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feat: add rpx random coin (#307)
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TheMenko authored Apr 24, 2024
1 parent 43fe7a1 commit d7868c5
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2 changes: 2 additions & 0 deletions src/rand/mod.rs
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,9 @@ pub use winter_utils::Randomizable;
use crate::{Felt, FieldElement, Word, ZERO};

mod rpo;
mod rpx;
pub use rpo::RpoRandomCoin;
pub use rpx::RpxRandomCoin;

/// Pseudo-random element generator.
///
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292 changes: 292 additions & 0 deletions src/rand/rpx.rs
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@@ -0,0 +1,292 @@
use super::{Felt, FeltRng, FieldElement, RandomCoin, RandomCoinError, RngCore, Word, ZERO};
use crate::{
hash::rpx::{Rpx256, RpxDigest},
utils::{ByteReader, ByteWriter, Deserializable, DeserializationError, Serializable},
};
use alloc::{string::ToString, vec::Vec};
use rand_core::impls;

// CONSTANTS
// ================================================================================================

const STATE_WIDTH: usize = Rpx256::STATE_WIDTH;
const RATE_START: usize = Rpx256::RATE_RANGE.start;
const RATE_END: usize = Rpx256::RATE_RANGE.end;
const HALF_RATE_WIDTH: usize = (Rpx256::RATE_RANGE.end - Rpx256::RATE_RANGE.start) / 2;

// RPX RANDOM COIN
// ================================================================================================
/// A simplified version of the `SPONGE_PRG` reseedable pseudo-random number generator algorithm
/// described in <https://eprint.iacr.org/2011/499.pdf>.
///
/// The simplification is related to the following facts:
/// 1. A call to the reseed method implies one and only one call to the permutation function.
/// This is possible because in our case we never reseed with more than 4 field elements.
/// 2. As a result of the previous point, we don't make use of an input buffer to accumulate seed
/// material.
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub struct RpxRandomCoin {
state: [Felt; STATE_WIDTH],
current: usize,
}

impl RpxRandomCoin {
/// Returns a new [RpxRandomCoin] initialize with the specified seed.
pub fn new(seed: Word) -> Self {
let mut state = [ZERO; STATE_WIDTH];

for i in 0..HALF_RATE_WIDTH {
state[RATE_START + i] += seed[i];
}

// Absorb
Rpx256::apply_permutation(&mut state);

RpxRandomCoin { state, current: RATE_START }
}

/// Returns an [RpxRandomCoin] instantiated from the provided components.
///
/// # Panics
/// Panics if `current` is smaller than 4 or greater than or equal to 12.
pub fn from_parts(state: [Felt; STATE_WIDTH], current: usize) -> Self {
assert!(
(RATE_START..RATE_END).contains(&current),
"current value outside of valid range"
);
Self { state, current }
}

/// Returns components of this random coin.
pub fn into_parts(self) -> ([Felt; STATE_WIDTH], usize) {
(self.state, self.current)
}

/// Fills `dest` with random data.
pub fn fill_bytes(&mut self, dest: &mut [u8]) {
<Self as RngCore>::fill_bytes(self, dest)
}

fn draw_basefield(&mut self) -> Felt {
if self.current == RATE_END {
Rpx256::apply_permutation(&mut self.state);
self.current = RATE_START;
}

self.current += 1;
self.state[self.current - 1]
}
}

// RANDOM COIN IMPLEMENTATION
// ------------------------------------------------------------------------------------------------

impl RandomCoin for RpxRandomCoin {
type BaseField = Felt;
type Hasher = Rpx256;

fn new(seed: &[Self::BaseField]) -> Self {
let digest: Word = Rpx256::hash_elements(seed).into();
Self::new(digest)
}

fn reseed(&mut self, data: RpxDigest) {
// Reset buffer
self.current = RATE_START;

// Add the new seed material to the first half of the rate portion of the RPX state
let data: Word = data.into();

self.state[RATE_START] += data[0];
self.state[RATE_START + 1] += data[1];
self.state[RATE_START + 2] += data[2];
self.state[RATE_START + 3] += data[3];

// Absorb
Rpx256::apply_permutation(&mut self.state);
}

fn check_leading_zeros(&self, value: u64) -> u32 {
let value = Felt::new(value);
let mut state_tmp = self.state;

state_tmp[RATE_START] += value;

Rpx256::apply_permutation(&mut state_tmp);

let first_rate_element = state_tmp[RATE_START].as_int();
first_rate_element.trailing_zeros()
}

fn draw<E: FieldElement<BaseField = Felt>>(&mut self) -> Result<E, RandomCoinError> {
let ext_degree = E::EXTENSION_DEGREE;
let mut result = vec![ZERO; ext_degree];
for r in result.iter_mut().take(ext_degree) {
*r = self.draw_basefield();
}

let result = E::slice_from_base_elements(&result);
Ok(result[0])
}

fn draw_integers(
&mut self,
num_values: usize,
domain_size: usize,
nonce: u64,
) -> Result<Vec<usize>, RandomCoinError> {
assert!(domain_size.is_power_of_two(), "domain size must be a power of two");
assert!(num_values < domain_size, "number of values must be smaller than domain size");

// absorb the nonce
let nonce = Felt::new(nonce);
self.state[RATE_START] += nonce;
Rpx256::apply_permutation(&mut self.state);

// reset the buffer
self.current = RATE_START;

// determine how many bits are needed to represent valid values in the domain
let v_mask = (domain_size - 1) as u64;

// draw values from PRNG until we get as many unique values as specified by num_queries
let mut values = Vec::new();
for _ in 0..1000 {
// get the next pseudo-random field element
let value = self.draw_basefield().as_int();

// use the mask to get a value within the range
let value = (value & v_mask) as usize;

values.push(value);
if values.len() == num_values {
break;
}
}

if values.len() < num_values {
return Err(RandomCoinError::FailedToDrawIntegers(num_values, values.len(), 1000));
}

Ok(values)
}
}

// FELT RNG IMPLEMENTATION
// ------------------------------------------------------------------------------------------------

impl FeltRng for RpxRandomCoin {
fn draw_element(&mut self) -> Felt {
self.draw_basefield()
}

fn draw_word(&mut self) -> Word {
let mut output = [ZERO; 4];
for o in output.iter_mut() {
*o = self.draw_basefield();
}
output
}
}

// RNGCORE IMPLEMENTATION
// ------------------------------------------------------------------------------------------------

impl RngCore for RpxRandomCoin {
fn next_u32(&mut self) -> u32 {
self.draw_basefield().as_int() as u32
}

fn next_u64(&mut self) -> u64 {
impls::next_u64_via_u32(self)
}

fn fill_bytes(&mut self, dest: &mut [u8]) {
impls::fill_bytes_via_next(self, dest)
}

fn try_fill_bytes(&mut self, dest: &mut [u8]) -> Result<(), rand::Error> {
self.fill_bytes(dest);
Ok(())
}
}

// SERIALIZATION
// ------------------------------------------------------------------------------------------------

impl Serializable for RpxRandomCoin {
fn write_into<W: ByteWriter>(&self, target: &mut W) {
self.state.iter().for_each(|v| v.write_into(target));
// casting to u8 is OK because `current` is always between 4 and 12.
target.write_u8(self.current as u8);
}
}

impl Deserializable for RpxRandomCoin {
fn read_from<R: ByteReader>(source: &mut R) -> Result<Self, DeserializationError> {
let state = [
Felt::read_from(source)?,
Felt::read_from(source)?,
Felt::read_from(source)?,
Felt::read_from(source)?,
Felt::read_from(source)?,
Felt::read_from(source)?,
Felt::read_from(source)?,
Felt::read_from(source)?,
Felt::read_from(source)?,
Felt::read_from(source)?,
Felt::read_from(source)?,
Felt::read_from(source)?,
];
let current = source.read_u8()? as usize;
if !(RATE_START..RATE_END).contains(&current) {
return Err(DeserializationError::InvalidValue(
"current value outside of valid range".to_string(),
));
}
Ok(Self { state, current })
}
}

// TESTS
// ================================================================================================

#[cfg(test)]
mod tests {
use super::{Deserializable, FeltRng, RpxRandomCoin, Serializable, ZERO};
use crate::ONE;

#[test]
fn test_feltrng_felt() {
let mut rpxcoin = RpxRandomCoin::new([ZERO; 4]);
let output = rpxcoin.draw_element();

let mut rpxcoin = RpxRandomCoin::new([ZERO; 4]);
let expected = rpxcoin.draw_basefield();

assert_eq!(output, expected);
}

#[test]
fn test_feltrng_word() {
let mut rpxcoin = RpxRandomCoin::new([ZERO; 4]);
let output = rpxcoin.draw_word();

let mut rpocoin = RpxRandomCoin::new([ZERO; 4]);
let mut expected = [ZERO; 4];
for o in expected.iter_mut() {
*o = rpocoin.draw_basefield();
}

assert_eq!(output, expected);
}

#[test]
fn test_feltrng_serialization() {
let coin1 = RpxRandomCoin::from_parts([ONE; 12], 5);

let bytes = coin1.to_bytes();
let coin2 = RpxRandomCoin::read_from_bytes(&bytes).unwrap();
assert_eq!(coin1, coin2);
}
}

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