Download lean/OAI/Dynamics/ConditionalShuffle/InstrumentBound.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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3.09 kB
| import OAI.Dynamics.ConditionalShuffle.Sequences | |
| namespace OAI | |
| noncomputable section | |
| namespace Revealed.Instrument | |
| open scoped Classical | |
| open Thorp Thorp.Fourier Thorp.Specht Revealed.Disintegration | |
| variable {E S Ω α β : Type} [fintype_S : Fintype S] [Fintype Ω] [nonempty_Ω : Nonempty Ω] | |
| [Fintype α] [DecidableEq α] [nontrivial_α : Nontrivial α] [Fintype β] [DecidableEq β] | |
| variable (I : Data E S (Equiv.Perm α) Ω) | |
| lemma kernels_dichotomy (h : ∀ e s, Trim.signDichotomy (kernel I e s)) | |
| (e : E) (n : ℕ) (p : Fin n → S) : ∀ i, Trim.signDichotomy (kernels I e n p i) := by | |
| let retained_fintype_S := fintype_S | |
| let retained_nonempty_Ω := nonempty_Ω | |
| let retained_nontrivial_α := nontrivial_α | |
| induction n with | |
| | zero => intro i; exact Fin.elim0 i | |
| | succ n ih => | |
| intro i | |
| refine Fin.lastCases ?_ (fun j => ?_) i | |
| · simpa only [kernels, Fin.snoc_last] using h (base I e n (Fin.init p)) (p (Fin.last n)) | |
| · simpa only [kernels, Fin.snoc_castSucc] using ih (Fin.init p) j | |
| lemma block_kernel_dichotomy (h : ∀ e s, Trim.signDichotomy (kernel I e s)) | |
| (e : E) (t : ℕ) (p : Fin t → S) : Trim.signDichotomy (kernel (block I t) e p) := by | |
| change Trim.signDichotomy (conditional (pathJoint I e t) p) | |
| by_cases hp : weights I e t p = 0 | |
| · have hh : conditional (pathJoint I e t) p = fun _ => (Fintype.card (Equiv.Perm α) : ℝ)⁻¹ := by | |
| funext g | |
| simp [conditional, pathJoint_marginal, hp] | |
| rw [hh] | |
| exact Trim.signDichotomy_uniform | |
| · rw [conditional_pathJoint I e t p hp] | |
| exact Trim.signDichotomy_realProduct t _ (kernels_dichotomy I h e t p) | |
| theorem distance_eight_le (hn : 16 ≤ Fintype.card α) | |
| (ψ : (Fin 8 → Equiv.Perm β) →* Equiv.Perm α) | |
| (hc : 2 * ((Fintype.card (Equiv.Perm β) : ℝ) / Fintype.card (Equiv.Perm α)) < 1) | |
| (hb : ∀ e s, Trim.signDichotomy (kernel I e s)) (C : ℝ) | |
| (hC : ∀ e, ∑ s, probability I e s * Trim.discarded ψ (kernel I e s) ≤ C) (e : E) : | |
| distance I e 8 ≤ 32 * C + (1/2 : ℝ) * Real.sqrt | |
| ((32 * (permutationFamily β).reciprocalSum)^8 * exceptionalReciprocalSum (Fintype.card α)) := by | |
| have hp (p : Fin 8 → S) := repaired_eight_tv hn ψ (kernels I e 8 p) | |
| (kernels_nonneg I e 8 p) (kernels_sum I e 8 p) hc (kernels_dichotomy I hb e 8 p) | |
| have ht := Finset.sum_le_sum (s := Finset.univ) (fun p _ => | |
| mul_le_mul_of_nonneg_left (hp p) (weights_nonneg I e 8 p)) | |
| have hcost := costs_sum_le I (fun e s => Trim.discarded ψ (kernel I e s)) C hC e 8 | |
| simp_rw [costs_kernels] at hcost | |
| change distance I e 8 ≤ _ at ht | |
| simp only [mul_add, Finset.sum_add_distrib, ← Finset.sum_mul, weights_sum, | |
| one_mul] at ht | |
| have he : (∑ p : Fin 8 → S, weights I e 8 p * (4 * ∑ i, Trim.discarded ψ (kernels I e 8 p i))) = | |
| 4 * ∑ p : Fin 8 → S, weights I e 8 p * ∑ i, Trim.discarded ψ (kernels I e 8 p i) := by | |
| rw [Finset.mul_sum] | |
| apply Finset.sum_congr rfl | |
| intro p _ | |
| ring | |
| rw [he] at ht | |
| norm_num only [Nat.cast_ofNat] at hcost | |
| linarith | |
| end Revealed.Instrument | |
| end | |
| end OAI | |