Download lean/OAI/Combinatorics/ContingencyTables/Machines/FiniteWordPadding.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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| import OAI.Combinatorics.ContingencyTables.Transport.RationalMapProducts | |
| namespace OAI | |
| /-! # Reserving a common word length for adaptive bounded draws -/ | |
| namespace ContingencyTables.FirstSuccess | |
| open scoped BigOperators Classical | |
| open ResidualMixture FairBits | |
| noncomputable section | |
| variable {A B : Type*} [Fintype A] [Fintype B] [DecidableEq A] | |
| lemma mapLaw_product_fst (p : RationalLaw A) (q : RationalLaw B) : | |
| mapLaw (productLaw p q) Prod.fst=p := by | |
| apply RationalLaw.ext | |
| funext x | |
| simp only [mapLaw, productLaw, Fintype.sum_prod_type] | |
| change (∑ a,∑ b,if a=x then p.mass a*q.mass b else 0)=p.mass x | |
| have hs (a : A) : (∑ b,if a=x then p.mass a*q.mass b else 0)=if a=x then p.mass a else 0 := by | |
| by_cases ha : a=x | |
| · simp only [ha,ite_true,←Finset.mul_sum,q.total,mul_one] | |
| · simp only [ha,ite_false,Finset.sum_const_zero] | |
| simp_rw [hs] | |
| simp | |
| def prefixWord {k N : ℕ} (hk : k ≤ N) (bits : Fin N → Bool) : Fin k → Bool := | |
| fun i => bits (Fin.castLE hk i) | |
| def paddingWordEquiv {k N : ℕ} (hk : k ≤ N) : | |
| (Fin N → Bool) ≃ ((Fin k → Bool) × (Fin (N-k) → Bool)) := | |
| (Equiv.arrowCongr (finCongr (Nat.add_sub_of_le hk)).symm (Equiv.refl Bool)).trans | |
| (splitWordEquiv k (N-k)) | |
| lemma paddingWordEquiv_fst {k N : ℕ} (hk : k ≤ N) (bits : Fin N → Bool) : | |
| (paddingWordEquiv hk bits).1=prefixWord hk bits := by | |
| funext i | |
| change bits _=bits _ | |
| apply congrArg bits | |
| apply Fin.ext | |
| rfl | |
| /-- Taking the needed prefix of a larger uniform word preserves the exact | |
| law, so unused bits can be reserved even after the current state is known. -/ | |
| theorem prefixWord_uniform {k N : ℕ} (hk : k ≤ N) : | |
| mapLaw (uniformLaw (α := Fin N → Bool)) (prefixWord hk)=uniformLaw (α := Fin k → Bool) := by | |
| have hf : prefixWord hk=fun bits => (paddingWordEquiv hk bits).1 := by | |
| funext bits | |
| exact (paddingWordEquiv_fst hk bits).symm | |
| rw [hf,←map_equiv (paddingWordEquiv hk),uniform_equiv,←uniform_product,mapLaw_product_fst] | |
| variable {Y : Type*} [Fintype Y] [DecidableEq Y] | |
| /-- An arbitrary finite draw keeps its law when padded to the common | |
| bound; this applies separately at every state of an adaptive walk. -/ | |
| theorem padded_draw_law {k N : ℕ} (hk : k ≤ N) (draw : (Fin k → Bool) → Y) : | |
| mapLaw (uniformLaw (α := Fin N → Bool)) (fun bits => draw (prefixWord hk bits))= | |
| mapLaw (uniformLaw (α := Fin k → Bool)) draw := by | |
| rw [←mapLaw_comp,prefixWord_uniform] | |
| end | |
| end ContingencyTables.FirstSuccess | |
| end OAI | |