openAI-math-dataset / lean /OAI /Probability /CriticalPercolation /Entropy /BinaryInterpolation.lean
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| import Mathlib | |
| namespace OAI | |
| section | |
| section | |
| namespace CriticalPercolation.BinaryInterpolation | |
| open scoped Classical | |
| def midpoint (l r : ℕ) : ℕ := (l+r)/2 | |
| def bisect (l r : ℕ) (side : Bool) : ℕ × ℕ := | |
| if r ≤ l+1 then (l,r) else if side then (midpoint l r,r) else (l,midpoint l r) | |
| lemma midpoint_strict {l r : ℕ} (h : l+1 < r) : | |
| l < midpoint l r ∧ midpoint l r < r := by | |
| dsimp [midpoint] | |
| omega | |
| lemma bisect_bounds {l r : ℕ} (h : l < r) (b : Bool) : | |
| l ≤ (bisect l r b).1 ∧ (bisect l r b).1 < (bisect l r b).2 ∧ | |
| (bisect l r b).2 ≤ r := by | |
| unfold bisect | |
| split_ifs with ht hb | |
| · simp [h] | |
| · have hm := midpoint_strict (by omega : l+1 < r) | |
| simp only | |
| omega | |
| · have hm := midpoint_strict (by omega : l+1 < r) | |
| simp only | |
| omega | |
| lemma bisect_length {l r : ℕ} (h : l+1 < r) (b : Bool) : | |
| (bisect l r b).2 - (bisect l r b).1 ≤ (r-l+1)/2 := by | |
| unfold bisect | |
| rw [ite_eq_right (by omega : ¬ r ≤ l+1)] | |
| cases b <;> simp only [Bool.false_eq_true, ↓reduceIte,midpoint] <;> omega | |
| lemma bisect_clog {l r : ℕ} (h : l+1 < r) (b : Bool) : | |
| Nat.clog 2 ((bisect l r b).2 - (bisect l r b).1) + 1 ≤ Nat.clog 2 (r-l) := by | |
| have hh := Nat.clog_mono_right 2 (bisect_length h b) | |
| rw [Nat.clog_of_one_lt (by decide : 1 < 2) (by omega : 1 < r-l)] | |
| have he : r-l+2-1 = r-l+1 := by omega | |
| rw [he] | |
| exact Nat.add_le_add_right hh 1 | |
| def terminal (l r : ℕ) : List Bool → ℕ × ℕ | |
| | [] => (l,r) | |
| | b::bs => terminal (bisect l r b).1 (bisect l r b).2 bs | |
| lemma terminal_bounds {l r : ℕ} (h : l < r) (bs : List Bool) : | |
| l ≤ (terminal l r bs).1 ∧ (terminal l r bs).1 < (terminal l r bs).2 ∧ | |
| (terminal l r bs).2 ≤ r := by | |
| induction bs generalizing l r with | |
| | nil => simpa [terminal] using h | |
| | cons b bs ih => | |
| have hb := bisect_bounds h b | |
| have hi := ih hb.2.1 | |
| change l ≤ (terminal (bisect l r b).1 (bisect l r b).2 bs).1 ∧ _ | |
| exact ⟨hb.1.trans hi.1,hi.2.1,hi.2.2.trans hb.2.2⟩ | |
| lemma terminal_eq_of_adjacent {l r : ℕ} (h : r = l+1) (bs : List Bool) : | |
| terminal l r bs = (l,r) := by | |
| induction bs with | |
| | nil => rfl | |
| | cons b bs ih => simpa only [terminal,bisect,ite_eq_left (by omega : r ≤ l+1)] using ih | |
| theorem terminal_adjacent {l r : ℕ} (h : l < r) (bs : List Bool) | |
| (hlen : Nat.clog 2 (r-l) ≤ bs.length) : | |
| (terminal l r bs).2 = (terminal l r bs).1 + 1 := by | |
| induction bs generalizing l r with | |
| | nil => | |
| simp only [List.length_nil] at hlen | |
| have hh := (Nat.clog_le_iff_le_pow (by decide : 1 < 2)).mp hlen | |
| simp only [pow_zero] at hh | |
| simp only [terminal] | |
| omega | |
| | cons b bs ih => | |
| by_cases ht : r ≤ l+1 | |
| · rw [terminal_eq_of_adjacent (by omega : r = l+1)] | |
| dsimp only | |
| omega | |
| · have hb := bisect_bounds h b | |
| have hc := bisect_clog (by omega : l+1 < r) b | |
| simp only [List.length_cons] at hlen | |
| exact ih hb.2.1 (by omega) | |
| def anchors (l r : ℕ) : List Bool → Finset ℕ | |
| | [] => {l,r} | |
| | b::bs => {l,r,midpoint l r} ∪ anchors (bisect l r b).1 (bisect l r b).2 bs | |
| lemma terminal_mem_anchors (l r : ℕ) (bs : List Bool) : | |
| (terminal l r bs).1 ∈ anchors l r bs ∧ (terminal l r bs).2 ∈ anchors l r bs := by | |
| induction bs generalizing l r with | |
| | nil => simp [terminal,anchors] | |
| | cons b bs ih => | |
| exact ⟨Finset.mem_union_right _ (ih _ _).1, Finset.mem_union_right _ (ih _ _).2⟩ | |
| lemma midpoint_internal {d l r : ℕ} (_hl : l ≤ r) (hr : r ≤ d) (h : l+1 < r) : | |
| midpoint l r < d ∧ 0 < midpoint l r ∧ midpoint l r-l < d ∧ r-midpoint l r < d := by | |
| have hm := midpoint_strict h | |
| omega | |
| abbrev Descriptor (J : ℕ) := (n : Fin (J+1)) × (Fin n.val → Fin 8) | |
| lemma descriptor_card (J : ℕ) : Fintype.card (Descriptor J) = ∑ j ∈ Finset.range (J+1), 8^j := by | |
| simp only [Descriptor,Fintype.card_sigma,Fintype.card_fun,Fintype.card_fin] | |
| exact Fin.sum_univ_eq_sum_range (fun j => 8^j) (J+1) | |
| lemma descriptor_card_le (J : ℕ) : Fintype.card (Descriptor J) ≤ 8^(J+1) := by | |
| rw [descriptor_card] | |
| have hh : ∀ n : ℕ, (∑ j ∈ Finset.range n, 8^j) < 8^n := by | |
| intro n | |
| induction n with | |
| | zero => simp | |
| | succ n ih => rw [Finset.sum_range_succ,pow_succ]; omega | |
| exact (hh (J+1)).le | |
| end CriticalPercolation.BinaryInterpolation | |
| end | |
| end | |
| end OAI | |