Merge pull request #2374 from arik-so/2023-06-build-warning-fixes
[rust-lightning] / lightning / src / routing / scoring.rs
index 4052fac1bcddbbe12098a9947d1eca983ba7e253..ee9c3d0c47356ddc53d9f7efc21f368b1ef77743 100644 (file)
@@ -19,8 +19,8 @@
 //! #
 //! # use lightning::routing::gossip::NetworkGraph;
 //! # use lightning::routing::router::{RouteParameters, find_route};
-//! # use lightning::routing::scoring::{ProbabilisticScorer, ProbabilisticScoringParameters};
-//! # use lightning::chain::keysinterface::{KeysManager, KeysInterface};
+//! # use lightning::routing::scoring::{ProbabilisticScorer, ProbabilisticScoringFeeParameters, ProbabilisticScoringDecayParameters};
+//! # use lightning::sign::KeysManager;
 //! # use lightning::util::logger::{Logger, Record};
 //! # use bitcoin::secp256k1::PublicKey;
 //! #
 //! # let logger = FakeLogger {};
 //! #
 //! // Use the default channel penalties.
-//! let params = ProbabilisticScoringParameters::default();
-//! let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+//! let params = ProbabilisticScoringFeeParameters::default();
+//! let decay_params = ProbabilisticScoringDecayParameters::default();
+//! let scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
 //!
 //! // Or use custom channel penalties.
-//! let params = ProbabilisticScoringParameters {
-//!     liquidity_penalty_multiplier_msat: 2 * 1000,
-//!     ..ProbabilisticScoringParameters::default()
+//! let params = ProbabilisticScoringFeeParameters {
+//!    liquidity_penalty_multiplier_msat: 2 * 1000,
+//!    ..ProbabilisticScoringFeeParameters::default()
 //! };
-//! let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+//! let decay_params = ProbabilisticScoringDecayParameters::default();
+//! let scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
 //! # let random_seed_bytes = [42u8; 32];
 //!
-//! let route = find_route(&payer, &route_params, &network_graph, None, &logger, &scorer, &random_seed_bytes);
+//! let route = find_route(&payer, &route_params, &network_graph, None, &logger, &scorer, &params, &random_seed_bytes);
 //! # }
 //! ```
 //!
 //!
 //! [`find_route`]: crate::routing::router::find_route
 
-use ln::msgs::DecodeError;
-use routing::gossip::{EffectiveCapacity, NetworkGraph, NodeId};
-use routing::router::RouteHop;
-use util::ser::{Readable, ReadableArgs, Writeable, Writer};
-use util::logger::Logger;
-use util::time::Time;
+use crate::ln::msgs::DecodeError;
+use crate::routing::gossip::{EffectiveCapacity, NetworkGraph, NodeId};
+use crate::routing::router::Path;
+use crate::util::ser::{Readable, ReadableArgs, Writeable, Writer};
+use crate::util::logger::Logger;
+use crate::util::time::Time;
 
-use prelude::*;
+use crate::prelude::*;
 use core::{cmp, fmt};
 use core::cell::{RefCell, RefMut};
 use core::convert::TryInto;
 use core::ops::{Deref, DerefMut};
 use core::time::Duration;
-use io::{self, Read};
-use sync::{Mutex, MutexGuard};
+use crate::io::{self, Read};
+use crate::sync::{Mutex, MutexGuard};
 
 /// We define Score ever-so-slightly differently based on whether we are being built for C bindings
 /// or not. For users, `LockableScore` must somehow be writeable to disk. For Rust users, this is
@@ -86,6 +88,10 @@ macro_rules! define_score { ($($supertrait: path)*) => {
 ///
 ///    Scoring is in terms of fees willing to be paid in order to avoid routing through a channel.
 pub trait Score $(: $supertrait)* {
+       /// A configurable type which should contain various passed-in parameters for configuring the scorer,
+       /// on a per-routefinding-call basis through to the scorer methods,
+       /// which are used to determine the parameters for the suitability of channels for use.
+       type ScoreParams;
        /// Returns the fee in msats willing to be paid to avoid routing `send_amt_msat` through the
        /// given channel in the direction from `source` to `target`.
        ///
@@ -95,42 +101,43 @@ pub trait Score $(: $supertrait)* {
        /// [`u64::max_value`] is given to indicate sufficient capacity for the invoice's full amount.
        /// Thus, implementations should be overflow-safe.
        fn channel_penalty_msat(
-               &self, short_channel_id: u64, source: &NodeId, target: &NodeId, usage: ChannelUsage
+               &self, short_channel_id: u64, source: &NodeId, target: &NodeId, usage: ChannelUsage, score_params: &Self::ScoreParams
        ) -> u64;
 
        /// Handles updating channel penalties after failing to route through a channel.
-       fn payment_path_failed(&mut self, path: &[&RouteHop], short_channel_id: u64);
+       fn payment_path_failed(&mut self, path: &Path, short_channel_id: u64);
 
        /// Handles updating channel penalties after successfully routing along a path.
-       fn payment_path_successful(&mut self, path: &[&RouteHop]);
+       fn payment_path_successful(&mut self, path: &Path);
 
        /// Handles updating channel penalties after a probe over the given path failed.
-       fn probe_failed(&mut self, path: &[&RouteHop], short_channel_id: u64);
+       fn probe_failed(&mut self, path: &Path, short_channel_id: u64);
 
        /// Handles updating channel penalties after a probe over the given path succeeded.
-       fn probe_successful(&mut self, path: &[&RouteHop]);
+       fn probe_successful(&mut self, path: &Path);
 }
 
 impl<S: Score, T: DerefMut<Target=S> $(+ $supertrait)*> Score for T {
+       type ScoreParams = S::ScoreParams;
        fn channel_penalty_msat(
-               &self, short_channel_id: u64, source: &NodeId, target: &NodeId, usage: ChannelUsage
+               &self, short_channel_id: u64, source: &NodeId, target: &NodeId, usage: ChannelUsage, score_params: &Self::ScoreParams
        ) -> u64 {
-               self.deref().channel_penalty_msat(short_channel_id, source, target, usage)
+               self.deref().channel_penalty_msat(short_channel_id, source, target, usage, score_params)
        }
 
-       fn payment_path_failed(&mut self, path: &[&RouteHop], short_channel_id: u64) {
+       fn payment_path_failed(&mut self, path: &Path, short_channel_id: u64) {
                self.deref_mut().payment_path_failed(path, short_channel_id)
        }
 
-       fn payment_path_successful(&mut self, path: &[&RouteHop]) {
+       fn payment_path_successful(&mut self, path: &Path) {
                self.deref_mut().payment_path_successful(path)
        }
 
-       fn probe_failed(&mut self, path: &[&RouteHop], short_channel_id: u64) {
+       fn probe_failed(&mut self, path: &Path, short_channel_id: u64) {
                self.deref_mut().probe_failed(path, short_channel_id)
        }
 
-       fn probe_successful(&mut self, path: &[&RouteHop]) {
+       fn probe_successful(&mut self, path: &Path) {
                self.deref_mut().probe_successful(path)
        }
 }
@@ -165,8 +172,7 @@ pub trait WriteableScore<'a>: LockableScore<'a> + Writeable {}
 
 #[cfg(not(c_bindings))]
 impl<'a, T> WriteableScore<'a> for T where T: LockableScore<'a> + Writeable {}
-
-/// (C-not exported)
+/// This is not exported to bindings users
 impl<'a, T: 'a + Score> LockableScore<'a> for Mutex<T> {
        type Locked = MutexGuard<'a, T>;
 
@@ -193,19 +199,20 @@ pub struct MultiThreadedLockableScore<S: Score> {
 pub struct MultiThreadedScoreLock<'a, S: Score>(MutexGuard<'a, S>);
 #[cfg(c_bindings)]
 impl<'a, T: Score + 'a> Score for MultiThreadedScoreLock<'a, T> {
-       fn channel_penalty_msat(&self, scid: u64, source: &NodeId, target: &NodeId, usage: ChannelUsage) -> u64 {
-               self.0.channel_penalty_msat(scid, source, target, usage)
+       type ScoreParams = <T as Score>::ScoreParams;
+       fn channel_penalty_msat(&self, scid: u64, source: &NodeId, target: &NodeId, usage: ChannelUsage, score_params: &Self::ScoreParams) -> u64 {
+               self.0.channel_penalty_msat(scid, source, target, usage, score_params)
        }
-       fn payment_path_failed(&mut self, path: &[&RouteHop], short_channel_id: u64) {
+       fn payment_path_failed(&mut self, path: &Path, short_channel_id: u64) {
                self.0.payment_path_failed(path, short_channel_id)
        }
-       fn payment_path_successful(&mut self, path: &[&RouteHop]) {
+       fn payment_path_successful(&mut self, path: &Path) {
                self.0.payment_path_successful(path)
        }
-       fn probe_failed(&mut self, path: &[&RouteHop], short_channel_id: u64) {
+       fn probe_failed(&mut self, path: &Path, short_channel_id: u64) {
                self.0.probe_failed(path, short_channel_id)
        }
-       fn probe_successful(&mut self, path: &[&RouteHop]) {
+       fn probe_successful(&mut self, path: &Path) {
                self.0.probe_successful(path)
        }
 }
@@ -244,7 +251,7 @@ impl<T: Score> MultiThreadedLockableScore<T> {
 }
 
 #[cfg(c_bindings)]
-/// (C-not exported)
+/// This is not exported to bindings users
 impl<'a, T: Writeable> Writeable for RefMut<'a, T> {
        fn write<W: Writer>(&self, writer: &mut W) -> Result<(), io::Error> {
                T::write(&**self, writer)
@@ -252,7 +259,7 @@ impl<'a, T: Writeable> Writeable for RefMut<'a, T> {
 }
 
 #[cfg(c_bindings)]
-/// (C-not exported)
+/// This is not exported to bindings users
 impl<'a, S: Writeable> Writeable for MutexGuard<'a, S> {
        fn write<W: Writer>(&self, writer: &mut W) -> Result<(), io::Error> {
                S::write(&**self, writer)
@@ -260,7 +267,7 @@ impl<'a, S: Writeable> Writeable for MutexGuard<'a, S> {
 }
 
 /// Proposed use of a channel passed as a parameter to [`Score::channel_penalty_msat`].
-#[derive(Clone, Copy, Debug)]
+#[derive(Clone, Copy, Debug, PartialEq)]
 pub struct ChannelUsage {
        /// The amount to send through the channel, denominated in millisatoshis.
        pub amount_msat: u64,
@@ -287,17 +294,18 @@ impl FixedPenaltyScorer {
 }
 
 impl Score for FixedPenaltyScorer {
-       fn channel_penalty_msat(&self, _: u64, _: &NodeId, _: &NodeId, _: ChannelUsage) -> u64 {
+       type ScoreParams = ();
+       fn channel_penalty_msat(&self, _: u64, _: &NodeId, _: &NodeId, _: ChannelUsage, _score_params: &Self::ScoreParams) -> u64 {
                self.penalty_msat
        }
 
-       fn payment_path_failed(&mut self, _path: &[&RouteHop], _short_channel_id: u64) {}
+       fn payment_path_failed(&mut self, _path: &Path, _short_channel_id: u64) {}
 
-       fn payment_path_successful(&mut self, _path: &[&RouteHop]) {}
+       fn payment_path_successful(&mut self, _path: &Path) {}
 
-       fn probe_failed(&mut self, _path: &[&RouteHop], _short_channel_id: u64) {}
+       fn probe_failed(&mut self, _path: &Path, _short_channel_id: u64) {}
 
-       fn probe_successful(&mut self, _path: &[&RouteHop]) {}
+       fn probe_successful(&mut self, _path: &Path) {}
 }
 
 impl Writeable for FixedPenaltyScorer {
@@ -319,7 +327,7 @@ impl ReadableArgs<u64> for FixedPenaltyScorer {
 #[cfg(not(feature = "no-std"))]
 type ConfiguredTime = std::time::Instant;
 #[cfg(feature = "no-std")]
-use util::time::Eternity;
+use crate::util::time::Eternity;
 #[cfg(feature = "no-std")]
 type ConfiguredTime = Eternity;
 
@@ -354,19 +362,19 @@ type ConfiguredTime = Eternity;
 /// behavior.
 ///
 /// [1]: https://arxiv.org/abs/2107.05322
-/// [`liquidity_penalty_multiplier_msat`]: ProbabilisticScoringParameters::liquidity_penalty_multiplier_msat
-/// [`liquidity_penalty_amount_multiplier_msat`]: ProbabilisticScoringParameters::liquidity_penalty_amount_multiplier_msat
-/// [`liquidity_offset_half_life`]: ProbabilisticScoringParameters::liquidity_offset_half_life
-/// [`historical_liquidity_penalty_multiplier_msat`]: ProbabilisticScoringParameters::historical_liquidity_penalty_multiplier_msat
-/// [`historical_liquidity_penalty_amount_multiplier_msat`]: ProbabilisticScoringParameters::historical_liquidity_penalty_amount_multiplier_msat
+/// [`liquidity_penalty_multiplier_msat`]: ProbabilisticScoringFeeParameters::liquidity_penalty_multiplier_msat
+/// [`liquidity_penalty_amount_multiplier_msat`]: ProbabilisticScoringFeeParameters::liquidity_penalty_amount_multiplier_msat
+/// [`liquidity_offset_half_life`]: ProbabilisticScoringDecayParameters::liquidity_offset_half_life
+/// [`historical_liquidity_penalty_multiplier_msat`]: ProbabilisticScoringFeeParameters::historical_liquidity_penalty_multiplier_msat
+/// [`historical_liquidity_penalty_amount_multiplier_msat`]: ProbabilisticScoringFeeParameters::historical_liquidity_penalty_amount_multiplier_msat
 pub type ProbabilisticScorer<G, L> = ProbabilisticScorerUsingTime::<G, L, ConfiguredTime>;
 
 /// Probabilistic [`Score`] implementation.
 ///
-/// (C-not exported) generally all users should use the [`ProbabilisticScorer`] type alias.
+/// This is not exported to bindings users generally all users should use the [`ProbabilisticScorer`] type alias.
 pub struct ProbabilisticScorerUsingTime<G: Deref<Target = NetworkGraph<L>>, L: Deref, T: Time>
 where L::Target: Logger {
-       params: ProbabilisticScoringParameters,
+       decay_params: ProbabilisticScoringDecayParameters,
        network_graph: G,
        logger: L,
        // TODO: Remove entries of closed channels.
@@ -381,7 +389,7 @@ where L::Target: Logger {
 /// The penalty applied to any channel by the [`ProbabilisticScorer`] is the sum of each of the
 /// parameters here.
 #[derive(Clone)]
-pub struct ProbabilisticScoringParameters {
+pub struct ProbabilisticScoringFeeParameters {
        /// A fixed penalty in msats to apply to each channel.
        ///
        /// Default value: 500 msat
@@ -416,30 +424,9 @@ pub struct ProbabilisticScoringParameters {
        ///
        /// Default value: 30,000 msat
        ///
-       /// [`liquidity_offset_half_life`]: Self::liquidity_offset_half_life
+       /// [`liquidity_offset_half_life`]: ProbabilisticScoringDecayParameters::liquidity_offset_half_life
        pub liquidity_penalty_multiplier_msat: u64,
 
-       /// Whenever this amount of time elapses since the last update to a channel's liquidity bounds,
-       /// the distance from the bounds to "zero" is cut in half. In other words, the lower-bound on
-       /// the available liquidity is halved and the upper-bound moves half-way to the channel's total
-       /// capacity.
-       ///
-       /// Because halving the liquidity bounds grows the uncertainty on the channel's liquidity,
-       /// the penalty for an amount within the new bounds may change. See the [`ProbabilisticScorer`]
-       /// struct documentation for more info on the way the liquidity bounds are used.
-       ///
-       /// For example, if the channel's capacity is 1 million sats, and the current upper and lower
-       /// liquidity bounds are 200,000 sats and 600,000 sats, after this amount of time the upper
-       /// and lower liquidity bounds will be decayed to 100,000 and 800,000 sats.
-       ///
-       /// Default value: 6 hours
-       ///
-       /// # Note
-       ///
-       /// When built with the `no-std` feature, time will never elapse. Therefore, the channel
-       /// liquidity knowledge will never decay except when the bounds cross.
-       pub liquidity_offset_half_life: Duration,
-
        /// A multiplier used in conjunction with a payment amount and the negative `log10` of the
        /// channel's success probability for the payment, as determined by our latest estimates of the
        /// channel's liquidity, to determine the amount penalty.
@@ -496,27 +483,18 @@ pub struct ProbabilisticScoringParameters {
        /// [`liquidity_penalty_amount_multiplier_msat`]: Self::liquidity_penalty_amount_multiplier_msat
        pub historical_liquidity_penalty_amount_multiplier_msat: u64,
 
-       /// If we aren't learning any new datapoints for a channel, the historical liquidity bounds
-       /// tracking can simply live on with increasingly stale data. Instead, when a channel has not
-       /// seen a liquidity estimate update for this amount of time, the historical datapoints are
-       /// decayed by half.
-       ///
-       /// Note that after 16 or more half lives all historical data will be completely gone.
-       ///
-       /// Default value: 14 days
-       pub historical_no_updates_half_life: Duration,
-
        /// 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
        /// considered during path finding.
        ///
-       /// (C-not exported)
+       /// This is not exported to bindings users
        pub manual_node_penalties: HashMap<NodeId, u64>,
 
        /// This penalty is applied when `htlc_maximum_msat` is equal to or larger than half of the
-       /// channel's capacity, which makes us prefer nodes with a smaller `htlc_maximum_msat`. We
-       /// treat such nodes preferentially as this makes balance discovery attacks harder to execute,
-       /// thereby creating an incentive to restrict `htlc_maximum_msat` and improve privacy.
+       /// channel's capacity, (ie. htlc_maximum_msat ≥ 0.5 * channel_capacity) which makes us
+       /// prefer nodes with a smaller `htlc_maximum_msat`. We treat such nodes preferentially
+       /// as this makes balance discovery attacks harder to execute, thereby creating an incentive
+       /// to restrict `htlc_maximum_msat` and improve privacy.
        ///
        /// Default value: 250 msat
        pub anti_probing_penalty_msat: u64,
@@ -541,6 +519,136 @@ pub struct ProbabilisticScoringParameters {
        pub considered_impossible_penalty_msat: u64,
 }
 
+impl Default for ProbabilisticScoringFeeParameters {
+       fn default() -> Self {
+               Self {
+                       base_penalty_msat: 500,
+                       base_penalty_amount_multiplier_msat: 8192,
+                       liquidity_penalty_multiplier_msat: 30_000,
+                       liquidity_penalty_amount_multiplier_msat: 192,
+                       manual_node_penalties: HashMap::new(),
+                       anti_probing_penalty_msat: 250,
+                       considered_impossible_penalty_msat: 1_0000_0000_000,
+                       historical_liquidity_penalty_multiplier_msat: 10_000,
+                       historical_liquidity_penalty_amount_multiplier_msat: 64,
+               }
+       }
+}
+
+impl ProbabilisticScoringFeeParameters {
+       /// Marks the node with the given `node_id` as banned,
+       /// i.e it will be avoided during path finding.
+       pub fn add_banned(&mut self, node_id: &NodeId) {
+               self.manual_node_penalties.insert(*node_id, u64::max_value());
+       }
+
+       /// Marks all nodes in the given list as banned, i.e.,
+       /// they will be avoided during path finding.
+       pub fn add_banned_from_list(&mut self, node_ids: Vec<NodeId>) {
+               for id in node_ids {
+                       self.manual_node_penalties.insert(id, u64::max_value());
+               }
+       }
+
+       /// Removes the node with the given `node_id` from the list of nodes to avoid.
+       pub fn remove_banned(&mut self, node_id: &NodeId) {
+               self.manual_node_penalties.remove(node_id);
+       }
+
+       /// Sets a manual penalty for the given node.
+       pub fn set_manual_penalty(&mut self, node_id: &NodeId, penalty: u64) {
+               self.manual_node_penalties.insert(*node_id, penalty);
+       }
+
+       /// Removes the node with the given `node_id` from the list of manual penalties.
+       pub fn remove_manual_penalty(&mut self, node_id: &NodeId) {
+               self.manual_node_penalties.remove(node_id);
+       }
+
+       /// Clears the list of manual penalties that are applied during path finding.
+       pub fn clear_manual_penalties(&mut self) {
+               self.manual_node_penalties = HashMap::new();
+       }
+}
+
+#[cfg(test)]
+impl ProbabilisticScoringFeeParameters {
+       fn zero_penalty() -> Self {
+               Self {
+                       base_penalty_msat: 0,
+                       base_penalty_amount_multiplier_msat: 0,
+                       liquidity_penalty_multiplier_msat: 0,
+                       liquidity_penalty_amount_multiplier_msat: 0,
+                       historical_liquidity_penalty_multiplier_msat: 0,
+                       historical_liquidity_penalty_amount_multiplier_msat: 0,
+                       manual_node_penalties: HashMap::new(),
+                       anti_probing_penalty_msat: 0,
+                       considered_impossible_penalty_msat: 0,
+               }
+       }
+}
+
+/// Parameters for configuring [`ProbabilisticScorer`].
+///
+/// Used to configure decay parameters that are static throughout the lifetime of the scorer.
+/// these decay parameters affect the score of the channel penalty and are not changed on a
+/// per-route penalty cost call.
+#[derive(Copy, Clone)]
+pub struct ProbabilisticScoringDecayParameters {
+       /// If we aren't learning any new datapoints for a channel, the historical liquidity bounds
+       /// tracking can simply live on with increasingly stale data. Instead, when a channel has not
+       /// seen a liquidity estimate update for this amount of time, the historical datapoints are
+       /// decayed by half.
+       /// For an example of historical_no_updates_half_life being used see [`historical_estimated_channel_liquidity_probabilities`]
+       ///
+       /// Note that after 16 or more half lives all historical data will be completely gone.
+       ///
+       /// Default value: 14 days
+       ///
+       /// [`historical_estimated_channel_liquidity_probabilities`]: ProbabilisticScorerUsingTime::historical_estimated_channel_liquidity_probabilities
+       pub historical_no_updates_half_life: Duration,
+
+       /// Whenever this amount of time elapses since the last update to a channel's liquidity bounds,
+       /// the distance from the bounds to "zero" is cut in half. In other words, the lower-bound on
+       /// the available liquidity is halved and the upper-bound moves half-way to the channel's total
+       /// capacity.
+       ///
+       /// Because halving the liquidity bounds grows the uncertainty on the channel's liquidity,
+       /// the penalty for an amount within the new bounds may change. See the [`ProbabilisticScorer`]
+       /// struct documentation for more info on the way the liquidity bounds are used.
+       ///
+       /// For example, if the channel's capacity is 1 million sats, and the current upper and lower
+       /// liquidity bounds are 200,000 sats and 600,000 sats, after this amount of time the upper
+       /// and lower liquidity bounds will be decayed to 100,000 and 800,000 sats.
+       ///
+       /// Default value: 6 hours
+       ///
+       /// # Note
+       ///
+       /// When built with the `no-std` feature, time will never elapse. Therefore, the channel
+       /// liquidity knowledge will never decay except when the bounds cross.
+       pub liquidity_offset_half_life: Duration,
+}
+
+impl Default for ProbabilisticScoringDecayParameters {
+       fn default() -> Self {
+               Self {
+                       liquidity_offset_half_life: Duration::from_secs(6 * 60 * 60),
+                       historical_no_updates_half_life: Duration::from_secs(60 * 60 * 24 * 14),
+               }
+       }
+}
+
+#[cfg(test)]
+impl ProbabilisticScoringDecayParameters {
+       fn zero_penalty() -> Self {
+               Self {
+                       liquidity_offset_half_life: Duration::from_secs(6 * 60 * 60),
+                       historical_no_updates_half_life: Duration::from_secs(60 * 60 * 24 * 14),
+               }
+       }
+}
+
 /// Tracks the historical state of a distribution as a weighted average of how much time was spent
 /// in each of 8 buckets.
 #[derive(Clone, Copy)]
@@ -550,7 +658,7 @@ struct HistoricalBucketRangeTracker {
 
 impl HistoricalBucketRangeTracker {
        fn new() -> Self { Self { buckets: [0; 8] } }
-       fn track_datapoint(&mut self, bucket_idx: u8) {
+       fn track_datapoint(&mut self, liquidity_offset_msat: u64, capacity_msat: u64) {
                // We have 8 leaky buckets for min and max liquidity. Each bucket tracks the amount of time
                // we spend in each bucket as a 16-bit fixed-point number with a 5 bit fractional part.
                //
@@ -571,6 +679,12 @@ impl HistoricalBucketRangeTracker {
                //
                // The constants were picked experimentally, selecting a decay amount that restricts us
                // from overflowing buckets without having to cap them manually.
+
+               // Ensure the bucket index is in the range [0, 7], even if the liquidity offset is zero or
+               // the channel's capacity, though the second should generally never happen.
+               debug_assert!(liquidity_offset_msat <= capacity_msat);
+               let bucket_idx: u8 = (liquidity_offset_msat * 8 / capacity_msat.saturating_add(1))
+                       .try_into().unwrap_or(32); // 32 is bogus for 8 buckets, and will be ignored
                debug_assert!(bucket_idx < 8);
                if bucket_idx < 8 {
                        for e in self.buckets.iter_mut() {
@@ -597,7 +711,22 @@ struct HistoricalMinMaxBuckets<'a> {
 
 impl HistoricalMinMaxBuckets<'_> {
        #[inline]
-       fn calculate_success_probability_times_billion(&self, required_decays: u32, payment_amt_64th_bucket: u8) -> Option<u64> {
+       fn get_decayed_buckets<T: Time>(&self, now: T, last_updated: T, half_life: Duration)
+       -> ([u16; 8], [u16; 8], u32) {
+               let required_decays = now.duration_since(last_updated).as_secs()
+                       .checked_div(half_life.as_secs())
+                       .map_or(u32::max_value(), |decays| cmp::min(decays, u32::max_value() as u64) as u32);
+               let mut min_buckets = *self.min_liquidity_offset_history;
+               min_buckets.time_decay_data(required_decays);
+               let mut max_buckets = *self.max_liquidity_offset_history;
+               max_buckets.time_decay_data(required_decays);
+               (min_buckets.buckets, max_buckets.buckets, required_decays)
+       }
+
+       #[inline]
+       fn calculate_success_probability_times_billion<T: Time>(
+               &self, now: T, last_updated: T, half_life: Duration, payment_amt_64th_bucket: u8)
+       -> Option<u64> {
                // If historical penalties are enabled, calculate the penalty by walking the set of
                // historical liquidity bucket (min, max) combinations (where min_idx < max_idx) and, for
                // each, calculate the probability of success given our payment amount, then total the
@@ -619,23 +748,22 @@ impl HistoricalMinMaxBuckets<'_> {
                // less than 1/16th of a channel's capacity, or 1/8th if we used the top of the bucket.
                let mut total_valid_points_tracked = 0;
 
-               // Rather than actually decaying the individual buckets, which would lose precision, we
-               // simply track whether all buckets would be decayed to zero, in which case we treat it as
-               // if we had no data.
-               let mut is_fully_decayed = true;
-               let mut check_track_bucket_contains_undecayed_points =
-                       |bucket_val: u16| if bucket_val.checked_shr(required_decays).unwrap_or(0) > 0 { is_fully_decayed = false; };
+               // Check if all our buckets are zero, once decayed and treat it as if we had no data. We
+               // don't actually use the decayed buckets, though, as that would lose precision.
+               let (decayed_min_buckets, decayed_max_buckets, required_decays) =
+                       self.get_decayed_buckets(now, last_updated, half_life);
+               if decayed_min_buckets.iter().all(|v| *v == 0) || decayed_max_buckets.iter().all(|v| *v == 0) {
+                       return None;
+               }
 
                for (min_idx, min_bucket) in self.min_liquidity_offset_history.buckets.iter().enumerate() {
-                       check_track_bucket_contains_undecayed_points(*min_bucket);
                        for max_bucket in self.max_liquidity_offset_history.buckets.iter().take(8 - min_idx) {
                                total_valid_points_tracked += (*min_bucket as u64) * (*max_bucket as u64);
-                               check_track_bucket_contains_undecayed_points(*max_bucket);
                        }
                }
                // If the total valid points is smaller than 1.0 (i.e. 32 in our fixed-point scheme), treat
                // it as if we were fully decayed.
-               if total_valid_points_tracked.checked_shr(required_decays).unwrap_or(0) < 32*32 || is_fully_decayed {
+               if total_valid_points_tracked.checked_shr(required_decays).unwrap_or(0) < 32*32 {
                        return None;
                }
 
@@ -683,23 +811,24 @@ struct ChannelLiquidity<T: Time> {
 
 /// A snapshot of [`ChannelLiquidity`] in one direction assuming a certain channel capacity and
 /// decayed with a given half life.
-struct DirectedChannelLiquidity<'a, L: Deref<Target = u64>, BRT: Deref<Target = HistoricalBucketRangeTracker>, T: Time, U: Deref<Target = T>> {
+struct DirectedChannelLiquidity<L: Deref<Target = u64>, BRT: Deref<Target = HistoricalBucketRangeTracker>, T: Time, U: Deref<Target = T>> {
        min_liquidity_offset_msat: L,
        max_liquidity_offset_msat: L,
        min_liquidity_offset_history: BRT,
        max_liquidity_offset_history: BRT,
+       inflight_htlc_msat: u64,
        capacity_msat: u64,
        last_updated: U,
        now: T,
-       params: &'a ProbabilisticScoringParameters,
+       decay_params: ProbabilisticScoringDecayParameters,
 }
 
 impl<G: Deref<Target = NetworkGraph<L>>, L: Deref, T: Time> ProbabilisticScorerUsingTime<G, L, T> where L::Target: Logger {
        /// Creates a new scorer using the given scoring parameters for sending payments from a node
        /// through a network graph.
-       pub fn new(params: ProbabilisticScoringParameters, network_graph: G, logger: L) -> Self {
+       pub fn new(decay_params: ProbabilisticScoringDecayParameters, network_graph: G, logger: L) -> Self {
                Self {
-                       params,
+                       decay_params,
                        network_graph,
                        logger,
                        channel_liquidities: HashMap::new(),
@@ -717,15 +846,34 @@ impl<G: Deref<Target = NetworkGraph<L>>, L: Deref, T: Time> ProbabilisticScorerU
        /// Note that this writes roughly one line per channel for which we have a liquidity estimate,
        /// which may be a substantial amount of log output.
        pub fn debug_log_liquidity_stats(&self) {
+               let now = T::now();
+
                let graph = self.network_graph.read_only();
                for (scid, liq) in self.channel_liquidities.iter() {
                        if let Some(chan_debug) = graph.channels().get(scid) {
                                let log_direction = |source, target| {
                                        if let Some((directed_info, _)) = chan_debug.as_directed_to(target) {
                                                let amt = directed_info.effective_capacity().as_msat();
-                                               let dir_liq = liq.as_directed(source, target, amt, &self.params);
-                                               log_debug!(self.logger, "Liquidity from {:?} to {:?} via {} is in the range ({}, {})",
-                                                       source, target, scid, dir_liq.min_liquidity_msat(), dir_liq.max_liquidity_msat());
+                                               let dir_liq = liq.as_directed(source, target, 0, amt, self.decay_params);
+
+                                               let buckets = HistoricalMinMaxBuckets {
+                                                       min_liquidity_offset_history: &dir_liq.min_liquidity_offset_history,
+                                                       max_liquidity_offset_history: &dir_liq.max_liquidity_offset_history,
+                                               };
+                                               let (min_buckets, max_buckets, _) = buckets.get_decayed_buckets(now,
+                                                       *dir_liq.last_updated, self.decay_params.historical_no_updates_half_life);
+
+                                               log_debug!(self.logger, core::concat!(
+                                                       "Liquidity from {} to {} via {} is in the range ({}, {}).\n",
+                                                       "\tHistorical min liquidity octile relative probabilities: {} {} {} {} {} {} {} {}\n",
+                                                       "\tHistorical max liquidity octile relative probabilities: {} {} {} {} {} {} {} {}"),
+                                                       source, target, scid, dir_liq.min_liquidity_msat(), dir_liq.max_liquidity_msat(),
+                                                       min_buckets[0], min_buckets[1], min_buckets[2], min_buckets[3],
+                                                       min_buckets[4], min_buckets[5], min_buckets[6], min_buckets[7],
+                                                       // Note that the liquidity buckets are an offset from the edge, so we
+                                                       // inverse the max order to get the probabilities from zero.
+                                                       max_buckets[7], max_buckets[6], max_buckets[5], max_buckets[4],
+                                                       max_buckets[3], max_buckets[2], max_buckets[1], max_buckets[0]);
                                        } else {
                                                log_debug!(self.logger, "No amount known for SCID {} from {:?} to {:?}", scid, source, target);
                                        }
@@ -748,7 +896,7 @@ impl<G: Deref<Target = NetworkGraph<L>>, L: Deref, T: Time> ProbabilisticScorerU
                        if let Some(liq) = self.channel_liquidities.get(&scid) {
                                if let Some((directed_info, source)) = chan.as_directed_to(target) {
                                        let amt = directed_info.effective_capacity().as_msat();
-                                       let dir_liq = liq.as_directed(source, target, amt, &self.params);
+                                       let dir_liq = liq.as_directed(source, target, 0, amt, self.decay_params);
                                        return Some((dir_liq.min_liquidity_msat(), dir_liq.max_liquidity_msat()));
                                }
                        }
@@ -756,75 +904,51 @@ impl<G: Deref<Target = NetworkGraph<L>>, L: Deref, T: Time> ProbabilisticScorerU
                None
        }
 
-       /// Marks the node with the given `node_id` as banned, i.e.,
-       /// it will be avoided during path finding.
-       pub fn add_banned(&mut self, node_id: &NodeId) {
-               self.params.manual_node_penalties.insert(*node_id, u64::max_value());
-       }
-
-       /// Removes the node with the given `node_id` from the list of nodes to avoid.
-       pub fn remove_banned(&mut self, node_id: &NodeId) {
-               self.params.manual_node_penalties.remove(node_id);
-       }
-
-       /// Sets a manual penalty for the given node.
-       pub fn set_manual_penalty(&mut self, node_id: &NodeId, penalty: u64) {
-               self.params.manual_node_penalties.insert(*node_id, penalty);
-       }
-
-       /// Removes the node with the given `node_id` from the list of manual penalties.
-       pub fn remove_manual_penalty(&mut self, node_id: &NodeId) {
-               self.params.manual_node_penalties.remove(node_id);
-       }
-
-       /// Clears the list of manual penalties that are applied during path finding.
-       pub fn clear_manual_penalties(&mut self) {
-               self.params.manual_node_penalties = HashMap::new();
-       }
-}
-
-impl ProbabilisticScoringParameters {
-       #[cfg(test)]
-       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(6 * 60 * 60),
-                       liquidity_penalty_amount_multiplier_msat: 0,
-                       historical_liquidity_penalty_multiplier_msat: 0,
-                       historical_liquidity_penalty_amount_multiplier_msat: 0,
-                       historical_no_updates_half_life: Duration::from_secs(60 * 60 * 24 * 14),
-                       manual_node_penalties: HashMap::new(),
-                       anti_probing_penalty_msat: 0,
-                       considered_impossible_penalty_msat: 0,
-               }
-       }
-
-       /// Marks all nodes in the given list as banned, i.e.,
-       /// they will be avoided during path finding.
-       pub fn add_banned_from_list(&mut self, node_ids: Vec<NodeId>) {
-               for id in node_ids {
-                       self.manual_node_penalties.insert(id, u64::max_value());
-               }
-       }
-}
+       /// Query the historical estimated minimum and maximum liquidity available for sending a
+       /// payment over the channel with `scid` towards the given `target` node.
+       ///
+       /// Returns two sets of 8 buckets. The first set describes the octiles for lower-bound
+       /// liquidity estimates, the second set describes the octiles for upper-bound liquidity
+       /// estimates. Each bucket describes the relative frequency at which we've seen a liquidity
+       /// bound in the octile relative to the channel's total capacity, on an arbitrary scale.
+       /// Because the values are slowly decayed, more recent data points are weighted more heavily
+       /// than older datapoints.
+       ///
+       /// When scoring, the estimated probability that an upper-/lower-bound lies in a given octile
+       /// relative to the channel's total capacity is calculated by dividing that bucket's value with
+       /// the total of all buckets for the given bound.
+       ///
+       /// For example, a value of `[0, 0, 0, 0, 0, 0, 32]` indicates that we believe the probability
+       /// of a bound being in the top octile to be 100%, and have never (recently) seen it in any
+       /// other octiles. A value of `[31, 0, 0, 0, 0, 0, 0, 32]` indicates we've seen the bound being
+       /// both in the top and bottom octile, and roughly with similar (recent) frequency.
+       ///
+       /// Because the datapoints are decayed slowly over time, values will eventually return to
+       /// `Some(([0; 8], [0; 8]))`.
+       pub fn historical_estimated_channel_liquidity_probabilities(&self, scid: u64, target: &NodeId)
+       -> Option<([u16; 8], [u16; 8])> {
+               let graph = self.network_graph.read_only();
 
-impl Default for ProbabilisticScoringParameters {
-       fn default() -> Self {
-               Self {
-                       base_penalty_msat: 500,
-                       base_penalty_amount_multiplier_msat: 8192,
-                       liquidity_penalty_multiplier_msat: 30_000,
-                       liquidity_offset_half_life: Duration::from_secs(6 * 60 * 60),
-                       liquidity_penalty_amount_multiplier_msat: 192,
-                       historical_liquidity_penalty_multiplier_msat: 10_000,
-                       historical_liquidity_penalty_amount_multiplier_msat: 64,
-                       historical_no_updates_half_life: Duration::from_secs(60 * 60 * 24 * 14),
-                       manual_node_penalties: HashMap::new(),
-                       anti_probing_penalty_msat: 250,
-                       considered_impossible_penalty_msat: 1_0000_0000_000,
+               if let Some(chan) = graph.channels().get(&scid) {
+                       if let Some(liq) = self.channel_liquidities.get(&scid) {
+                               if let Some((directed_info, source)) = chan.as_directed_to(target) {
+                                       let amt = directed_info.effective_capacity().as_msat();
+                                       let dir_liq = liq.as_directed(source, target, 0, amt, self.decay_params);
+
+                                       let buckets = HistoricalMinMaxBuckets {
+                                               min_liquidity_offset_history: &dir_liq.min_liquidity_offset_history,
+                                               max_liquidity_offset_history: &dir_liq.max_liquidity_offset_history,
+                                       };
+                                       let (min_buckets, mut max_buckets, _) = buckets.get_decayed_buckets(T::now(),
+                                               *dir_liq.last_updated, self.decay_params.historical_no_updates_half_life);
+                                       // Note that the liquidity buckets are an offset from the edge, so we inverse
+                                       // the max order to get the probabilities from zero.
+                                       max_buckets.reverse();
+                                       return Some((min_buckets, max_buckets));
+                               }
+                       }
                }
+               None
        }
 }
 
@@ -842,9 +966,9 @@ impl<T: Time> ChannelLiquidity<T> {
 
        /// Returns a view of the channel liquidity directed from `source` to `target` assuming
        /// `capacity_msat`.
-       fn as_directed<'a>(
-               &self, source: &NodeId, target: &NodeId, capacity_msat: u64, params: &'a ProbabilisticScoringParameters
-       ) -> DirectedChannelLiquidity<'a, &u64, &HistoricalBucketRangeTracker, T, &T> {
+       fn as_directed(
+               &self, source: &NodeId, target: &NodeId, inflight_htlc_msat: u64, capacity_msat: u64, decay_params: ProbabilisticScoringDecayParameters
+       ) -> DirectedChannelLiquidity<&u64, &HistoricalBucketRangeTracker, T, &T> {
                let (min_liquidity_offset_msat, max_liquidity_offset_msat, min_liquidity_offset_history, max_liquidity_offset_history) =
                        if source < target {
                                (&self.min_liquidity_offset_msat, &self.max_liquidity_offset_msat,
@@ -859,18 +983,19 @@ impl<T: Time> ChannelLiquidity<T> {
                        max_liquidity_offset_msat,
                        min_liquidity_offset_history,
                        max_liquidity_offset_history,
+                       inflight_htlc_msat,
                        capacity_msat,
                        last_updated: &self.last_updated,
                        now: T::now(),
-                       params,
+                       decay_params: decay_params,
                }
        }
 
        /// Returns a mutable view of the channel liquidity directed from `source` to `target` assuming
        /// `capacity_msat`.
-       fn as_directed_mut<'a>(
-               &mut self, source: &NodeId, target: &NodeId, capacity_msat: u64, params: &'a ProbabilisticScoringParameters
-       ) -> DirectedChannelLiquidity<'a, &mut u64, &mut HistoricalBucketRangeTracker, T, &mut T> {
+       fn as_directed_mut(
+               &mut self, source: &NodeId, target: &NodeId, inflight_htlc_msat: u64, capacity_msat: u64, decay_params: ProbabilisticScoringDecayParameters
+       ) -> DirectedChannelLiquidity<&mut u64, &mut HistoricalBucketRangeTracker, T, &mut T> {
                let (min_liquidity_offset_msat, max_liquidity_offset_msat, min_liquidity_offset_history, max_liquidity_offset_history) =
                        if source < target {
                                (&mut self.min_liquidity_offset_msat, &mut self.max_liquidity_offset_msat,
@@ -885,10 +1010,11 @@ impl<T: Time> ChannelLiquidity<T> {
                        max_liquidity_offset_msat,
                        min_liquidity_offset_history,
                        max_liquidity_offset_history,
+                       inflight_htlc_msat,
                        capacity_msat,
                        last_updated: &mut self.last_updated,
                        now: T::now(),
-                       params,
+                       decay_params: decay_params,
                }
        }
 }
@@ -905,10 +1031,10 @@ const PRECISION_LOWER_BOUND_DENOMINATOR: u64 = approx::LOWER_BITS_BOUND;
 const AMOUNT_PENALTY_DIVISOR: u64 = 1 << 20;
 const BASE_AMOUNT_PENALTY_DIVISOR: u64 = 1 << 30;
 
-impl<L: Deref<Target = u64>, BRT: Deref<Target = HistoricalBucketRangeTracker>, T: Time, U: Deref<Target = T>> DirectedChannelLiquidity<'_, L, BRT, T, U> {
+impl<L: Deref<Target = u64>, BRT: Deref<Target = HistoricalBucketRangeTracker>, T: Time, U: Deref<Target = T>> DirectedChannelLiquidity< L, BRT, T, U> {
        /// 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 {
+       fn penalty_msat(&self, amount_msat: u64, score_params: &ProbabilisticScoringFeeParameters) -> u64 {
                let max_liquidity_msat = self.max_liquidity_msat();
                let min_liquidity_msat = core::cmp::min(self.min_liquidity_msat(), max_liquidity_msat);
 
@@ -920,9 +1046,9 @@ impl<L: Deref<Target = u64>, BRT: Deref<Target = HistoricalBucketRangeTracker>,
                        // impossibility penalty.
                        let negative_log10_times_2048 = NEGATIVE_LOG10_UPPER_BOUND * 2048;
                        Self::combined_penalty_msat(amount_msat, negative_log10_times_2048,
-                                       params.liquidity_penalty_multiplier_msat,
-                                       params.liquidity_penalty_amount_multiplier_msat)
-                               .saturating_add(params.considered_impossible_penalty_msat)
+                                       score_params.liquidity_penalty_multiplier_msat,
+                                       score_params.liquidity_penalty_amount_multiplier_msat)
+                               .saturating_add(score_params.considered_impossible_penalty_msat)
                } else {
                        let numerator = (max_liquidity_msat - amount_msat).saturating_add(1);
                        let denominator = (max_liquidity_msat - min_liquidity_msat).saturating_add(1);
@@ -935,17 +1061,23 @@ impl<L: Deref<Target = u64>, BRT: Deref<Target = HistoricalBucketRangeTracker>,
                                let negative_log10_times_2048 =
                                        approx::negative_log10_times_2048(numerator, denominator);
                                Self::combined_penalty_msat(amount_msat, negative_log10_times_2048,
-                                       params.liquidity_penalty_multiplier_msat,
-                                       params.liquidity_penalty_amount_multiplier_msat)
+                                       score_params.liquidity_penalty_multiplier_msat,
+                                       score_params.liquidity_penalty_amount_multiplier_msat)
                        }
                };
 
-               if params.historical_liquidity_penalty_multiplier_msat != 0 ||
-                  params.historical_liquidity_penalty_amount_multiplier_msat != 0 {
-                       let required_decays = self.now.duration_since(*self.last_updated).as_secs()
-                               .checked_div(params.historical_no_updates_half_life.as_secs())
-                               .map_or(u32::max_value(), |decays| cmp::min(decays, u32::max_value() as u64) as u32);
-                       let payment_amt_64th_bucket = amount_msat * 64 / self.capacity_msat;
+               if score_params.historical_liquidity_penalty_multiplier_msat != 0 ||
+                  score_params.historical_liquidity_penalty_amount_multiplier_msat != 0 {
+                       let payment_amt_64th_bucket = if amount_msat < u64::max_value() / 64 {
+                               amount_msat * 64 / self.capacity_msat.saturating_add(1)
+                       } else {
+                               // Only use 128-bit arithmetic when multiplication will overflow to avoid 128-bit
+                               // division. This branch should only be hit in fuzz testing since the amount would
+                               // need to be over 2.88 million BTC in practice.
+                               ((amount_msat as u128) * 64 / (self.capacity_msat as u128).saturating_add(1))
+                                       .try_into().unwrap_or(65)
+                       };
+                       #[cfg(not(fuzzing))]
                        debug_assert!(payment_amt_64th_bucket <= 64);
                        if payment_amt_64th_bucket > 64 { return res; }
 
@@ -954,22 +1086,25 @@ impl<L: Deref<Target = u64>, BRT: Deref<Target = HistoricalBucketRangeTracker>,
                                max_liquidity_offset_history: &self.max_liquidity_offset_history,
                        };
                        if let Some(cumulative_success_prob_times_billion) = buckets
-                                       .calculate_success_probability_times_billion(required_decays, payment_amt_64th_bucket as u8) {
+                               .calculate_success_probability_times_billion(self.now, *self.last_updated,
+                                       self.decay_params.historical_no_updates_half_life, payment_amt_64th_bucket as u8)
+                       {
                                let historical_negative_log10_times_2048 = approx::negative_log10_times_2048(cumulative_success_prob_times_billion + 1, 1024 * 1024 * 1024);
                                res = res.saturating_add(Self::combined_penalty_msat(amount_msat,
-                                       historical_negative_log10_times_2048, params.historical_liquidity_penalty_multiplier_msat,
-                                       params.historical_liquidity_penalty_amount_multiplier_msat));
+                                       historical_negative_log10_times_2048, score_params.historical_liquidity_penalty_multiplier_msat,
+                                       score_params.historical_liquidity_penalty_amount_multiplier_msat));
                        } else {
                                // If we don't have any valid points (or, once decayed, we have less than a full
                                // point), redo the non-historical calculation with no liquidity bounds tracked and
                                // the historical penalty multipliers.
-                               let max_capacity = self.capacity_msat.saturating_sub(amount_msat).saturating_add(1);
+                               let available_capacity = self.available_capacity();
+                               let numerator = available_capacity.saturating_sub(amount_msat).saturating_add(1);
+                               let denominator = available_capacity.saturating_add(1);
                                let negative_log10_times_2048 =
-                                       approx::negative_log10_times_2048(max_capacity, self.capacity_msat.saturating_add(1));
+                                       approx::negative_log10_times_2048(numerator, denominator);
                                res = res.saturating_add(Self::combined_penalty_msat(amount_msat, negative_log10_times_2048,
-                                       params.historical_liquidity_penalty_multiplier_msat,
-                                       params.historical_liquidity_penalty_amount_multiplier_msat));
-                               return res;
+                                       score_params.historical_liquidity_penalty_multiplier_msat,
+                                       score_params.historical_liquidity_penalty_amount_multiplier_msat));
                        }
                }
 
@@ -1001,20 +1136,24 @@ impl<L: Deref<Target = u64>, BRT: Deref<Target = HistoricalBucketRangeTracker>,
 
        /// Returns the upper bound of the channel liquidity balance in this direction.
        fn max_liquidity_msat(&self) -> u64 {
-               self.capacity_msat
-                       .checked_sub(self.decayed_offset_msat(*self.max_liquidity_offset_msat))
-                       .unwrap_or(0)
+               self.available_capacity()
+                       .saturating_sub(self.decayed_offset_msat(*self.max_liquidity_offset_msat))
+       }
+
+       /// Returns the capacity minus the in-flight HTLCs in this direction.
+       fn available_capacity(&self) -> u64 {
+               self.capacity_msat.saturating_sub(self.inflight_htlc_msat)
        }
 
        fn decayed_offset_msat(&self, offset_msat: u64) -> u64 {
                self.now.duration_since(*self.last_updated).as_secs()
-                       .checked_div(self.params.liquidity_offset_half_life.as_secs())
+                       .checked_div(self.decay_params.liquidity_offset_half_life.as_secs())
                        .and_then(|decays| offset_msat.checked_shr(decays as u32))
                        .unwrap_or(0)
        }
 }
 
-impl<L: DerefMut<Target = u64>, BRT: DerefMut<Target = HistoricalBucketRangeTracker>, T: Time, U: DerefMut<Target = T>> DirectedChannelLiquidity<'_, L, BRT, T, U> {
+impl<L: DerefMut<Target = u64>, BRT: DerefMut<Target = HistoricalBucketRangeTracker>, T: Time, U: DerefMut<Target = T>> DirectedChannelLiquidity<L, BRT, T, U> {
        /// Adjusts the channel liquidity balance bounds when failing to route `amount_msat`.
        fn failed_at_channel<Log: Deref>(&mut self, amount_msat: u64, chan_descr: fmt::Arguments, logger: &Log) where Log::Target: Logger {
                let existing_max_msat = self.max_liquidity_msat();
@@ -1025,6 +1164,7 @@ impl<L: DerefMut<Target = u64>, BRT: DerefMut<Target = HistoricalBucketRangeTrac
                        log_trace!(logger, "Max liquidity of {} is {} (already less than or equal to {})",
                                chan_descr, existing_max_msat, amount_msat);
                }
+               self.update_history_buckets();
        }
 
        /// Adjusts the channel liquidity balance bounds when failing to route `amount_msat` downstream.
@@ -1037,6 +1177,7 @@ impl<L: DerefMut<Target = u64>, BRT: DerefMut<Target = HistoricalBucketRangeTrac
                        log_trace!(logger, "Min liquidity of {} is {} (already greater than or equal to {})",
                                chan_descr, existing_min_msat, amount_msat);
                }
+               self.update_history_buckets();
        }
 
        /// Adjusts the channel liquidity balance bounds when successfully routing `amount_msat`.
@@ -1044,27 +1185,24 @@ impl<L: DerefMut<Target = u64>, BRT: DerefMut<Target = HistoricalBucketRangeTrac
                let max_liquidity_msat = self.max_liquidity_msat().checked_sub(amount_msat).unwrap_or(0);
                log_debug!(logger, "Subtracting {} from max liquidity of {} (setting it to {})", amount_msat, chan_descr, max_liquidity_msat);
                self.set_max_liquidity_msat(max_liquidity_msat);
+               self.update_history_buckets();
        }
 
        fn update_history_buckets(&mut self) {
                let half_lives = self.now.duration_since(*self.last_updated).as_secs()
-                       .checked_div(self.params.historical_no_updates_half_life.as_secs())
+                       .checked_div(self.decay_params.historical_no_updates_half_life.as_secs())
                        .map(|v| v.try_into().unwrap_or(u32::max_value())).unwrap_or(u32::max_value());
                self.min_liquidity_offset_history.time_decay_data(half_lives);
                self.max_liquidity_offset_history.time_decay_data(half_lives);
 
-               debug_assert!(*self.min_liquidity_offset_msat <= self.capacity_msat);
+               let min_liquidity_offset_msat = self.decayed_offset_msat(*self.min_liquidity_offset_msat);
                self.min_liquidity_offset_history.track_datapoint(
-                       // Ensure the bucket index we pass is in the range [0, 7], even if the liquidity offset
-                       // is zero or the channel's capacity, though the second should generally never happen.
-                       (self.min_liquidity_offset_msat.saturating_sub(1) * 8 / self.capacity_msat)
-                       .try_into().unwrap_or(32)); // 32 is bogus for 8 buckets, and will be ignored
-               debug_assert!(*self.max_liquidity_offset_msat <= self.capacity_msat);
+                       min_liquidity_offset_msat, self.capacity_msat
+               );
+               let max_liquidity_offset_msat = self.decayed_offset_msat(*self.max_liquidity_offset_msat);
                self.max_liquidity_offset_history.track_datapoint(
-                       // Ensure the bucket index we pass is in the range [0, 7], even if the liquidity offset
-                       // is zero or the channel's capacity, though the second should generally never happen.
-                       (self.max_liquidity_offset_msat.saturating_sub(1) * 8 / self.capacity_msat)
-                       .try_into().unwrap_or(32)); // 32 is bogus for 8 buckets, and will be ignored
+                       max_liquidity_offset_msat, self.capacity_msat
+               );
        }
 
        /// Adjusts the lower bound of the channel liquidity balance in this direction.
@@ -1075,7 +1213,6 @@ impl<L: DerefMut<Target = u64>, BRT: DerefMut<Target = HistoricalBucketRangeTrac
                } else {
                        self.decayed_offset_msat(*self.max_liquidity_offset_msat)
                };
-               self.update_history_buckets();
                *self.last_updated = self.now;
        }
 
@@ -1087,96 +1224,99 @@ impl<L: DerefMut<Target = u64>, BRT: DerefMut<Target = HistoricalBucketRangeTrac
                } else {
                        self.decayed_offset_msat(*self.min_liquidity_offset_msat)
                };
-               self.update_history_buckets();
                *self.last_updated = self.now;
        }
 }
 
 impl<G: Deref<Target = NetworkGraph<L>>, L: Deref, T: Time> Score for ProbabilisticScorerUsingTime<G, L, T> where L::Target: Logger {
+       type ScoreParams = ProbabilisticScoringFeeParameters;
        fn channel_penalty_msat(
-               &self, short_channel_id: u64, source: &NodeId, target: &NodeId, usage: ChannelUsage
+               &self, short_channel_id: u64, source: &NodeId, target: &NodeId, usage: ChannelUsage, score_params: &ProbabilisticScoringFeeParameters
        ) -> u64 {
-               if let Some(penalty) = self.params.manual_node_penalties.get(target) {
+               if let Some(penalty) = score_params.manual_node_penalties.get(target) {
                        return *penalty;
                }
 
-               let base_penalty_msat = self.params.base_penalty_msat.saturating_add(
-                       self.params.base_penalty_amount_multiplier_msat
+               let base_penalty_msat = score_params.base_penalty_msat.saturating_add(
+                       score_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 {
+                       EffectiveCapacity::ExactLiquidity { liquidity_msat: amount_msat } |
+                               EffectiveCapacity::HintMaxHTLC { amount_msat } =>
+                       {
+                               if usage.amount_msat > amount_msat {
                                        return u64::max_value();
                                } else {
                                        return base_penalty_msat;
                                }
                        },
-                       EffectiveCapacity::Total { capacity_msat, htlc_maximum_msat: Some(htlc_maximum_msat) } => {
+                       EffectiveCapacity::Total { capacity_msat, htlc_maximum_msat } => {
                                if htlc_maximum_msat >= capacity_msat/2 {
-                                       anti_probing_penalty_msat = self.params.anti_probing_penalty_msat;
+                                       anti_probing_penalty_msat = score_params.anti_probing_penalty_msat;
                                }
                        },
                        _ => {},
                }
 
                let amount_msat = usage.amount_msat;
-               let capacity_msat = usage.effective_capacity.as_msat()
-                       .saturating_sub(usage.inflight_htlc_msat);
+               let capacity_msat = usage.effective_capacity.as_msat();
+               let inflight_htlc_msat = usage.inflight_htlc_msat;
                self.channel_liquidities
                        .get(&short_channel_id)
                        .unwrap_or(&ChannelLiquidity::new())
-                       .as_directed(source, target, capacity_msat, &self.params)
-                       .penalty_msat(amount_msat, &self.params)
+                       .as_directed(source, target, inflight_htlc_msat, capacity_msat, self.decay_params)
+                       .penalty_msat(amount_msat, score_params)
                        .saturating_add(anti_probing_penalty_msat)
                        .saturating_add(base_penalty_msat)
        }
 
-       fn payment_path_failed(&mut self, path: &[&RouteHop], short_channel_id: u64) {
-               let amount_msat = path.split_last().map(|(hop, _)| hop.fee_msat).unwrap_or(0);
+       fn payment_path_failed(&mut self, path: &Path, short_channel_id: u64) {
+               let amount_msat = path.final_value_msat();
                log_trace!(self.logger, "Scoring path through to SCID {} as having failed at {} msat", short_channel_id, amount_msat);
                let network_graph = self.network_graph.read_only();
-               for (hop_idx, hop) in path.iter().enumerate() {
+               for (hop_idx, hop) in path.hops.iter().enumerate() {
                        let target = NodeId::from_pubkey(&hop.pubkey);
                        let channel_directed_from_source = network_graph.channels()
                                .get(&hop.short_channel_id)
                                .and_then(|channel| channel.as_directed_to(&target));
 
-                       if hop.short_channel_id == short_channel_id && hop_idx == 0 {
+                       let at_failed_channel = hop.short_channel_id == short_channel_id;
+                       if at_failed_channel && hop_idx == 0 {
                                log_warn!(self.logger, "Payment failed at the first hop - we do not attempt to learn channel info in such cases as we can directly observe local state.\n\tBecause we know the local state, we should generally not see failures here - this may be an indication that your channel peer on channel {} is broken and you may wish to close the channel.", hop.short_channel_id);
                        }
 
                        // Only score announced channels.
                        if let Some((channel, source)) = channel_directed_from_source {
                                let capacity_msat = channel.effective_capacity().as_msat();
-                               if hop.short_channel_id == short_channel_id {
+                               if at_failed_channel {
                                        self.channel_liquidities
                                                .entry(hop.short_channel_id)
                                                .or_insert_with(ChannelLiquidity::new)
-                                               .as_directed_mut(source, &target, capacity_msat, &self.params)
+                                               .as_directed_mut(source, &target, 0, capacity_msat, self.decay_params)
                                                .failed_at_channel(amount_msat, format_args!("SCID {}, towards {:?}", hop.short_channel_id, target), &self.logger);
-                                       break;
+                               } else {
+                                       self.channel_liquidities
+                                               .entry(hop.short_channel_id)
+                                               .or_insert_with(ChannelLiquidity::new)
+                                               .as_directed_mut(source, &target, 0, capacity_msat, self.decay_params)
+                                               .failed_downstream(amount_msat, format_args!("SCID {}, towards {:?}", hop.short_channel_id, target), &self.logger);
                                }
-
-                               self.channel_liquidities
-                                       .entry(hop.short_channel_id)
-                                       .or_insert_with(ChannelLiquidity::new)
-                                       .as_directed_mut(source, &target, capacity_msat, &self.params)
-                                       .failed_downstream(amount_msat, format_args!("SCID {}, towards {:?}", hop.short_channel_id, target), &self.logger);
                        } else {
                                log_debug!(self.logger, "Not able to penalize channel with SCID {} as we do not have graph info for it (likely a route-hint last-hop).",
                                        hop.short_channel_id);
                        }
+                       if at_failed_channel { break; }
                }
        }
 
-       fn payment_path_successful(&mut self, path: &[&RouteHop]) {
-               let amount_msat = path.split_last().map(|(hop, _)| hop.fee_msat).unwrap_or(0);
+       fn payment_path_successful(&mut self, path: &Path) {
+               let amount_msat = path.final_value_msat();
                log_trace!(self.logger, "Scoring path through SCID {} as having succeeded at {} msat.",
-                       path.split_last().map(|(hop, _)| hop.short_channel_id).unwrap_or(0), amount_msat);
+                       path.hops.split_last().map(|(hop, _)| hop.short_channel_id).unwrap_or(0), amount_msat);
                let network_graph = self.network_graph.read_only();
-               for hop in path {
+               for hop in &path.hops {
                        let target = NodeId::from_pubkey(&hop.pubkey);
                        let channel_directed_from_source = network_graph.channels()
                                .get(&hop.short_channel_id)
@@ -1188,7 +1328,7 @@ impl<G: Deref<Target = NetworkGraph<L>>, L: Deref, T: Time> Score for Probabilis
                                self.channel_liquidities
                                        .entry(hop.short_channel_id)
                                        .or_insert_with(ChannelLiquidity::new)
-                                       .as_directed_mut(source, &target, capacity_msat, &self.params)
+                                       .as_directed_mut(source, &target, 0, capacity_msat, self.decay_params)
                                        .successful(amount_msat, format_args!("SCID {}, towards {:?}", hop.short_channel_id, target), &self.logger);
                        } else {
                                log_debug!(self.logger, "Not able to learn for channel with SCID {} as we do not have graph info for it (likely a route-hint last-hop).",
@@ -1197,11 +1337,11 @@ impl<G: Deref<Target = NetworkGraph<L>>, L: Deref, T: Time> Score for Probabilis
                }
        }
 
-       fn probe_failed(&mut self, path: &[&RouteHop], short_channel_id: u64) {
+       fn probe_failed(&mut self, path: &Path, short_channel_id: u64) {
                self.payment_path_failed(path, short_channel_id)
        }
 
-       fn probe_successful(&mut self, path: &[&RouteHop]) {
+       fn probe_successful(&mut self, path: &Path) {
                self.payment_path_failed(path, u64::max_value())
        }
 }
@@ -1527,18 +1667,18 @@ impl<G: Deref<Target = NetworkGraph<L>>, L: Deref, T: Time> Writeable for Probab
 }
 
 impl<G: Deref<Target = NetworkGraph<L>>, L: Deref, T: Time>
-ReadableArgs<(ProbabilisticScoringParameters, G, L)> for ProbabilisticScorerUsingTime<G, L, T> where L::Target: Logger {
+ReadableArgs<(ProbabilisticScoringDecayParameters, G, L)> for ProbabilisticScorerUsingTime<G, L, T> where L::Target: Logger {
        #[inline]
        fn read<R: Read>(
-               r: &mut R, args: (ProbabilisticScoringParameters, G, L)
+               r: &mut R, args: (ProbabilisticScoringDecayParameters, G, L)
        ) -> Result<Self, DecodeError> {
-               let (params, network_graph, logger) = args;
+               let (decay_params, network_graph, logger) = args;
                let mut channel_liquidities = HashMap::new();
                read_tlv_fields!(r, {
                        (0, channel_liquidities, required),
                });
                Ok(Self {
-                       params,
+                       decay_params,
                        network_graph,
                        logger,
                        channel_liquidities,
@@ -1600,17 +1740,19 @@ impl<T: Time> Readable for ChannelLiquidity<T> {
 
 #[cfg(test)]
 mod tests {
-       use super::{ChannelLiquidity, HistoricalBucketRangeTracker, ProbabilisticScoringParameters, ProbabilisticScorerUsingTime};
-       use util::time::Time;
-       use util::time::tests::SinceEpoch;
-
-       use ln::channelmanager;
-       use ln::msgs::{ChannelAnnouncement, ChannelUpdate, UnsignedChannelAnnouncement, UnsignedChannelUpdate};
-       use routing::gossip::{EffectiveCapacity, NetworkGraph, NodeId};
-       use routing::router::RouteHop;
-       use routing::scoring::{ChannelUsage, Score};
-       use util::ser::{ReadableArgs, Writeable};
-       use util::test_utils::TestLogger;
+       use super::{ChannelLiquidity, HistoricalBucketRangeTracker, ProbabilisticScoringFeeParameters, ProbabilisticScoringDecayParameters, ProbabilisticScorerUsingTime};
+       use crate::blinded_path::{BlindedHop, BlindedPath};
+       use crate::util::config::UserConfig;
+       use crate::util::time::Time;
+       use crate::util::time::tests::SinceEpoch;
+
+       use crate::ln::channelmanager;
+       use crate::ln::msgs::{ChannelAnnouncement, ChannelUpdate, UnsignedChannelAnnouncement, UnsignedChannelUpdate};
+       use crate::routing::gossip::{EffectiveCapacity, NetworkGraph, NodeId};
+       use crate::routing::router::{BlindedTail, Path, RouteHop};
+       use crate::routing::scoring::{ChannelUsage, Score};
+       use crate::util::ser::{ReadableArgs, Writeable};
+       use crate::util::test_utils::{self, TestLogger};
 
        use bitcoin::blockdata::constants::genesis_block;
        use bitcoin::hashes::Hash;
@@ -1618,7 +1760,7 @@ mod tests {
        use bitcoin::network::constants::Network;
        use bitcoin::secp256k1::{PublicKey, Secp256k1, SecretKey};
        use core::time::Duration;
-       use io;
+       use crate::io;
 
        fn source_privkey() -> SecretKey {
                SecretKey::from_slice(&[42; 32]).unwrap()
@@ -1678,8 +1820,7 @@ mod tests {
        }
 
        fn network_graph(logger: &TestLogger) -> NetworkGraph<&TestLogger> {
-               let genesis_hash = genesis_block(Network::Testnet).header.block_hash();
-               let mut network_graph = NetworkGraph::new(genesis_hash, logger);
+               let mut network_graph = NetworkGraph::new(Network::Testnet, logger);
                add_channel(&mut network_graph, 42, source_privkey(), target_privkey());
                add_channel(&mut network_graph, 43, target_privkey(), recipient_privkey());
 
@@ -1695,13 +1836,13 @@ mod tests {
                let node_2_secret = &SecretKey::from_slice(&[40; 32]).unwrap();
                let secp_ctx = Secp256k1::new();
                let unsigned_announcement = UnsignedChannelAnnouncement {
-                       features: channelmanager::provided_channel_features(),
+                       features: channelmanager::provided_channel_features(&UserConfig::default()),
                        chain_hash: genesis_hash,
                        short_channel_id,
-                       node_id_1: PublicKey::from_secret_key(&secp_ctx, &node_1_key),
-                       node_id_2: PublicKey::from_secret_key(&secp_ctx, &node_2_key),
-                       bitcoin_key_1: PublicKey::from_secret_key(&secp_ctx, &node_1_secret),
-                       bitcoin_key_2: PublicKey::from_secret_key(&secp_ctx, &node_2_secret),
+                       node_id_1: NodeId::from_pubkey(&PublicKey::from_secret_key(&secp_ctx, &node_1_key)),
+                       node_id_2: NodeId::from_pubkey(&PublicKey::from_secret_key(&secp_ctx, &node_2_key)),
+                       bitcoin_key_1: NodeId::from_pubkey(&PublicKey::from_secret_key(&secp_ctx, &node_1_secret)),
+                       bitcoin_key_2: NodeId::from_pubkey(&PublicKey::from_secret_key(&secp_ctx, &node_2_secret)),
                        excess_data: Vec::new(),
                };
                let msghash = hash_to_message!(&Sha256dHash::hash(&unsigned_announcement.encode()[..])[..]);
@@ -1712,16 +1853,16 @@ mod tests {
                        bitcoin_signature_2: secp_ctx.sign_ecdsa(&msghash, &node_2_secret),
                        contents: unsigned_announcement,
                };
-               let chain_source: Option<&::util::test_utils::TestChainSource> = None;
+               let chain_source: Option<&crate::util::test_utils::TestChainSource> = None;
                network_graph.update_channel_from_announcement(
                        &signed_announcement, &chain_source).unwrap();
-               update_channel(network_graph, short_channel_id, node_1_key, 0);
-               update_channel(network_graph, short_channel_id, node_2_key, 1);
+               update_channel(network_graph, short_channel_id, node_1_key, 0, 1_000);
+               update_channel(network_graph, short_channel_id, node_2_key, 1, 0);
        }
 
        fn update_channel(
                network_graph: &mut NetworkGraph<&TestLogger>, short_channel_id: u64, node_key: SecretKey,
-               flags: u8
+               flags: u8, htlc_maximum_msat: u64
        ) {
                let genesis_hash = genesis_block(Network::Testnet).header.block_hash();
                let secp_ctx = Secp256k1::new();
@@ -1732,7 +1873,7 @@ mod tests {
                        flags,
                        cltv_expiry_delta: 18,
                        htlc_minimum_msat: 0,
-                       htlc_maximum_msat: 1_000,
+                       htlc_maximum_msat,
                        fee_base_msat: 1,
                        fee_proportional_millionths: 0,
                        excess_data: Vec::new(),
@@ -1745,33 +1886,26 @@ mod tests {
                network_graph.update_channel(&signed_update).unwrap();
        }
 
-       fn payment_path_for_amount(amount_msat: u64) -> Vec<RouteHop> {
-               vec![
-                       RouteHop {
-                               pubkey: source_pubkey(),
-                               node_features: channelmanager::provided_node_features(),
-                               short_channel_id: 41,
-                               channel_features: channelmanager::provided_channel_features(),
-                               fee_msat: 1,
-                               cltv_expiry_delta: 18,
-                       },
-                       RouteHop {
-                               pubkey: target_pubkey(),
-                               node_features: channelmanager::provided_node_features(),
-                               short_channel_id: 42,
-                               channel_features: channelmanager::provided_channel_features(),
-                               fee_msat: 2,
-                               cltv_expiry_delta: 18,
-                       },
-                       RouteHop {
-                               pubkey: recipient_pubkey(),
-                               node_features: channelmanager::provided_node_features(),
-                               short_channel_id: 43,
-                               channel_features: channelmanager::provided_channel_features(),
-                               fee_msat: amount_msat,
-                               cltv_expiry_delta: 18,
-                       },
-               ]
+       fn path_hop(pubkey: PublicKey, short_channel_id: u64, fee_msat: u64) -> RouteHop {
+               let config = UserConfig::default();
+               RouteHop {
+                       pubkey,
+                       node_features: channelmanager::provided_node_features(&config),
+                       short_channel_id,
+                       channel_features: channelmanager::provided_channel_features(&config),
+                       fee_msat,
+                       cltv_expiry_delta: 18,
+               }
+       }
+
+       fn payment_path_for_amount(amount_msat: u64) -> Path {
+               Path {
+                       hops: vec![
+                               path_hop(source_pubkey(), 41, 1),
+                               path_hop(target_pubkey(), 42, 2),
+                               path_hop(recipient_pubkey(), 43, amount_msat),
+                       ], blinded_tail: None,
+               }
        }
 
        #[test]
@@ -1779,8 +1913,8 @@ mod tests {
                let logger = TestLogger::new();
                let last_updated = SinceEpoch::now();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters::default();
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger)
+               let decay_params = ProbabilisticScoringDecayParameters::default();
+               let mut scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger)
                        .with_channel(42,
                                ChannelLiquidity {
                                        min_liquidity_offset_msat: 700, max_liquidity_offset_msat: 100, last_updated,
@@ -1802,52 +1936,52 @@ mod tests {
                // Update minimum liquidity.
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&source, &target, 1_000, &scorer.params);
+                       .as_directed(&source, &target, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 100);
                assert_eq!(liquidity.max_liquidity_msat(), 300);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&target, &source, 1_000, &scorer.params);
+                       .as_directed(&target, &source, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 700);
                assert_eq!(liquidity.max_liquidity_msat(), 900);
 
                scorer.channel_liquidities.get_mut(&42).unwrap()
-                       .as_directed_mut(&source, &target, 1_000, &scorer.params)
+                       .as_directed_mut(&source, &target, 0, 1_000, decay_params)
                        .set_min_liquidity_msat(200);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&source, &target, 1_000, &scorer.params);
+                       .as_directed(&source, &target, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 200);
                assert_eq!(liquidity.max_liquidity_msat(), 300);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&target, &source, 1_000, &scorer.params);
+                       .as_directed(&target, &source, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 700);
                assert_eq!(liquidity.max_liquidity_msat(), 800);
 
                // Update maximum liquidity.
 
                let liquidity = scorer.channel_liquidities.get(&43).unwrap()
-                       .as_directed(&target, &recipient, 1_000, &scorer.params);
+                       .as_directed(&target, &recipient, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 700);
                assert_eq!(liquidity.max_liquidity_msat(), 900);
 
                let liquidity = scorer.channel_liquidities.get(&43).unwrap()
-                       .as_directed(&recipient, &target, 1_000, &scorer.params);
+                       .as_directed(&recipient, &target, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 100);
                assert_eq!(liquidity.max_liquidity_msat(), 300);
 
                scorer.channel_liquidities.get_mut(&43).unwrap()
-                       .as_directed_mut(&target, &recipient, 1_000, &scorer.params)
+                       .as_directed_mut(&target, &recipient, 0, 1_000, decay_params)
                        .set_max_liquidity_msat(200);
 
                let liquidity = scorer.channel_liquidities.get(&43).unwrap()
-                       .as_directed(&target, &recipient, 1_000, &scorer.params);
+                       .as_directed(&target, &recipient, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 0);
                assert_eq!(liquidity.max_liquidity_msat(), 200);
 
                let liquidity = scorer.channel_liquidities.get(&43).unwrap()
-                       .as_directed(&recipient, &target, 1_000, &scorer.params);
+                       .as_directed(&recipient, &target, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 800);
                assert_eq!(liquidity.max_liquidity_msat(), 1000);
        }
@@ -1857,8 +1991,8 @@ mod tests {
                let logger = TestLogger::new();
                let last_updated = SinceEpoch::now();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters::default();
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger)
+               let decay_params = ProbabilisticScoringDecayParameters::default();
+               let mut scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger)
                        .with_channel(42,
                                ChannelLiquidity {
                                        min_liquidity_offset_msat: 200, max_liquidity_offset_msat: 400, last_updated,
@@ -1871,42 +2005,42 @@ mod tests {
 
                // Check initial bounds.
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&source, &target, 1_000, &scorer.params);
+                       .as_directed(&source, &target, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 400);
                assert_eq!(liquidity.max_liquidity_msat(), 800);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&target, &source, 1_000, &scorer.params);
+                       .as_directed(&target, &source, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 200);
                assert_eq!(liquidity.max_liquidity_msat(), 600);
 
                // Reset from source to target.
                scorer.channel_liquidities.get_mut(&42).unwrap()
-                       .as_directed_mut(&source, &target, 1_000, &scorer.params)
+                       .as_directed_mut(&source, &target, 0, 1_000, decay_params)
                        .set_min_liquidity_msat(900);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&source, &target, 1_000, &scorer.params);
+                       .as_directed(&source, &target, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 900);
                assert_eq!(liquidity.max_liquidity_msat(), 1_000);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&target, &source, 1_000, &scorer.params);
+                       .as_directed(&target, &source, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 0);
                assert_eq!(liquidity.max_liquidity_msat(), 100);
 
                // Reset from target to source.
                scorer.channel_liquidities.get_mut(&42).unwrap()
-                       .as_directed_mut(&target, &source, 1_000, &scorer.params)
+                       .as_directed_mut(&target, &source, 0, 1_000, decay_params)
                        .set_min_liquidity_msat(400);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&source, &target, 1_000, &scorer.params);
+                       .as_directed(&source, &target, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 0);
                assert_eq!(liquidity.max_liquidity_msat(), 600);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&target, &source, 1_000, &scorer.params);
+                       .as_directed(&target, &source, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 400);
                assert_eq!(liquidity.max_liquidity_msat(), 1_000);
        }
@@ -1916,8 +2050,8 @@ mod tests {
                let logger = TestLogger::new();
                let last_updated = SinceEpoch::now();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters::default();
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger)
+               let decay_params = ProbabilisticScoringDecayParameters::default();
+               let mut scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger)
                        .with_channel(42,
                                ChannelLiquidity {
                                        min_liquidity_offset_msat: 200, max_liquidity_offset_msat: 400, last_updated,
@@ -1930,42 +2064,42 @@ mod tests {
 
                // Check initial bounds.
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&source, &target, 1_000, &scorer.params);
+                       .as_directed(&source, &target, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 400);
                assert_eq!(liquidity.max_liquidity_msat(), 800);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&target, &source, 1_000, &scorer.params);
+                       .as_directed(&target, &source, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 200);
                assert_eq!(liquidity.max_liquidity_msat(), 600);
 
                // Reset from source to target.
                scorer.channel_liquidities.get_mut(&42).unwrap()
-                       .as_directed_mut(&source, &target, 1_000, &scorer.params)
+                       .as_directed_mut(&source, &target, 0, 1_000, decay_params)
                        .set_max_liquidity_msat(300);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&source, &target, 1_000, &scorer.params);
+                       .as_directed(&source, &target, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 0);
                assert_eq!(liquidity.max_liquidity_msat(), 300);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&target, &source, 1_000, &scorer.params);
+                       .as_directed(&target, &source, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 700);
                assert_eq!(liquidity.max_liquidity_msat(), 1_000);
 
                // Reset from target to source.
                scorer.channel_liquidities.get_mut(&42).unwrap()
-                       .as_directed_mut(&target, &source, 1_000, &scorer.params)
+                       .as_directed_mut(&target, &source, 0, 1_000, decay_params)
                        .set_max_liquidity_msat(600);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&source, &target, 1_000, &scorer.params);
+                       .as_directed(&source, &target, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 400);
                assert_eq!(liquidity.max_liquidity_msat(), 1_000);
 
                let liquidity = scorer.channel_liquidities.get(&42).unwrap()
-                       .as_directed(&target, &source, 1_000, &scorer.params);
+                       .as_directed(&target, &source, 0, 1_000, decay_params);
                assert_eq!(liquidity.min_liquidity_msat(), 0);
                assert_eq!(liquidity.max_liquidity_msat(), 600);
        }
@@ -1974,45 +2108,46 @@ mod tests {
        fn increased_penalty_nearing_liquidity_upper_bound() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let decay_params = ProbabilisticScoringDecayParameters::default();
+               let scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
 
                let usage = ChannelUsage {
                        amount_msat: 1_024,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: 1_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 10_240, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 102_400, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 47);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 47);
                let usage = ChannelUsage { amount_msat: 1_023_999, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 2_000);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 2_000);
 
                let usage = ChannelUsage {
                        amount_msat: 128,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: 1_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 58);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 58);
                let usage = ChannelUsage { amount_msat: 256, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 125);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 125);
                let usage = ChannelUsage { amount_msat: 374, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 198);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 198);
                let usage = ChannelUsage { amount_msat: 512, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 300);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 300);
                let usage = ChannelUsage { amount_msat: 640, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 425);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 425);
                let usage = ChannelUsage { amount_msat: 768, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 602);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 602);
                let usage = ChannelUsage { amount_msat: 896, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 902);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 902);
        }
 
        #[test]
@@ -2020,12 +2155,15 @@ mod tests {
                let logger = TestLogger::new();
                let last_updated = SinceEpoch::now();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
                        considered_impossible_penalty_msat: u64::max_value(),
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger)
+               let decay_params = ProbabilisticScoringDecayParameters {
+                       ..ProbabilisticScoringDecayParameters::zero_penalty()
+               };
+               let scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger)
                        .with_channel(42,
                                ChannelLiquidity {
                                        min_liquidity_offset_msat: 40, max_liquidity_offset_msat: 40, last_updated,
@@ -2038,53 +2176,53 @@ mod tests {
                let usage = ChannelUsage {
                        amount_msat: 39,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 100, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 100, htlc_maximum_msat: 1_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 50, ..usage };
-               assert_ne!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
-               assert_ne!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_ne!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
+               assert_ne!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
                let usage = ChannelUsage { amount_msat: 61, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
        }
 
        #[test]
        fn does_not_further_penalize_own_channel() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let mut scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
                let sender = sender_node_id();
                let source = source_node_id();
                let usage = ChannelUsage {
                        amount_msat: 500,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: 1_000 },
                };
                let failed_path = payment_path_for_amount(500);
                let successful_path = payment_path_for_amount(200);
 
-               assert_eq!(scorer.channel_penalty_msat(41, &sender, &source, usage), 301);
+               assert_eq!(scorer.channel_penalty_msat(41, &sender, &source, usage, &params), 301);
 
-               scorer.payment_path_failed(&failed_path.iter().collect::<Vec<_>>(), 41);
-               assert_eq!(scorer.channel_penalty_msat(41, &sender, &source, usage), 301);
+               scorer.payment_path_failed(&failed_path, 41);
+               assert_eq!(scorer.channel_penalty_msat(41, &sender, &source, usage, &params), 301);
 
-               scorer.payment_path_successful(&successful_path.iter().collect::<Vec<_>>());
-               assert_eq!(scorer.channel_penalty_msat(41, &sender, &source, usage), 301);
+               scorer.payment_path_successful(&successful_path);
+               assert_eq!(scorer.channel_penalty_msat(41, &sender, &source, usage, &params), 301);
        }
 
        #[test]
        fn sets_liquidity_lower_bound_on_downstream_failure() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let mut scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
                let path = payment_path_for_amount(500);
@@ -2092,34 +2230,34 @@ mod tests {
                let usage = ChannelUsage {
                        amount_msat: 250,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: 1_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 128);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 128);
                let usage = ChannelUsage { amount_msat: 500, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 301);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 301);
                let usage = ChannelUsage { amount_msat: 750, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 602);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 602);
 
-               scorer.payment_path_failed(&path.iter().collect::<Vec<_>>(), 43);
+               scorer.payment_path_failed(&path, 43);
 
                let usage = ChannelUsage { amount_msat: 250, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 500, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 750, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 300);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 300);
        }
 
        #[test]
        fn sets_liquidity_upper_bound_on_failure() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
                        considered_impossible_penalty_msat: u64::max_value(),
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let mut scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
                let path = payment_path_for_amount(500);
@@ -2127,33 +2265,91 @@ mod tests {
                let usage = ChannelUsage {
                        amount_msat: 250,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: 1_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 128);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 128);
                let usage = ChannelUsage { amount_msat: 500, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 301);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 301);
                let usage = ChannelUsage { amount_msat: 750, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 602);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 602);
 
-               scorer.payment_path_failed(&path.iter().collect::<Vec<_>>(), 42);
+               scorer.payment_path_failed(&path, 42);
 
                let usage = ChannelUsage { amount_msat: 250, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 300);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 300);
                let usage = ChannelUsage { amount_msat: 500, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
                let usage = ChannelUsage { amount_msat: 750, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
+       }
+
+       #[test]
+       fn ignores_channels_after_removed_failed_channel() {
+               // Previously, if we'd tried to send over a channel which was removed from the network
+               // graph before we call `payment_path_failed` (which is the default if the we get a "no
+               // such channel" error in the `InvoicePayer`), we would call `failed_downstream` on all
+               // channels in the route, even ones which they payment never reached. This tests to ensure
+               // we do not score such channels.
+               let secp_ctx = Secp256k1::new();
+               let logger = TestLogger::new();
+               let mut network_graph = NetworkGraph::new(Network::Testnet, &logger);
+               let secret_a = SecretKey::from_slice(&[42; 32]).unwrap();
+               let secret_b = SecretKey::from_slice(&[43; 32]).unwrap();
+               let secret_c = SecretKey::from_slice(&[44; 32]).unwrap();
+               let secret_d = SecretKey::from_slice(&[45; 32]).unwrap();
+               add_channel(&mut network_graph, 42, secret_a, secret_b);
+               // Don't add the channel from B -> C.
+               add_channel(&mut network_graph, 44, secret_c, secret_d);
+
+               let pub_a = PublicKey::from_secret_key(&secp_ctx, &secret_a);
+               let pub_b = PublicKey::from_secret_key(&secp_ctx, &secret_b);
+               let pub_c = PublicKey::from_secret_key(&secp_ctx, &secret_c);
+               let pub_d = PublicKey::from_secret_key(&secp_ctx, &secret_d);
+
+               let path = vec![
+                       path_hop(pub_b, 42, 1),
+                       path_hop(pub_c, 43, 2),
+                       path_hop(pub_d, 44, 100),
+               ];
+
+               let node_a = NodeId::from_pubkey(&pub_a);
+               let node_b = NodeId::from_pubkey(&pub_b);
+               let node_c = NodeId::from_pubkey(&pub_c);
+               let node_d = NodeId::from_pubkey(&pub_d);
+
+               let params = ProbabilisticScoringFeeParameters {
+                       liquidity_penalty_multiplier_msat: 1_000,
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
+               };
+               let mut scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
+
+               let usage = ChannelUsage {
+                       amount_msat: 250,
+                       inflight_htlc_msat: 0,
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: 1_000 },
+               };
+               assert_eq!(scorer.channel_penalty_msat(42, &node_a, &node_b, usage, &params), 128);
+               // Note that a default liquidity bound is used for B -> C as no channel exists
+               assert_eq!(scorer.channel_penalty_msat(43, &node_b, &node_c, usage, &params), 128);
+               assert_eq!(scorer.channel_penalty_msat(44, &node_c, &node_d, usage, &params), 128);
+
+               scorer.payment_path_failed(&Path { hops: path, blinded_tail: None }, 43);
+
+               assert_eq!(scorer.channel_penalty_msat(42, &node_a, &node_b, usage, &params), 80);
+               // Note that a default liquidity bound is used for B -> C as no channel exists
+               assert_eq!(scorer.channel_penalty_msat(43, &node_b, &node_c, usage, &params), 128);
+               assert_eq!(scorer.channel_penalty_msat(44, &node_c, &node_d, usage, &params), 128);
        }
 
        #[test]
        fn reduces_liquidity_upper_bound_along_path_on_success() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let mut scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
                let sender = sender_node_id();
                let source = source_node_id();
                let target = target_node_id();
@@ -2161,234 +2357,248 @@ mod tests {
                let usage = ChannelUsage {
                        amount_msat: 250,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: 1_000 },
                };
-               let path = payment_path_for_amount(500);
 
-               assert_eq!(scorer.channel_penalty_msat(41, &sender, &source, usage), 128);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 128);
-               assert_eq!(scorer.channel_penalty_msat(43, &target, &recipient, usage), 128);
+               assert_eq!(scorer.channel_penalty_msat(41, &sender, &source, usage, &params), 128);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 128);
+               assert_eq!(scorer.channel_penalty_msat(43, &target, &recipient, usage, &params), 128);
 
-               scorer.payment_path_successful(&path.iter().collect::<Vec<_>>());
+               scorer.payment_path_successful(&payment_path_for_amount(500));
 
-               assert_eq!(scorer.channel_penalty_msat(41, &sender, &source, usage), 128);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 300);
-               assert_eq!(scorer.channel_penalty_msat(43, &target, &recipient, usage), 300);
+               assert_eq!(scorer.channel_penalty_msat(41, &sender, &source, usage, &params), 128);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 300);
+               assert_eq!(scorer.channel_penalty_msat(43, &target, &recipient, usage, &params), 300);
        }
 
        #[test]
        fn decays_liquidity_bounds_over_time() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
-                       liquidity_offset_half_life: Duration::from_secs(10),
                        considered_impossible_penalty_msat: u64::max_value(),
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
+               };
+               let decay_params = ProbabilisticScoringDecayParameters {
+                       liquidity_offset_half_life: Duration::from_secs(10),
+                       ..ProbabilisticScoringDecayParameters::zero_penalty()
                };
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let mut scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
 
                let usage = ChannelUsage {
                        amount_msat: 0,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: Some(1_024) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: 1_024 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 1_023, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 2_000);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 2_000);
 
-               scorer.payment_path_failed(&payment_path_for_amount(768).iter().collect::<Vec<_>>(), 42);
-               scorer.payment_path_failed(&payment_path_for_amount(128).iter().collect::<Vec<_>>(), 43);
+               scorer.payment_path_failed(&payment_path_for_amount(768), 42);
+               scorer.payment_path_failed(&payment_path_for_amount(128), 43);
 
                let usage = ChannelUsage { amount_msat: 128, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 256, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 93);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 93);
                let usage = ChannelUsage { amount_msat: 768, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1_479);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1_479);
                let usage = ChannelUsage { amount_msat: 896, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
 
                SinceEpoch::advance(Duration::from_secs(9));
                let usage = ChannelUsage { amount_msat: 128, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 256, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 93);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 93);
                let usage = ChannelUsage { amount_msat: 768, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1_479);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1_479);
                let usage = ChannelUsage { amount_msat: 896, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
 
                SinceEpoch::advance(Duration::from_secs(1));
                let usage = ChannelUsage { amount_msat: 64, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 128, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 34);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 34);
                let usage = ChannelUsage { amount_msat: 896, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1_970);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1_970);
                let usage = ChannelUsage { amount_msat: 960, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
 
                // Fully decay liquidity lower bound.
                SinceEpoch::advance(Duration::from_secs(10 * 7));
                let usage = ChannelUsage { amount_msat: 0, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 1, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 1_023, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 2_000);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 2_000);
                let usage = ChannelUsage { amount_msat: 1_024, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
 
                // Fully decay liquidity upper bound.
                SinceEpoch::advance(Duration::from_secs(10));
                let usage = ChannelUsage { amount_msat: 0, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 1_024, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
 
                SinceEpoch::advance(Duration::from_secs(10));
                let usage = ChannelUsage { amount_msat: 0, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
                let usage = ChannelUsage { amount_msat: 1_024, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
        }
 
        #[test]
        fn decays_liquidity_bounds_without_shift_overflow() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
+               };
+               let decay_params = ProbabilisticScoringDecayParameters {
                        liquidity_offset_half_life: Duration::from_secs(10),
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringDecayParameters::default()
                };
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let mut scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
                let usage = ChannelUsage {
                        amount_msat: 256,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: 1_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 125);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 125);
 
-               scorer.payment_path_failed(&payment_path_for_amount(512).iter().collect::<Vec<_>>(), 42);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 281);
+               scorer.payment_path_failed(&payment_path_for_amount(512), 42);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 281);
 
                // An unchecked right shift 64 bits or more in DirectedChannelLiquidity::decayed_offset_msat
                // would cause an overflow.
                SinceEpoch::advance(Duration::from_secs(10 * 64));
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 125);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 125);
 
                SinceEpoch::advance(Duration::from_secs(10));
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 125);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 125);
        }
 
        #[test]
        fn restricts_liquidity_bounds_after_decay() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
+               };
+               let decay_params = ProbabilisticScoringDecayParameters {
                        liquidity_offset_half_life: Duration::from_secs(10),
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringDecayParameters::default()
                };
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let mut scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
                let usage = ChannelUsage {
                        amount_msat: 512,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: 1_000 },
                };
 
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 300);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 300);
 
                // More knowledge gives higher confidence (256, 768), meaning a lower penalty.
-               scorer.payment_path_failed(&payment_path_for_amount(768).iter().collect::<Vec<_>>(), 42);
-               scorer.payment_path_failed(&payment_path_for_amount(256).iter().collect::<Vec<_>>(), 43);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 281);
+               scorer.payment_path_failed(&payment_path_for_amount(768), 42);
+               scorer.payment_path_failed(&payment_path_for_amount(256), 43);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 281);
 
                // Decaying knowledge gives less confidence (128, 896), meaning a higher penalty.
                SinceEpoch::advance(Duration::from_secs(10));
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 291);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 291);
 
                // Reducing the upper bound gives more confidence (128, 832) that the payment amount (512)
                // is closer to the upper bound, meaning a higher penalty.
-               scorer.payment_path_successful(&payment_path_for_amount(64).iter().collect::<Vec<_>>());
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 331);
+               scorer.payment_path_successful(&payment_path_for_amount(64));
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 331);
 
                // Increasing the lower bound gives more confidence (256, 832) that the payment amount (512)
                // is closer to the lower bound, meaning a lower penalty.
-               scorer.payment_path_failed(&payment_path_for_amount(256).iter().collect::<Vec<_>>(), 43);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 245);
+               scorer.payment_path_failed(&payment_path_for_amount(256), 43);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 245);
 
                // Further decaying affects the lower bound more than the upper bound (128, 928).
                SinceEpoch::advance(Duration::from_secs(10));
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 280);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 280);
        }
 
        #[test]
        fn restores_persisted_liquidity_bounds() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
-                       liquidity_offset_half_life: Duration::from_secs(10),
                        considered_impossible_penalty_msat: u64::max_value(),
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
+               };
+               let decay_params = ProbabilisticScoringDecayParameters {
+                       liquidity_offset_half_life: Duration::from_secs(10),
+                       ..ProbabilisticScoringDecayParameters::default()
                };
-               let mut scorer = ProbabilisticScorer::new(params.clone(), &network_graph, &logger);
+               let mut scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
                let usage = ChannelUsage {
                        amount_msat: 500,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: 1_000 },
                };
 
-               scorer.payment_path_failed(&payment_path_for_amount(500).iter().collect::<Vec<_>>(), 42);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               scorer.payment_path_failed(&payment_path_for_amount(500), 42);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
 
                SinceEpoch::advance(Duration::from_secs(10));
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 473);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 473);
 
-               scorer.payment_path_failed(&payment_path_for_amount(250).iter().collect::<Vec<_>>(), 43);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 300);
+               scorer.payment_path_failed(&payment_path_for_amount(250), 43);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 300);
 
                let mut serialized_scorer = Vec::new();
                scorer.write(&mut serialized_scorer).unwrap();
 
                let mut serialized_scorer = io::Cursor::new(&serialized_scorer);
                let deserialized_scorer =
-                       <ProbabilisticScorer>::read(&mut serialized_scorer, (params, &network_graph, &logger)).unwrap();
-               assert_eq!(deserialized_scorer.channel_penalty_msat(42, &source, &target, usage), 300);
+                       <ProbabilisticScorer>::read(&mut serialized_scorer, (decay_params, &network_graph, &logger)).unwrap();
+               assert_eq!(deserialized_scorer.channel_penalty_msat(42, &source, &target, usage, &params), 300);
        }
 
        #[test]
        fn decays_persisted_liquidity_bounds() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
-                       liquidity_offset_half_life: Duration::from_secs(10),
                        considered_impossible_penalty_msat: u64::max_value(),
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
+               };
+               let decay_params = ProbabilisticScoringDecayParameters {
+                       liquidity_offset_half_life: Duration::from_secs(10),
+                       ..ProbabilisticScoringDecayParameters::zero_penalty()
                };
-               let mut scorer = ProbabilisticScorer::new(params.clone(), &network_graph, &logger);
+               let mut scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
                let usage = ChannelUsage {
                        amount_msat: 500,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: 1_000 },
                };
 
-               scorer.payment_path_failed(&payment_path_for_amount(500).iter().collect::<Vec<_>>(), 42);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               scorer.payment_path_failed(&payment_path_for_amount(500), 42);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
 
                let mut serialized_scorer = Vec::new();
                scorer.write(&mut serialized_scorer).unwrap();
@@ -2397,14 +2607,14 @@ mod tests {
 
                let mut serialized_scorer = io::Cursor::new(&serialized_scorer);
                let deserialized_scorer =
-                       <ProbabilisticScorer>::read(&mut serialized_scorer, (params, &network_graph, &logger)).unwrap();
-               assert_eq!(deserialized_scorer.channel_penalty_msat(42, &source, &target, usage), 473);
+                       <ProbabilisticScorer>::read(&mut serialized_scorer, (decay_params, &network_graph, &logger)).unwrap();
+               assert_eq!(deserialized_scorer.channel_penalty_msat(42, &source, &target, usage, &params), 473);
 
-               scorer.payment_path_failed(&payment_path_for_amount(250).iter().collect::<Vec<_>>(), 43);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 300);
+               scorer.payment_path_failed(&payment_path_for_amount(250), 43);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 300);
 
                SinceEpoch::advance(Duration::from_secs(10));
-               assert_eq!(deserialized_scorer.channel_penalty_msat(42, &source, &target, usage), 365);
+               assert_eq!(deserialized_scorer.channel_penalty_msat(42, &source, &target, usage, &params), 365);
        }
 
        #[test]
@@ -2413,57 +2623,57 @@ mod tests {
                // 50k sat reserve).
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters::default();
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let params = ProbabilisticScoringFeeParameters::default();
+               let scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
 
                let usage = ChannelUsage {
                        amount_msat: 100_000_000,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 950_000_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 950_000_000, htlc_maximum_msat: 1_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 4375);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 4375);
                let usage = ChannelUsage {
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_950_000_000, htlc_maximum_msat: 1_000 }, ..usage
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 2739);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 2739);
                let usage = ChannelUsage {
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 2_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 2_950_000_000, htlc_maximum_msat: 1_000 }, ..usage
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 2236);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 2236);
                let usage = ChannelUsage {
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 3_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 3_950_000_000, htlc_maximum_msat: 1_000 }, ..usage
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1983);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1983);
                let usage = ChannelUsage {
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 4_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 4_950_000_000, htlc_maximum_msat: 1_000 }, ..usage
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1637);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1637);
                let usage = ChannelUsage {
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 5_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 5_950_000_000, htlc_maximum_msat: 1_000 }, ..usage
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1606);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1606);
                let usage = ChannelUsage {
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 6_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 6_950_000_000, htlc_maximum_msat: 1_000 }, ..usage
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1331);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1331);
                let usage = ChannelUsage {
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 7_450_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 7_450_000_000, htlc_maximum_msat: 1_000 }, ..usage
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1387);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1387);
                let usage = ChannelUsage {
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 7_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 7_950_000_000, htlc_maximum_msat: 1_000 }, ..usage
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1379);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1379);
                let usage = ChannelUsage {
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 8_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 8_950_000_000, htlc_maximum_msat: 1_000 }, ..usage
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1363);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1363);
                let usage = ChannelUsage {
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 9_950_000_000, htlc_maximum_msat: Some(1_000) }, ..usage
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 9_950_000_000, htlc_maximum_msat: 1_000 }, ..usage
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 1355);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 1355);
        }
 
        #[test]
@@ -2475,31 +2685,31 @@ mod tests {
                let usage = ChannelUsage {
                        amount_msat: 128,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: 1_000 },
                };
 
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 58);
+               let scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 58);
 
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        base_penalty_msat: 500, liquidity_penalty_multiplier_msat: 1_000,
-                       anti_probing_penalty_msat: 0, ..ProbabilisticScoringParameters::zero_penalty()
+                       anti_probing_penalty_msat: 0, ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 558);
+               let scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 558);
 
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        base_penalty_msat: 500, liquidity_penalty_multiplier_msat: 1_000,
                        base_penalty_amount_multiplier_msat: (1 << 30),
-                       anti_probing_penalty_msat: 0, ..ProbabilisticScoringParameters::zero_penalty()
+                       anti_probing_penalty_msat: 0, ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
 
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 558 + 128);
+               let scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 558 + 128);
        }
 
        #[test]
@@ -2511,24 +2721,24 @@ mod tests {
                let usage = ChannelUsage {
                        amount_msat: 512_000,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: 1_000 },
                };
 
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
                        liquidity_penalty_amount_multiplier_msat: 0,
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 300);
+               let scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 300);
 
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 1_000,
                        liquidity_penalty_amount_multiplier_msat: 256,
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 337);
+               let scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 337);
        }
 
        #[test]
@@ -2543,43 +2753,44 @@ mod tests {
                        effective_capacity: EffectiveCapacity::Infinite,
                };
 
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        liquidity_penalty_multiplier_msat: 40_000,
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 80_000);
+               let decay_params = ProbabilisticScoringDecayParameters::zero_penalty();
+               let scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 80_000);
        }
 
        #[test]
        fn accounts_for_inflight_htlc_usage() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        considered_impossible_penalty_msat: u64::max_value(),
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
 
                let usage = ChannelUsage {
                        amount_msat: 750,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_000, htlc_maximum_msat: 1_000 },
                };
-               assert_ne!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_ne!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
 
                let usage = ChannelUsage { inflight_htlc_msat: 251, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
        }
 
        #[test]
        fn removes_uncertainity_when_exact_liquidity_known() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters::default();
-               let scorer = ProbabilisticScorer::new(params.clone(), &network_graph, &logger);
+               let params = ProbabilisticScoringFeeParameters::default();
+               let scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
 
@@ -2589,49 +2800,92 @@ mod tests {
                        inflight_htlc_msat: 0,
                        effective_capacity: EffectiveCapacity::ExactLiquidity { liquidity_msat: 1_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), base_penalty_msat);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), base_penalty_msat);
 
                let usage = ChannelUsage { amount_msat: 1_000, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), base_penalty_msat);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), base_penalty_msat);
 
                let usage = ChannelUsage { amount_msat: 1_001, ..usage };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), u64::max_value());
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), u64::max_value());
        }
 
        #[test]
        fn remembers_historical_failures() {
                let logger = TestLogger::new();
                let network_graph = network_graph(&logger);
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        historical_liquidity_penalty_multiplier_msat: 1024,
                        historical_liquidity_penalty_amount_multiplier_msat: 1024,
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
+               };
+               let decay_params = ProbabilisticScoringDecayParameters {
+                       liquidity_offset_half_life: Duration::from_secs(60 * 60),
                        historical_no_updates_half_life: Duration::from_secs(10),
-                       ..ProbabilisticScoringParameters::zero_penalty()
                };
-               let mut scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let mut scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
                let source = source_node_id();
                let target = target_node_id();
 
                let usage = ChannelUsage {
                        amount_msat: 100,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: Some(1_024) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: 1_024 },
                };
                // With no historical data the normal liquidity penalty calculation is used.
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 47);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 47);
+               assert_eq!(scorer.historical_estimated_channel_liquidity_probabilities(42, &target),
+                       None);
 
-               scorer.payment_path_failed(&payment_path_for_amount(1).iter().collect::<Vec<_>>(), 42);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 2048);
+               scorer.payment_path_failed(&payment_path_for_amount(1), 42);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 2048);
+               // The "it failed" increment is 32, where the probability should lie fully in the first
+               // octile.
+               assert_eq!(scorer.historical_estimated_channel_liquidity_probabilities(42, &target),
+                       Some(([32, 0, 0, 0, 0, 0, 0, 0], [32, 0, 0, 0, 0, 0, 0, 0])));
 
                // Even after we tell the scorer we definitely have enough available liquidity, it will
                // still remember that there was some failure in the past, and assign a non-0 penalty.
-               scorer.payment_path_failed(&payment_path_for_amount(1000).iter().collect::<Vec<_>>(), 43);
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 198);
+               scorer.payment_path_failed(&payment_path_for_amount(1000), 43);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 198);
+               // The first octile should be decayed just slightly and the last octile has a new point.
+               assert_eq!(scorer.historical_estimated_channel_liquidity_probabilities(42, &target),
+                       Some(([31, 0, 0, 0, 0, 0, 0, 32], [31, 0, 0, 0, 0, 0, 0, 32])));
 
                // Advance the time forward 16 half-lives (which the docs claim will ensure all data is
                // gone), and check that we're back to where we started.
                SinceEpoch::advance(Duration::from_secs(10 * 16));
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 47);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 47);
+               // Once fully decayed we still have data, but its all-0s. In the future we may remove the
+               // data entirely instead.
+               assert_eq!(scorer.historical_estimated_channel_liquidity_probabilities(42, &target),
+                       Some(([0; 8], [0; 8])));
+
+               let usage = ChannelUsage {
+                       amount_msat: 100,
+                       inflight_htlc_msat: 1024,
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: 1_024 },
+               };
+               scorer.payment_path_failed(&payment_path_for_amount(1), 42);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 409);
+
+               let usage = ChannelUsage {
+                       amount_msat: 1,
+                       inflight_htlc_msat: 0,
+                       effective_capacity: EffectiveCapacity::AdvertisedMaxHTLC { amount_msat: 0 },
+               };
+               assert_eq!(scorer.channel_penalty_msat(42, &target, &source, usage, &params), 2048);
+
+               // Advance to decay all liquidity offsets to zero.
+               SinceEpoch::advance(Duration::from_secs(60 * 60 * 10));
+
+               // Use a path in the opposite direction, which have zero for htlc_maximum_msat. This will
+               // ensure that the effective capacity is zero to test division-by-zero edge cases.
+               let path = vec![
+                       path_hop(target_pubkey(), 43, 2),
+                       path_hop(source_pubkey(), 42, 1),
+                       path_hop(sender_pubkey(), 41, 0),
+               ];
+               scorer.payment_path_failed(&Path { hops: path, blinded_tail: None }, 42);
        }
 
        #[test]
@@ -2640,42 +2894,92 @@ mod tests {
                let network_graph = network_graph(&logger);
                let source = source_node_id();
                let target = target_node_id();
-               let params = ProbabilisticScoringParameters {
+               let params = ProbabilisticScoringFeeParameters {
                        anti_probing_penalty_msat: 500,
-                       ..ProbabilisticScoringParameters::zero_penalty()
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
                };
-               let scorer = ProbabilisticScorer::new(params, &network_graph, &logger);
+               let scorer = ProbabilisticScorer::new(ProbabilisticScoringDecayParameters::default(), &network_graph, &logger);
 
                // Check we receive no penalty for a low htlc_maximum_msat.
                let usage = ChannelUsage {
                        amount_msat: 512_000,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: Some(1_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: 1_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
 
                // Check we receive anti-probing penalty for htlc_maximum_msat == channel_capacity.
                let usage = ChannelUsage {
                        amount_msat: 512_000,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: Some(1_024_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: 1_024_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 500);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 500);
 
                // Check we receive anti-probing penalty for htlc_maximum_msat == channel_capacity/2.
                let usage = ChannelUsage {
                        amount_msat: 512_000,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: Some(512_000) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: 512_000 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 500);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 500);
 
                // Check we receive no anti-probing penalty for htlc_maximum_msat == channel_capacity/2 - 1.
                let usage = ChannelUsage {
                        amount_msat: 512_000,
                        inflight_htlc_msat: 0,
-                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: Some(511_999) },
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024_000, htlc_maximum_msat: 511_999 },
                };
-               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage), 0);
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 0);
+       }
+
+       #[test]
+       fn scores_with_blinded_path() {
+               // Make sure we'll account for a blinded path's final_value_msat in scoring
+               let logger = TestLogger::new();
+               let network_graph = network_graph(&logger);
+               let params = ProbabilisticScoringFeeParameters {
+                       liquidity_penalty_multiplier_msat: 1_000,
+                       ..ProbabilisticScoringFeeParameters::zero_penalty()
+               };
+               let decay_params = ProbabilisticScoringDecayParameters::default();
+               let mut scorer = ProbabilisticScorer::new(decay_params, &network_graph, &logger);
+               let source = source_node_id();
+               let target = target_node_id();
+               let usage = ChannelUsage {
+                       amount_msat: 512,
+                       inflight_htlc_msat: 0,
+                       effective_capacity: EffectiveCapacity::Total { capacity_msat: 1_024, htlc_maximum_msat: 1_000 },
+               };
+               assert_eq!(scorer.channel_penalty_msat(42, &source, &target, usage, &params), 300);
+
+               let mut path = payment_path_for_amount(768);
+               let recipient_hop = path.hops.pop().unwrap();
+               let blinded_path = BlindedPath {
+                       introduction_node_id: path.hops.last().as_ref().unwrap().pubkey,
+                       blinding_point: test_utils::pubkey(42),
+                       blinded_hops: vec![
+                               BlindedHop { blinded_node_id: test_utils::pubkey(44), encrypted_payload: Vec::new() }
+                       ],
+               };
+               path.blinded_tail = Some(BlindedTail {
+                       hops: blinded_path.blinded_hops,
+                       blinding_point: blinded_path.blinding_point,
+                       excess_final_cltv_expiry_delta: recipient_hop.cltv_expiry_delta,
+                       final_value_msat: recipient_hop.fee_msat,
+               });
+
+               // Check the liquidity before and after scoring payment failures to ensure the blinded path's
+               // final value is taken into account.
+               assert!(scorer.channel_liquidities.get(&42).is_none());
+
+               scorer.payment_path_failed(&path, 42);
+               path.blinded_tail.as_mut().unwrap().final_value_msat = 256;
+               scorer.payment_path_failed(&path, 43);
+
+               let liquidity = scorer.channel_liquidities.get(&42).unwrap()
+                       .as_directed(&source, &target, 0, 1_000, decay_params);
+               assert_eq!(liquidity.min_liquidity_msat(), 256);
+               assert_eq!(liquidity.max_liquidity_msat(), 768);
        }
 }