wai-quantum 0.3.26

//! Quantum information: mixed states, subsystems, and the measurements that
//! separate quantum theory from any classical account of it.
//!
//! Everything else in this crate carries a **pure** state — a single vector of
//! amplitudes. That is enough to run circuits, but it is not enough to do quantum
//! information science, because the interesting objects there are not pure. Throw
//! away half of an entangled pair and what remains is not a state vector at all;
//! it is a mixture, and its entropy is the whole point.
//!
//! So this module adds the density matrix, the partial trace that produces one,
//! and the quantities you ask of it. It stays in the same fixed point as the
//! simulator, so a reduced state has a portable hash like everything else: two
//! machines agree on the mixture, not merely on a rendering of it.

use crate::quantum::{fxmul, Amp, StateVector, FRAC, ONE};

/// A density matrix, row-major `d × d` over the same fixed point as the simulator.
#[derive(Clone, Debug, PartialEq, Eq)]
pub struct DensityMatrix {
    pub n_qubits: u8,
    /// `d = 2^n_qubits`.
    pub d: usize,
    m: Vec<Amp>,
}

impl DensityMatrix {

    /// Build a density matrix from raw row-major entries. `m.len()` must be `d²`
    /// for a power-of-two `d`; nothing here checks that the result is a physical
    /// state, so callers that construct one by hand own that.
    pub fn from_entries(m: Vec<Amp>) -> Option<DensityMatrix> {
        let d = (m.len() as f64).sqrt() as usize;
        if d * d != m.len() || !d.is_power_of_two() {
            return None;
        }
        Some(DensityMatrix { n_qubits: d.trailing_zeros() as u8, d, m })
    }

    /// `Tr(ρ P)` for a Pauli string — the mixed-state counterpart of
    /// [`expect_pauli`], and what a tomographer actually measures.
    pub fn expect_pauli(&self, ops: &[(u8, Pauli)]) -> i64 {
        let flip = pauli_flip(ops);
        let mut acc: i128 = 0;
        for j in 0..self.d {
            acc += pauli_coeff(j, ops).mul(self.get(j, j ^ flip)).re as i128;
        }
        acc as i64
    }

    pub fn get(&self, r: usize, c: usize) -> Amp {
        self.m[r * self.d + c]
    }

    /// `ρ = |ψ⟩⟨ψ|` for a pure state.
    pub fn from_pure(sv: &StateVector) -> DensityMatrix {
        let d = sv.amps.len();
        let mut m = vec![Amp::ZERO; d * d];
        for r in 0..d {
            for c in 0..d {
                m[r * d + c] = sv.amps[r].mul(sv.amps[c].conj());
            }
        }
        DensityMatrix { n_qubits: sv.n_qubits, d, m }
    }

    /// A classical mixture `Σ wᵢ ρᵢ`, weights in fixed point (they should sum to
    /// `ONE`; nothing here silently renormalises them).
    pub fn mixture(parts: &[(i64, DensityMatrix)]) -> Option<DensityMatrix> {
        let first = parts.first()?;
        let (n, d) = (first.1.n_qubits, first.1.d);
        if parts.iter().any(|(_, p)| p.d != d) {
            return None;
        }
        let mut m = vec![Amp::ZERO; d * d];
        for (w, p) in parts {
            for k in 0..d * d {
                m[k] = m[k].add(Amp { re: fxmul(*w, p.m[k].re), im: fxmul(*w, p.m[k].im) });
            }
        }
        Some(DensityMatrix { n_qubits: n, d, m })
    }

    /// `Tr ρ`, which is `ONE` for any state.
    pub fn trace(&self) -> Amp {
        (0..self.d).fold(Amp::ZERO, |acc, i| acc.add(self.get(i, i)))
    }

    /// `Tr ρ²` — one for a pure state, `1/d` for the maximally mixed one. The
    /// cheapest honest answer to "how mixed is this?", and unlike the entropy it
    /// needs no eigenvalues, so it stays exactly in the fixed point.
    pub fn purity(&self) -> i64 {
        let mut acc: i128 = 0;
        for r in 0..self.d {
            for c in 0..self.d {
                let (a, b) = (self.get(r, c), self.get(c, r));
                acc += (a.re as i128 * b.re as i128 - a.im as i128 * b.im as i128) >> FRAC;
            }
        }
        acc as i64
    }

    /// Trace out every qubit not in `keep`, leaving the reduced state of the rest.
    ///
    /// This is the operation that makes mixed states unavoidable: the reduced state
    /// of half a Bell pair is maximally mixed, and no state vector can say that.
    pub fn partial_trace(&self, keep: &[u8]) -> DensityMatrix {
        let mut keep: Vec<u8> = keep.to_vec();
        keep.sort_unstable();
        keep.dedup();
        let traced: Vec<u8> = (0..self.n_qubits).filter(|q| !keep.contains(q)).collect();
        let dk = 1usize << keep.len();
        let dt = 1usize << traced.len();
        let widen = |bits: usize, qs: &[u8]| -> usize {
            qs.iter().enumerate().fold(0usize, |acc, (i, &q)| {
                acc | (((bits >> i) & 1) << q)
            })
        };
        let mut m = vec![Amp::ZERO; dk * dk];
        for a in 0..dk {
            for b in 0..dk {
                let (ka, kb) = (widen(a, &keep), widen(b, &keep));
                let mut sum = Amp::ZERO;
                for t in 0..dt {
                    let tt = widen(t, &traced);
                    sum = sum.add(self.get(ka | tt, kb | tt));
                }
                m[a * dk + b] = sum;
            }
        }
        DensityMatrix { n_qubits: keep.len() as u8, d: dk, m }
    }

    /// Portable identity of the mixture itself.
    pub fn hash(&self) -> [u8; 32] {
        let mut h = blake3::Hasher::new();
        h.update(b"wai:density-matrix\x01");
        h.update(&(self.n_qubits as u64).to_le_bytes());
        for a in &self.m {
            h.update(&a.re.to_le_bytes());
            h.update(&a.im.to_le_bytes());
        }
        *h.finalize().as_bytes()
    }
}

/// A single-qubit Pauli factor of an observable.
#[derive(Clone, Copy, Debug, PartialEq, Eq)]
pub enum Pauli {
    I,
    X,
    Y,
    Z,
}

/// Which basis-state bits a Pauli string moves: `X` and `Y` flip theirs.
pub(crate) fn pauli_flip(ops: &[(u8, Pauli)]) -> usize {
    let mut flip = 0usize;
    for (q, p) in ops {
        if matches!(p, Pauli::X | Pauli::Y) {
            flip |= 1 << q;
        }
    }
    flip
}

/// The coefficient `c` in `P|i⟩ = c |i ⊕ flip⟩`: `Z` and `Y` contribute signs,
/// `Y` also an `i`.
pub(crate) fn pauli_coeff(i: usize, ops: &[(u8, Pauli)]) -> Amp {
    let mut sign = 1i64;
    let mut i_pow = 0u32;
    for (q, p) in ops {
        let bit = (i >> q) & 1;
        match p {
            Pauli::I | Pauli::X => {}
            Pauli::Z => {
                if bit == 1 {
                    sign = -sign;
                }
            }
            Pauli::Y => {
                i_pow += 1;
                if bit == 1 {
                    sign = -sign;
                }
            }
        }
    }
    match i_pow % 4 {
        0 => Amp { re: sign * ONE, im: 0 },
        1 => Amp { re: 0, im: sign * ONE },
        2 => Amp { re: -sign * ONE, im: 0 },
        _ => Amp { re: 0, im: -sign * ONE },
    }
}

/// `⟨ψ| P |ψ⟩` for a Pauli string, exactly, in fixed point.
///
/// Pauli strings are Hermitian, so the answer is real and lies in `[-ONE, ONE]`.
/// Every observable this module reports is built from these, which is what keeps
/// the reported values exact rather than sampled.
pub fn expect_pauli(sv: &StateVector, ops: &[(u8, Pauli)]) -> i64 {
    let flip = pauli_flip(ops);
    let mut acc: i128 = 0;
    for i in 0..sv.amps.len() {
        let c = pauli_coeff(i, ops);
        acc += sv.amps[i ^ flip].conj().mul(c.mul(sv.amps[i])).re as i128;
    }
    acc as i64
}

/// The CHSH correlator for the Bell state `(|00⟩+|11⟩)/√2` at the standard optimal
/// settings, and the two bounds that make it famous.
///
/// A local hidden-variable account of the world cannot exceed `2`. Quantum theory
/// cannot exceed `2√2` — Tsirelson's bound — and at these settings it reaches it.
/// The value here is computed from exact Pauli expectations rather than sampled,
/// so the violation is arithmetic, not statistics: `S = √2 (⟨ZZ⟩ + ⟨XX⟩)`.
pub struct Chsh {
    pub s: f64,
    pub classical_bound: f64,
    pub tsirelson_bound: f64,
    /// `⟨Z⊗Z⟩` and `⟨X⊗X⟩`, exact in fixed point.
    pub zz_fx: i64,
    pub xx_fx: i64,
}

/// Evaluate CHSH on a two-qubit state.
pub fn chsh(sv: &StateVector) -> Option<Chsh> {
    if sv.n_qubits != 2 {
        return None;
    }
    let zz = expect_pauli(sv, &[(0, Pauli::Z), (1, Pauli::Z)]);
    let xx = expect_pauli(sv, &[(0, Pauli::X), (1, Pauli::X)]);
    let s = std::f64::consts::SQRT_2 * ((zz + xx) as f64 / ONE as f64);
    Some(Chsh {
        s,
        classical_bound: 2.0,
        tsirelson_bound: 2.0 * std::f64::consts::SQRT_2,
        zz_fx: zz,
        xx_fx: xx,
    })
}

#[cfg(test)]
mod tests {
    use super::*;
    use crate::quantum::Circuit;

    fn bell() -> StateVector {
        let mut c = Circuit::new(2);
        c.h(0).cx(0, 1);
        c.simulate().unwrap()
    }

    #[test]
    fn a_pure_state_is_pure_and_normalised() {
        let dm = DensityMatrix::from_pure(&bell());
        let tol = ONE / 10_000;
        assert!((dm.trace().re - ONE).abs() < tol, "trace {}", dm.trace().re);
        assert!(dm.trace().im.abs() < tol);
        assert!((dm.purity() - ONE).abs() < tol, "purity {}", dm.purity());
    }

    /// Half of a Bell pair is maximally mixed. This is the fact a state vector
    /// cannot express, and the reason this module exists.
    #[test]
    fn half_of_a_bell_pair_is_maximally_mixed() {
        let dm = DensityMatrix::from_pure(&bell());
        let red = dm.partial_trace(&[0]);
        let tol = ONE / 10_000;
        assert_eq!(red.d, 2);
        assert!((red.trace().re - ONE).abs() < tol);
        // purity 1/2 for one maximally mixed qubit, and no coherence off-diagonal
        assert!((red.purity() - ONE / 2).abs() < tol, "purity {}", red.purity());
        assert!(red.get(0, 1).re.abs() < tol && red.get(0, 1).im.abs() < tol);
        assert!((red.get(0, 0).re - ONE / 2).abs() < tol);
        assert!((red.get(1, 1).re - ONE / 2).abs() < tol);
    }

    #[test]
    fn a_product_state_leaves_a_pure_subsystem() {
        let mut c = Circuit::new(2);
        c.h(0); // |+>|0>, no entanglement
        let dm = DensityMatrix::from_pure(&c.simulate().unwrap());
        let red = dm.partial_trace(&[0]);
        let tol = ONE / 10_000;
        assert!((red.purity() - ONE).abs() < tol, "a product state's part is pure: {}", red.purity());
    }

    #[test]
    fn pauli_expectations_of_a_bell_state() {
        let sv = bell();
        let tol = ONE / 10_000;
        // perfectly correlated in Z and in X, and locally random in each
        assert!((expect_pauli(&sv, &[(0, Pauli::Z), (1, Pauli::Z)]) - ONE).abs() < tol);
        assert!((expect_pauli(&sv, &[(0, Pauli::X), (1, Pauli::X)]) - ONE).abs() < tol);
        assert!((expect_pauli(&sv, &[(0, Pauli::Y), (1, Pauli::Y)]) + ONE).abs() < tol);
        assert!(expect_pauli(&sv, &[(0, Pauli::Z)]).abs() < tol);
        assert!(expect_pauli(&sv, &[(1, Pauli::X)]).abs() < tol);
        // and the identity is one
        assert!((expect_pauli(&sv, &[(0, Pauli::I)]) - ONE).abs() < tol);
    }

    /// The point of the whole module in one assertion: no local hidden-variable
    /// theory can exceed 2, this state reaches 2√2, and quantum theory itself
    /// cannot do better.
    #[test]
    fn chsh_violates_the_classical_bound_and_saturates_tsirelson() {
        let r = chsh(&bell()).expect("two qubits");
        assert!(r.s > r.classical_bound + 0.5, "S = {} must beat the classical 2", r.s);
        assert!(r.s <= r.tsirelson_bound + 1e-6, "S = {} may not beat Tsirelson", r.s);
        assert!((r.s - 2.0 * std::f64::consts::SQRT_2).abs() < 1e-3, "S = {} should reach 2√2", r.s);
    }

    /// A separable state cannot violate anything.
    #[test]
    fn a_product_state_obeys_the_classical_bound() {
        let mut c = Circuit::new(2);
        c.h(0).h(1);
        let r = chsh(&c.simulate().unwrap()).unwrap();
        assert!(r.s <= r.classical_bound + 1e-6, "S = {} from a product state", r.s);
    }

    /// Mixing a state with itself gives that state back — numerically. Not
    /// bit-for-bit: halving twice rounds twice, so demanding an identical hash
    /// would be demanding that fixed-point division be lossless, which it is not.
    /// The hash is for *identity* of a computed mixture, and that is asserted
    /// separately.
    #[test]
    fn mixing_a_state_with_itself_returns_it() {
        let pure = DensityMatrix::from_pure(&bell());
        let mixed = DensityMatrix::mixture(&[(ONE / 2, pure.clone()), (ONE / 2, pure.clone())]).unwrap();
        let tol = ONE / 100_000;
        for r in 0..pure.d {
            for c in 0..pure.d {
                let (a, b) = (pure.get(r, c), mixed.get(r, c));
                assert!(
                    (a.re - b.re).abs() <= tol && (a.im - b.im).abs() <= tol,
                    "entry ({r},{c}) drifted: {a:?} vs {b:?}"
                );
            }
        }
        assert!((mixed.trace().re - ONE).abs() < ONE / 10_000, "a mixture is still a state");
    }

    #[test]
    fn the_hash_identifies_the_mixture() {
        let a = DensityMatrix::from_pure(&bell());
        let b = DensityMatrix::from_pure(&bell());
        assert_eq!(a.hash(), b.hash(), "same computation, same identity");
        let mut c = Circuit::new(2);
        c.h(0); // a different state
        assert_ne!(DensityMatrix::from_pure(&c.simulate().unwrap()).hash(), a.hash());
    }
}