Download lean/OAI/MathematicalPhysics/PEPSMove/GridStates.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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7.88 kB
| import Mathlib | |
| namespace OAI | |
| noncomputable section | |
| open scoped BigOperators ComplexOrder Matrix.Norms.L2Operator MatrixOrder | |
| open Matrix | |
| noncomputable section | |
| open scoped BigOperators ComplexOrder | |
| namespace PolynomialPEPS.PhysicalMove | |
| abbrev Vertex (L : ℕ) := Fin L × Fin L | |
| def ForwardAdjacent {L : ℕ} (v w : Vertex L) : Prop := | |
| (v.1.val + 1 = w.1.val ∧ v.2 = w.2) ∨ | |
| (v.1 = w.1 ∧ v.2.val + 1 = w.2.val) | |
| abbrev Edge (L : ℕ) := {e : Vertex L × Vertex L // ForwardAdjacent e.1 e.2} | |
| instance edgeFintype (L : ℕ) : Fintype (Edge L) := Fintype.ofFinite _ | |
| def Incident {L : ℕ} (v : Vertex L) (e : Edge L) : Prop := | |
| v = e.val.1 ∨ v = e.val.2 | |
| abbrev IncidentEdge {L : ℕ} (v : Vertex L) := {e : Edge L // Incident v e} | |
| instance incidentFintype {L : ℕ} (v : Vertex L) : Fintype (IncidentEdge v) := | |
| Fintype.ofFinite _ | |
| abbrev Configuration (L q : ℕ) := Vertex L → Fin q | |
| abbrev State (L q : ℕ) := EuclideanSpace ℂ (Configuration L q) | |
| abbrev Operator (L q : ℕ) := Matrix (Configuration L q) (Configuration L q) ℂ | |
| abbrev RegionConfiguration {L : ℕ} (q : ℕ) (S : Finset (Vertex L)) := | |
| {v : Vertex L // v ∈ S} → Fin q | |
| def liftLocal {L q : ℕ} (S : Finset (Vertex L)) | |
| (a : Matrix (RegionConfiguration q S) (RegionConfiguration q S) ℂ) : | |
| Operator L q := fun x y => | |
| if ∀ v, v ∉ S → x v = y v then | |
| a (fun v => x v.val) (fun v => y v.val) | |
| else 0 | |
| def SupportedOn {L q : ℕ} (a : Operator L q) (S : Finset (Vertex L)) : Prop := | |
| ∃ aS : Matrix (RegionConfiguration q S) (RegionConfiguration q S) ℂ, | |
| a = liftLocal S aS | |
| def EdgeSites {L : ℕ} (e : Edge L) : Finset (Vertex L) := {e.val.1, e.val.2} | |
| def Hamiltonian {L q : ℕ} (hv : Vertex L → Operator L q) | |
| (he : Edge L → Operator L q) : Operator L q := | |
| (∑ v, hv v) + ∑ e, he e | |
| def asMap {L q : ℕ} (a : Operator L q) : State L q →L[ℂ] State L q := | |
| Matrix.toEuclideanCLM (n := Configuration L q) (𝕜 := ℂ) a | |
| def opNorm {L q : ℕ} (a : Operator L q) : ℝ := ‖asMap a‖ | |
| def IsGridHamiltonian {L q : ℕ} (J : ℝ) | |
| (hv : Vertex L → Operator L q) (he : Edge L → Operator L q) : Prop := | |
| (∀ v, SupportedOn (hv v) {v} ∧ opNorm (hv v) ≤ J) ∧ | |
| (∀ e, SupportedOn (he e) (EdgeSites e) ∧ opNorm (he e) ≤ J) ∧ | |
| (Hamiltonian hv he).IsHermitian | |
| def phase (θ : ℝ) : ℂ := Complex.exp ((θ : ℂ) * Complex.I) | |
| def UniqueGround {L q : ℕ} (H : Operator L q) (Ω : State L q) (E₀ : ℝ) : Prop := | |
| ‖Ω‖ = 1 ∧ | |
| asMap H Ω = (E₀ : ℂ) • Ω ∧ | |
| (∀ ψ : State L q, | |
| E₀ * ‖ψ‖ ^ 2 ≤ (inner ℂ ψ (asMap H ψ)).re) ∧ | |
| (∀ ψ : State L q, ‖ψ‖ = 1 → | |
| asMap H ψ = (E₀ : ℂ) • ψ → | |
| ∃ θ : ℝ, ψ = phase θ • Ω) | |
| def FullSystemGap {L q : ℕ} (H : Operator L q) (Ω : State L q) | |
| (E₀ Δ : ℝ) : Prop := | |
| ∀ ψ : State L q, | |
| Δ * (‖ψ‖ ^ 2 - ‖inner ℂ Ω ψ‖ ^ 2) ≤ | |
| (inner ℂ ψ (asMap H ψ)).re - E₀ * ‖ψ‖ ^ 2 | |
| abbrev LocalTensor {L : ℕ} (q : ℕ) (D : Edge L → ℕ) (v : Vertex L) := | |
| Fin q → ((e : IncidentEdge v) → Fin (D e.val)) → ℂ | |
| def contractPEPS {L q : ℕ} (D : Edge L → ℕ) | |
| (A : (v : Vertex L) → LocalTensor q D v) : State L q := | |
| WithLp.toLp 2 (fun x => ∑ a : (e : Edge L) → Fin (D e), | |
| ∏ v : Vertex L, A v (x v) (fun e => a e.val)) | |
| def HasPEPSApproximation {L q : ℕ} (Ω : State L q) (C c : ℝ) : Prop := | |
| ∃ (D : Edge L → ℕ) (A : (v : Vertex L) → LocalTensor q D v), | |
| (∀ e, 0 < D e) ∧ | |
| (∀ e, (D e : ℝ) ≤ C * Real.rpow (L : ℝ) c) ∧ | |
| contractPEPS D A ≠ 0 ∧ | |
| ∃ θ : ℝ, | |
| ‖((‖contractPEPS D A‖⁻¹ : ℝ) : ℂ) • contractPEPS D A - phase θ • Ω‖ ≤ | |
| (L : ℝ)⁻¹ | |
| def MainStatement : Prop := | |
| ∀ (q : ℕ), 2 ≤ q → ∀ (J Δ : ℝ), 0 < J → 0 < Δ → | |
| ∃ C c : ℝ, 0 < C ∧ 0 < c ∧ | |
| ∀ (L : ℕ), 2 ≤ L → | |
| ∀ (hv : Vertex L → Operator L q) (he : Edge L → Operator L q) | |
| (Ω : State L q) (E₀ : ℝ), | |
| IsGridHamiltonian J hv he → | |
| UniqueGround (Hamiltonian hv he) Ω E₀ → | |
| FullSystemGap (Hamiltonian hv he) Ω E₀ Δ → | |
| HasPEPSApproximation Ω C c | |
| end PolynomialPEPS.PhysicalMove | |
| namespace PolynomialPEPS.PhysicalMove | |
| def joinConfigurations {L q : ℕ} (A : Finset (Vertex L)) | |
| (x : RegionConfiguration q A) (z : RegionConfiguration q Aᶜ) : | |
| Configuration L q := by | |
| classical | |
| exact fun v => if h : v ∈ A then x ⟨v, h⟩ else z ⟨v, Finset.mem_compl.mpr h⟩ | |
| def coefficientMatrix {L q : ℕ} (Ω : State L q) (A : Finset (Vertex L)) : | |
| Matrix (RegionConfiguration q A) (RegionConfiguration q Aᶜ) ℂ := | |
| fun x z => Ω (joinConfigurations A x z) | |
| def reducedDensity {L q : ℕ} (Ω : State L q) (A : Finset (Vertex L)) : | |
| Matrix (RegionConfiguration q A) (RegionConfiguration q A) ℂ := | |
| coefficientMatrix Ω A * (coefficientMatrix Ω A).conjTranspose | |
| theorem reducedDensity_isHermitian {L q : ℕ} (Ω : State L q) | |
| (A : Finset (Vertex L)) : (reducedDensity Ω A).IsHermitian := by | |
| exact Matrix.isHermitian_mul_conjTranspose_self _ | |
| def vonNeumannEntropy {L q : ℕ} (Ω : State L q) (A : Finset (Vertex L)) : ℝ := | |
| ∑ i, Real.negMulLog ((reducedDensity_isHermitian Ω A).eigenvalues i) | |
| def boundaryCard {L : ℕ} (A : Finset (Vertex L)) : ℕ := by | |
| classical | |
| exact Fintype.card {e : Edge L // | |
| (e.val.1 ∈ A ∧ e.val.2 ∉ A) ∨ (e.val.1 ∉ A ∧ e.val.2 ∈ A)} | |
| def UniformAreaLaw : Prop := | |
| ∀ (q : ℕ), 2 ≤ q → ∀ (J Δ : ℝ), 0 < J → 0 < Δ → | |
| ∃ C_A : ℝ, 0 < C_A ∧ | |
| ∀ (L : ℕ), 2 ≤ L → | |
| ∀ (hv : Vertex L → Operator L q) (he : Edge L → Operator L q) | |
| (Ω : State L q) (E₀ : ℝ), | |
| IsGridHamiltonian J hv he → | |
| UniqueGround (Hamiltonian hv he) Ω E₀ → | |
| FullSystemGap (Hamiltonian hv he) Ω E₀ Δ → | |
| ∀ A : Finset (Vertex L), | |
| vonNeumannEntropy Ω A ≤ C_A * (boundaryCard A : ℝ) | |
| end PolynomialPEPS.PhysicalMove | |
| end | |
| end | |
| end OAI | |