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| import OAI.Analysis.FreeEntropy.LinearSeries | |
| namespace OAI | |
| noncomputable section | |
| namespace FiniteEntropySeparation.FreeSeries | |
| open Finset | |
| variable {α β γ : Type} [DecidableEq α] [Fintype α] [DecidableEq β] [Fintype β] | |
| def liftSeries (e : α → β) : Series α → Series β := reparam (fun a b => if e a=b then 1 else 0) | |
| @[simp] theorem liftSeries_nil {α β : Type} [DecidableEq α] [Fintype α] [DecidableEq β] [Fintype β] (e : α → β) (f : Series α) : liftSeries e f [] = f [] := rfl | |
| theorem deriv_liftSeries (e : α → β) (f : Series α) (b : β) : | |
| deriv b (liftSeries e f) = ∑ a, (if e a=b then (1:ℂ) else 0) • liftSeries e (deriv a f) := | |
| deriv_reparam _ _ _ | |
| theorem deriv_liftSeries_image (e : α → β) (he : Function.Injective e) (f : Series α) (a : α) : | |
| deriv (e a) (liftSeries e f) = liftSeries e (deriv a f) := by | |
| rw [deriv_liftSeries] | |
| simp only [he.eq_iff, ite_smul, one_smul, zero_smul] | |
| simp | |
| theorem deriv_liftSeries_out (e : α → β) (f : Series α) (b : β) | |
| (hb : ∀ a, e a ≠ b) : deriv b (liftSeries e f) = 0 := by | |
| rw [deriv_liftSeries] | |
| simp [hb] | |
| theorem liftSeries_letter (e : α → β) (a : α) : liftSeries e (letter a) = letter (e a) := by | |
| funext w | |
| cases w with | |
| | nil => rfl | |
| | cons b w => | |
| rw [liftSeries, reparam_cons] | |
| simp only [deriv_letter, apply_ite (reparam _), reparam_unit, reparam_zero] | |
| simp only [ite_apply, Pi.zero_apply, mul_ite, mul_zero] | |
| simp only [sum_ite_eq', mem_univ, ↓reduceIte] | |
| cases w with | |
| | nil => simp [letter, eq_comm] | |
| | cons d w => cases w <;> simp [letter] | |
| theorem restrict_liftSeries (e : α → β) (he : Function.Injective e) (f : Series α) : | |
| restrict e (liftSeries e f) = f := by | |
| funext w | |
| induction w generalizing f with | |
| | nil => rfl | |
| | cons a w ih => | |
| change deriv (e a) (liftSeries e f) (w.map e) = f (a::w) | |
| rw [deriv_liftSeries_image e he] | |
| exact ih (deriv a f) | |
| theorem restrict_liftSeries_disjoint (e : α → β) (d : γ → β) | |
| (hd : ∀ i j, e i ≠ d j) (f : Series α) (hf : f [] = 0) : | |
| (fun w : List γ => liftSeries e f (w.map d)) = 0 := by | |
| funext w | |
| cases w with | |
| | nil => exact hf | |
| | cons a w => | |
| change deriv (d a) (liftSeries e f) (w.map d) = 0 | |
| rw [deriv_liftSeries_out e f (d a) (fun i => hd i a)] | |
| rfl | |
| variable [DecidableEq γ] [Fintype γ] | |
| theorem reparam_liftSeries (e : α → β) (c : β → γ → ℂ) (f : Series α) : | |
| reparam c (liftSeries e f) = reparam (fun a d => c (e a) d) f := by | |
| funext w | |
| induction w generalizing f with | |
| | nil => rfl | |
| | cons d w ih => | |
| rw [reparam_cons, reparam_cons] | |
| simp only [deriv_liftSeries, reparam_sum, reparam_smul, Finset.sum_apply, | |
| Pi.smul_apply, smul_eq_mul] | |
| simp_rw [mul_sum] | |
| rw [sum_comm] | |
| apply sum_congr rfl | |
| intro a _ | |
| simp only [ite_mul, one_mul, zero_mul, mul_ite, mul_zero] | |
| simp only [sum_ite_eq, mem_univ, ↓reduceIte] | |
| rw [ih] | |
| theorem reparam_identity (f : Series α) : reparam (fun a b : α => if a=b then 1 else 0) f = f := by | |
| funext w | |
| have h := congrFun (restrict_liftSeries (id : α → α) Function.injective_id f) w | |
| change reparam (fun a b : α => if a=b then 1 else 0) f (w.map id) = f w at h | |
| simpa only [List.map_id] using h | |
| theorem reparam_scalar (z : ℂ) (f : Series α) (w : List α) : | |
| reparam (fun a b : α => if a=b then z else 0) f w = z^w.length * f w := by | |
| induction w generalizing f with | |
| | nil => simp | |
| | cons a w ih => | |
| rw [reparam_cons] | |
| simp only [ite_mul, zero_mul, sum_ite_eq', mem_univ, ↓reduceIte] | |
| rw [ih] | |
| simp [deriv_apply, pow_succ, mul_assoc, mul_left_comm] | |
| theorem reparam_scalar_quadratic (z : ℂ) : | |
| reparam (fun a b : α => if a=b then z else 0) quadratic = z^2 • quadratic := by | |
| funext w | |
| rw [reparam_scalar] | |
| cases w with | |
| | nil => simp | |
| | cons a w => | |
| cases w with | |
| | nil => simp [quadratic] | |
| | cons b w => cases w <;> simp [quadratic] | |
| theorem Cyclic.append {α : Type} [DecidableEq α] [Fintype α] {f : Series α} (hf : Cyclic f) (u v : List α) : | |
| f (u++v) = f (v++u) := by | |
| induction u generalizing v with | |
| | nil => simp | |
| | cons a u ih => | |
| have hh := congrFun (hf a) (u++v) | |
| change f (a::(u++v)) = f ((u++v)++[a]) at hh | |
| simp only [List.cons_append, hh, List.append_assoc] | |
| rw [ih] | |
| simp | |
| theorem cyclic_quadratic {α : Type} [DecidableEq α] [Fintype α] : Cyclic (quadratic : Series α) := by | |
| intro a | |
| funext w | |
| cases w with | |
| | nil => rfl | |
| | cons b w => | |
| cases w with | |
| | nil => simp [deriv, rightDeriv, quadratic, eq_comm] | |
| | cons d w => cases w <;> rfl | |
| theorem deriv_moments {α : Type} [DecidableEq α] [Fintype α] {R : Series α} (hR : R [] = 0) (i : α) : | |
| deriv i (moments R) = conv (moments R) (subst (moments R) (deriv i R)) := by | |
| funext w | |
| have hh := congrFun (moments_eq hR) (i::w) | |
| simpa [subst_cons] using hh | |
| end FiniteEntropySeparation.FreeSeries | |
| end | |
| end OAI | |