drand - Distributed Randomness


DRand (Distributed Randomness) is a publicly verifiable random beacon protocol Filecoin relies on as a source of unbiasable entropy for leader election (see Secret Leader Election).

At a high-level, the drand protocol runs a series of MPCs (Multi-Party Computations) in order to produce a series of deterministic, verifiable random values. Specifically, after a trusted setup, a known (to each other) group of n drand nodes sign a given message using t-of-n threshold BLS signatures in a series of successive rounds occuring at regular intervals (the drand round time). Any node that has gathered t of the signatures can reconstruct the full BLS signature. This signature can then be hashed in order to produce a collective random value which can be verified against the collective public key generated during the trusted setup. Note that while this can be done by the drand node, the random value (i.e. hashed value) should be checked by the consumer of the beacon. In Filecoin, we hash it using blake2b in order to obtain a 256 bit output.

drand assumes that at least t of the n nodes are honest (and online – for liveness). If this threshold is broken, the adversary can permanently halt randomness production but cannot otherwise bias the randomness.

You can learn more about how drand works, by visiting its repository, or reading its spec.

In the following sections we look in turn at how the Filecoin protocol makes use of drand randomness, and at some of the characteristics of the specific drand network Filecoin uses.

Drand randomness outputs

By polling the appropriate endpoint (see below for specifics on the drand network Filecoin uses), a Filecoin node will get back a drand value formatted as follows (e.g.):

  "round": 367,
  "signature": "b62dd642e939191af1f9e15bef0f0b0e9562a5f570a12a231864afe468377e2a6424a92ccfc34ef1471cbd58c37c6b020cf75ce9446d2aa1252a090250b2b1441f8a2a0d22208dcc09332eaa0143c4a508be13de63978dbed273e3b9813130d5",
  "previous_signature": "afc545efb57f591dbdf833c339b3369f569566a93e49578db46b6586299422483b7a2d595814046e2847494b401650a0050981e716e531b6f4b620909c2bf1476fd82cf788a110becbc77e55746a7cccd47fb171e8ae2eea2a22fcc6a512486d"

Specifically, we have:

  • Signature – the threshold BLS signature on the previous signature value Previous and the current round number round.
  • PreviousSignature – the threshold BLS signature from the previous drand round.
  • Round – the index of Randomness in the sequence of all random values produced by this drand network.

Specifically, the message signed is the concatenation of the round number treated as a uint64 and the previous signature. At the moment, drand uses BLS signatures on the BLS12-381 curve with the latest v7 RFC of hash-to-curve and the signature is made over G1 (for more see the drand spec).

Polling the drand network

Filecoin nodes fetch the drand entry from the distribution network of the selected drand network.

drand distributes randomness via multiple distribution channels (HTTP servers, S3 buckets, gossiping…). Simply put, the drand nodes themselves will not be directly accessible by consumers, rather, highly-available relays will be set up to serve drand values over these distribution channels. See below section for more on the drand network configuration.

On initialization, Filecoin initializes a drand client with chain info that contains the following information:

  • Period – the period of time between each drand randomness generation
  • GenesisTime – at which the first round in the drand randomness chain is created
  • PublicKey – the public key to verify randomness
  • GenesisSeed – the seed that has been used for creating the first randomness

Note that it is possible to simply store the hash of this chain info and to retrieve the contents from the drand distribution network as well on the /info endpoint.

Thereafter, the Filecoin client can call drand’s endpoints:

  • /public/latest to get the latest randomness value produced by the beacon
  • /public/<round> to get the randoomness value produced by the beacon at a given round

Using drand in Filecoin

Drand is used as a randomness beacon for leader election in Filecoin. You can read more about that in the secret leader election algorithm of Expected Consensus. See drand used in the Filecoin lotus implementation here.

While drand returns multiple values with every call to the beacon (see above), Filecoin blocks need only store a subset of these in order to track a full drand chain. This information can then be mixed with on-chain data for use in Filecoin. See randomness for more.

Verifying an incoming drand value

Upon receiving a new drand randomness value from a beacon, a Filecoin node should immediately verify its validity. That is, it should verify:

  • that the Signature field is verified by the beacon’s PublicKey as the beacon’s signature of SHA256(PreviousSignature || Round).
  • that the Randomness field is SHA256(Signature).

See drand for an example.

Fetching the appropriate drand value while mining

There is a deterministic mapping between a needed drand round number and a Filecoin epoch number.

After initializing access to a drand beacon, a Filecoin node should have access to the following values:

  • filEpochDuration – the Filecoin network’s epoch duration (between any two leader elections)
  • filGenesisTime – the Filecoin genesis timestamp
  • filEpoch – the current Filecoin epoch
  • drandGenesisTime – drand’s genesis timestamp
  • drandPeriod – drand’s epoch duration (between any two randomness creations)

Using the above, a Filecoin node can determine the appropriate drand round value to be used for use in secret leader election in an epoch using both networks' reliance on real time as follows:

MaxBeaconRoundForEpoch(filEpoch) {
    // determine what the latest Filecoin timestamp was from the current epoch number
    var latestTs
    if filEpoch == 0 {
        latestTs = filGenesisTime
    } else {
        latestTs = ((uint64(filEpoch) * filEpochDuration) + filGenesisTime) - filEpochDuration
    // determine the drand round number corresponding to this timestamp
    // keeping in mind that drand emits round 1 at the drandGenesisTime
    dround := (latestTs - drandGenesisTime) / uint64(drandPeriod) + 1
    return dround

Edge cases and dealing with a drand outage

It is important to note that any drand beacon outage will effectively halt Filecoin block production. Given that new randomness is not produced, Filecoin miners cannot generate new blocks. Specifically, any call to the drand network for a new randomness entry during an outage should be blocking in Filecoin.

After a beacon downtime, drand nodes will work to quickly catch up to the current round, as defined by wall clock time. In this way, the above time-to-round mapping in drand (see above) used by Filecoin remains an invariant after this catch-up following downtime.

So while Filecoin miners were not able to mine during the drand outage, they will quickly be able to run leader election thereafter, given a rapid production of drand values. We call this a “catch up” period.

During the catch up period, Filecoin nodes will backdate their blocks in order to continue using the same time-to-round mapping to determine which drand round should be integrated according to the time. Miners can then choose to publish their null blocks for the outage period (including the appropriate drand entries throughout the blocks, per the time-to-round mapping), or (as is more likely) try to craft valid blocks that might have been created during the outage.

Note that based on the level of decentralization of the Filecoin network, we expect to see varying levels of miner collaboration during this period. This is because there are two incentives at play: trying to mine valid blocks from during the outage to collect block rewards, not falling behind a heavier chain being mined by a majority of miners that may or may not have ignored a portion of these blocks.

In any event, a heavier chain will emerge after the catch up period and mining can resume as normal.