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Deneb -- Polynomial Commitments

Table of contents

Introduction

This document specifies basic polynomial operations and KZG polynomial commitment operations that are essential for the implementation of the EIP-4844 feature in the Deneb specification. The implementations are not optimized for performance, but readability. All practical implementations should optimize the polynomial operations.

Functions flagged as "Public method" MUST be provided by the underlying KZG library as public functions. All other functions are private functions used internally by the KZG library.

Public functions MUST accept raw bytes as input and perform the required cryptographic normalization before invoking any internal functions.

Custom types

Name SSZ equivalent Description
G1Point Bytes48
G2Point Bytes96
BLSFieldElement uint256 Validation: x < BLS_MODULUS
KZGCommitment Bytes48 Validation: Perform BLS standard's "KeyValidate" check but do allow the identity point
KZGProof Bytes48 Same as for KZGCommitment
Polynomial Vector[BLSFieldElement, FIELD_ELEMENTS_PER_BLOB] A polynomial in evaluation form
Blob ByteVector[BYTES_PER_FIELD_ELEMENT * FIELD_ELEMENTS_PER_BLOB] A basic data blob

Constants

Name Value Notes
BLS_MODULUS 52435875175126190479447740508185965837690552500527637822603658699938581184513 Scalar field modulus of BLS12-381
BYTES_PER_COMMITMENT uint64(48) The number of bytes in a KZG commitment
BYTES_PER_PROOF uint64(48) The number of bytes in a KZG proof
BYTES_PER_FIELD_ELEMENT uint64(32) Bytes used to encode a BLS scalar field element
BYTES_PER_BLOB uint64(BYTES_PER_FIELD_ELEMENT * FIELD_ELEMENTS_PER_BLOB) The number of bytes in a blob
G1_POINT_AT_INFINITY Bytes48(b'\xc0' + b'\x00' * 47) Serialized form of the point at infinity on the G1 group
KZG_ENDIANNESS 'big' The endianness of the field elements including blobs
PRIMITIVE_ROOT_OF_UNITY 7 The primitive root of unity from which all roots of unity should be derived

Preset

Blob

Name Value
FIELD_ELEMENTS_PER_BLOB uint64(4096)
FIAT_SHAMIR_PROTOCOL_DOMAIN b'FSBLOBVERIFY_V1_'
RANDOM_CHALLENGE_KZG_BATCH_DOMAIN b'RCKZGBATCH___V1_'

Trusted setup

Name Value
KZG_SETUP_G2_LENGTH 65
KZG_SETUP_G1_MONOMIAL Vector[G1Point, FIELD_ELEMENTS_PER_BLOB]
KZG_SETUP_G1_LAGRANGE Vector[G1Point, FIELD_ELEMENTS_PER_BLOB]
KZG_SETUP_G2_MONOMIAL Vector[G2Point, KZG_SETUP_G2_LENGTH]

Helper functions

Bit-reversal permutation

All polynomials (which are always given in Lagrange form) should be interpreted as being in bit-reversal permutation. In practice, clients can implement this by storing the lists KZG_SETUP_G1_LAGRANGE and roots of unity in bit-reversal permutation, so these functions only have to be called once at startup.

is_power_of_two

def is_power_of_two(value: int) -> bool:
    """
    Check if ``value`` is a power of two integer.
    """
    return (value > 0) and (value & (value - 1) == 0)

reverse_bits

def reverse_bits(n: int, order: int) -> int:
    """
    Reverse the bit order of an integer ``n``.
    """
    assert is_power_of_two(order)
    # Convert n to binary with the same number of bits as "order" - 1, then reverse its bit order
    return int(('{:0' + str(order.bit_length() - 1) + 'b}').format(n)[::-1], 2)

bit_reversal_permutation

def bit_reversal_permutation(sequence: Sequence[T]) -> Sequence[T]:
    """
    Return a copy with bit-reversed permutation. The permutation is an involution (inverts itself).

    The input and output are a sequence of generic type ``T`` objects.
    """
    return [sequence[reverse_bits(i, len(sequence))] for i in range(len(sequence))]

BLS12-381 helpers

multi_exp

This function performs a multi-scalar multiplication between points and integers. points can either be in G1 or G2.

def multi_exp(points: Sequence[TPoint],
              integers: Sequence[uint64]) -> Sequence[TPoint]:
    # pylint: disable=unused-argument
    ...

hash_to_bls_field

def hash_to_bls_field(data: bytes) -> BLSFieldElement:
    """
    Hash ``data`` and convert the output to a BLS scalar field element.
    The output is not uniform over the BLS field.
    """
    hashed_data = hash(data)
    return BLSFieldElement(int.from_bytes(hashed_data, KZG_ENDIANNESS) % BLS_MODULUS)

bytes_to_bls_field

def bytes_to_bls_field(b: Bytes32) -> BLSFieldElement:
    """
    Convert untrusted bytes to a trusted and validated BLS scalar field element.
    This function does not accept inputs greater than the BLS modulus.
    """
    field_element = int.from_bytes(b, KZG_ENDIANNESS)
    assert field_element < BLS_MODULUS
    return BLSFieldElement(field_element)

bls_field_to_bytes

def bls_field_to_bytes(x: BLSFieldElement) -> Bytes32:
    return int.to_bytes(x % BLS_MODULUS, 32, KZG_ENDIANNESS)

validate_kzg_g1

def validate_kzg_g1(b: Bytes48) -> None:
    """
    Perform BLS validation required by the types `KZGProof` and `KZGCommitment`.
    """
    if b == G1_POINT_AT_INFINITY:
        return

    assert bls.KeyValidate(b)

bytes_to_kzg_commitment

def bytes_to_kzg_commitment(b: Bytes48) -> KZGCommitment:
    """
    Convert untrusted bytes into a trusted and validated KZGCommitment.
    """
    validate_kzg_g1(b)
    return KZGCommitment(b)

bytes_to_kzg_proof

def bytes_to_kzg_proof(b: Bytes48) -> KZGProof:
    """
    Convert untrusted bytes into a trusted and validated KZGProof.
    """
    validate_kzg_g1(b)
    return KZGProof(b)

blob_to_polynomial

def blob_to_polynomial(blob: Blob) -> Polynomial:
    """
    Convert a blob to list of BLS field scalars.
    """
    polynomial = Polynomial()
    for i in range(FIELD_ELEMENTS_PER_BLOB):
        value = bytes_to_bls_field(blob[i * BYTES_PER_FIELD_ELEMENT: (i + 1) * BYTES_PER_FIELD_ELEMENT])
        polynomial[i] = value
    return polynomial

compute_challenge

def compute_challenge(blob: Blob,
                      commitment: KZGCommitment) -> BLSFieldElement:
    """
    Return the Fiat-Shamir challenge required by the rest of the protocol.
    """

    # Append the degree of the polynomial as a domain separator
    degree_poly = int.to_bytes(FIELD_ELEMENTS_PER_BLOB, 16, KZG_ENDIANNESS)
    data = FIAT_SHAMIR_PROTOCOL_DOMAIN + degree_poly

    data += blob
    data += commitment

    # Transcript has been prepared: time to create the challenge
    return hash_to_bls_field(data)

bls_modular_inverse

def bls_modular_inverse(x: BLSFieldElement) -> BLSFieldElement:
    """
    Compute the modular inverse of x (for x != 0)
    i.e. return y such that x * y % BLS_MODULUS == 1
    """
    assert (int(x) % BLS_MODULUS) != 0
    return BLSFieldElement(pow(x, -1, BLS_MODULUS))

div

def div(x: BLSFieldElement, y: BLSFieldElement) -> BLSFieldElement:
    """
    Divide two field elements: ``x`` by `y``.
    """
    return BLSFieldElement((int(x) * int(bls_modular_inverse(y))) % BLS_MODULUS)

g1_lincomb

def g1_lincomb(points: Sequence[KZGCommitment], scalars: Sequence[BLSFieldElement]) -> KZGCommitment:
    """
    BLS multiscalar multiplication in G1. This can be naively implemented using double-and-add.
    """
    assert len(points) == len(scalars)

    if len(points) == 0:
        return bls.G1_to_bytes48(bls.Z1())

    points_g1 = []
    for point in points:
        points_g1.append(bls.bytes48_to_G1(point))

    result = bls.multi_exp(points_g1, scalars)
    return KZGCommitment(bls.G1_to_bytes48(result))

compute_powers

def compute_powers(x: BLSFieldElement, n: uint64) -> Sequence[BLSFieldElement]:
    """
    Return ``x`` to power of [0, n-1], if n > 0. When n==0, an empty array is returned.
    """
    current_power = 1
    powers = []
    for _ in range(n):
        powers.append(BLSFieldElement(current_power))
        current_power = current_power * int(x) % BLS_MODULUS
    return powers

compute_roots_of_unity

def compute_roots_of_unity(order: uint64) -> Sequence[BLSFieldElement]:
    """
    Return roots of unity of ``order``.
    """
    assert (BLS_MODULUS - 1) % int(order) == 0
    root_of_unity = BLSFieldElement(pow(PRIMITIVE_ROOT_OF_UNITY, (BLS_MODULUS - 1) // int(order), BLS_MODULUS))
    return compute_powers(root_of_unity, order)

Polynomials

evaluate_polynomial_in_evaluation_form

def evaluate_polynomial_in_evaluation_form(polynomial: Polynomial,
                                           z: BLSFieldElement) -> BLSFieldElement:
    """
    Evaluate a polynomial (in evaluation form) at an arbitrary point ``z``.
    - When ``z`` is in the domain, the evaluation can be found by indexing the polynomial at the
    position that ``z`` is in the domain.
    - When ``z`` is not in the domain, the barycentric formula is used:
       f(z) = (z**WIDTH - 1) / WIDTH  *  sum_(i=0)^WIDTH  (f(DOMAIN[i]) * DOMAIN[i]) / (z - DOMAIN[i])
    """
    width = len(polynomial)
    assert width == FIELD_ELEMENTS_PER_BLOB
    inverse_width = bls_modular_inverse(BLSFieldElement(width))

    roots_of_unity_brp = bit_reversal_permutation(compute_roots_of_unity(FIELD_ELEMENTS_PER_BLOB))

    # If we are asked to evaluate within the domain, we already know the answer
    if z in roots_of_unity_brp:
        eval_index = roots_of_unity_brp.index(z)
        return BLSFieldElement(polynomial[eval_index])

    result = 0
    for i in range(width):
        a = BLSFieldElement(int(polynomial[i]) * int(roots_of_unity_brp[i]) % BLS_MODULUS)
        b = BLSFieldElement((int(BLS_MODULUS) + int(z) - int(roots_of_unity_brp[i])) % BLS_MODULUS)
        result += int(div(a, b) % BLS_MODULUS)
    result = result * int(BLS_MODULUS + pow(z, width, BLS_MODULUS) - 1) * int(inverse_width)
    return BLSFieldElement(result % BLS_MODULUS)

KZG

KZG core functions. These are also defined in Deneb execution specs.

blob_to_kzg_commitment

def blob_to_kzg_commitment(blob: Blob) -> KZGCommitment:
    """
    Public method.
    """
    assert len(blob) == BYTES_PER_BLOB
    return g1_lincomb(bit_reversal_permutation(KZG_SETUP_G1_LAGRANGE), blob_to_polynomial(blob))

verify_kzg_proof

def verify_kzg_proof(commitment_bytes: Bytes48,
                     z_bytes: Bytes32,
                     y_bytes: Bytes32,
                     proof_bytes: Bytes48) -> bool:
    """
    Verify KZG proof that ``p(z) == y`` where ``p(z)`` is the polynomial represented by ``polynomial_kzg``.
    Receives inputs as bytes.
    Public method.
    """
    assert len(commitment_bytes) == BYTES_PER_COMMITMENT
    assert len(z_bytes) == BYTES_PER_FIELD_ELEMENT
    assert len(y_bytes) == BYTES_PER_FIELD_ELEMENT
    assert len(proof_bytes) == BYTES_PER_PROOF

    return verify_kzg_proof_impl(bytes_to_kzg_commitment(commitment_bytes),
                                 bytes_to_bls_field(z_bytes),
                                 bytes_to_bls_field(y_bytes),
                                 bytes_to_kzg_proof(proof_bytes))

verify_kzg_proof_impl

def verify_kzg_proof_impl(commitment: KZGCommitment,
                          z: BLSFieldElement,
                          y: BLSFieldElement,
                          proof: KZGProof) -> bool:
    """
    Verify KZG proof that ``p(z) == y`` where ``p(z)`` is the polynomial represented by ``polynomial_kzg``.
    """
    # Verify: P - y = Q * (X - z)
    X_minus_z = bls.add(
        bls.bytes96_to_G2(KZG_SETUP_G2_MONOMIAL[1]),
        bls.multiply(bls.G2(), (BLS_MODULUS - z) % BLS_MODULUS),
    )
    P_minus_y = bls.add(bls.bytes48_to_G1(commitment), bls.multiply(bls.G1(), (BLS_MODULUS - y) % BLS_MODULUS))
    return bls.pairing_check([
        [P_minus_y, bls.neg(bls.G2())],
        [bls.bytes48_to_G1(proof), X_minus_z]
    ])

verify_kzg_proof_batch

def verify_kzg_proof_batch(commitments: Sequence[KZGCommitment],
                           zs: Sequence[BLSFieldElement],
                           ys: Sequence[BLSFieldElement],
                           proofs: Sequence[KZGProof]) -> bool:
    """
    Verify multiple KZG proofs efficiently.
    """

    assert len(commitments) == len(zs) == len(ys) == len(proofs)

    # Compute a random challenge. Note that it does not have to be computed from a hash,
    # r just has to be random.
    degree_poly = int.to_bytes(FIELD_ELEMENTS_PER_BLOB, 8, KZG_ENDIANNESS)
    num_commitments = int.to_bytes(len(commitments), 8, KZG_ENDIANNESS)
    data = RANDOM_CHALLENGE_KZG_BATCH_DOMAIN + degree_poly + num_commitments

    # Append all inputs to the transcript before we hash
    for commitment, z, y, proof in zip(commitments, zs, ys, proofs):
        data += commitment \
            + int.to_bytes(z, BYTES_PER_FIELD_ELEMENT, KZG_ENDIANNESS) \
            + int.to_bytes(y, BYTES_PER_FIELD_ELEMENT, KZG_ENDIANNESS) \
            + proof

    r = hash_to_bls_field(data)
    r_powers = compute_powers(r, len(commitments))

    # Verify: e(sum r^i proof_i, [s]) ==
    # e(sum r^i (commitment_i - [y_i]) + sum r^i z_i proof_i, [1])
    proof_lincomb = g1_lincomb(proofs, r_powers)
    proof_z_lincomb = g1_lincomb(
        proofs,
        [BLSFieldElement((int(z) * int(r_power)) % BLS_MODULUS) for z, r_power in zip(zs, r_powers)],
    )
    C_minus_ys = [bls.add(bls.bytes48_to_G1(commitment), bls.multiply(bls.G1(), (BLS_MODULUS - y) % BLS_MODULUS))
                  for commitment, y in zip(commitments, ys)]
    C_minus_y_as_KZGCommitments = [KZGCommitment(bls.G1_to_bytes48(x)) for x in C_minus_ys]
    C_minus_y_lincomb = g1_lincomb(C_minus_y_as_KZGCommitments, r_powers)
    
    return bls.pairing_check([
        [bls.bytes48_to_G1(proof_lincomb), bls.neg(bls.bytes96_to_G2(KZG_SETUP_G2_MONOMIAL[1]))],
        [bls.add(bls.bytes48_to_G1(C_minus_y_lincomb), bls.bytes48_to_G1(proof_z_lincomb)), bls.G2()]
    ])

compute_kzg_proof

def compute_kzg_proof(blob: Blob, z_bytes: Bytes32) -> Tuple[KZGProof, Bytes32]:
    """
    Compute KZG proof at point `z` for the polynomial represented by `blob`.
    Do this by computing the quotient polynomial in evaluation form: q(x) = (p(x) - p(z)) / (x - z).
    Public method.
    """
    assert len(blob) == BYTES_PER_BLOB
    assert len(z_bytes) == BYTES_PER_FIELD_ELEMENT
    polynomial = blob_to_polynomial(blob)
    proof, y = compute_kzg_proof_impl(polynomial, bytes_to_bls_field(z_bytes))
    return proof, y.to_bytes(BYTES_PER_FIELD_ELEMENT, KZG_ENDIANNESS)

compute_quotient_eval_within_domain

def compute_quotient_eval_within_domain(z: BLSFieldElement,
                                        polynomial: Polynomial,
                                        y: BLSFieldElement
                                        ) -> BLSFieldElement:
    """
    Given `y == p(z)` for a polynomial `p(x)`, compute `q(z)`: the KZG quotient polynomial evaluated at `z` for the
    special case where `z` is in roots of unity.

    For more details, read https://dankradfeist.de/ethereum/2021/06/18/pcs-multiproofs.html section "Dividing
    when one of the points is zero". The code below computes q(x_m) for the roots of unity special case.
    """
    roots_of_unity_brp = bit_reversal_permutation(compute_roots_of_unity(FIELD_ELEMENTS_PER_BLOB))
    result = 0
    for i, omega_i in enumerate(roots_of_unity_brp):
        if omega_i == z:  # skip the evaluation point in the sum
            continue

        f_i = int(BLS_MODULUS) + int(polynomial[i]) - int(y) % BLS_MODULUS
        numerator = f_i * int(omega_i) % BLS_MODULUS
        denominator = int(z) * (int(BLS_MODULUS) + int(z) - int(omega_i)) % BLS_MODULUS
        result += int(div(BLSFieldElement(numerator), BLSFieldElement(denominator)))

    return BLSFieldElement(result % BLS_MODULUS)

compute_kzg_proof_impl

def compute_kzg_proof_impl(polynomial: Polynomial, z: BLSFieldElement) -> Tuple[KZGProof, BLSFieldElement]:
    """
    Helper function for `compute_kzg_proof()` and `compute_blob_kzg_proof()`.
    """
    roots_of_unity_brp = bit_reversal_permutation(compute_roots_of_unity(FIELD_ELEMENTS_PER_BLOB))

    # For all x_i, compute p(x_i) - p(z)
    y = evaluate_polynomial_in_evaluation_form(polynomial, z)
    polynomial_shifted = [BLSFieldElement((int(p) - int(y)) % BLS_MODULUS) for p in polynomial]

    # For all x_i, compute (x_i - z)
    denominator_poly = [BLSFieldElement((int(x) - int(z)) % BLS_MODULUS)
                        for x in roots_of_unity_brp]

    # Compute the quotient polynomial directly in evaluation form
    quotient_polynomial = [BLSFieldElement(0)] * FIELD_ELEMENTS_PER_BLOB
    for i, (a, b) in enumerate(zip(polynomial_shifted, denominator_poly)):
        if b == 0:
            # The denominator is zero hence `z` is a root of unity: we must handle it as a special case
            quotient_polynomial[i] = compute_quotient_eval_within_domain(roots_of_unity_brp[i], polynomial, y)
        else:
            # Compute: q(x_i) = (p(x_i) - p(z)) / (x_i - z).
            quotient_polynomial[i] = div(a, b)

    return KZGProof(g1_lincomb(bit_reversal_permutation(KZG_SETUP_G1_LAGRANGE), quotient_polynomial)), y

compute_blob_kzg_proof

def compute_blob_kzg_proof(blob: Blob, commitment_bytes: Bytes48) -> KZGProof:
    """
    Given a blob, return the KZG proof that is used to verify it against the commitment.
    This method does not verify that the commitment is correct with respect to `blob`.
    Public method.
    """
    assert len(blob) == BYTES_PER_BLOB
    assert len(commitment_bytes) == BYTES_PER_COMMITMENT
    commitment = bytes_to_kzg_commitment(commitment_bytes)
    polynomial = blob_to_polynomial(blob)
    evaluation_challenge = compute_challenge(blob, commitment)
    proof, _ = compute_kzg_proof_impl(polynomial, evaluation_challenge)
    return proof

verify_blob_kzg_proof

def verify_blob_kzg_proof(blob: Blob,
                          commitment_bytes: Bytes48,
                          proof_bytes: Bytes48) -> bool:
    """
    Given a blob and a KZG proof, verify that the blob data corresponds to the provided commitment.

    Public method.
    """
    assert len(blob) == BYTES_PER_BLOB
    assert len(commitment_bytes) == BYTES_PER_COMMITMENT
    assert len(proof_bytes) == BYTES_PER_PROOF

    commitment = bytes_to_kzg_commitment(commitment_bytes)

    polynomial = blob_to_polynomial(blob)
    evaluation_challenge = compute_challenge(blob, commitment)

    # Evaluate polynomial at `evaluation_challenge`
    y = evaluate_polynomial_in_evaluation_form(polynomial, evaluation_challenge)

    # Verify proof
    proof = bytes_to_kzg_proof(proof_bytes)
    return verify_kzg_proof_impl(commitment, evaluation_challenge, y, proof)

verify_blob_kzg_proof_batch

def verify_blob_kzg_proof_batch(blobs: Sequence[Blob],
                                commitments_bytes: Sequence[Bytes48],
                                proofs_bytes: Sequence[Bytes48]) -> bool:
    """
    Given a list of blobs and blob KZG proofs, verify that they correspond to the provided commitments.
    Will return True if there are zero blobs/commitments/proofs.
    Public method.
    """

    assert len(blobs) == len(commitments_bytes) == len(proofs_bytes)

    commitments, evaluation_challenges, ys, proofs = [], [], [], []
    for blob, commitment_bytes, proof_bytes in zip(blobs, commitments_bytes, proofs_bytes):
        assert len(blob) == BYTES_PER_BLOB
        assert len(commitment_bytes) == BYTES_PER_COMMITMENT
        assert len(proof_bytes) == BYTES_PER_PROOF
        commitment = bytes_to_kzg_commitment(commitment_bytes)
        commitments.append(commitment)
        polynomial = blob_to_polynomial(blob)
        evaluation_challenge = compute_challenge(blob, commitment)
        evaluation_challenges.append(evaluation_challenge)
        ys.append(evaluate_polynomial_in_evaluation_form(polynomial, evaluation_challenge))
        proofs.append(bytes_to_kzg_proof(proof_bytes))

    return verify_kzg_proof_batch(commitments, evaluation_challenges, ys, proofs)