use prelude::*;
use core::fmt;
-use core::cell::{RefCell, RefMut};
+#[cfg(not(c_bindings))]
+use core::cell::RefCell;
+use core::cell::RefMut;
use core::ops::{Deref, DerefMut};
use core::time::Duration;
use io::{self, Read};
///
/// We need this trait to be able to pass in a scorer to `lightning-background-processor` that will enable us to
/// use the Persister to persist it.
+#[cfg(not(c_bindings))] // This doesn't make sense in bindings as all `Score`s are `Writeable`.
pub trait WriteableScore<'a>: LockableScore<'a> + Writeable {}
+#[cfg(not(c_bindings))] // This doesn't make sense in bindings as all `Score`s are `Writeable`.
impl<'a, T> WriteableScore<'a> for T where T: LockableScore<'a> + Writeable {}
-/// (C-not exported)
+#[cfg(not(c_bindings))]
impl<'a, T: 'a + Score> LockableScore<'a> for Mutex<T> {
type Locked = MutexGuard<'a, T>;
}
}
+#[cfg(not(c_bindings))]
impl<'a, T: 'a + Score> LockableScore<'a> for RefCell<T> {
type Locked = RefMut<'a, T>;
}
#[cfg(c_bindings)]
/// (C-not exported)
-impl<'a, T: Score + 'a> LockableScore<'a> for MultiThreadedLockableScore<T> {
- type Locked = MutexGuard<'a, T>;
+impl<'a, S: Score + 'a> LockableScore<'a> for MultiThreadedLockableScore<S> {
+ type Locked = MutexGuard<'a, S>;
- fn lock(&'a self) -> MutexGuard<'a, T> {
+ fn lock(&'a self) -> MutexGuard<'a, S> {
Mutex::lock(&self.score).unwrap()
}
}
+#[cfg(c_bindings)]
+impl<S: Score> Writeable for MultiThreadedLockableScore<S> {
+ fn write<W: Writer>(&self, writer: &mut W) -> Result<(), io::Error> {
+ S::write(&*self.lock(), writer)
+ }
+}
+
#[cfg(c_bindings)]
impl<T: Score> MultiThreadedLockableScore<T> {
/// Creates a new [`MultiThreadedLockableScore`] given an underlying [`Score`].
}
#[cfg(not(feature = "no-std"))]
-type ConfiguredTime = std::time::Instant;
-#[cfg(feature = "no-std")]
-use util::time::Eternity;
+/// [`Score`] implementation using channel success probability distributions.
+///
+/// Based on *Optimally Reliable & Cheap Payment Flows on the Lightning Network* by Rene Pickhardt
+/// and Stefan Richter [[1]]. Given the uncertainty of channel liquidity balances, probability
+/// distributions are defined based on knowledge learned from successful and unsuccessful attempts.
+/// Then the negative `log10` of the success probability is used to determine the cost of routing a
+/// specific HTLC amount through a channel.
+///
+/// Knowledge about channel liquidity balances takes the form of upper and lower bounds on the
+/// possible liquidity. Certainty of the bounds is decreased over time using a decay function. See
+/// [`ProbabilisticScoringParameters`] for details.
+///
+/// Since the scorer aims to learn the current channel liquidity balances, it works best for nodes
+/// with high payment volume or that actively probe the [`NetworkGraph`]. Nodes with low payment
+/// volume are more likely to experience failed payment paths, which would need to be retried.
+///
+/// # Note
+///
+/// Mixing the `no-std` feature between serialization and deserialization results in undefined
+/// behavior.
+///
+/// [1]: https://arxiv.org/abs/2107.05322
+pub type ProbabilisticScorer<G, L> = ProbabilisticScorerUsingTime::<G, L, std::time::Instant>;
#[cfg(feature = "no-std")]
-type ConfiguredTime = Eternity;
-
/// [`Score`] implementation using channel success probability distributions.
///
/// Based on *Optimally Reliable & Cheap Payment Flows on the Lightning Network* by Rene Pickhardt
/// behavior.
///
/// [1]: https://arxiv.org/abs/2107.05322
-pub type ProbabilisticScorer<G, L> = ProbabilisticScorerUsingTime::<G, L, ConfiguredTime>;
+pub type ProbabilisticScorer<G, L> = ProbabilisticScorerUsingTime::<G, L, ::util::time::Eternity>;
/// Probabilistic [`Score`] implementation.
///
///
/// Used to configure base, liquidity, and amount penalties, the sum of which comprises the channel
/// penalty (i.e., the amount in msats willing to be paid to avoid routing through the channel).
+///
+/// The penalty applied to any channel by the [`ProbabilisticScorer`] is the sum of each of the
+/// parameters here.
#[derive(Clone)]
pub struct ProbabilisticScoringParameters {
/// A fixed penalty in msats to apply to each channel.
/// Default value: 500 msat
pub base_penalty_msat: u64,
+ /// A multiplier used with the payment amount to calculate a fixed penalty applied to each
+ /// channel, in excess of the [`base_penalty_msat`].
+ ///
+ /// The purpose of the amount penalty is to avoid having fees dominate the channel cost (i.e.,
+ /// fees plus penalty) for large payments. The penalty is computed as the product of this
+ /// multiplier and `2^30`ths of the payment amount.
+ ///
+ /// ie `base_penalty_amount_multiplier_msat * amount_msat / 2^30`
+ ///
+ /// Default value: 8,192 msat
+ ///
+ /// [`base_penalty_msat`]: Self::base_penalty_msat
+ pub base_penalty_amount_multiplier_msat: u64,
+
/// A multiplier used in conjunction with the negative `log10` of the channel's success
/// probability for a payment to determine the liquidity penalty.
///
/// multiplier and `2^20`ths of the payment amount, weighted by the negative `log10` of the
/// success probability.
///
- /// `-log10(success_probability) * amount_penalty_multiplier_msat * amount_msat / 2^20`
+ /// `-log10(success_probability) * liquidity_penalty_amount_multiplier_msat * amount_msat / 2^20`
///
/// In practice, this means for 0.1 success probability (`-log10(0.1) == 1`) each `2^20`th of
/// the amount will result in a penalty of the multiplier. And, as the success probability
/// fall below `1`.
///
/// Default value: 256 msat
- pub amount_penalty_multiplier_msat: u64,
+ pub liquidity_penalty_amount_multiplier_msat: u64,
/// Manual penalties used for the given nodes. Allows to set a particular penalty for a given
/// node. Note that a manual penalty of `u64::max_value()` means the node would not ever be
/// current estimate of the channel's available liquidity.
///
/// Note that in this case all other penalties, including the
- /// [`liquidity_penalty_multiplier_msat`] and [`amount_penalty_multiplier_msat`]-based
+ /// [`liquidity_penalty_multiplier_msat`] and [`liquidity_penalty_amount_multiplier_msat`]-based
/// penalties, as well as the [`base_penalty_msat`] and the [`anti_probing_penalty_msat`], if
/// applicable, are still included in the overall penalty.
///
/// Default value: 1_0000_0000_000 msat (1 Bitcoin)
///
/// [`liquidity_penalty_multiplier_msat`]: Self::liquidity_penalty_multiplier_msat
- /// [`amount_penalty_multiplier_msat`]: Self::amount_penalty_multiplier_msat
+ /// [`liquidity_penalty_amount_multiplier_msat`]: Self::liquidity_penalty_amount_multiplier_msat
/// [`base_penalty_msat`]: Self::base_penalty_msat
/// [`anti_probing_penalty_msat`]: Self::anti_probing_penalty_msat
pub considered_impossible_penalty_msat: u64,
fn zero_penalty() -> Self {
Self {
base_penalty_msat: 0,
+ base_penalty_amount_multiplier_msat: 0,
liquidity_penalty_multiplier_msat: 0,
liquidity_offset_half_life: Duration::from_secs(3600),
- amount_penalty_multiplier_msat: 0,
+ liquidity_penalty_amount_multiplier_msat: 0,
manual_node_penalties: HashMap::new(),
anti_probing_penalty_msat: 0,
considered_impossible_penalty_msat: 0,
fn default() -> Self {
Self {
base_penalty_msat: 500,
+ base_penalty_amount_multiplier_msat: 8192,
liquidity_penalty_multiplier_msat: 40_000,
liquidity_offset_half_life: Duration::from_secs(3600),
- amount_penalty_multiplier_msat: 256,
+ liquidity_penalty_amount_multiplier_msat: 256,
manual_node_penalties: HashMap::new(),
anti_probing_penalty_msat: 250,
considered_impossible_penalty_msat: 1_0000_0000_000,
/// The divisor used when computing the amount penalty.
const AMOUNT_PENALTY_DIVISOR: u64 = 1 << 20;
+const BASE_AMOUNT_PENALTY_DIVISOR: u64 = 1 << 30;
impl<L: Deref<Target = u64>, T: Time, U: Deref<Target = T>> DirectedChannelLiquidity<L, T, U> {
- /// Returns a penalty for routing the given HTLC `amount_msat` through the channel in this
- /// direction.
+ /// Returns a liquidity penalty for routing the given HTLC `amount_msat` through the channel in
+ /// this direction.
fn penalty_msat(&self, amount_msat: u64, params: &ProbabilisticScoringParameters) -> u64 {
let max_liquidity_msat = self.max_liquidity_msat();
let min_liquidity_msat = core::cmp::min(self.min_liquidity_msat(), max_liquidity_msat);
if amount_msat - min_liquidity_msat < denominator / PRECISION_LOWER_BOUND_DENOMINATOR {
// If the failure probability is < 1.5625% (as 1 - numerator/denominator < 1/64),
// don't bother trying to use the log approximation as it gets too noisy to be
- // particularly helpful, instead just round down to 0 and return the base penalty.
- params.base_penalty_msat
+ // particularly helpful, instead just round down to 0.
+ 0
} else {
let negative_log10_times_2048 =
approx::negative_log10_times_2048(numerator, denominator);
}
}
- /// Computes the liquidity and amount penalties and adds them to the base penalty.
+ /// Computes the liquidity penalty from the penalty multipliers.
#[inline(always)]
fn combined_penalty_msat(
&self, amount_msat: u64, negative_log10_times_2048: u64,
(negative_log10_times_2048.saturating_mul(multiplier_msat) / 2048).min(max_penalty_msat)
};
let amount_penalty_msat = negative_log10_times_2048
- .saturating_mul(params.amount_penalty_multiplier_msat)
+ .saturating_mul(params.liquidity_penalty_amount_multiplier_msat)
.saturating_mul(amount_msat) / 2048 / AMOUNT_PENALTY_DIVISOR;
- params.base_penalty_msat
- .saturating_add(liquidity_penalty_msat)
- .saturating_add(amount_penalty_msat)
+ liquidity_penalty_msat.saturating_add(amount_penalty_msat)
}
/// Returns the lower bound of the channel liquidity balance in this direction.
return *penalty;
}
+ let base_penalty_msat = self.params.base_penalty_msat.saturating_add(
+ self.params.base_penalty_amount_multiplier_msat
+ .saturating_mul(usage.amount_msat) / BASE_AMOUNT_PENALTY_DIVISOR);
+
let mut anti_probing_penalty_msat = 0;
match usage.effective_capacity {
EffectiveCapacity::ExactLiquidity { liquidity_msat } => {
if usage.amount_msat > liquidity_msat {
return u64::max_value();
} else {
- return self.params.base_penalty_msat;
+ return base_penalty_msat;
}
},
EffectiveCapacity::Total { capacity_msat, htlc_maximum_msat: Some(htlc_maximum_msat) } => {
.as_directed(source, target, capacity_msat, liquidity_offset_half_life)
.penalty_msat(amount_msat, &self.params)
.saturating_add(anti_probing_penalty_msat)
+ .saturating_add(base_penalty_msat)
}
fn payment_path_failed(&mut self, path: &[&RouteHop], short_channel_id: u64) {
use util::time::tests::SinceEpoch;
use ln::features::{ChannelFeatures, NodeFeatures};
- use ln::msgs::{ChannelAnnouncement, ChannelUpdate, OptionalField, UnsignedChannelAnnouncement, UnsignedChannelUpdate};
+ use ln::msgs::{ChannelAnnouncement, ChannelUpdate, UnsignedChannelAnnouncement, UnsignedChannelUpdate};
use routing::gossip::{EffectiveCapacity, NetworkGraph, NodeId};
use routing::router::RouteHop;
use routing::scoring::{ChannelUsage, Score};
flags,
cltv_expiry_delta: 18,
htlc_minimum_msat: 0,
- htlc_maximum_msat: OptionalField::Present(1_000),
+ htlc_maximum_msat: 1_000,
fee_base_msat: 1,
fee_proportional_millionths: 0,
excess_data: Vec::new(),
inflight_htlc_msat: 0,
effective_capacity: EffectiveCapacity::Total { capacity_msat: 950_000_000, htlc_maximum_msat: Some(1_000) },
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 3613);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 4375);
let usage = ChannelUsage {
effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1977);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 2739);
let usage = ChannelUsage {
effective_capacity: EffectiveCapacity::Total { capacity_msat: 2_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1474);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 2236);
let usage = ChannelUsage {
effective_capacity: EffectiveCapacity::Total { capacity_msat: 3_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1223);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1985);
let usage = ChannelUsage {
effective_capacity: EffectiveCapacity::Total { capacity_msat: 4_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 877);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1639);
let usage = ChannelUsage {
effective_capacity: EffectiveCapacity::Total { capacity_msat: 5_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 845);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1607);
let usage = ChannelUsage {
effective_capacity: EffectiveCapacity::Total { capacity_msat: 6_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 500);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1262);
let usage = ChannelUsage {
effective_capacity: EffectiveCapacity::Total { capacity_msat: 7_450_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 500);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1262);
let usage = ChannelUsage {
effective_capacity: EffectiveCapacity::Total { capacity_msat: 7_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 500);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1262);
let usage = ChannelUsage {
effective_capacity: EffectiveCapacity::Total { capacity_msat: 8_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 500);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1262);
let usage = ChannelUsage {
effective_capacity: EffectiveCapacity::Total { capacity_msat: 9_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
};
- assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 500);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1262);
}
#[test]
};
let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 558);
+
+ let params = ProbabilisticScoringParameters {
+ base_penalty_msat: 500, liquidity_penalty_multiplier_msat: 1_000,
+ base_penalty_amount_multiplier_msat: (1 << 30),
+ anti_probing_penalty_msat: 0, ..Default::default()
+ };
+
+ let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+ assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 558 + 128);
}
#[test]
let params = ProbabilisticScoringParameters {
liquidity_penalty_multiplier_msat: 1_000,
- amount_penalty_multiplier_msat: 0,
+ liquidity_penalty_amount_multiplier_msat: 0,
..ProbabilisticScoringParameters::zero_penalty()
};
let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
let params = ProbabilisticScoringParameters {
liquidity_penalty_multiplier_msat: 1_000,
- amount_penalty_multiplier_msat: 256,
+ liquidity_penalty_amount_multiplier_msat: 256,
..ProbabilisticScoringParameters::zero_penalty()
};
let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);