Download lean/OAI/Combinatorics/LowSpaceSubsetSum/Word/WordRunLaw.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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2.61 kB
| import OAI.Combinatorics.LowSpaceSubsetSum.Word.WordTuple | |
| namespace OAI | |
| /-! # Finite fair-word streams realize the sequential operational law -/ | |
| noncomputable section | |
| namespace LowSpaceSubsetSum.WordProgram | |
| open scoped BigOperators | |
| variable {w : ℕ} {α : Type} | |
| def finiteStream {N : ℕ} (words : Fin N → Fin (2^w)) (i : ℕ) : Fin (2^w) := | |
| if h : i < N then words ⟨i,h⟩ else 0 | |
| theorem run_shift (stream : ℕ → Fin (2^w)) (p : Program w α) (offset k : ℕ) : | |
| run stream p (offset+k) = | |
| let out := run (fun i => stream (i+k)) p offset | |
| (out.1,out.2+k) := by | |
| induction p generalizing offset with | |
| | pure a => rfl | |
| | draw branch ih => | |
| simp only [run] | |
| simpa only [Nat.add_assoc, Nat.add_comm k 1, Nat.add_left_comm] using | |
| ih (stream (offset+k)) (offset+1) | |
| theorem finiteStream_cons (x : Fin (2^w)) {N : ℕ} (xs : Fin N → Fin (2^w)) : | |
| (fun i => finiteStream (Fin.cons x xs) (i+1)) = finiteStream xs := by | |
| funext i | |
| unfold finiteStream | |
| by_cases h : i < N | |
| · simp only [show i+1 < N+1 by omega, ↓reduceDIte, h] | |
| change Fin.cons (n := N) (α := fun _ => Fin (2^w)) x xs (Fin.succ ⟨i,h⟩) = xs ⟨i,h⟩ | |
| rfl | |
| · simp only [show ¬i+1 < N+1 by omega, ↓reduceDIte, h] | |
| theorem draw_cons_value (branch : Fin (2^w) → Program w α) {N : ℕ} | |
| (x : Fin (2^w)) (xs : Fin N → Fin (2^w)) : | |
| (run (finiteStream (Fin.cons x xs)) (.draw branch) 0).1 = | |
| (run (finiteStream xs) (branch x) 0).1 := by | |
| have hzero : finiteStream (Fin.cons x xs) 0 = x := by | |
| simp [finiteStream] | |
| simp only [run, hzero, Nat.zero_add] | |
| have h := congrArg Prod.fst (run_shift (finiteStream (Fin.cons x xs)) (branch x) 0 1) | |
| simpa only [Nat.zero_add, finiteStream_cons] using h | |
| theorem run_expectation (p : Program w α) (N : ℕ) (hp : Bounded p N) (f : α → ℝ) : | |
| expectation p f = (FiniteLaw.uniform : FiniteLaw (Fin N → Fin (2^w))).expectation | |
| (fun words => f (run (finiteStream words) p 0).1) := by | |
| induction hp with | |
| | pure a N => | |
| simp only [expectation, run, FiniteLaw.expectation, ← Finset.sum_mul, | |
| FiniteLaw.total, one_mul] | |
| | draw branch N hb ih => | |
| rw [WordTuple.cons_expectation] | |
| simp only [expectation, draw_cons_value, ih] | |
| theorem run_probability (p : Program w α) (N : ℕ) (hp : Bounded p N) (P : α → Prop) : | |
| probability p P = (FiniteLaw.uniform : FiniteLaw (Fin N → Fin (2^w))).probability | |
| (fun words => P (run (finiteStream words) p 0).1) := by | |
| rw [probability, run_expectation p N hp, FiniteLaw.probability_eq_expectation] | |
| end LowSpaceSubsetSum.WordProgram | |
| end | |
| end OAI | |