Download lean/OAI/GroupTheory/SimpleAmenable/RandomFields/TransportEstimate.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 8.46 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/GroupTheory/SimpleAmenable/RandomFields/TransportEstimate.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/GroupTheory/SimpleAmenable/RandomFields/TransportEstimate.lean
-
curl -L -o TransportEstimate.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/GroupTheory/SimpleAmenable/RandomFields/TransportEstimate.lean
8.46 kB
| import Mathlib | |
| import OAI.GroupTheory.SimpleAmenable.RandomFields.SignalRemainder | |
| import OAI.GroupTheory.SimpleAmenable.RandomFields.FieldSignalData | |
| import OAI.GroupTheory.SimpleAmenable.Simplicial.BitReindex | |
| namespace OAI | |
| section | |
| section | |
| open scoped symmDiff | |
| namespace SimpleAmenable | |
| open scoped commutatorElement | |
| open scoped commutatorElement | |
| section SourceTransportEstimate | |
| open Classical Matrix MeasureTheory | |
| attribute [local irreducible] sourceCommonSites flagBoxFinset | |
| theorem smoothNoiseTransportError_le_decidable {ι : Type*} [Fintype ι] [H : DecidableEq ι] | |
| (B C : Matrix ι ι ℝ) (h : ι → ℝ) : | |
| smoothNoiseTransportError B C h ≤ smoothNoiseTransportConstant* | |
| (matrixHSNorm (C-B)+(1+matrixHSNorm (C-B))*finiteL2Norm ((1+B)⁻¹*ᵥh)) := by | |
| have he : H=Classical.decEq ι := Subsingleton.elim _ _ | |
| cases he | |
| exact smoothNoiseTransportError_le B C h | |
| theorem smoothNoiseTransportError_of_bounds {ι : Type*} [Fintype ι] [DecidableEq ι] | |
| (B C : Matrix ι ι ℝ) (h : ι → ℝ) {d b : ℝ} (hd : 0≤d) | |
| (hh : matrixHSNorm (C-B)≤d) (hi : finiteL2Norm ((1+B)⁻¹*ᵥh)≤b) : | |
| smoothNoiseTransportError B C h≤ smoothNoiseTransportConstant*(d+(1+d)*b) := by | |
| apply (smoothNoiseTransportError_le_decidable B C h).trans | |
| apply mul_le_mul_of_nonneg_left _ smoothNoiseTransportConstant_pos.le | |
| exact add_le_add hh (mul_le_mul (add_le_add le_rfl hh) hi (finiteL2Norm_nonneg _) | |
| (add_nonneg zero_le_one hd)) | |
| theorem sourceSmoothFieldLaw_transportEstimate {a m D : ℕ} {v : ℝ×ℝ} (hD : 0<D) | |
| (g : polygonFullGroup a m) (θ χ : (ℝ×ℝ) → ℝ) {L ρ η κ : ℝ} (hL : 0<L) | |
| (hχc : ∀x,L≤‖x‖ → χ x=0) (q : ℝ) (hθc : ∀x,L≤‖x‖ → θ x=q) | |
| (hρ : 0<ρ) (hκ : 0<κ) (n : ℕ) (d b : ℝ) (hd : 0≤d) : | |
| let T := sourceCommonSites (v:=v) hD g hL n | |
| let B : Matrix T T ℝ := Matrix.of (fun z w => sourceFlagMatrix χ ρ η κ n z.val w.val) | |
| let C : Matrix T T ℝ := Matrix.of (fun z w => sourceFlagMatrix χ ρ η κ n | |
| (flagSiteAction hD g⁻¹ z.val) (flagSiteAction hD g⁻¹ w.val)) | |
| let h : T → ℝ := fun z => flagSignalDifference hD g θ (sourceDyadicN n) z.val | |
| matrixHSNorm (C-B) ≤ d → finiteL2Norm ((1+B)⁻¹*ᵥh) ≤ b → | |
| ObservableClose (sourceSmoothFieldLaw (v:=v) hD θ χ hL ρ η κ n) | |
| ((sourceSmoothFieldLaw (v:=v) hD θ χ hL ρ η κ n).map | |
| (fieldReindex (flagSitePermutation hD g))) | |
| (smoothNoiseTransportConstant*(d+(1+d)*b)) := by | |
| intro T B C h hh hi | |
| have hc := sourceSmoothFieldLaw_close (v:=v) (η:=η) hD g θ χ hL hχc q hθc hρ hκ n | |
| exact hc.mono (smoothNoiseTransportError_of_bounds B C h hd hh hi) | |
| end SourceTransportEstimate | |
| section SourceTransportConstants | |
| open Classical Matrix MeasureTheory Filter | |
| open scoped Topology | |
| theorem sourceSmoothFieldLaw_transport_constants {a m D : ℕ} {v : ℝ×ℝ} (hD : 0<D) | |
| (g : polygonFullGroup a m) (ψ χ : (ℝ×ℝ) → ℝ) | |
| (hψ : ContDiff ℝ 2 ψ) (hsψ : HasCompactSupport ψ) (q K L Λ : ℝ) | |
| (hL : 0<L) (hKL : K+2 ≤ L) | |
| (hcompact : ∀x,K ≤ ‖x‖ → ψ x=0) | |
| (hχ : ∀x,χ x∈Set.Icc (0:ℝ) 1) | |
| (hχ₁ : ∀x,‖x‖ ≤ K+2 → χ x=1) | |
| (hχc : ∀x,L ≤ ‖x‖ → χ x=0) | |
| (hΛ : 0≤Λ) (hLip : ∀x y,|χ x-χ y| ≤ Λ*(|x.1-y.1|+|x.2-y.2|)) : | |
| ∃C₁ C₂ : ℝ,0≤C₁ ∧ 0≤C₂ ∧ ∀η : ℝ,0<η → η≤1 → ∀κ : ℝ,0<κ → | |
| ∀δ d : ℝ,0<δ → 0<d → ∀ᶠn : ℕ in atTop, | |
| ObservableClose (sourceSmoothFieldLaw (v:=v) hD (fun x => q+ψ x) χ hL ((D:ℝ)^4/5) η κ n) | |
| ((sourceSmoothFieldLaw (v:=v) hD (fun x => q+ψ x) χ hL ((D:ℝ)^4/5) η κ n).map | |
| (fieldReindex (flagSitePermutation hD g))) | |
| (smoothNoiseTransportConstant*(d+(1+d)*(C₁*η+C₂*Real.sqrt κ+δ))) := by | |
| obtain ⟨C₁,C₂,hC₁,hC₂,hinv⟩ := sourceFlagMatrix_inverse_signal (v:=v) hD g ψ χ hψ hsψ q K L hL hKL hcompact hχ hχ₁ hχc | |
| refine ⟨C₁,C₂,hC₁,hC₂,?_⟩ | |
| intro η hη hη₁ κ hκ δ d hδ hd | |
| have hD' : (0:ℝ)<D := by exact_mod_cast hD | |
| have hρ : 0<(D:ℝ)^4/5 := by positivity | |
| let T := sourceCommonSites (v:=v) hD g hL | |
| let B (n : ℕ) : Matrix (T n) (T n) ℝ := Matrix.of (fun z w => | |
| sourceFlagMatrix χ ((D:ℝ)^4/5) η κ n z.val w.val) | |
| let C (n : ℕ) : Matrix (T n) (T n) ℝ := Matrix.of (fun z w => | |
| sourceFlagMatrix χ ((D:ℝ)^4/5) η κ n (flagSiteAction hD g⁻¹ z.val) (flagSiteAction hD g⁻¹ w.val)) | |
| let h (n : ℕ) : T n → ℝ := fun z => flagSignalDifference hD g (fun x => q+ψ x) (sourceDyadicN n) z.val | |
| have hhs : Tendsto (fun n => matrixHSNorm (C n-B n)) atTop (nhds 0) := by | |
| convert! sourceFlagMatrix_HS_tendsto hD g χ hχ hL hχc hΛ hρ hη hκ hLip T using 1 | |
| filter_upwards [hinv η hη hη₁ κ hκ δ hδ,hhs.eventually_lt_const hd] with n hn hdn | |
| have hi : finiteL2Norm ((1+B n)⁻¹*ᵥh n)≤C₁*η+C₂*Real.sqrt κ+δ := by | |
| exact hn (T n) Finset.subset_union_left | |
| have hθc : ∀x,L≤‖x‖ → q+ψ x=q := by | |
| intro x hx | |
| rw [hcompact x (by linarith only [hx,hKL]),add_zero] | |
| exact sourceSmoothFieldLaw_transportEstimate (v:=v) (η:=η) hD g (fun x => q+ψ x) χ | |
| hL hχc q hθc hρ hκ n d (C₁*η+C₂*Real.sqrt κ+δ) hd.le hdn.le hi | |
| end SourceTransportConstants | |
| section SignalTransport | |
| open Classical MeasureTheory Filter | |
| open scoped Topology | |
| namespace FieldSignalData | |
| theorem realLaw_transport_constants (S : FieldSignalData) | |
| {a m D : ℕ} {v : ℝ×ℝ} (hD : 0<D) (g : polygonFullGroup a m) : | |
| ∃C₁ C₂ : ℝ,0≤C₁ ∧ 0≤C₂ ∧ ∀η : ℝ,0<η → η≤1 → ∀κ : ℝ,0<κ → | |
| ∀δ d : ℝ,0<δ → 0<d → ∀ᶠn : ℕ in atTop, | |
| ObservableClose (S.realLaw (v:=v) hD η κ n) | |
| ((S.realLaw (v:=v) hD η κ n).map (fieldReindex (flagSitePermutation hD g))) | |
| (smoothNoiseTransportConstant*(d+(1+d)*(C₁*η+C₂*Real.sqrt κ+δ))) := | |
| sourceSmoothFieldLaw_transport_constants hD g S.ψ S.χ S.smooth S.compact S.q S.K S.L S.Λ | |
| S.L_pos S.gap S.ψ_zero S.χ_range S.χ_one S.χ_zero S.Λ_nonneg S.χ_lipschitz | |
| theorem bitLaw_transport_constants (S : FieldSignalData) | |
| {a m D : ℕ} {v : ℝ×ℝ} (hD : 0<D) (g : polygonFullGroup a m) : | |
| ∃C₁ C₂ : ℝ,0≤C₁ ∧ 0≤C₂ ∧ ∀η : ℝ,0<η → η≤1 → ∀κ : ℝ,0<κ → | |
| ∀δ d : ℝ,0<δ → 0<d → ∀ᶠn : ℕ in atTop, | |
| ObservableClose (S.bitLaw (v:=v) hD η κ n) | |
| ((S.bitLaw (v:=v) hD η κ n).map (bitReindex (flagSitePermutation hD g))) | |
| (smoothNoiseTransportConstant*(d+(1+d)*(C₁*η+C₂*Real.sqrt κ+δ))) := by | |
| obtain ⟨C₁,C₂,hC₁,hC₂,h⟩ := S.realLaw_transport_constants (v:=v) hD g | |
| refine ⟨C₁,C₂,hC₁,hC₂,fun η hη hη₁ κ hκ δ d hδ hd => ?_⟩ | |
| filter_upwards [h η hη hη₁ κ hκ δ d hδ hd] with n hn | |
| exact hn.threshold_transport _ _ | |
| end FieldSignalData | |
| end SignalTransport | |
| section SourceFieldTransport | |
| open Classical Matrix MeasureTheory Filter | |
| open scoped Topology | |
| theorem sourceSmoothFieldLaw_transport {a m D : ℕ} {v : ℝ×ℝ} (hD : 0<D) | |
| (g : polygonFullGroup a m) (ψ χ : (ℝ×ℝ) → ℝ) | |
| (hψ : ContDiff ℝ 2 ψ) (hsψ : HasCompactSupport ψ) (q K L Λ : ℝ) | |
| (hL : 0<L) (hKL : K+2 ≤ L) | |
| (hcompact : ∀x,K ≤ ‖x‖ → ψ x=0) | |
| (hχ : ∀x,χ x∈Set.Icc (0:ℝ) 1) | |
| (hχ₁ : ∀x,‖x‖ ≤ K+2 → χ x=1) | |
| (hχc : ∀x,L ≤ ‖x‖ → χ x=0) | |
| (hΛ : 0≤Λ) (hLip : ∀x y,|χ x-χ y| ≤ Λ*(|x.1-y.1|+|x.2-y.2|)) | |
| (ε : ℝ) (hε : 0<ε) : | |
| ∃η κ : ℝ,0<η ∧ η≤1 ∧ 0<κ ∧ ∀ᶠn : ℕ in atTop, | |
| ObservableClose (sourceSmoothFieldLaw (v:=v) hD (fun x => q+ψ x) χ hL ((D:ℝ)^4/5) η κ n) | |
| ((sourceSmoothFieldLaw (v:=v) hD (fun x => q+ψ x) χ hL ((D:ℝ)^4/5) η κ n).map | |
| (fieldReindex (flagSitePermutation hD g))) ε := by | |
| obtain ⟨C₁,C₂,hC₁,hC₂,ht⟩ := sourceSmoothFieldLaw_transport_constants (v:=v) hD g ψ χ | |
| hψ hsψ q K L Λ hL hKL hcompact hχ hχ₁ hχc hΛ hLip | |
| obtain ⟨η,κ,δ,d,hη,hη₁,hκ,hδ,hd,hparameters⟩ := | |
| smallTransportParameters smoothNoiseTransportConstant_pos hC₁ hC₂ hε | |
| refine ⟨η,κ,hη,hη₁,hκ,?_⟩ | |
| filter_upwards [ht η hη hη₁ κ hκ δ d hδ hd] with n hn | |
| exact hn.mono (hparameters d (C₁*η+C₂*Real.sqrt κ+δ) hd.le le_rfl (by positivity) le_rfl).le | |
| end SourceFieldTransport | |
| end SimpleAmenable | |
| end | |
| end | |
| end OAI | |