Paranormial Commitment Scheme
12 minutes to read
We are given the Rust source code of the project that is used to encrypt the flag.
This is the main file (src/bin/paranormial.rs
):
use pairing_ce::{
bls12_381::{Fr, G1Affine},
ff::{Field, PrimeField}, CurveAffine, GenericCurveProjective,
};
use paranormial::{Polynomial, Setup};
use primitive_types::U256;
use rand::{OsRng, Rng};
use std::{
fs::File,
io::Read,
};
const DEGREE: usize = 256;
const ALPHA: &str = "1337133713371337133713371337133713371337133713371337133713371337133713371337";
const NUM_POINTS: usize = 512;
const PARANOMIAL_RATE: u32 = 3;
fn main() {
let setup_path = std::env::args().nth(1).expect("no output file given");
let flag_path = std::env::args().nth(2).expect("no flag file given");
let output_path = std::env::args().nth(3).expect("no output file given");
let f = File::open(setup_path).unwrap();
let setup: Setup = serde_json::from_reader(f).expect("error deserializing setup");
let mut poly = Polynomial::rand(DEGREE);
let mut f = File::open(flag_path).unwrap();
let mut flag = [0u8; 32];
f.read(&mut flag).expect("error reading flag file");
let flag = U256::from_big_endian(&flag);
let mut offset = Fr::from_str(&flag.to_string()).unwrap();
let alpha = Fr::from_str(ALPHA).unwrap();
offset.sub_assign(&poly.evaluate(alpha));
poly.add_scalar(offset);
let com = poly.commit(&setup);
let f = File::create(output_path).unwrap();
let mut values = Vec::with_capacity(NUM_POINTS);
for i in 0..NUM_POINTS {
let z = Fr::from_str(&i.to_string()).unwrap();
let (mut y, mut proof) = poly.prove(&setup, z);
let mut rng = OsRng::new().unwrap();
if rng.gen_weighted_bool(PARANOMIAL_RATE) {
println!("paranormial activity occured");
y = rng.gen::<Fr>();
proof = G1Affine::one().mul(rng.gen::<Fr>()).into_affine();
}
values.push((y, proof));
}
serde_json::to_writer(f, &(com, values)).expect("serialization failed");
}
We are also given src/bin/setup.rs
:
use paranormial::Setup;
use std::fs::File;
const DEGREE: usize = 256;
fn main() {
let output_path = std::env::args().nth(1).expect("no output path given");
let setup = Setup::rand(DEGREE);
let f = File::create(output_path).unwrap();
serde_json::to_writer(f, &setup).expect("error serializing setup");
}
And a library src/lib.rs
:
use pairing_ce::{
bls12_381::{Fr, G1Affine, G2Affine},
ff::Field,
GenericCurveAffine, GenericCurveProjective,
};
use rand::{OsRng, Rng};
use serde::{Deserialize, Serialize};
#[derive(Clone, Debug, Serialize, Deserialize)]
pub struct Setup {
pub g1_basis: Vec<G1Affine>,
pub g2_base: G2Affine,
}
impl Setup {
pub fn new(degree: usize, secret: Fr) -> Self {
let mut cur = G1Affine::one();
let mut g1_basis = Vec::with_capacity(degree);
for _ in 0..=degree {
g1_basis.push(cur);
cur = cur.mul(secret).into_affine();
}
let g2_base = G2Affine::one().mul(secret).into_affine();
Self { g1_basis, g2_base }
}
pub fn rand(degree: usize) -> Self {
let mut rng = OsRng::new().unwrap();
let secret = rng.gen::<Fr>();
Self::new(degree, secret)
}
}
#[derive(Clone, Debug, Serialize, Deserialize)]
pub struct Polynomial {
coefficients: Vec<Fr>,
}
impl Polynomial {
pub fn new(coefficients: Vec<Fr>) -> Self {
Polynomial { coefficients }
}
pub fn rand(degree: usize) -> Self {
let mut rng = OsRng::new().unwrap();
let coefficients = std::iter::from_fn(|| Some(rng.gen::<Fr>()))
.take(degree)
.collect();
Polynomial { coefficients }
}
pub fn evaluate(&self, x: Fr) -> Fr {
let mut res = Fr::zero();
let mut cur = Fr::one();
for coeff in self.coefficients.iter() {
let mut term = cur;
term.mul_assign(coeff);
res.add_assign(&term);
cur.mul_assign(&x);
}
res
}
pub fn commit(&self, setup: &Setup) -> G1Affine {
let mut res = <G1Affine as GenericCurveAffine>::Projective::zero();
for (coeff, b) in self.coefficients.iter().zip(setup.g1_basis.iter()) {
let term = b.mul(*coeff);
res.add_assign(&term);
}
res.into_affine()
}
pub fn add_scalar(&mut self, scalar: Fr) {
self.coefficients[0].add_assign(&scalar)
}
pub fn divide(&self, divisor: &Self) -> Self {
let mut dividend = self.coefficients.clone();
let mut coefficients = vec![];
let mut dividend_pos = dividend.len() - 1;
let divisor_pos = divisor.coefficients.len() - 1;
let mut difference = dividend_pos as isize - divisor_pos as isize;
while difference >= 0 {
let mut term_quotient = dividend[dividend_pos];
term_quotient.mul_assign(
&divisor.coefficients[divisor_pos]
.inverse()
.expect("zero encountered"),
);
coefficients.push(term_quotient);
for i in (0..=divisor_pos).rev() {
let difference = difference as usize;
let mut y = divisor.coefficients[i];
y.mul_assign(&term_quotient);
let mut z = dividend[difference + i];
z.sub_assign(&y);
dividend[difference + i] = z;
}
dividend_pos -= 1;
difference -= 1;
}
coefficients.reverse();
Polynomial { coefficients }
}
pub fn prove(&self, setup: &Setup, z: Fr) -> (Fr, G1Affine) {
let y = self.evaluate(z);
let mut negz = z;
negz.negate();
let divisor = Self::new(vec![negz, Fr::one()]);
let quo = self.divide(&divisor);
let proof = quo.commit(setup);
(y, proof)
}
}
The above project is executed with the following commands (run.sh
):
#!/bin/bash
cargo run --release --bin setup setup.json
cargo run --release --bin paranormial setup.json flag.txt output.json
The first command executes the setup
binary to generate setup.json
:
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And next, paranormial
is executed to generate output.json
:
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Source code analysis
First of all, let’s see setup.rs
again:
use paranormial::Setup;
use std::fs::File;
const DEGREE: usize = 256;
fn main() {
let output_path = std::env::args().nth(1).expect("no output path given");
let setup = Setup::rand(DEGREE);
let f = File::create(output_path).unwrap();
serde_json::to_writer(f, &setup).expect("error serializing setup");
}
The above code simply saves some random objects in setup
and saves then into setup.json
.
Setup values generation
The values are generated by Setup::rand
, which appears in lib.rs
:
impl Setup {
pub fn new(degree: usize, secret: Fr) -> Self {
let mut cur = G1Affine::one();
let mut g1_basis = Vec::with_capacity(degree);
for _ in 0..=degree {
g1_basis.push(cur);
cur = cur.mul(secret).into_affine();
}
let g2_base = G2Affine::one().mul(secret).into_affine();
Self { g1_basis, g2_base }
}
pub fn rand(degree: usize) -> Self {
let mut rng = OsRng::new().unwrap();
let secret = rng.gen::<Fr>();
Self::new(degree, secret)
}
}
As can be seen, the rand
method generates a secret value of type Fr
(a prime field). Next, it calls Self::new
with that secret
value and 256
as degree
.
The new
method takes the identity element $G_1 \in \mathbb{G}_1$ and creates a list called g1_basis
that corresponds to the following sequence, where $s$ is the secret value:
$$ \left( s^i \cdot G_1 : 0 \leqslant i < 256 \right) $$
Then, g2_base
is $s \cdot G_2$, where $G_2$ is the identity element of $\mathbb{G}_2$ (more about $\mathbb{G}_1$ and $\mathbb{G}_2$ later).
So, this is what we have in setup.json
, a list g1_basis
with 256 points on the elliptic curve $\mathbb{G}_1$ and another point g2_base
on the elliptic curve $\mathbb{G}_2$.
Output generation
The main function of the paranormial.rs
script does the following:
- Takes the information from
setup.json
and the flag file:
fn main() {
let setup_path = std::env::args().nth(1).expect("no output file given");
let flag_path = std::env::args().nth(2).expect("no flag file given");
let output_path = std::env::args().nth(3).expect("no output file given");
let f = File::open(setup_path).unwrap();
let setup: Setup = serde_json::from_reader(f).expect("error deserializing setup");
- Creates a random polynomial of degree
256
(let’s call it $q(x)$):
let mut poly = Polynomial::rand(DEGREE);
- Reads the flag and parses it as an element of
Fr
. It also saves it to a variable namedoffset
:
let mut f = File::open(flag_path).unwrap();
let mut flag = [0u8; 32];
f.read(&mut flag).expect("error reading flag file");
let flag = U256::from_big_endian(&flag);
let mut offset = Fr::from_str(&flag.to_string()).unwrap();
- Takes the value
ALPHA
from a constant string as an element ofFr
and modifies a bit the polynomial to be $p(x) = q(x) + \mathrm{flag} - q(\alpha)$:
let alpha = Fr::from_str(ALPHA).unwrap();
offset.sub_assign(&poly.evaluate(alpha));
poly.add_scalar(offset);
- Creates a commitment using the setup values:
let com = poly.commit(&setup);
- After that, it computes $y = p(z)$ for $0 \leqslant z < 512$ and creates a proof using the setup data. However, with a 1/3 probability, the program creates a random $y$ value and a random proof:
let mut values = Vec::with_capacity(NUM_POINTS);
for i in 0..NUM_POINTS {
let z = Fr::from_str(&i.to_string()).unwrap();
let (mut y, mut proof) = poly.prove(&setup, z);
let mut rng = OsRng::new().unwrap();
if rng.gen_weighted_bool(PARANOMIAL_RATE) {
println!("paranormial activity occured");
y = rng.gen::<Fr>();
proof = G1Affine::one().mul(rng.gen::<Fr>()).into_affine();
}
values.push((y, proof));
}
Finally, the above list of pairs $(y = p(z), \mathrm{proof})$ is saved to output.json
along with the previous com
result:
serde_json::to_writer(f, &(com, values)).expect("serialization failed");
Commitment
This is the code from lib.rs
to create a commitment:
pub fn commit(&self, setup: &Setup) -> G1Affine {
let mut res = <G1Affine as GenericCurveAffine>::Projective::zero();
for (coeff, b) in self.coefficients.iter().zip(setup.g1_basis.iter()) {
let term = b.mul(*coeff);
res.add_assign(&term);
}
res.into_affine()
}
Basically, it takes the polynomial coefficients and the points in g1_basis
, multiplies each coefficient with the corresponding point in g1_basis
and adds up the result.
Let $p(x) = a_0 + a_1 \, x + a_2 \, x^2 + \dots + a_{255} \, x^{255}$, then
$$ \mathrm{com} = \sum_{i = 0}^{255} a_i \cdot s^i \cdot G_1 $$
Notice that it can also be expressed like
$$ \begin{align} \mathrm{com} & = \sum_{i = 0}^{255} a_i \cdot s^i \cdot G_1 \\ & = \left(\sum_{i = 0}^{255} a_i \cdot s^i\right) \cdot G_1 \\ & = \left(a_0 + a_1 \, s + a_2 \, s^2 + \dots + a_{255} \, s^{255}\right) \cdot G_1 \\ & = p(s) \cdot G_1 \end{align} $$
Proof
This is the way to generate a proof of a given value $z$ and the setup data:
pub fn prove(&self, setup: &Setup, z: Fr) -> (Fr, G1Affine) {
let y = self.evaluate(z);
let mut negz = z;
negz.negate();
let divisor = Self::new(vec![negz, Fr::one()]);
let quo = self.divide(&divisor);
let proof = quo.commit(setup);
(y, proof)
}
First of all, it computes $y = p(z)$, and next, it creates a commitment of the polynomial $f(x) = p(x) / (x - z)$.
Let $f(x) = b_0 + b_1 \, x + b_2 \, x^2 + \dots + b_{254} \, x^{254}$, then
$$ \mathrm{proof} = \sum_{j = 0}^{254} b_j \cdot s^j \cdot G_1 = f(s) \cdot G_1 $$
Solution
Let’s see what we have:
- The program has created a random polynomial ($p(x)$) where we can get the flag if we evaluate $\alpha$:
$$ p(x) = q(x) + \mathrm{flag} - q(\alpha) \Longrightarrow p(\alpha) = \mathrm{flag} $$
- We are given a list of pairs of $(y = p(z), \mathrm{proof})$ for $0 \leqslant z < 512$
- Among the list, there is a 1/3 chance that the output is just random
So, the idea is to determine which of the outputs are valid and which are random. Then, we will have enough information to recover the coefficients of the 256-degree polynomial by applying Lagrange interpolation (we need at least 256 valid pairs $(z, p(z))$, which seems feasible because $512 \cdot 1/3 > 256$). At this point, we will ve able to get the flag by computing $p(\alpha)$.
Elliptic curve pairings
The elliptic curve that is used in the challenge is known as BLS12-381, and it is a pairing-friendly elliptic curve. This means that we can define a pairing, which is a bilinear map $e: \mathbb{G}_1 \times \mathbb{G}_2 \to \mathbb{G}_T$ that takes a point $P \in \mathbb{G}_1$ and a point $Q \in \mathbb{G}_2$ to output a point $R \in \mathbb{G}_T$. It is denoted like $e(P, Q)$ and has special properties:
- $e(P,\;\; Q + R) = e(P,\;\; Q) + e(P,\;\; R)$
- $e(P + R,\;\; Q) = e(P,\;\; Q) + e(R,\;\; Q)$
From the above expressions, it follows that
$$ e(a \, P,\;\; b \, Q) = e(P,\;\; b \, Q)^a = e(P,\;\; Q)^{ab} = e(P,\;\; a \, Q)^b = e(b \, P,\;\; a \, Q) $$
All the above information and more details can be read in BLS12-381 For The Rest Of Us.
Oracle
So, we need a way to test if a given output $(y = P(z), \mathrm{proof})$ is valid or not. Remember that
$$ \mathrm{com} = p(s) \cdot G_1 \qquad\qquad \mathrm{proof} = f(s) \cdot G_1 $$
Also, notice that $f(x) = p(x) / (x - z)$, which has a remainder $p(z)$. So, the division algorithm tells that that $p(x) = f(x) \cdot (x - z) + p(z)$.
As a result, $f(s) = (p(s) - p(z)) \cdot (s - z)^{-1}$, which means that
$$ \mathrm{com} = p(s) \cdot G_1 \qquad\qquad \mathrm{proof} = p(s) - p(z)) \cdot (s - z)^{-1} \cdot G_1 $$
Here, we need to apply some pairings using the value g2_base
, which is $s \cdot G_2$. Notice that
$$ \begin{align} e(\mathrm{com},\;\; G_2) & = e(p(s) \cdot G_1,\;\; G_2) \\ & = e\left((f(s) \cdot (s - z) + p(z)) \cdot G_1,\;\; G_2\right) \\ & = e\left(f(s) \cdot (s - z) \cdot G_1,\;\; G_2\right) + e\left(p(z) \cdot G_1,\;\; G_2\right) \\ & = e\left(f(s) \cdot G_1,\;\; (s - z) \cdot G_2\right) + e\left(p(z) \cdot G_1,\;\; G_2\right) \\ \end{align} $$
If we take the second term of the right hand side to the left hand side, we have
$$ e(\mathrm{com} - p(z) \cdot G_1,\;\; G_2) = e\left(f(s) \cdot G_1,\;\; (s - z) \cdot G_2\right) $$
Which is the same as
$$ e(\mathrm{com} - y \cdot G_1,\;\; G_2) = e\left(\mathrm{proof},\;\; s \cdot G_2 - z \cdot G_2\right) $$
So, for each pair $(y = p(z), \mathrm{proof})$, if the above condition holds, then the output is valid. Otherwise, it is random. Observe that we have g2_base
, which is $s \cdot G_2$, and also $y \cdot G_1$ and $z \cdot G_2$ can be computed.
Implementation
As the challenge is written in Rust, I decided to use Rust for the solution as well. This is the function that returns the valid outputs from output.json
:
fn get_valid(com: G1Affine, values: Vec<(Fr, G1Affine)>, g2_base: G2Affine) -> (Vec<Fr>, Vec<Fr>) {
let (mut zs, mut ys) = (vec![], vec![]);
for (i, (y, proof)) in values.iter().enumerate() {
let z = Fr::from_str(&i.to_string()).unwrap();
let (g1, g2) = (G1Affine::one(), G2Affine::one());
let mut com_y_g1_proj = G1::from(com);
let y_g1_proj = g1.mul(*y);
com_y_g1_proj.sub_assign(&y_g1_proj);
let com_y_g1 = com_y_g1_proj.into_affine();
let mut s_g2_z_g2_proj = G2::from(g2_base);
let z_g2_proj = G2::from(g2.mul(z));
s_g2_z_g2_proj.sub_assign(&z_g2_proj);
let s_g2_z_g2 = s_g2_z_g2_proj.into_affine();
if Bls12::pairing(com_y_g1, g2) == Bls12::pairing(*proof, s_g2_z_g2) {
zs.push(z);
ys.push(*y);
}
}
(zs, ys)
}
Once we have all valid pairs $(z, y = p(z))$, we only need to use Lagrange interpolation to recover the polynomial and evaluate it at $\alpha$. I took the implementation from www.geeksforgeeks.org, translated it to Rust and modified it to use Fr
. This implementation does not recover the polynomial, but evaluates at a given point directly:
fn interpolate(xs: Vec<Fr>, ys: Vec<Fr>, alpha: Fr) -> Fr {
let mut result = Fr::zero();
for i in 0..xs.len() {
let mut term = ys[i];
for j in 0..xs.len() {
if j != i {
let mut div = xs[i];
div.sub_assign(&xs[j]);
let mut tmp = alpha;
tmp.sub_assign(&xs[j]);
term.mul_assign(&tmp);
term.mul_assign(&div.inverse().expect("zero encountered"));
}
}
result.add_assign(&term);
}
result
}
Finally, this is the main
function:
fn main() {
let setup_path = std::env::args().nth(1).expect("no setup file given");
let output_path = std::env::args().nth(2).expect("no output file given");
let setup_file = File::open(setup_path).expect("setup file not found");
let output_file = File::open(output_path).expect("output file not found");
let setup: Setup =
serde_json::from_reader(BufReader::new(setup_file)).expect("failed to deserialize setup");
let (com, values): (G1Affine, Vec<(Fr, G1Affine)>) =
serde_json::from_reader(BufReader::new(output_file)).expect("failed to deserialize output");
let (zs, ys) = get_valid(com, values, setup.g2_base);
let alpha = Fr::from_str(ALPHA).unwrap();
let flag_fr = interpolate(zs, ys, alpha);
let mut flag_hex: String = flag_fr.to_string().chars().skip(5).collect();
flag_hex.truncate(flag_hex.len() - 1);
let flag: Vec<u8> = Vec::from_hex(flag_hex).expect("Error decoding hex");
print!("{}", String::from_utf8_lossy(&flag));
}
Basically, it reads the information from setup.json
and output.json
, finds the valid pairs $(z, y = p(z))$, interpolates and evaluates the polynomial at $\alpha$. Finally, it prints the flag as a string.
Flag
Here we have it:
$ cargo run --release --bin solve setup.json output.json
Finished release [optimized] target(s) in 0.01s
Running `target/release/solve setup.json output.json`
PCTF{k4t3_d3t3cts_paran0rm1als}
The full script can be found in here: solve.rs
.