roseking's picture
Sync from openai/math@faee2cf485a8 (part 7)
d95525c verified
Raw History Blame Contribute Delete
6.72 kB
import OAI.Analysis.FourierLLogL.Compress.Variational
/-! # Indexed blocks of letters -/
open Function Filter Set
open scoped BigOperators
noncomputable section
namespace OAI
namespace FourierLLogL.Compress
open Law Real
abbrev Letters (n : ℕ) (α : Type) := Fin n → α
abbrev WordSample (n : ℕ) (α G : Type) := Sample (Fin n) α G
variable {ι τ κ n m k : ℕ} {α Ω G : Type}
def offset (j l : ℕ) (h : j+l ≤ n) (i : Fin l) : Fin n := ⟨j+i, by have := i.isLt; omega⟩
def readBlock (X : Ω → Letters n α) (j l : ℕ) (h : j+l ≤ n) :=
keep X (offset j l h)
def prefixB (X : Ω → Letters n α) (l : ℕ) (h : l ≤ n) := readBlock X 0 l (by omega)
def readLetter (X : Ω → Letters n α) (j : ℕ) (h : j<n) := fun x => X x ⟨j,h⟩
lemma offset_injective (j l : ℕ) (h : j+l ≤ n) : Injective (offset j l h) := by
intro a b hab
have H := congrArg Fin.val hab
simp only [offset,Nat.add_left_cancel_iff] at H
exact Fin.ext H
lemma prefix_partition (X : Ω → Letters n α) (l k : ℕ) (h : l+k ≤ n) (x y : Ω) :
prefixB X (l+k) h x = prefixB X (l+k) h y ↔
prefixB X l (by omega) x = prefixB X l (by omega) y ∧ readBlock X l k h x = readBlock X l k h y := by
simp only [funext_iff]
constructor
· intro H; constructor
· intro i
exact H (i.castAdd k)
· intro ⟨i,hi⟩
have h1 := H (⟨l+i,by omega⟩:Fin (l+k))
simpa only [prefixB,readBlock,keep,offset,zero_add] using h1
· rintro ⟨H,G⟩ ⟨i,hi⟩
by_cases hp : i < l
· exact H ⟨i,hp⟩
· have h1 := G (⟨i-l,by omega⟩:Fin k)
simpa only [prefixB,readBlock,keep,offset,zero_add, Nat.add_sub_of_le (le_of_not_gt hp)]
using h1
lemma prefix_last_partition (X : Ω → Letters n α) (l : ℕ) (h : l<n) (x y : Ω) :
prefixB X (l+1) h x = prefixB X (l+1) h y ↔
readLetter X l h x = readLetter X l h y ∧
prefixB X l (by omega) x = prefixB X l (by omega) y := by
rw [prefix_partition X l 1 h]
have HH : readBlock X l 1 h x = readBlock X l 1 h y ↔ readLetter X l h x = readLetter X l h y :=
⟨fun e => congrFun e (0:Fin 1),fun e => by funext i; rw [Subsingleton.elim i 0]; exact e⟩
rw [HH,and_comm]
lemma prefix_zero (X : Ω → Letters n α) : prefixB X 0 (by omega) = fun _ => Fin.elim0 :=
funext fun _ => Subsingleton.elim _ _
lemma prefix_all (X : Ω → Letters n α) : prefixB X n le_rfl = X := by
funext a ⟨i,hi⟩
simp only [prefixB,readBlock,keep,offset,zero_add]
lemma block_cut (X : Ω → Letters n α) (j m l : ℕ) (h : j+m ≤ n) (hl : l ≤ m) :
readBlock X j l (by omega) = prefixB (readBlock X j m h) l hl := by
funext a ⟨i,hi⟩; simp only [prefixB,readBlock,keep,offset,zero_add]
lemma block_in_prefix (X : Ω → Letters n α) (j k l : ℕ) (hk : j+k ≤ l) (hl : l ≤ n) :
readBlock X j k (hk.trans hl) = readBlock (prefixB X l hl) j k hk := by
funext a ⟨i,hi⟩; simp only [prefixB,readBlock,keep,offset,zero_add]
def splitIx {n : ℕ} (l m : ℕ) (h : l+m=n) : (Fin m ⊕ Fin l) ≃ Fin n :=
((Equiv.sumComm _ _).trans finSumFinEquiv).trans (finCongr h)
lemma splitIx_left (l m : ℕ) (h : l+m=n) (i : Fin m) :
splitIx l m h (.inl i) = offset l m h.le i := by
apply Fin.ext
simp only [splitIx,Equiv.trans_apply,finCongr_apply_coe]
rfl
lemma splitIx_right (l m : ℕ) (h : l+m=n) (i : Fin l) :
splitIx l m h (.inr i) = offset 0 l (by omega : 0+l≤n) i := by
apply Fin.ext
simp only [splitIx,Equiv.trans_apply,finCongr_apply_coe,offset,zero_add]
rfl
section reindex
variable {I J K : Type} [Fintype I] [DecidableEq I] [Fintype J] [DecidableEq J]
[Fintype K] [DecidableEq K]
omit [Fintype I] [Fintype J] [DecidableEq J] [DecidableEq I] in
lemma lift_perm (g : J → I) (hg : Injective g) (e : Equiv.Perm J) :
∃ f : Equiv.Perm I, (∀ i, f (g i) = g (e i)) ∧ ∀ x, x ∉ range g → f x = x := by
classical
let T := (Equiv.sumCongr (Equiv.ofInjective g hg) (Equiv.refl {x : I // x ∉ range g}))
|>.trans (Equiv.sumCompl (fun x => x ∈ range g))
let E := Equiv.sumCongr e (Equiv.refl {x : I // x ∉ range g})
have H (x) : ((T.symm.trans E).trans T) (T x) = T (E x) := by simp
refine ⟨(T.symm.trans E).trans T,fun i => H (.inl i),fun x hx => ?_⟩
exact H (.inr ⟨x,hx⟩)
variable [Fintype α] [Fintype G]
def subSample (g : J → I) (p : Sample I α G) : Sample J α G :=
((fun j => p.1 (g j)), p.2)
lemma exch_subSample {P : Law (Sample I α G)} (hx : exch P)
(g : J → I) (hg : Injective g) : exch (P.send (subSample g)) := by
intro e
obtain ⟨f,hf,hf'⟩ := lift_perm g hg e
rw [send_send]
have HH := congrArg (fun R : Law (Sample I α G) => R.send (subSample g)) (hx f)
rw [send_send] at HH
simpa [subSample,appPerm,hf] using HH
lemma exch_subSample_cond {P : Law (Sample I α G)} (hx : exch P)
(g : J → I) (hg : Injective g) (u : K → I) (hu : ∀ i, u i ∉ range g)
(w : K → α) :
let W := keep (fun p : Sample I α G => p.1) u
exch ((P.after W w).send (subSample g)) := by
intro W e
obtain ⟨f,hf,hf'⟩ := lift_perm g hg e
have HH := congrArg (fun R : Law (Sample I α G) => R.send fun x => (subSample g x,W x)) (hx f)
rw [send_send] at HH
have h1 (x : Sample I α G) : subSample g (appPerm f x) = appPerm e (subSample g x) := by
simp only [appPerm,subSample,hf]
have h2 (x : Sample I α G) : W (appPerm f x) = W x := by
funext i
simp only [W,keep,appPerm,hf' _ (hu i)]
simp_rw [h1,h2] at HH
rw [send_send]
exact after_send_eq_of_send_pair_eq (X:=fun x => appPerm e (subSample g x)) (W:=W)
(Y:=subSample g) (V:=W) HH w
end reindex
section billsplit
variable [Fintype α] [Fintype Ω] [Fintype G] [AddCommGroup G]
lemma prefix_bill (tag : α → G) (c : G → ℝ) (q : Law α)
(P : Law Ω) (X : Ω → Letters n α) (U : Ω → G) (h : covered P X q)
(j m : ℕ) (hh : j+m ≤ n) :
let W := prefixB X j (by omega)
(P.send W).Ex (fun w => bill tag c q (P.after W w) (readBlock X j m hh) U) ≤
bill tag c q P X U := by
intro W
let l := n-j
have he : j+l=n := by dsimp [l]; omega
have hhh := bill_split tag c q P X U h (splitIx j l he)
let V := readBlock X j l he.le
have H1 :
(P.send W).Ex (fun w => bill tag c q (P.after W w) V U) ≤ bill tag c q P X U := by
simpa only [W,V,prefixB,readBlock,splitIx_left,splitIx_right] using hhh
apply le_trans ?_ H1
refine Ex_mono_mem _ (fun w hw => ?_)
have hB : readBlock X j m hh = prefixB V m (by omega) := block_cut X j l m he.le (by omega)
rw [hB]
exact bill_subfamily tag c q _ V U
(covered_subfamily (covered_after h _ _ hw) _) _ (offset_injective 0 m _)
end billsplit
end FourierLLogL.Compress
end OAI