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| import Mathlib | |
| import OAI.MathematicalPhysics.PEPSFilters.LocalOperators | |
| import OAI.MathematicalPhysics.PEPSSubvolume.RegionSSA | |
| import OAI.MathematicalPhysics.PEPSSubvolume.EntropyDimension | |
| import OAI.MathematicalPhysics.PEPSSubvolume.TilingEntropy | |
| import OAI.MathematicalPhysics.PEPSSubvolume.RectangleTiling | |
| namespace OAI | |
| /-! Uniform entropy contraction across square scales. -/ | |
| noncomputable section | |
| open scoped BigOperators ComplexOrder | |
| open scoped BigOperators ComplexOrder Matrix.Norms.L2Operator | |
| open scoped BigOperators | |
| open scoped Topology | |
| open Filter | |
| open scoped MatrixOrder | |
| open scoped BigOperators Matrix.Norms.L2Operator | |
| open scoped ComplexOrder BigOperators Matrix.Norms.L2Operator | |
| open Matrix | |
| open Filter Topology | |
| open Set Filter Complex Complex.HadamardThreeLines | |
| open scoped BigOperators Matrix.Norms.L2Operator MatrixOrder ComplexOrder | |
| open PolynomialPEPS.PinnedEntropy | |
| namespace PolynomialPEPS.Subvolume.RectangleTiling | |
| open scoped BigOperators | |
| open PolynomialPEPS.Subvolume.HarmonicWeights PolynomialPEPS.Subvolume.GeometricLower | |
| open PolynomialPEPS.Subvolume.RectangleContours | |
| variable {L q : ℕ} | |
| theorem physical_color_recurrence (hq : 0<q) (J Δ E₀ : ℝ) | |
| (hJ : 0≤J) (hΔ : 0<Δ) | |
| (hv : Vertex L → Operator L q) (he : Edge L → Operator L q) (Ω : State L q) | |
| (hΩ : ‖Ω‖=1) (hH : IsGridHamiltonian J hv he) | |
| (hg : asMap (Hamiltonian hv he) Ω=(E₀:ℂ) • Ω) | |
| (hgap : FullSystemGap (Hamiltonian hv he) Ω E₀ Δ) | |
| (lo₁ lo₂ : ℤ) (M r : ℕ) (hr : 0<r) | |
| (F : ℝ) (hF : ∀ i : Index M, vonNeumannEntropy Ω (tile lo₁ lo₂ r i)≤F) : | |
| let b := 2^(blocks q J Δ) | |
| let K : ℝ := ((b+1:ℕ):ℝ)^2 | |
| vonNeumannEntropy Ω (box lo₁ lo₂ M r) ≤ | |
| ((M:ℝ)^2-3/(4*K)*((interior b M).card:ℝ))*F+ | |
| ((interior b M).card:ℝ)*(bufferConstant q J Δ*(r:ℝ)/4)/K := by | |
| classical | |
| let b := 2^(blocks q J Δ) | |
| let C := tile (L:=L) (M:=M) lo₁ lo₂ r | |
| let Y := collar (L:=L) (M:=M) lo₁ lo₂ r b | |
| have hdis : ((Finset.univ : Finset (Index M)) : Set (Index M)).Pairwise | |
| (fun i j => Disjoint (C i) (C j)) := | |
| fun i _ j _ hij => tiles_disjoint lo₁ lo₂ r hr i j hij | |
| have hCY : ∀ i∈interior b M, C i ⊆ Y i := by | |
| intro i hi | |
| exact monotone_rectangle _ _ _ _ (Nat.zero_le _) | |
| have hY : ∀ k : Index (b+1), ∀ i∈interior b M, color b i=k → | |
| Y i\C i ⊆ PolynomialPEPS.SubvolumeTiling.unionTiles C | |
| (Finset.univ\(interior b M).filter (fun j => color b j=k)) := by | |
| intro k i hi hk | |
| subst k | |
| exact collar_exposed lo₁ lo₂ r b hr i hi | |
| have hc : ∀ i∈interior b M, vonNeumannEntropy Ω (Y i)-vonNeumannEntropy Ω (Y i\C i)≤ | |
| vonNeumannEntropy Ω (C i)/4+bufferConstant q J Δ*(r:ℝ)/4 := by | |
| intro i hi | |
| apply GeometricComparison.rectangle_conditional_contraction hq J Δ E₀ hJ hΔ | |
| hv he Ω hΩ hH hg hgap _ _ _ _ r hr <;> linarith | |
| have hh := PolynomialPEPS.SubvolumeTiling.color_recurrence (vonNeumannEntropy Ω) | |
| (vonNeumannEntropy_empty Ω hΩ) (RegionSSA.conditional_entropy_antitone hq Ω) | |
| C Y Finset.univ (interior b M) (Finset.subset_univ _) (color b) hdis hCY hY | |
| (bufferConstant q J Δ*(r:ℝ)/4) F hc (fun i _ => hF i) | |
| dsimp only [PolynomialPEPS.SubvolumeTiling.unionTiles,C] at hh | |
| rw [tiles_cover lo₁ lo₂ r hr] at hh | |
| simpa only [Finset.card_univ,Index,Fintype.card_prod,Fintype.card_fin,Nat.cast_mul,pow_two] using hh | |
| theorem physical_density_contraction (hq : 0<q) (J Δ E₀ : ℝ) | |
| (hJ : 0≤J) (hΔ : 0<Δ) | |
| (hv : Vertex L → Operator L q) (he : Edge L → Operator L q) (Ω : State L q) | |
| (hΩ : ‖Ω‖=1) (hH : IsGridHamiltonian J hv he) | |
| (hg : asMap (Hamiltonian hv he) Ω=(E₀:ℂ) • Ω) | |
| (hgap : FullSystemGap (Hamiltonian hv he) Ω E₀ Δ) | |
| (lo₁ lo₂ : ℤ) (r : ℕ) (hr : 0<r) (F : ℝ) (hF0 : 0≤F) | |
| (hF : ∀ i : Index (4*(2^(blocks q J Δ)+1)), vonNeumannEntropy Ω (tile lo₁ lo₂ r i)≤F) : | |
| let b := 2^(blocks q J Δ) | |
| let M := 4*(b+1) | |
| let K : ℝ := ((b+1:ℕ):ℝ)^2 | |
| vonNeumannEntropy Ω (box lo₁ lo₂ M r) ≤ | |
| (1-3/(16*K))*(M:ℝ)^2*F+(M:ℝ)^2*(bufferConstant q J Δ*(r:ℝ)/4)/K := by | |
| let b := 2^(blocks q J Δ) | |
| let M := 4*(b+1) | |
| let K : ℝ := ((b+1:ℕ):ℝ)^2 | |
| let N : ℝ := (interior b M).card | |
| have hK : 0<K := by dsimp [K]; positivity | |
| have hNlo : (M:ℝ)^2/4≤N := by | |
| have hh : ((2*(b+1):ℕ):ℝ)^2≤N := by | |
| dsimp only [N,M] | |
| exact_mod_cast interior_card_lower b | |
| dsimp only [M] | |
| push_cast at hh ⊢ | |
| nlinarith only [hh] | |
| have hNhi : N≤(M:ℝ)^2 := by | |
| dsimp only [N] | |
| exact_mod_cast interior_card_upper b M | |
| have hB : 0≤bufferConstant q J Δ*(r:ℝ)/4 := by | |
| dsimp only [bufferConstant] | |
| positivity | |
| have hh := physical_color_recurrence hq J Δ E₀ hJ hΔ hv he Ω hΩ hH hg hgap lo₁ lo₂ M r hr F hF | |
| change vonNeumannEntropy Ω (box lo₁ lo₂ M r) ≤ ((M:ℝ)^2-3/(4*K)*N)*F+ | |
| N*(bufferConstant q J Δ*(r:ℝ)/4)/K at hh | |
| apply hh.trans | |
| change ((M:ℝ)^2-3/(4*K)*N)*F+N*(bufferConstant q J Δ*(r:ℝ)/4)/K ≤ | |
| (1-3/(16*K))*(M:ℝ)^2*F+(M:ℝ)^2*(bufferConstant q J Δ*(r:ℝ)/4)/K | |
| have hd : 0≤3/(4*K) := le_of_lt (div_pos (by norm_num) (mul_pos (by norm_num) hK)) | |
| have h1 := mul_le_mul_of_nonneg_right hNlo (mul_nonneg hd hF0) | |
| have h2 := mul_le_mul_of_nonneg_right hNhi (div_nonneg hB (le_of_lt hK)) | |
| have he : 3/(16*K)=(3/(4*K))/4 := by ring | |
| rw [he] | |
| apply add_le_add | |
| · calc | |
| _ = (M:ℝ)^2*F-N*(3/(4*K)*F) := by ring | |
| _ ≤ (M:ℝ)^2*F-((M:ℝ)^2/4)*(3/(4*K)*F) := sub_le_sub_left h1 _ | |
| _ = _ := by ring | |
| · exact div_le_div_of_nonneg_right (mul_le_mul_of_nonneg_right hNhi hB) (le_of_lt hK) | |
| end PolynomialPEPS.Subvolume.RectangleTiling | |
| namespace PolynomialPEPS.Subvolume.RectangleTiling | |
| open scoped BigOperators | |
| open PolynomialPEPS.Subvolume.HarmonicWeights PolynomialPEPS.Subvolume.GeometricLower | |
| open PolynomialPEPS.Subvolume.RectangleContours | |
| variable {L q : ℕ} | |
| lemma tile_as_box (lo₁ lo₂ : ℤ) (r : ℕ) {M : ℕ} (i : Index M) : | |
| tile (L:=L) lo₁ lo₂ r i = | |
| box (lo₁+(i.1.val:ℤ)*r) (lo₂+(i.2.val:ℤ)*r) 1 r := by | |
| unfold tile box | |
| congr 1 <;> push_cast <;> ring | |
| lemma box_mul (lo₁ lo₂ : ℤ) (M r : ℕ) : | |
| box (L:=L) lo₁ lo₂ M r=box lo₁ lo₂ 1 (M*r) := by | |
| unfold box | |
| congr 1 <;> push_cast <;> ring | |
| lemma unit_box_card (lo₁ lo₂ : ℤ) : (box (L:=L) lo₁ lo₂ 1 1).card≤1 := by | |
| apply Finset.card_le_one.mpr | |
| intro v hv w hw | |
| rw [mem_box] at hv hw | |
| apply Prod.ext <;> apply Fin.ext <;> omega | |
| theorem physical_three_child_gain (hq : 0<q) (J Δ E₀ : ℝ) | |
| (hJ : 0≤J) (hΔ : 0<Δ) | |
| (hv : Vertex L → Operator L q) (he : Edge L → Operator L q) (Ω : State L q) | |
| (hΩ : ‖Ω‖=1) (hH : IsGridHamiltonian J hv he) | |
| (hg : asMap (Hamiltonian hv he) Ω=(E₀:ℂ) • Ω) | |
| (hgap : FullSystemGap (Hamiltonian hv he) Ω E₀ Δ) | |
| (lo₁ lo₂ : ℤ) (r : ℕ) (hr : 0<r) (F : ℝ) (hF0 : 0≤F) | |
| (hF : ∀ i : Index (4*(2^(blocks q J Δ)+1)), vonNeumannEntropy Ω (tile lo₁ lo₂ r i)≤F) : | |
| let M := 4*(2^(blocks q J Δ)+1) | |
| vonNeumannEntropy Ω (box lo₁ lo₂ 1 (M*r)) ≤ | |
| ((M:ℝ)^2-3)*F+4*bufferConstant q J Δ*(r:ℝ) := by | |
| let b := 2^(blocks q J Δ) | |
| let M := 4*(b+1) | |
| let K : ℝ := ((b+1:ℕ):ℝ)^2 | |
| have hK : K≠0 := by dsimp [K]; positivity | |
| have hc : (M:ℝ)^2=16*K := by dsimp [M,K]; push_cast; ring | |
| have hh := physical_density_contraction hq J Δ E₀ hJ hΔ hv he Ω hΩ hH hg hgap lo₁ lo₂ r hr F hF0 hF | |
| change vonNeumannEntropy Ω (box lo₁ lo₂ M r) ≤ | |
| (1-3/(16*K))*(M:ℝ)^2*F+(M:ℝ)^2*(bufferConstant q J Δ*(r:ℝ)/4)/K at hh | |
| rw [box_mul] at hh | |
| convert hh using 1 | |
| rw [hc] | |
| field_simp | |
| ring | |
| theorem square_scale_entropy (hq : 0<q) (J Δ E₀ : ℝ) | |
| (hJ : 0≤J) (hΔ : 0<Δ) | |
| (hv : Vertex L → Operator L q) (he : Edge L → Operator L q) (Ω : State L q) | |
| (hΩ : ‖Ω‖=1) (hH : IsGridHamiltonian J hv he) | |
| (hg : asMap (Hamiltonian hv he) Ω=(E₀:ℂ) • Ω) | |
| (hgap : FullSystemGap (Hamiltonian hv he) Ω E₀ Δ) | |
| (k : ℕ) (lo₁ lo₂ : ℤ) : | |
| let M := 4*(2^(blocks q J Δ)+1) | |
| vonNeumannEntropy Ω (box lo₁ lo₂ 1 (M^k)) ≤ | |
| (Real.log q+4*bufferConstant q J Δ)*((M:ℝ)^2-2)^k := by | |
| let M := 4*(2^(blocks q J Δ)+1) | |
| let R : ℝ := (M:ℝ)^2-2 | |
| let A := Real.log q+4*bufferConstant q J Δ | |
| have hM : (4:ℝ)≤M := by | |
| dsimp only [M] | |
| exact_mod_cast (Nat.mul_le_mul_left 4 (Nat.succ_le_succ (Nat.zero_le (2^(blocks q J Δ))))) | |
| have hMr : 0<(M:ℝ) := lt_of_lt_of_le (by norm_num) hM | |
| have hMn : 0<M := by exact_mod_cast hMr | |
| have hR : (M:ℝ)≤R := by dsimp [R]; nlinarith only [hM] | |
| have hR0 : 0≤R := (le_of_lt hMr).trans hR | |
| have hQ : 0≤Real.log q := Real.log_nonneg (by exact_mod_cast hq) | |
| have hB : 0≤bufferConstant q J Δ := by dsimp [bufferConstant]; positivity | |
| have hA : 0≤A := add_nonneg hQ (mul_nonneg (by norm_num) hB) | |
| change vonNeumannEntropy Ω (box lo₁ lo₂ 1 (M^k))≤A*R^k | |
| induction k generalizing lo₁ lo₂ with | |
| | zero => | |
| simp only [pow_zero,mul_one] | |
| have hh := vonNeumannEntropy_le_card_log hq Ω hΩ (box lo₁ lo₂ 1 1) | |
| have hn : ((box (L:=L) lo₁ lo₂ 1 1).card:ℝ)≤1 := by exact_mod_cast unit_box_card (L:=L) lo₁ lo₂ | |
| have ht := mul_le_mul_of_nonneg_right hn hQ | |
| dsimp only [A] | |
| linarith only [hh,ht,hB] | |
| | succ k ih => | |
| have hf : ∀ i : Index M, vonNeumannEntropy Ω (tile lo₁ lo₂ (M^k) i)≤A*R^k := by | |
| intro i | |
| rw [tile_as_box] | |
| exact ih _ _ | |
| have hh := physical_three_child_gain hq J Δ E₀ hJ hΔ hv he Ω hΩ hH hg hgap lo₁ lo₂ | |
| (M^k) (pow_pos hMn _) (A*R^k) (mul_nonneg hA (pow_nonneg hR0 _)) hf | |
| change vonNeumannEntropy Ω (box lo₁ lo₂ 1 (M*M^k)) ≤ | |
| ((M:ℝ)^2-3)*(A*R^k)+4*bufferConstant q J Δ*(M^k:ℕ) at hh | |
| rw [pow_succ' M k] | |
| apply hh.trans | |
| push_cast | |
| have hp : (M:ℝ)^k≤R^k := pow_le_pow_left₀ (le_of_lt hMr) hR k | |
| have he := mul_le_mul_of_nonneg_left hp (mul_nonneg (by norm_num : (0:ℝ)≤4) hB) | |
| have ha : 4*bufferConstant q J Δ≤A := by dsimp [A]; linarith only [hQ] | |
| have he' := mul_le_mul_of_nonneg_right ha (pow_nonneg hR0 k) change _ ≤ A*R^(k+1) calc _ ≤ ((M:ℝ)^2-3)*(A*R^k)+A*R^k := add_le_add le_rfl (he.trans he') | |
| _ = A*(R^k*R) := by dsimp only [R]; ring | |
| _ = A*R^(k+1) := by rw [pow_succ R k] | |
| end PolynomialPEPS.Subvolume.RectangleTiling | |
| end | |
| end OAI | |