Download lean/OAI/Probability/BinarySweep/GridBounds/EmptyGrid.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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4.53 kB
| import Mathlib | |
| import OAI.Probability.BinarySweep.Analytic.ComplexGrid | |
| import OAI.Probability.BinarySweep.Conditional.MomentOperatorBound | |
| import OAI.Probability.BinarySweep.Conditional.MainMomentInterface | |
| namespace OAI | |
| noncomputable section | |
| open scoped BigOperators Classical | |
| namespace BinaryCoordinateSweeps | |
| variable {b : ℕ} (bits : Fin b → ℕ) | |
| def emptyPaths : PathFamily bits 0 where | |
| position _ k := k.elim0 | |
| disjoint _ := fun k => k.elim0 | |
| changes_only_stage _ k := k.elim0 | |
| lemma emptyPaths_event (g : GridChoices bits) : pathEvent (emptyPaths bits) g := by | |
| intro j k; exact k.elim0 | |
| def emptyFree (t : Fin (b+1)) : FreeSlot (emptyPaths bits) t ≃ GridSlot bits where | |
| toFun := Subtype.val | |
| invFun x := ⟨x,by rintro ⟨k,_⟩; exact k.elim0⟩ | |
| left_inv _ := rfl | |
| right_inv _ := rfl | |
| def emptyFrame : Equiv.Perm (GridSlot bits) := | |
| (emptyFree bits (Fin.last b)).symm.trans | |
| ((freeIdentification (emptyPaths bits)).symm.trans (emptyFree bits 0)) | |
| lemma emptyPerm (g : GridChoices bits) (hg : pathEvent (emptyPaths bits) g) : | |
| (emptyFree bits 0).permCongr (remainingPerm (emptyPaths bits) g hg)= | |
| emptyFrame bits * gridSweep bits g := by | |
| ext x | |
| rfl | |
| lemma empty_normalizer (z : ℝ) : conditionalNormalizer (emptyPaths bits) z=1 := by | |
| simp only [conditionalNormalizer,emptyPaths_event,ite_true,gridWeight_sum] | |
| lemma empty_cost : pathCost (emptyPaths bits)=0 := by | |
| have hh (j : Fin b) (y : GridOutside bits j) : lineHoles (emptyPaths bits) j y=0 := by | |
| unfold lineHoles | |
| exact Fintype.card_eq_zero | |
| simp [pathCost,hh] | |
| lemma empty_operator {D : ℕ} | |
| (ρ : Representation ℂ (Equiv.Perm (GridSlot bits)) (RepSpace D)) | |
| (z : ℝ) (x : RepSpace D) : | |
| conditionalOperator (emptyPaths bits) z | |
| (ρ.comp (emptyFree bits 0).permCongrHom.toMonoidHom) x= | |
| ρ (emptyFrame bits) (complexGridAverage bits ρ (z:ℂ) x) := by | |
| rw [conditionalOperator_apply,empty_normalizer] | |
| simp only [Complex.ofReal_one,inv_one,one_smul,dite_true,emptyPaths_event] | |
| simp only [complexGridAverage,sum_apply,smul_apply, | |
| complexGridWeight_real,map_sum,map_smul] | |
| apply Finset.sum_congr rfl | |
| intro g _ | |
| congr 1 | |
| change ρ ((emptyFree bits 0).permCongr (remainingPerm _ g _)) x= _ | |
| rw [emptyPerm,map_mul] | |
| rfl | |
| lemma empty_operator_norm {D : ℕ} | |
| (ρ : Representation ℂ (Equiv.Perm (GridSlot bits)) (RepSpace D)) | |
| (hρ : IsUnitaryRep ρ) (z : ℝ) : | |
| ‖conditionalOperator (emptyPaths bits) z | |
| (ρ.comp (emptyFree bits 0).permCongrHom.toMonoidHom)‖= | |
| ‖complexGridAverage bits ρ (z:ℂ)‖ := by | |
| apply ContinuousLinearMap.opNorm_ext | |
| intro x | |
| rw [empty_operator,hρ] | |
| theorem real_grid_bound : ∃ r : ℕ, 0 < r ∧ ∃ q : ℕ, 0 < q ∧ | |
| ∃ a : ℝ, 0 < a ∧ ∀b : ℕ, 1 ≤ b → ∀bits : Fin b → ℕ, | |
| (∀j, r ≤ bits j ∧ bits j ≤ 2*r) → ∀D : ℕ, | |
| ∀ρ : Representation ℂ (Equiv.Perm (GridSlot bits)) (RepSpace D), | |
| ρ.IsIrreducible → IsUnitaryRep ρ → ∀z : ℝ, 0 ≤ z → z ≤ a → | |
| ‖complexGridAverage bits ρ (z:ℂ)‖ ≤ (D:ℝ)^(-c0/(2*q)) := by | |
| obtain ⟨r,hr,q,hq,a,ha,h⟩ := conditional_moment_main | |
| refine ⟨r,hr,q,hq,a,ha,?_⟩ | |
| intro b hb bits hd D ρ hi hρ z hz hza | |
| let := hi | |
| let σ : Representation ℂ (Equiv.Perm (FreeSlot (emptyPaths bits) 0)) (RepSpace D) := ρ.comp (emptyFree bits 0).permCongrHom.toMonoidHom | |
| have hiσ : σ.IsIrreducible := Irrep.irreducible_comp_equiv _ ρ | |
| have huσ : IsUnitaryRep σ := fun g x => hρ _ x | |
| have hlog := h b hb bits hd 0 (emptyPaths bits) z hz hza D σ hiσ huσ | |
| simp only [Nat.cast_zero,mul_zero,zero_mul,add_zero,empty_cost,sub_zero] at hlog | |
| have hop := opNorm_of_logMoment hq _ hlog | |
| rw [empty_operator_norm bits ρ hρ z] at hop | |
| have hD : 0 < D := by | |
| simpa only [RepSpace,finrank_euclideanSpace,Fintype.card_fin] using | |
| Signed.irreducible_finrank_pos ρ | |
| have hD' : 0 < (D:ℝ) := by exact_mod_cast hD | |
| have hc : c0 ≤ cExponent (gridSize bits) := by | |
| unfold cExponent | |
| exact le_add_of_nonneg_right (by positivity) | |
| have hlogD : 0 ≤ Real.log D := Real.log_nonneg (by exact_mod_cast hD) | |
| have hqe : 0 < (2:ℝ)*q := by positivity | |
| have hh : (-cExponent (gridSize bits)*Real.log D)/(2*q) ≤ | |
| (-c0/(2*q))*Real.log D := by | |
| apply (div_le_iff₀ hqe).mpr | |
| have := mul_le_mul_of_nonneg_right hc hlogD | |
| field_simp | |
| nlinarith | |
| apply hop.trans | |
| rw [Real.rpow_def_of_pos hD'] | |
| apply Real.exp_le_exp.mpr | |
| simpa only [mul_comm] using hh | |
| end BinaryCoordinateSweeps | |
| end | |
| end OAI | |