Documentation

LeanPool.LeanQuantumAlg.Primitives.QNN.FullDLABasis

The full algebra gl(2ⁿ) as a dynamical Lie algebra: an exponential barren plateau #

This module constructs the explicit Hermitian Hilbert–Schmidt orthonormal basis of the full matrix algebra gl(N, ℂ) (the Hermitized matrix units: diagonal Eₖₖ, symmetric (Eᵢⱼ+Eⱼᵢ)/√2, antisymmetric i(Eᵢⱼ−Eⱼᵢ)/√2). For N = 2ⁿ this is a DLAHermBasis of the fully controllable circuit (dynamical Lie algebra = gl(2ⁿ), dimension 4ⁿ), which — fed into ragone_hasBarrenPlateau — exhibits a concrete family with an exponentially vanishing loss variance: a genuine barren plateau, witnessing that the capstone is not vacuous on the canonical physical case.

noncomputable def QuantumAlg.rt2inv :

The real constant 1/√2, as a complex scalar (the off-diagonal normalization).

Equations
Instances For
    noncomputable def QuantumAlg.hermUnit {N : } (p : Fin N × Fin N) :
    Matrix (Fin N) (Fin N)

    The Hermitized matrix units: a complete Hermitian basis of gl(N, ℂ), indexed by Fin N × Fin N (diagonal / symmetric-off-diagonal / antisymmetric-off-diagonal).

    Equations
    • One or more equations did not get rendered due to their size.
    Instances For

      Every Hermitized matrix unit is Hermitian.

      theorem QuantumAlg.hermUnit_lt {N : } {i j : Fin N} (h : i < j) :
      theorem QuantumAlg.hermUnit_gt {N : } {i j : Fin N} (h : j < i) :
      theorem QuantumAlg.hermUnit_orthonormal {N : } (p q : Fin N × Fin N) :

      The Hermitized matrix units form a Hilbert–Schmidt orthonormal family.

      The Hermitized matrix units are linearly independent.

      The Hermitized matrix units span all of gl(N, ℂ).

      The full algebra gl(N, ℂ) as a DLAHermBasis — the dynamical Lie algebra of a fully controllable circuit (generators span everything), with the Hermitized matrix units as its Hermitian orthonormal basis. Its dimension is .

      Equations
      Instances For
        noncomputable def QuantumAlg.fullCtrlSM (n : ) :
        RagoneSecondMoment (fullHermBasis (2 ^ n)) ((fullHermBasis (2 ^ n)).B 0, ) ((fullHermBasis (2 ^ n)).B 0, )

        The Ragone second-moment bundle for the fully controllable n-qubit family, with observable and state both equal to the first (Hermitian, normalized) basis element.

        Equations
        Instances For

          Concrete exponential barren plateau (full controllability). The qubit-indexed family of fully controllable circuits — dynamical Lie algebra gl(2ⁿ), dimension 4ⁿ — has an exponentially vanishing loss variance: a genuine barren plateau. This instantiates ragone_hasBarrenPlateau on the canonical physical case, witnessing it is not vacuous.