) → Position (d+1) → ℝ) : | |
| mean (fun ω : History (d+1) t => ∑ x, v.weight x * | |
| f (publicHistory s ω) (exposedPath (d+1) e t ω) (run (d+1) t ω x)) = | |
| mean (fun ω : History (d+1) t => ∑ y, (raw d v t s ω).weight y * | |
| f (publicHistory s ω) (exposedPath (d+1) e t ω) y) := by | |
| induction t with | |
| | zero => simp only [run_zero, raw]; rfl | |
| | succ t ih => | |
| let b := s (Fin.last t) | |
| let s₀ := Fin.init s | |
| have hs : s = Fin.snoc s₀ b := (Fin.snoc_init_self s).symm | |
| rw [hs] | |
| let F (q : Fin t → Option (Coins (d+1))) (p : Fin (t+1) → ι → Position (d+1)) (x : Position (d+1)) := | |
| mean (fun c : Coins (d+1) => f (Fin.snoc q (if b then none else some c)) | |
| (Fin.snoc p (step (d+1) c ∘ p (Fin.last t))) (step (d+1) c x)) | |
| have hl : mean (fun ω : History (d+1) (t+1) => ∑ x, v.weight x * | |
| f (publicHistory (Fin.snoc s₀ b) ω) (exposedPath (d+1) e (t+1) ω) (run (d+1) (t+1) ω x)) = | |
| mean (fun ω : History (d+1) t => ∑ x, v.weight x * | |
| F (publicHistory s₀ ω) (exposedPath (d+1) e t ω) (run (d+1) t ω x)) := by | |
| rw [mean_history_succ] | |
| apply mean_congr; intro ω | |
| simp only [publicHistory_snoc, exposedPath_snoc, run_snoc] | |
| rw [mean_sum] | |
| simp_rw [mean_const_mul] | |
| simp only [F, exposedPath_last] | |
| rfl | |
| have hr : mean (fun ω : History (d+1) (t+1) => ∑ y, | |
| (raw d v (t+1) (Fin.snoc s₀ b) ω).weight y * | |
| f (publicHistory (Fin.snoc s₀ b) ω) (exposedPath (d+1) e (t+1) ω) y) = | |
| mean (fun ω : History (d+1) t => ∑ y, (raw d v t s₀ ω).weight y * | |
| F (publicHistory s₀ ω) (exposedPath (d+1) e t ω) y) := by | |
| rw [mean_history_succ] | |
| apply mean_congr; intro ω | |
| simp only [raw_snoc, publicHistory_snoc, exposedPath_snoc] | |
| cases hb : b | |
| · simp only [Bool.false_eq_true, ite_false] | |
| simp_rw [permute_test] | |
| rw [mean_sum] | |
| simp_rw [mean_const_mul] | |
| simp only [F, hb, Bool.false_eq_true, ite_false, exposedPath_last] | |
| rfl | |
| · simp only [ite_true] | |
| change mean (fun c : Position d → Bool => ∑ y, | |
| physicalFlow d (raw d v t s₀ ω).free (raw d v t s₀ ω).weight c y * | |
| f (Fin.snoc (publicHistory s₀ ω) none) | |
| (Fin.snoc (exposedPath (d+1) e t ω) ((step (d+1) c) ∘ ((run (d+1) t ω) ∘ e))) y) = _ | |
| rw [physicalFlow_joint d (raw d v t s₀ ω).free (raw d v t s₀ ω).weight | |
| ((run (d+1) t ω) ∘ e) (by | |
| intro i | |
| simp only [Function.comp_apply, raw_free, Equiv.symm_apply_apply] | |
| exact he i) | |
| (fun e' y => f (Fin.snoc (publicHistory s₀ ω) none) | |
| (Fin.snoc (exposedPath (d+1) e t ω) e') y)] | |
| rw [mean_sum] | |
| simp_rw [mean_const_mul] | |
| simp only [F, hb, ite_true, exposedPath_last] | |
| rfl | |
| exact hl.trans ((ih s₀ F).trans hr.symm) | |
| end Thorp.Conditional.Hybrid | |
| end | |
| end OAI | |