arcis-compiler 0.9.7

A framework for writing secure multi-party computation (MPC) circuits to be executed on the Arcium network.
Documentation
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use crate::{
    core::{
        actually_used_field::ActuallyUsedField,
        bounds::FieldBounds,
        circuits::{
            boolean::utils::{icpot_unsigned, shift_right_round_towards_zero, CircuitType},
            traits::arithmetic_circuit::ArithmeticCircuit,
        },
        expressions::{expr::EvalFailure, field_expr::div_bounds},
        global_value::value::FieldValue,
    },
    traits::{GreaterEqual, Select},
    utils::{number::Number, used_field::UsedField},
};
use std::marker::PhantomData;

/// A fast division algorithm, which has a constraint.
/// It overflows (and doesn't work) when the numbers are too big.
#[derive(Clone, Debug)]
pub struct FastDivide<F: UsedField> {
    max_e_a: usize,
    max_e_b: usize,
    marker: PhantomData<F>,
}

impl<F: UsedField> FastDivide<F> {
    /// If true, the numbers are not too big and the algorithm should work.
    fn test_integrity(max_e_a: usize, max_e_b: usize) -> bool {
        2 * (max_e_a + max_e_b).max(7) + 2 <= F::CAPACITY as usize
    }
    /// Creates a Euclidean division circuit, which only computes the quotient.
    /// * max_e_a is the maximum size of the dividend (0 <= dividend < 2^max_e_a).
    /// * max_e_b is the maximum size of the divisor  (0 <= divisor  < 2^max_e_b).
    #[allow(unused)]
    pub fn new(max_e_a: usize, max_e_b: usize) -> Self {
        if !Self::test_integrity(max_e_a, max_e_b) {
            panic!("max_e_a:{max_e_a} and/or max_e_b:{max_e_b} are too high")
        }
        FastDivide {
            max_e_a,
            max_e_b,
            marker: PhantomData,
        }
    }
}
impl<F: ActuallyUsedField> FastDivide<F> {
    /// Given x in {2^{eta-1}, .., 2^eta - 1}, computes 2^eta / x. TODO: check statement.
    pub fn inv_approx(&self, x: FieldValue<F>, eta: usize, precision_out: usize) -> FieldValue<F> {
        let bounds = x.bounds();
        // we take as an initial approximation that from
        // https://en.wikipedia.org/wiki/Division_algorithm#Newton%E2%80%93Raphson_division
        let seventeen_inv = Number::power_of_two(eta) / 17;
        // FIXME: find out why we need the +1 in the shift of x_inv_init (and compensate with the -1
        // in the shift of close_to_one_init) but it doesn't work if we shifted both by eta
        // (which would be the mathematically correct behaviour)
        let x_inv_init = (-32 * &seventeen_inv * x
            + 48 * &seventeen_inv * Number::power_of_two(eta))
            >> (eta + 1);
        let close_to_one_init = x * x_inv_init;
        // this is equal to 2^eta * (1 - \epsilon_0), where \epsilon_0 is the relative error of the
        // initial approximation (and satisfies |\epsilon_0| <= 1/17)
        // thus, the below is in {2^eta * (1-1/17), .., 2^eta * (1+1/17)}
        let close_to_one_init = close_to_one_init >> (eta - 1);
        let (close_to_one_bounds, x_inv_bounds) = if bounds.signed_min().is_le_zero()
            || (bounds.signed_max() - F::power_of_two(eta)).is_ge_zero()
        {
            (FieldBounds::All, FieldBounds::All)
        } else {
            (
                FieldBounds::new(
                    // we need to add a margin, due to the rounding noise of the previous
                    // computations and the approximation of 2^eta / 17
                    // by seventeen_inv
                    F::power_of_two(eta) - F::from(3 * &seventeen_inv),
                    F::power_of_two(eta) + F::from(3 * &seventeen_inv),
                ),
                FieldBounds::new(F::power_of_two(eta - 2), F::power_of_two(eta) - F::ONE),
            )
        };
        let close_to_one_init = close_to_one_init.with_bounds(close_to_one_bounds);

        let n_iter = (((precision_out + 1) as f64 / 17f64.log2()).log2().ceil() as i32).max(0);
        // n_iter || bits of convergence
        // 1         8
        // 2         16
        // 3         32
        // 4         65
        // 5         130

        fn goldschmidt_iter<F: ActuallyUsedField>(
            x_inv: FieldValue<F>,
            close_to_one: FieldValue<F>,
            eta: usize,
            i: i32,
            close_to_one_bounds: FieldBounds<F>,
            x_inv_bounds: FieldBounds<F>,
        ) -> (FieldValue<F>, FieldValue<F>) {
            if i == 0 {
                (x_inv, close_to_one)
            } else {
                // this is equal to 2^eta * (1 + \epsilon_i)
                let update = -close_to_one + F::power_of_two(eta + 1);
                let new_x_inv = (x_inv * update) >> eta;
                let new_x_inv = new_x_inv.with_bounds(x_inv_bounds);
                let new_close_to_one = (close_to_one * update) >> eta;
                let new_close_to_one = new_close_to_one.with_bounds(close_to_one_bounds);
                goldschmidt_iter(
                    new_x_inv,
                    new_close_to_one,
                    eta,
                    i - 1,
                    close_to_one_bounds,
                    x_inv_bounds,
                )
            }
        }

        let (x_inv, _) = goldschmidt_iter(
            x_inv_init,
            close_to_one_init,
            eta,
            n_iter,
            close_to_one_bounds,
            x_inv_bounds,
        );
        x_inv
    }

    fn divide_unsigned_bitnums(&self, a: FieldValue<F>, b: FieldValue<F>) -> FieldValue<F> {
        let a_bounds = a.bounds();
        let b_bounds = b.bounds();
        let b_max = b_bounds.unsigned_max();
        let e_a = a_bounds.unsigned_bin_size().min(self.max_e_a);
        let e_b = b_max.unsigned_bits().min(self.max_e_b);
        // we let eta = max(e_a + e_b, 7) and work throughout with a window of eta bits
        let eta = (e_a + e_b).max(7);

        let (b_icpot_bounds, div_bounds, res_bounds, diff_bounds, icpot) =
            if a_bounds.unsigned_bin_size() > self.max_e_a
                || b_bounds.unsigned_bin_size() > self.max_e_b
                || b_bounds.signed_min().is_le_zero()
            {
                let icpot = icpot_unsigned(
                    b,
                    b_bounds.unsigned_bin_size().min(e_b),
                    CircuitType::default(),
                )
                .0;

                (
                    FieldBounds::All,
                    FieldBounds::All,
                    FieldBounds::All,
                    FieldBounds::All,
                    icpot,
                )
            } else {
                let b_icpot_bounds =
                    FieldBounds::new(F::power_of_two(e_b - 1), F::power_of_two(e_b) - F::ONE);
                let (div_min, div_max) = div_bounds(a_bounds, b_bounds).min_and_max(false);
                let res_bounds = FieldBounds::new(
                    (div_min - F::ONE) * F::power_of_two(eta + e_b - 1),
                    (div_max + F::ONE) * F::power_of_two(eta + e_b - 1),
                );
                let icpot = icpot_unsigned(b, e_b, CircuitType::default()).0;

                (
                    b_icpot_bounds,
                    FieldBounds::new(div_min, div_max),
                    res_bounds,
                    FieldBounds::new(F::ZERO, F::from(2) * b_max),
                    icpot,
                )
            };

        let b_icpot = b * icpot;
        let b_icpot = b_icpot.with_bounds(b_icpot_bounds);
        // in {2^{eta-1}, .., 2^{eta-e_b} * max_bound}
        let b_norm = b_icpot * F::power_of_two(eta - e_b);
        let b_inv = self.inv_approx(b_norm, eta, e_a);
        let a_icpot = a * icpot;
        let res = (a_icpot * b_inv).with_bounds(res_bounds);
        let res_before_correction = res >> (eta + e_b - 1);
        let prod = res_before_correction * b;
        let diff = (a - prod).with_bounds(diff_bounds);
        let is_incorrect = diff.ge(b);
        let corrected_res = FieldValue::<F>::from(is_incorrect) + res_before_correction;
        corrected_res.with_bounds(div_bounds)
    }
}

impl<F: UsedField> ArithmeticCircuit<F> for FastDivide<F> {
    fn eval(&self, x: Vec<F>) -> Result<Vec<F>, EvalFailure> {
        if x.len() != 2 {
            panic!("FastDivide requires two numbers")
        }
        if x[1] == F::ZERO {
            EvalFailure::err_ub("division by zero")?;
        }
        if x[0].unsigned_bits() > self.max_e_a {
            EvalFailure::err_ub("x[0] too big")?;
        }
        if x[1].unsigned_bits() > self.max_e_b {
            EvalFailure::err_ub("x[1] too big")?;
        }
        Ok(vec![x[0].unsigned_euclidean_division(x[1])])
    }

    fn bounds(&self, _bounds: Vec<FieldBounds<F>>) -> Vec<FieldBounds<F>> {
        // we already force the bounds in divide_unsigned_bitnums, therefore we can simply
        // return FieldBounds::All here, which will intersect with the forced bounds
        vec![FieldBounds::All]
    }

    fn run(&self, vals: Vec<FieldValue<F>>) -> Vec<FieldValue<F>>
    where
        F: ActuallyUsedField,
    {
        let a = vals[0];
        let b = vals[1];
        let e_a = a.bounds().unsigned_bin_size().min(self.max_e_a);
        let b_bounds = b.bounds();
        let e_b = b_bounds.unsigned_bin_size().min(self.max_e_b);
        let (b_min_bound, b_max_bound) = b_bounds.min_and_max(false);
        let is_neg_b = b.lt(0);
        let res = if b_min_bound == b_max_bound {
            let b_num = b_min_bound;
            if b_num == F::ZERO {
                return vec![0.into()];
            }
            // we let eta = e_a + e_b and work throughout with a window of eta bits
            let eta = e_a + e_b;
            let neg_a = -a;
            // the compiler simplifies the below to `a` in case b is unsigned
            let offset = is_neg_b.select(neg_a, a);
            let b_inv = F::power_of_two(eta).unsigned_euclidean_division(b_num);
            let prod = a * b_inv;
            // offset is necessary to guarantee that res >= a/b
            // however, eta is large enough so that a/b + 1 > res
            let res = prod + offset;
            shift_right_round_towards_zero(res, eta)
        } else {
            let abs_a = a.abs();
            let abs_b = b.abs();

            let abs_res = self.divide_unsigned_bitnums(abs_a, abs_b);
            let sign_res = a.sign() * b.sign();
            sign_res * abs_res
        };
        vec![res]
    }
}

#[cfg(test)]
mod tests {
    use crate::{
        core::{
            actually_used_field::ActuallyUsedField,
            circuits::{
                arithmetic::fast_divide::FastDivide,
                traits::arithmetic_circuit::{tests::TestedArithmeticCircuit, ArithmeticCircuit},
            },
            expressions::{
                expr::EvalValue,
                field_expr::{FieldExpr, InputInfo},
            },
            ir::IntermediateRepresentation,
            ir_builder::{ExprStore, IRBuilder},
        },
        utils::{field::ScalarField, number::Number, used_field::UsedField},
    };
    use ff::{Field, PrimeField};
    use rand::Rng;
    use rustc_hash::FxHashMap;
    use std::rc::Rc;

    fn test_interesting_vals_for_division<R: Rng + ?Sized>(
        rng: &mut R,
        div: ScalarField,
        numerator_input_info: Rc<InputInfo<ScalarField>>,
        ctrl_ir: &IntermediateRepresentation,
        test_ir: &IntermediateRepresentation,
    ) {
        if div == ScalarField::ZERO {
            return;
        }
        let (num_min, num_max) = (numerator_input_info.min, numerator_input_info.max);
        let (q_min, q_max) = (
            num_min.unsigned_euclidean_division(div),
            num_max.unsigned_euclidean_division(div),
        );
        if q_min == q_max {
            return;
        }
        let (q_min, q_max) = if q_min > q_max {
            (q_max, q_min)
        } else {
            (q_min, q_max)
        };
        let ref_q = ScalarField::gen_inclusive_range(rng, q_min, q_max);
        for q in [ref_q + ScalarField::ONE, ref_q] {
            for num in [
                q * div - ScalarField::ONE,
                q * div,
                q * div + ScalarField::ONE,
            ] {
                if num_min > num || num > num_max {
                    continue;
                }
                let mut input_vals = FxHashMap::<usize, _>::default();
                input_vals.insert(0, EvalValue::Scalar(num));
                input_vals.insert(1, EvalValue::Scalar(div));
                IntermediateRepresentation::test_eq_with_vals(
                    rng,
                    ctrl_ir,
                    test_ir,
                    &mut input_vals,
                );
            }
        }
    }

    /// Maximum size for two integers of the same size in a division.
    const MAX_DIVISION_SIZE: usize = (ScalarField::CAPACITY as usize - 2) / 4;
    #[test]
    fn divide_test() {
        let rng = &mut crate::utils::test_rng::get();
        for magnitude in [1, 4, 16, MAX_DIVISION_SIZE] {
            for magnitude_1 in [1, 4, 16, MAX_DIVISION_SIZE] {
                let limit = if magnitude + magnitude_1 < 100 { 4 } else { 1 };
                for _ in 0..limit {
                    let input_info_0 = {
                        let lower = Number::from(0);
                        let upper = Number::power_of_two(magnitude);
                        InputInfo::generate(rng, &lower, &upper)
                    };
                    let input_info_1 = {
                        let lower = Number::from(1);
                        let upper = Number::power_of_two(magnitude_1);
                        InputInfo::generate(rng, &lower, &upper)
                    };

                    let mut ctrl_ir_builder = IRBuilder::new(true);
                    let e0 = ctrl_ir_builder.push_field(FieldExpr::Input(0, input_info_0.clone()));
                    let e1 = ctrl_ir_builder.push_field(FieldExpr::Input(1, input_info_1.clone()));
                    let mut test_ir_builder = ctrl_ir_builder.clone();
                    let circuit = FastDivide::<ScalarField>::new(magnitude, magnitude_1);
                    let test_output = circuit.run_usize(&[e0, e1], &mut test_ir_builder);
                    let test_ir = test_ir_builder.into_ir(test_output);
                    let ctrl_output =
                        ctrl_ir_builder.push_field(FieldExpr::<ScalarField, _>::Div(e0, e1));
                    let ctrl_ir = ctrl_ir_builder.into_ir(vec![ctrl_output]);
                    IntermediateRepresentation::test_eq(rng, &ctrl_ir, &test_ir, 1);
                    let div =
                        ScalarField::gen_inclusive_range(rng, input_info_1.min, input_info_1.max);
                    test_interesting_vals_for_division(rng, div, input_info_0, &ctrl_ir, &test_ir)
                }
            }
        }
    }

    #[test]
    fn divide_const_test() {
        let rng = &mut crate::utils::test_rng::get();
        for _ in 0..64 {
            let lower = Number::from(0);
            let upper = Number::power_of_two(MAX_DIVISION_SIZE);
            let input_info_0 = InputInfo::generate(rng, &lower, &upper);
            let input_info_1 = InputInfo::generate(rng, &(lower + 1), &upper);

            let mut ctrl_ir_builder = IRBuilder::new(true);
            let e0 = ctrl_ir_builder.push_field(FieldExpr::Input(0, input_info_0.clone()));
            let my_val = ScalarField::gen_inclusive_range(rng, input_info_1.min, input_info_1.max);
            let e1 = ctrl_ir_builder.push_field(FieldExpr::Val(my_val));
            let mut test_ir_builder = ctrl_ir_builder.clone();
            let circuit = FastDivide::<ScalarField>::new(MAX_DIVISION_SIZE, MAX_DIVISION_SIZE);
            let test_output = circuit.run_usize(&[e0, e1], &mut test_ir_builder);
            let test_ir = test_ir_builder.into_ir(test_output);
            let ctrl_output = ctrl_ir_builder.push_field(FieldExpr::<ScalarField, _>::Div(e0, e1));
            let ctrl_ir = ctrl_ir_builder.into_ir(vec![ctrl_output]);
            IntermediateRepresentation::test_eq(rng, &ctrl_ir, &test_ir, 4);
            test_interesting_vals_for_division(rng, my_val, input_info_0, &ctrl_ir, &test_ir)
        }
    }

    impl<F: ActuallyUsedField> TestedArithmeticCircuit<F> for FastDivide<F> {
        fn gen_desc<R: Rng + ?Sized>(rng: &mut R) -> Self {
            let mut max_e_a = 1 << 16;
            let mut max_e_b = 1 << 16;
            // This loop has around 1/16 chance of ending at the end of each loop.
            while !Self::test_integrity(max_e_a, max_e_b) {
                max_e_a = (rng.next_u32() % ScalarField::NUM_BITS) as usize;
                max_e_b = (rng.next_u32() % ScalarField::NUM_BITS) as usize;
            }
            FastDivide::new(max_e_a, max_e_b)
        }

        fn gen_n_inputs<R: Rng + ?Sized>(&self, _rng: &mut R) -> usize {
            2
        }
    }
    #[test]
    fn tested() {
        FastDivide::<ScalarField>::test(16, 8)
    }
}