use scirs2_core::ndarray::{Array1, Array2, Array3};
use scirs2_core::Complex64;
use std::collections::HashMap;
use crate::error::{Result, SimulatorError};
use crate::pauli::{PauliOperator, PauliOperatorSum, PauliString};
use crate::scirs2_integration::SciRS2Backend;
#[derive(Debug, Clone, PartialEq, Eq, Hash)]
pub enum FermionicOperator {
Creation(usize),
Annihilation(usize),
Number(usize),
Hopping { from: usize, to: usize },
Interaction { sites: [usize; 4] },
}
#[derive(Debug, Clone)]
pub struct FermionicString {
pub operators: Vec<FermionicOperator>,
pub coefficient: Complex64,
pub num_modes: usize,
}
#[derive(Debug, Clone)]
pub struct FermionicHamiltonian {
pub terms: Vec<FermionicString>,
pub num_modes: usize,
pub is_hermitian: bool,
}
pub struct JordanWignerTransform {
num_modes: usize,
pauli_cache: HashMap<FermionicOperator, PauliString>,
}
pub struct FermionicSimulator {
num_modes: usize,
jw_transform: JordanWignerTransform,
state: Array1<Complex64>,
backend: Option<SciRS2Backend>,
stats: FermionicStats,
}
#[derive(Debug, Clone, Default)]
pub struct FermionicStats {
pub jw_transformations: usize,
pub fermionic_ops_applied: usize,
pub jw_time_ms: f64,
pub operator_memory_bytes: usize,
pub max_pauli_string_length: usize,
}
impl FermionicOperator {
#[must_use]
pub const fn is_creation(&self) -> bool {
matches!(self, Self::Creation(_))
}
#[must_use]
pub const fn is_annihilation(&self) -> bool {
matches!(self, Self::Annihilation(_))
}
#[must_use]
pub const fn site(&self) -> Option<usize> {
match self {
Self::Creation(i) | Self::Annihilation(i) | Self::Number(i) => Some(*i),
_ => None,
}
}
#[must_use]
pub fn ordering_key(&self) -> (usize, usize) {
match self {
Self::Creation(i) => (1, *i),
Self::Annihilation(i) => (0, *i),
Self::Number(i) => (2, *i),
Self::Hopping { from, to } => (3, from.min(to) * 1000 + from.max(to)),
Self::Interaction { sites } => {
let mut sorted_sites = *sites;
sorted_sites.sort_unstable();
(
4,
sorted_sites[0] * 1_000_000
+ sorted_sites[1] * 10_000
+ sorted_sites[2] * 100
+ sorted_sites[3],
)
}
}
}
}
impl FermionicString {
#[must_use]
pub const fn new(
operators: Vec<FermionicOperator>,
coefficient: Complex64,
num_modes: usize,
) -> Self {
Self {
operators,
coefficient,
num_modes,
}
}
#[must_use]
pub fn single_operator(
op: FermionicOperator,
coefficient: Complex64,
num_modes: usize,
) -> Self {
Self::new(vec![op], coefficient, num_modes)
}
#[must_use]
pub fn creation(site: usize, coefficient: Complex64, num_modes: usize) -> Self {
Self::single_operator(FermionicOperator::Creation(site), coefficient, num_modes)
}
#[must_use]
pub fn annihilation(site: usize, coefficient: Complex64, num_modes: usize) -> Self {
Self::single_operator(
FermionicOperator::Annihilation(site),
coefficient,
num_modes,
)
}
#[must_use]
pub fn number(site: usize, coefficient: Complex64, num_modes: usize) -> Self {
Self::single_operator(FermionicOperator::Number(site), coefficient, num_modes)
}
#[must_use]
pub fn hopping(from: usize, to: usize, coefficient: Complex64, num_modes: usize) -> Self {
Self::single_operator(
FermionicOperator::Hopping { from, to },
coefficient,
num_modes,
)
}
pub fn multiply(&self, other: &Self) -> Result<Self> {
if self.num_modes != other.num_modes {
return Err(SimulatorError::DimensionMismatch(
"Fermionic strings must have same number of modes".to_string(),
));
}
let mut result_ops = self.operators.clone();
result_ops.extend(other.operators.clone());
let (canonical_ops, sign) = self.canonicalize_operators(&result_ops)?;
Ok(Self {
operators: canonical_ops,
coefficient: self.coefficient * other.coefficient * sign,
num_modes: self.num_modes,
})
}
fn canonicalize_operators(
&self,
ops: &[FermionicOperator],
) -> Result<(Vec<FermionicOperator>, Complex64)> {
let mut canonical = ops.to_vec();
let mut sign = Complex64::new(1.0, 0.0);
for i in 0..canonical.len() {
for j in (i + 1)..canonical.len() {
if canonical[i].ordering_key() > canonical[j].ordering_key() {
canonical.swap(i, j);
sign *= Complex64::new(-1.0, 0.0);
}
}
}
let simplified = self.apply_fermionic_algebra(&canonical)?;
Ok((simplified, sign))
}
fn apply_fermionic_algebra(&self, ops: &[FermionicOperator]) -> Result<Vec<FermionicOperator>> {
let mut result = Vec::new();
let mut i = 0;
while i < ops.len() {
if i + 1 < ops.len() {
match (&ops[i], &ops[i + 1]) {
(FermionicOperator::Creation(a), FermionicOperator::Annihilation(b))
if a == b =>
{
result.push(FermionicOperator::Number(*a));
i += 2;
}
(FermionicOperator::Annihilation(a), FermionicOperator::Annihilation(b))
if a == b =>
{
i += 2;
}
(FermionicOperator::Creation(a), FermionicOperator::Creation(b)) if a == b => {
i += 2;
}
_ => {
result.push(ops[i].clone());
i += 1;
}
}
} else {
result.push(ops[i].clone());
i += 1;
}
}
Ok(result)
}
#[must_use]
pub fn hermitian_conjugate(&self) -> Self {
let mut conjugate_ops = Vec::new();
for op in self.operators.iter().rev() {
let conjugate_op = match op {
FermionicOperator::Creation(i) => FermionicOperator::Annihilation(*i),
FermionicOperator::Annihilation(i) => FermionicOperator::Creation(*i),
FermionicOperator::Number(i) => FermionicOperator::Number(*i),
FermionicOperator::Hopping { from, to } => FermionicOperator::Hopping {
from: *to,
to: *from,
},
FermionicOperator::Interaction { sites } => {
let mut rev_sites = *sites;
rev_sites.reverse();
FermionicOperator::Interaction { sites: rev_sites }
}
};
conjugate_ops.push(conjugate_op);
}
Self {
operators: conjugate_ops,
coefficient: self.coefficient.conj(),
num_modes: self.num_modes,
}
}
}
impl FermionicHamiltonian {
#[must_use]
pub const fn new(num_modes: usize) -> Self {
Self {
terms: Vec::new(),
num_modes,
is_hermitian: true,
}
}
pub fn add_term(&mut self, term: FermionicString) -> Result<()> {
if term.num_modes != self.num_modes {
return Err(SimulatorError::DimensionMismatch(
"Term must have same number of modes as Hamiltonian".to_string(),
));
}
self.terms.push(term);
Ok(())
}
pub fn make_hermitian(&mut self) {
let mut conjugate_terms = Vec::new();
for term in &self.terms {
let conjugate = term.hermitian_conjugate();
if !self.terms_equal(term, &conjugate) {
conjugate_terms.push(conjugate);
}
}
self.terms.extend(conjugate_terms);
self.is_hermitian = true;
}
fn terms_equal(&self, term1: &FermionicString, term2: &FermionicString) -> bool {
term1.operators == term2.operators && (term1.coefficient - term2.coefficient).norm() < 1e-12
}
pub fn molecular_hamiltonian(
num_modes: usize,
one_body_integrals: &Array2<f64>,
two_body_integrals: &Array3<f64>,
) -> Result<Self> {
let mut hamiltonian = Self::new(num_modes);
for i in 0..num_modes {
for j in 0..num_modes {
if one_body_integrals[[i, j]].abs() > 1e-12 {
let coeff = Complex64::new(one_body_integrals[[i, j]], 0.0);
let term = FermionicString::new(
vec![
FermionicOperator::Creation(i),
FermionicOperator::Annihilation(j),
],
coeff,
num_modes,
);
hamiltonian.add_term(term)?;
}
}
}
for i in 0..num_modes {
for j in 0..num_modes {
for k in 0..num_modes {
if two_body_integrals[[i, j, k]].abs() > 1e-12 {
for l in 0..num_modes {
let coeff = Complex64::new(0.5 * two_body_integrals[[i, j, k]], 0.0);
let term = FermionicString::new(
vec![
FermionicOperator::Creation(i),
FermionicOperator::Creation(j),
FermionicOperator::Annihilation(l),
FermionicOperator::Annihilation(k),
],
coeff,
num_modes,
);
hamiltonian.add_term(term)?;
}
}
}
}
}
hamiltonian.make_hermitian();
Ok(hamiltonian)
}
pub fn hubbard_model(
sites: usize,
hopping: f64,
interaction: f64,
chemical_potential: f64,
) -> Result<Self> {
let num_modes = 2 * sites; let mut hamiltonian = Self::new(num_modes);
for i in 0..sites {
for sigma in 0..2 {
let site_i = 2 * i + sigma;
if i + 1 < sites {
let site_j = 2 * (i + 1) + sigma;
let hopping_term = FermionicString::hopping(
site_i,
site_j,
Complex64::new(-hopping, 0.0),
num_modes,
);
hamiltonian.add_term(hopping_term)?;
let back_hopping_term = FermionicString::hopping(
site_j,
site_i,
Complex64::new(-hopping, 0.0),
num_modes,
);
hamiltonian.add_term(back_hopping_term)?;
}
}
}
for i in 0..sites {
let up_site = 2 * i;
let down_site = 2 * i + 1;
let interaction_term = FermionicString::new(
vec![
FermionicOperator::Number(up_site),
FermionicOperator::Number(down_site),
],
Complex64::new(interaction, 0.0),
num_modes,
);
hamiltonian.add_term(interaction_term)?;
}
for i in 0..num_modes {
let mu_term =
FermionicString::number(i, Complex64::new(-chemical_potential, 0.0), num_modes);
hamiltonian.add_term(mu_term)?;
}
Ok(hamiltonian)
}
}
impl JordanWignerTransform {
#[must_use]
pub fn new(num_modes: usize) -> Self {
Self {
num_modes,
pauli_cache: HashMap::new(),
}
}
pub fn transform_operator(&mut self, op: &FermionicOperator) -> Result<PauliString> {
if let Some(cached) = self.pauli_cache.get(op) {
return Ok(cached.clone());
}
let pauli_string = match op {
FermionicOperator::Creation(i) => self.creation_to_pauli(*i)?,
FermionicOperator::Annihilation(i) => self.annihilation_to_pauli(*i)?,
FermionicOperator::Number(i) => self.number_to_pauli(*i)?,
FermionicOperator::Hopping { from, to } => self.hopping_to_pauli(*from, *to)?,
FermionicOperator::Interaction { sites } => self.interaction_to_pauli(*sites)?,
};
self.pauli_cache.insert(op.clone(), pauli_string.clone());
Ok(pauli_string)
}
fn creation_to_pauli(&self, site: usize) -> Result<PauliString> {
if site >= self.num_modes {
return Err(SimulatorError::IndexOutOfBounds(site));
}
let mut paulis = vec![PauliOperator::I; self.num_modes];
paulis[..site].fill(PauliOperator::Z);
paulis[site] = PauliOperator::X;
let ops: Vec<(usize, PauliOperator)> = paulis
.iter()
.enumerate()
.filter(|(_, &op)| op != PauliOperator::I)
.map(|(i, &op)| (i, op))
.collect();
PauliString::from_ops(self.num_modes, &ops, Complex64::new(0.5, 0.0))
}
fn annihilation_to_pauli(&self, site: usize) -> Result<PauliString> {
if site >= self.num_modes {
return Err(SimulatorError::IndexOutOfBounds(site));
}
let mut paulis = vec![PauliOperator::I; self.num_modes];
paulis[..site].fill(PauliOperator::Z);
paulis[site] = PauliOperator::X;
let ops: Vec<(usize, PauliOperator)> = paulis
.iter()
.enumerate()
.filter(|(_, &op)| op != PauliOperator::I)
.map(|(i, &op)| (i, op))
.collect();
PauliString::from_ops(self.num_modes, &ops, Complex64::new(0.5, 0.0))
}
fn number_to_pauli(&self, site: usize) -> Result<PauliString> {
if site >= self.num_modes {
return Err(SimulatorError::IndexOutOfBounds(site));
}
let mut paulis = vec![PauliOperator::I; self.num_modes];
paulis[site] = PauliOperator::Z;
let ops: Vec<(usize, PauliOperator)> = paulis
.iter()
.enumerate()
.filter(|(_, &op)| op != PauliOperator::I)
.map(|(i, &op)| (i, op))
.collect();
PauliString::from_ops(self.num_modes, &ops, Complex64::new(-0.5, 0.0))
}
fn hopping_to_pauli(&self, from: usize, to: usize) -> Result<PauliString> {
let mut paulis = vec![PauliOperator::I; self.num_modes];
let min_site = from.min(to);
let max_site = from.max(to);
paulis[min_site..max_site].fill(PauliOperator::Z);
paulis[from] = PauliOperator::X;
paulis[to] = PauliOperator::X;
let ops: Vec<(usize, PauliOperator)> = paulis
.iter()
.enumerate()
.filter(|(_, &op)| op != PauliOperator::I)
.map(|(i, &op)| (i, op))
.collect();
PauliString::from_ops(self.num_modes, &ops, Complex64::new(0.25, 0.0))
}
fn interaction_to_pauli(&self, sites: [usize; 4]) -> Result<PauliString> {
let mut paulis = vec![PauliOperator::I; self.num_modes];
for &site in &sites {
paulis[site] = PauliOperator::Z;
}
let ops: Vec<(usize, PauliOperator)> = paulis
.iter()
.enumerate()
.filter(|(_, &op)| op != PauliOperator::I)
.map(|(i, &op)| (i, op))
.collect();
PauliString::from_ops(self.num_modes, &ops, Complex64::new(0.0625, 0.0))
}
pub fn transform_string(
&mut self,
fermionic_string: &FermionicString,
) -> Result<PauliOperatorSum> {
let mut pauli_sum = PauliOperatorSum::new(self.num_modes);
if fermionic_string.operators.is_empty() {
let mut identity_string = PauliString::new(self.num_modes);
identity_string.coefficient = fermionic_string.coefficient;
let _ = pauli_sum.add_term(identity_string);
return Ok(pauli_sum);
}
if fermionic_string.operators.len() == 1 {
let pauli_string = self.transform_operator(&fermionic_string.operators[0])?;
let mut scaled_string = pauli_string.clone();
scaled_string.coefficient = pauli_string.coefficient * fermionic_string.coefficient;
let _ = pauli_sum.add_term(scaled_string);
} else {
let mut identity_string = PauliString::new(self.num_modes);
identity_string.coefficient = fermionic_string.coefficient;
let _ = pauli_sum.add_term(identity_string);
}
Ok(pauli_sum)
}
pub fn transform_hamiltonian(
&mut self,
hamiltonian: &FermionicHamiltonian,
) -> Result<PauliOperatorSum> {
let mut pauli_hamiltonian = PauliOperatorSum::new(self.num_modes);
for term in &hamiltonian.terms {
let pauli_terms = self.transform_string(term)?;
for pauli_term in pauli_terms.terms {
let _ = pauli_hamiltonian.add_term(pauli_term);
}
}
Ok(pauli_hamiltonian)
}
}
impl FermionicSimulator {
pub fn new(num_modes: usize) -> Result<Self> {
let dim = 1 << num_modes;
let mut state = Array1::zeros(dim);
state[0] = Complex64::new(1.0, 0.0);
Ok(Self {
num_modes,
jw_transform: JordanWignerTransform::new(num_modes),
state,
backend: None,
stats: FermionicStats::default(),
})
}
pub fn with_scirs2_backend(mut self) -> Result<Self> {
self.backend = Some(SciRS2Backend::new());
Ok(self)
}
pub fn set_initial_state(&mut self, occupation: &[bool]) -> Result<()> {
if occupation.len() != self.num_modes {
return Err(SimulatorError::DimensionMismatch(
"Occupation must match number of modes".to_string(),
));
}
let mut index = 0;
for (i, &occupied) in occupation.iter().enumerate() {
if occupied {
index |= 1 << (self.num_modes - 1 - i);
}
}
self.state.fill(Complex64::new(0.0, 0.0));
self.state[index] = Complex64::new(1.0, 0.0);
Ok(())
}
pub fn apply_fermionic_operator(&mut self, op: &FermionicOperator) -> Result<()> {
let start_time = std::time::Instant::now();
let pauli_string = self.jw_transform.transform_operator(op)?;
self.apply_pauli_string(&pauli_string)?;
self.stats.fermionic_ops_applied += 1;
self.stats.jw_transformations += 1;
self.stats.jw_time_ms += start_time.elapsed().as_secs_f64() * 1000.0;
Ok(())
}
pub fn apply_fermionic_string(&mut self, fermionic_string: &FermionicString) -> Result<()> {
let pauli_sum = self.jw_transform.transform_string(fermionic_string)?;
for pauli_term in &pauli_sum.terms {
self.apply_pauli_string(pauli_term)?;
}
Ok(())
}
const fn apply_pauli_string(&self, pauli_string: &PauliString) -> Result<()> {
Ok(())
}
pub fn expectation_value(&mut self, op: &FermionicOperator) -> Result<Complex64> {
let pauli_string = self.jw_transform.transform_operator(op)?;
let expectation = self.compute_pauli_expectation(&pauli_string)?;
Ok(expectation)
}
const fn compute_pauli_expectation(&self, pauli_string: &PauliString) -> Result<Complex64> {
Ok(Complex64::new(0.0, 0.0))
}
pub fn evolve_hamiltonian(
&mut self,
hamiltonian: &FermionicHamiltonian,
time: f64,
) -> Result<()> {
let pauli_hamiltonian = self.jw_transform.transform_hamiltonian(hamiltonian)?;
self.evolve_pauli_hamiltonian(&pauli_hamiltonian, time)?;
Ok(())
}
const fn evolve_pauli_hamiltonian(
&self,
_hamiltonian: &PauliOperatorSum,
_time: f64,
) -> Result<()> {
Ok(())
}
#[must_use]
pub const fn get_state(&self) -> &Array1<Complex64> {
&self.state
}
#[must_use]
pub fn get_particle_number(&self) -> f64 {
let mut total_number = 0.0;
for (index, amplitude) in self.state.iter().enumerate() {
let prob = amplitude.norm_sqr();
let popcount = f64::from(index.count_ones());
total_number += prob * popcount;
}
total_number
}
#[must_use]
pub const fn get_stats(&self) -> &FermionicStats {
&self.stats
}
pub fn particle_correlation(&mut self, site1: usize, site2: usize) -> Result<f64> {
let n1_op = FermionicOperator::Number(site1);
let n2_op = FermionicOperator::Number(site2);
let n1_exp = self.expectation_value(&n1_op)?.re;
let n2_exp = self.expectation_value(&n2_op)?.re;
let n1_n2_exp = 0.0;
Ok(n1_exp.mul_add(-n2_exp, n1_n2_exp))
}
}
pub fn benchmark_fermionic_simulation(num_modes: usize) -> Result<FermionicStats> {
let mut simulator = FermionicSimulator::new(num_modes)?;
let hamiltonian = FermionicHamiltonian::hubbard_model(num_modes / 2, 1.0, 2.0, 0.5)?;
let creation_op = FermionicOperator::Creation(0);
simulator.apply_fermionic_operator(&creation_op)?;
let annihilation_op = FermionicOperator::Annihilation(1);
simulator.apply_fermionic_operator(&annihilation_op)?;
simulator.evolve_hamiltonian(&hamiltonian, 0.1)?;
Ok(simulator.get_stats().clone())
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_fermionic_operator_creation() {
let op = FermionicOperator::Creation(0);
assert!(op.is_creation());
assert!(!op.is_annihilation());
assert_eq!(op.site(), Some(0));
}
#[test]
fn test_fermionic_string() {
let ops = vec![
FermionicOperator::Creation(0),
FermionicOperator::Annihilation(1),
];
let string = FermionicString::new(ops, Complex64::new(1.0, 0.0), 4);
assert_eq!(string.operators.len(), 2);
assert_eq!(string.num_modes, 4);
}
#[test]
fn test_hubbard_hamiltonian() {
let hamiltonian = FermionicHamiltonian::hubbard_model(2, 1.0, 2.0, 0.5)
.expect("Failed to create Hubbard model Hamiltonian");
assert_eq!(hamiltonian.num_modes, 4); assert!(!hamiltonian.terms.is_empty());
}
#[test]
fn test_jordan_wigner_transform() {
let mut jw = JordanWignerTransform::new(4);
let creation_op = FermionicOperator::Creation(1);
let pauli_string = jw
.transform_operator(&creation_op)
.expect("Failed to transform creation operator via Jordan-Wigner");
assert_eq!(pauli_string.num_qubits, 4);
assert_eq!(pauli_string.operators[0], PauliOperator::Z); assert_eq!(pauli_string.operators[1], PauliOperator::X);
}
#[test]
fn test_fermionic_simulator() {
let mut simulator =
FermionicSimulator::new(4).expect("Failed to create fermionic simulator");
simulator
.set_initial_state(&[true, false, false, false])
.expect("Failed to set initial fermionic state");
let particle_number = simulator.get_particle_number();
assert!((particle_number - 1.0).abs() < 1e-10);
}
#[test]
fn test_fermionic_string_multiplication() {
let string1 = FermionicString::creation(0, Complex64::new(1.0, 0.0), 4);
let string2 = FermionicString::annihilation(1, Complex64::new(1.0, 0.0), 4);
let product = string1
.multiply(&string2)
.expect("Failed to multiply fermionic strings");
assert!(!product.operators.is_empty());
}
}